Ovarian Serous Cystadenocarcinoma: PARADIGM pathway analysis of mRNA expression data<BR>(primary solid tumor cohort)

Pathway.Name	Avg.Num.Perturbations
FOXM1 transcription factor network	416
PLK1 signaling events	234
TCGA08_retinoblastoma	234
PLK2 and PLK4 events	215
Aurora B signaling	186
Circadian rhythm pathway	126
Signaling events regulated by Ret tyrosine kinase	125
TCGA08_p53	123
Osteopontin-mediated events	113
BARD1 signaling events	110

Pathway.Name	Avg.Num.Perturbations	Total.Perturbations	Num.Entities	Min.Mean.Truth	Max.Mean.Truth	Min.Mean.Within	Max.Mean.Within	Min.Mean.Any	Max.Mean.Within.1
FOXM1 transcription factor network	416	21234	51	-0.035	2.3	1000	-1000	-0.17	-1000
PLK1 signaling events	234	19965	85	-0.13	0.32	1000	-1000	-0.018	-1000
TCGA08_retinoblastoma	234	1878	8	-0.11	0.14	1000	-1000	-0.006	-1000
PLK2 and PLK4 events	215	646	3	0.029	0.12	1000	-1000	-0.006	-1000
Aurora B signaling	186	12492	67	-0.25	0.42	1000	-1000	-0.026	-1000
Circadian rhythm pathway	126	2790	22	-0.079	0.32	1000	-1000	-0.044	-1000
Signaling events regulated by Ret tyrosine kinase	125	10313	82	-0.24	0.066	1000	-1000	-0.045	-1000
TCGA08_p53	123	866	7	-0.075	0.003	1000	-1000	-0.007	-1000
Osteopontin-mediated events	113	4295	38	-0.13	0.17	1000	-1000	-0.023	-1000
BARD1 signaling events	110	6272	57	-0.051	0.22	1000	-1000	-0.028	-1000
Nongenotropic Androgen signaling	110	5729	52	-0.2	0.094	1000	-1000	-0.02	-1000
HIF-1-alpha transcription factor network	104	7963	76	-0.027	0.32	1000	-1000	-0.075	-1000
IL2 signaling events mediated by STAT5	100	2210	22	-0.42	0.21	1000	-1000	-0.036	-1000
Aurora A signaling	94	5651	60	-0.25	0.29	1000	-1000	-0.019	-1000
S1P3 pathway	92	3876	42	-0.56	0.02	1000	-1000	-0.016	-1000
Insulin Pathway	91	6807	74	-0.2	0.047	1000	-1000	-0.033	-1000
mTOR signaling pathway	90	4811	53	-0.18	0.047	1000	-1000	-0.035	-1000
IGF1 pathway	89	5110	57	-0.1	0.085	1000	-1000	-0.039	-1000
Endothelins	79	7655	96	-0.11	0.15	1000	-1000	-0.034	-1000
TCGA08_rtk_signaling	79	2064	26	-0.18	0.12	1000	-1000	-0.015	-1000
Coregulation of Androgen receptor activity	71	5451	76	-0.34	0.13	1000	-1000	-0.023	-1000
Signaling events mediated by PRL	71	2427	34	-0.083	0.16	1000	-1000	-0.02	-1000
PDGFR-alpha signaling pathway	69	3063	44	-0.084	0.047	1000	-1000	-0.016	-1000
Syndecan-1-mediated signaling events	68	2334	34	-0.1	0.047	1000	-1000	-0.02	-1000
LPA receptor mediated events	66	6789	102	-0.075	0.035	1000	-1000	-0.039	-1000
Reelin signaling pathway	65	3665	56	-0.075	0.047	1000	-1000	-0.034	-1000
Integrins in angiogenesis	65	5476	84	-0.2	0.079	1000	-1000	-0.037	-1000
IL1-mediated signaling events	64	3993	62	-0.12	0.1	1000	-1000	-0.039	-1000
Ephrin B reverse signaling	64	3114	48	-0.16	0.047	1000	-1000	-0.027	-1000
Ras signaling in the CD4+ TCR pathway	64	1089	17	-0.007	0.12	1000	-1000	-0.016	-1000
Thromboxane A2 receptor signaling	63	6716	105	-0.2	0.064	1000	-1000	-0.042	-1000
Nectin adhesion pathway	55	3512	63	-0.12	0.047	1000	-1000	-0.04	-1000
FAS signaling pathway (CD95)	55	2597	47	-0.057	0.065	1000	-1000	-0.029	-1000
IL4-mediated signaling events	54	4960	91	-0.65	0.22	1000	-1000	-0.16	-1000
amb2 Integrin signaling	53	4411	82	-0.14	0.075	1000	-1000	-0.034	-1000
TRAIL signaling pathway	50	2447	48	-0.12	0.015	1000	-1000	-0.024	-1000
Plasma membrane estrogen receptor signaling	50	4346	86	-0.096	0.12	1000	-1000	-0.044	-1000
Signaling events mediated by the Hedgehog family	49	2578	52	-0.075	0.12	1000	-1000	-0.025	-1000
Effects of Botulinum toxin	46	1216	26	-0.15	0.011	1000	-1000	-0.02	-1000
IL23-mediated signaling events	46	2764	60	-0.076	0.2	1000	-1000	-0.14	-1000
p75(NTR)-mediated signaling	45	5749	125	-0.18	0.1	1000	-1000	-0.036	-1000
Signaling mediated by p38-gamma and p38-delta	44	670	15	-0.092	0.04	1000	-1000	-0.01	-1000
Retinoic acid receptors-mediated signaling	43	2517	58	-0.38	0.23	1000	-1000	-0.041	-1000
Syndecan-4-mediated signaling events	42	2838	67	-0.045	0.089	1000	-1000	-0.038	-1000
RXR and RAR heterodimerization with other nuclear receptor	40	2098	52	-0.16	0.044	1000	-1000	-0.027	-1000
HIF-2-alpha transcription factor network	40	1727	43	-0.14	0.18	1000	-1000	-0.043	-1000
Cellular roles of Anthrax toxin	39	1555	39	-0.14	0.014	1000	-1000	-0.012	-1000
FoxO family signaling	39	2539	64	-0.072	0.3	1000	-1000	-0.025	-1000
IL2 signaling events mediated by PI3K	39	2298	58	-0.17	0.045	1000	-1000	-0.049	-1000
Syndecan-2-mediated signaling events	38	2687	69	-0.054	0.075	1000	-1000	-0.023	-1000
Insulin-mediated glucose transport	37	1207	32	-0.23	0.1	1000	-1000	-0.02	-1000
Paxillin-independent events mediated by a4b1 and a4b7	37	1383	37	-0.075	0.047	1000	-1000	-0.023	-1000
Paxillin-dependent events mediated by a4b1	37	1354	36	-0.075	0.047	1000	-1000	-0.032	-1000
Aurora C signaling	35	248	7	-0.006	0.046	1000	-1000	-0.012	-1000
Signaling events mediated by PTP1B	34	2599	76	-0.2	0.082	1000	-1000	-0.033	-1000
Fc-epsilon receptor I signaling in mast cells	34	3370	97	-0.074	0.047	1000	-1000	-0.041	-1000
Regulation of Androgen receptor activity	33	2327	70	-0.42	0.021	1000	-1000	-0.025	-1000
IL6-mediated signaling events	32	2415	75	-0.28	0.11	1000	-1000	-0.032	-1000
Canonical NF-kappaB pathway	31	1225	39	-0.022	0.073	1000	-1000	-0.038	-1000
Regulation of Telomerase	31	3213	102	-0.27	0.084	1000	-1000	-0.06	-1000
LPA4-mediated signaling events	30	364	12	-0.085	0	1000	-1000	-0.011	-1000
Class I PI3K signaling events	30	2206	73	-0.047	0.12	1000	-1000	-0.024	-1000
E-cadherin signaling in keratinocytes	30	1321	43	-0.073	0.044	1000	-1000	-0.02	-1000
Caspase cascade in apoptosis	29	2189	74	-0.047	0.077	1000	-1000	-0.026	-1000
Neurotrophic factor-mediated Trk receptor signaling	29	3576	120	-0.16	0.12	1000	-1000	-0.036	-1000
ErbB4 signaling events	28	1988	69	-0.23	0.21	1000	-1000	-0.047	-1000
IL12-mediated signaling events	27	2383	87	-0.39	0.13	1000	-1000	-0.091	-1000
Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met)	27	2318	85	-0.075	0.047	1000	-1000	-0.031	-1000
BMP receptor signaling	27	2187	81	-0.14	0.041	1000	-1000	-0.045	-1000
ceramide signaling pathway	27	1357	49	-0.055	0.001	1000	-1000	-0.024	-1000
Role of Calcineurin-dependent NFAT signaling in lymphocytes	27	2322	83	-0.15	0.21	1000	-1000	-0.026	-1000
ErbB2/ErbB3 signaling events	26	1708	65	-0.019	0.13	1000	-1000	-0.04	-1000
Regulation of cytoplasmic and nuclear SMAD2/3 signaling	26	607	23	-0.013	0.21	1000	-1000	-0.016	-1000
Glypican 1 network	26	1277	48	-0.13	0.036	1000	-1000	-0.015	-1000
Lissencephaly gene (LIS1) in neuronal migration and development	25	1353	54	-0.048	0.021	1000	-1000	-0.047	-1000
Canonical Wnt signaling pathway	25	1276	51	-0.34	0.13	1000	-1000	-0.032	-1000
Glucocorticoid receptor regulatory network	24	2845	114	-0.29	0.14	1000	-1000	-0.049	-1000
Stabilization and expansion of the E-cadherin adherens junction	24	1790	74	-0.12	0.029	1000	-1000	-0.038	-1000
PDGFR-beta signaling pathway	24	2369	97	-0.088	0.13	1000	-1000	-0.035	-1000
EPHB forward signaling	23	2023	85	-0.075	0.12	1000	-1000	-0.043	-1000
EGFR-dependent Endothelin signaling events	23	486	21	-0.03	0.007	1000	-1000	-0.029	-1000
Signaling events mediated by Stem cell factor receptor (c-Kit)	23	1848	78	-0.16	0.047	1000	-1000	-0.05	-1000
Regulation of nuclear SMAD2/3 signaling	22	3088	136	-0.18	0.14	1000	-1000	-0.037	-1000
Wnt signaling	22	157	7	-0.006	0.021	1000	-1000	-0.017	-1000
Hypoxic and oxygen homeostasis regulation of HIF-1-alpha	22	746	33	-0.051	0.13	1000	-1000	-0.024	-1000
IFN-gamma pathway	21	1444	68	-0.075	0.077	1000	-1000	-0.042	-1000
TCR signaling in naïve CD8+ T cells	21	1954	93	-0.049	0.12	1000	-1000	-0.042	-1000
a4b1 and a4b7 Integrin signaling	20	103	5	-0.006	0.007	1000	-1000	-0.009	-1000
Arf6 signaling events	20	1257	62	-0.046	0.029	1000	-1000	-0.015	-1000
Presenilin action in Notch and Wnt signaling	19	1206	61	-0.32	0.025	1000	-1000	-0.032	-1000
Ceramide signaling pathway	18	1405	76	-0.055	0.048	1000	-1000	-0.023	-1000
Atypical NF-kappaB pathway	18	587	31	-0.075	0.047	1000	-1000	-0.015	-1000
Syndecan-3-mediated signaling events	18	642	35	-0.047	0.019	1000	-1000	-0.018	-1000
HIV-1 Nef: Negative effector of Fas and TNF-alpha	18	840	45	-0.07	0.024	1000	-1000	-0.047	-1000
IL27-mediated signaling events	18	920	51	-0.054	0.13	1000	-1000	-0.042	-1000
E-cadherin signaling in the nascent adherens junction	18	1408	76	-0.075	0.047	1000	-1000	-0.039	-1000
Calcineurin-regulated NFAT-dependent transcription in lymphocytes	17	1160	68	-0.12	0.008	1000	-1000	-0.055	-1000
Ephrin A reverse signaling	16	112	7	-0.028	0.006	1000	-1000	-0.009	-1000
Regulation of p38-alpha and p38-beta	16	878	54	-0.094	0.03	1000	-1000	-0.033	-1000
Signaling events mediated by VEGFR1 and VEGFR2	16	2086	125	-0.08	0.047	1000	-1000	-0.05	-1000
FOXA2 and FOXA3 transcription factor networks	15	696	46	-0.019	0.21	1000	-1000	-0.079	-1000
BCR signaling pathway	15	1556	99	-0.075	0.047	1000	-1000	-0.041	-1000
Arf6 downstream pathway	14	633	43	-0.021	0.019	1000	-1000	-0.016	-1000
Calcium signaling in the CD4+ TCR pathway	14	452	31	-0.077	0	1000	-1000	-0.034	-1000
VEGFR1 specific signals	14	794	56	-0.075	0.047	1000	-1000	-0.029	-1000
Noncanonical Wnt signaling pathway	13	348	26	-0.018	0.024	1000	-1000	-0.022	-1000
EPO signaling pathway	13	725	55	-0.085	0.029	1000	-1000	-0.034	-1000
S1P1 pathway	13	479	36	-0.009	0.037	1000	-1000	-0.035	-1000
Signaling mediated by p38-alpha and p38-beta	13	579	44	-0.088	0.02	1000	-1000	-0.021	-1000
E-cadherin signaling events	13	69	5	-0.013	0.001	1000	-1000	-0.008	-1000
Arf1 pathway	13	707	54	-0.024	0.005	1000	-1000	-0.012	-1000
Signaling events mediated by HDAC Class I	12	1322	104	-0.021	0.026	1000	-1000	-0.028	-1000
Sphingosine 1-phosphate (S1P) pathway	10	281	28	-0.034	0.036	1000	-1000	-0.013	-1000
Signaling events mediated by HDAC Class III	10	410	40	-0.047	0.01	1000	-1000	-0.013	-1000
Nephrin/Neph1 signaling in the kidney podocyte	9	308	34	-0.017	0.021	1000	-1000	-0.016	-1000
Angiopoietin receptor Tie2-mediated signaling	9	816	88	-0.075	0.075	1000	-1000	-0.07	-1000
Hedgehog signaling events mediated by Gli proteins	8	530	65	-0.056	0.035	1000	-1000	-0.027	-1000
S1P5 pathway	8	152	17	-0.009	0.036	1000	-1000	-0.011	-1000
Signaling events mediated by HDAC Class II	7	564	75	-0.046	0.014	1000	-1000	-0.019	-1000
Class I PI3K signaling events mediated by Akt	7	542	68	-0.14	0.036	1000	-1000	-0.026	-1000
S1P4 pathway	7	182	25	-0.008	0.036	1000	-1000	-0.012	-1000
p38 MAPK signaling pathway	7	325	44	-0.012	0.02	1000	-1000	-0.033	-1000
Class IB PI3K non-lipid kinase events	6	18	3	-0.003	-1000	1000	-1000	-0.007	-1000
Sumoylation by RanBP2 regulates transcriptional repression	5	135	27	-0.008	0.014	1000	-1000	-0.024	-1000
Arf6 trafficking events	5	420	71	-0.008	0.009	1000	-1000	-0.023	-1000
JNK signaling in the CD4+ TCR pathway	4	73	17	-0.015	0.008	1000	-1000	-0.018	-1000
Alternative NF-kappaB pathway	4	60	13	-0.01	0.016	1000	-1000	-0.007	-1000
Visual signal transduction: Rods	2	145	52	-0.017	0.012	1000	-1000	-0.033	-1000
Visual signal transduction: Cones	0	30	38	-0.011	0.011	1000	-1000	-0.013	-1000
Glypican 2 network	0	3	4	-0.007	-1000	1000	-1000	-0.007	-1000
Rapid glucocorticoid signaling	0	17	20	-0.006	0.006	1000	-1000	-0.009	-1000
Total	5938	322751	7203	-15	-2000	131000	-131000	-4.2	-131000

FOXM1 transcription factor network

Figure S1. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S1. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
NFATC3	1.3	0.29	1.3	520	-10000	0	520
PLK1	0.47	0.28	0.66	304	-10000	0	304
BIRC5	0.49	0.3	0.74	265	-10000	0	265
HSPA1B	1.3	0.29	1.3	525	-10000	0	525
MAP2K1	0.45	0.13	0.47	541	-10000	0	541
BRCA2	1.4	0.41	1.5	524	-10000	0	524
FOXM1	2.3	0.81	2.4	531	-10000	0	531
XRCC1	1.3	0.29	1.3	520	-10000	0	520
FOXM1B/p19	0.73	0.59	1.2	331	-10000	0	331
Cyclin D1/CDK4	0.71	0.48	1	373	-10000	0	373
CDC2	1.9	0.52	2	536	-10000	0	536
TGFA	0.76	0.5	1.1	373	-10000	0	373
SKP2	1.4	0.4	1.5	521	-10000	0	521
CCNE1	0.27	0.068	0.3	515	-10000	0	515
CKS1B	1.5	0.44	1.6	521	-10000	0	521
RB1	0	0.03	0.62	1	-10000	0	1
FOXM1C/SP1	0.93	0.39	1.1	457	-10000	0	457
AURKB	0.5	0.31	0.69	324	-10000	0	324
CENPF	1.7	0.41	1.8	533	-10000	0	533
CDK4	0.11	0.066	0.16	264	-10000	0	264
MYC	0.92	0.38	1.1	461	-10000	0	461
CHEK2	0.51	0.16	0.53	544	-10000	0	544
ONECUT1	0.8	0.53	1.2	376	-10000	0	376
CDKN2A	0.049	0.16	0.24	183	-0.29	60	243
LAMA4	1.2	0.48	1.4	479	-10000	0	479
FOXM1B/HNF6	0.81	0.54	1.2	372	-10000	0	372
FOS	1.1	0.51	1.4	463	-10000	0	463
SP1	-0.035	0.082	-10000	0	-0.28	58	58
CDC25B	1.3	0.29	1.4	521	-10000	0	521
response to radiation	0.23	0.059	0.24	537	-10000	0	537
CENPB	1.3	0.29	1.3	519	-10000	0	519
CENPA	1.3	0.3	1.4	521	-10000	0	521
NEK2	1.6	0.44	1.7	524	-10000	0	524
HIST1H2BA	1.3	0.29	1.3	521	-10000	0	521
CCNA2	0.27	0.082	0.3	496	-10000	0	496
EP300	-0.007	0.018	-10000	0	-0.31	2	2
CCNB1/CDK1	1.8	0.47	1.9	524	-10000	0	524
CCNB2	1.7	0.4	1.8	536	-10000	0	536
CCNB1	1.9	0.54	2	525	-10000	0	525
ETV5	1.3	0.34	1.4	526	-10000	0	526
ESR1	1.1	0.52	1.3	450	-1	2	452
CCND1	0.8	0.53	1.2	376	-10000	0	376
GSK3A	0.24	0.061	0.26	505	-10000	0	505
Cyclin A-E1/CDK1-2	0.51	0.13	0.52	551	-10000	0	551
CDK2	0.18	0.1	0.28	270	-10000	0	270
G2/M transition of mitotic cell cycle	0.44	0.13	0.46	543	-10000	0	543
FOXM1B/Cbp/p300	-0.003	0.036	-10000	0	-10000	0	0
GAS1	1.1	0.53	1.4	448	-0.98	1	449
MMP2	1.1	0.54	1.4	464	-0.97	3	467
RB1/FOXM1C	0.78	0.52	1.1	383	-10000	0	383
CREBBP	-0.012	0.042	-10000	0	-0.31	11	11

×

PLK1 signaling events

Figure S2. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S2. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
regulation of centriole-centriole cohesion	-0.13	0.048	-10000	0	-0.15	494	494
BUB1B	0.22	0.068	0.24	514	-10000	0	514
PLK1	0.1	0.037	0.11	521	-10000	0	521
PLK1S1	0.051	0.021	0.055	521	-10000	0	521
KIF2A	0.088	0.032	0.099	447	-0.12	1	448
regulation of mitotic centrosome separation	0.1	0.036	0.11	521	-10000	0	521
GOLGA2	-0.006	0	-10000	0	-10000	0	0
Hec1/SPC24	0.25	0.1	0.28	508	-10000	0	508
WEE1	0.15	0.042	0.17	444	-10000	0	444
cytokinesis	0.25	0.089	0.28	500	-10000	0	500
PP2A-alpha B56	0.027	0.058	-10000	0	-10000	0	0
AURKA	0.14	0.036	0.14	538	-10000	0	538
PICH/PLK1	0.27	0.091	0.28	543	-10000	0	543
CENPE	0.1	0.056	0.15	225	-10000	0	225
RhoA/GTP	-0.004	0.012	-10000	0	-0.21	2	2
positive regulation of microtubule depolymerization	0.087	0.032	0.099	447	-0.12	1	448
PPP2CA	-0.006	0.013	-10000	0	-0.31	1	1
FZR1	-0.006	0	-10000	0	-10000	0	0
TPX2	0.16	0.03	0.16	556	-10000	0	556
PAK1	0.012	0.041	0.24	18	-10000	0	18
SPC24	0.063	0.11	0.24	157	-10000	0	157
FBXW11	-0.006	0	-10000	0	-10000	0	0
CLSPN	0.07	0.041	0.15	81	-10000	0	81
GORASP1	-0.006	0	-10000	0	-10000	0	0
metaphase	0.001	0.002	-10000	0	-10000	0	0
mol:GTP	0	0	-10000	0	-10000	0	0
NLP	0.051	0.021	0.055	521	-10000	0	521
G2 phase of mitotic cell cycle	0.007	0.002	0.009	123	-10000	0	123
STAG2	0.001	0.043	0.24	16	-0.31	1	17
GRASP65/GM130/RAB1/GTP	0	0.001	-10000	0	-10000	0	0
spindle elongation	0.1	0.036	0.11	521	-10000	0	521
ODF2	0.011	0.003	-10000	0	-10000	0	0
BUB1	0.029	0.07	0.39	2	-10000	0	2
TPT1	0.051	0.023	0.095	39	-0.18	1	40
CDC25C	0.12	0.075	0.2	251	-10000	0	251
CDC25B	0.028	0.028	0.26	8	-10000	0	8
SGOL1	0.13	0.048	0.15	494	-10000	0	494
RHOA	-0.007	0.018	-10000	0	-0.31	2	2
CCNB1/CDK1	0.27	0.083	0.28	531	-10000	0	531
CDC14B	0.004	0.002	-10000	0	-10000	0	0
CDC20	0.18	0.1	0.24	438	-10000	0	438
PLK1/PBIP1	0.01	0.043	0.21	24	-10000	0	24
mitosis	0	0.001	-10000	0	-10000	0	0
FBXO5	0.17	0.075	0.2	479	-10000	0	479
CDC2	0.24	0.045	0.24	549	-10000	0	549
NDC80	0.21	0.078	0.24	505	-10000	0	505
metaphase plate congression	0.065	0.023	0.11	41	-0.15	1	42
ERCC6L	0.27	0.089	0.28	536	-10000	0	536
NLP/gamma Tubulin	0.052	0.023	0.077	213	-10000	0	213
microtubule cytoskeleton organization	0.051	0.023	0.095	39	-0.17	1	40
G2/M transition DNA damage checkpoint	0.001	0.001	-10000	0	-10000	0	0
PPP1R12A	0.006	0.003	-10000	0	-10000	0	0
interphase	0.001	0.001	-10000	0	-10000	0	0
PLK1/PRC1-2	0.32	0.12	0.35	509	-10000	0	509
GRASP65/GM130/RAB1/GTP/PLK1	0.039	0.031	0.2	1	-10000	0	1
RAB1A	-0.005	0.01	0.24	1	-10000	0	1
prophase	0	0	-10000	0	-10000	0	0
Aurora A/BORA	0.12	0.068	0.13	517	-10000	0	517
mitotic prometaphase	0.003	0.002	0.033	1	-10000	0	1
proteasomal ubiquitin-dependent protein catabolic process	0.099	0.042	-10000	0	-10000	0	0
microtubule-based process	0.22	0.077	0.25	484	-10000	0	484
Golgi organization	0.1	0.036	0.11	521	-10000	0	521
Cohesin/SA2	0.054	0.046	0.13	68	-10000	0	68
PPP1CB/MYPT1	0.012	0.01	-10000	0	-0.22	1	1
KIF20A	0.2	0.091	0.24	477	-10000	0	477
APC/C/CDC20	0.21	0.086	0.24	490	-10000	0	490
PPP2R1A	-0.006	0	-10000	0	-10000	0	0
chromosome segregation	0.01	0.042	0.21	24	-10000	0	24
PRC1	0.18	0.11	0.24	429	-10000	0	429
ECT2	0.22	0.06	0.24	536	-10000	0	536
C13orf34	0.11	0.068	0.13	447	-10000	0	447
NUDC	0.065	0.023	0.11	41	-0.15	1	42
regulation of attachment of spindle microtubules to kinetochore	0.22	0.068	0.24	514	-10000	0	514
spindle assembly	0.076	0.03	0.087	448	-10000	0	448
spindle stabilization	0.051	0.021	0.055	521	-10000	0	521
APC/C/HCDH1	0.006	0.003	-10000	0	-10000	0	0
MKLP2/PLK1	0.22	0.078	0.25	484	-10000	0	484
CCNB1	0.2	0.095	0.25	448	-10000	0	448
PPP1CB	0.006	0.014	-10000	0	-0.31	1	1
BTRC	-0.006	0	-10000	0	-10000	0	0
ROCK2	0.071	0.028	0.16	11	-10000	0	11
TUBG1	0.052	0.023	0.1	46	-10000	0	46
G2/M transition of mitotic cell cycle	0.26	0.072	0.27	542	-10000	0	542
MLF1IP	0.007	0.042	0.21	24	-10000	0	24
INCENP	0.01	0.014	0.24	2	-10000	0	2

×

TCGA08_retinoblastoma

Figure S3. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S3. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
CDKN2B	-0.032	0.016	-10000	0	-10000	0	0
CDKN2C	-0.002	0.059	0.24	28	-10000	0	28
CDKN2A	0.14	0.12	0.25	314	-10000	0	314
CCND2	-0.095	0.098	-10000	0	-0.18	304	304
RB1	0.098	0.095	0.18	307	-10000	0	307
CDK4	-0.092	0.093	-10000	0	-0.17	307	307
CDK6	-0.096	0.098	-10000	0	-0.18	310	310
G1/S progression	-0.11	0.082	-10000	0	-0.18	308	308

×

PLK2 and PLK4 events

Figure S4. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S4. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
PLK2	0.029	0.094	0.24	86	-0.31	5	91
PLK4	0.1	0.12	0.24	251	-10000	0	251
regulation of centriole replication	0.12	0.13	0.23	301	-0.21	3	304

×

Aurora B signaling

Figure S5. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S5. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
Condensin I complex	0.39	0.16	0.42	527	-10000	0	527
STMN1	0.11	0.16	0.29	209	-10000	0	209
Aurora B/RasGAP/Survivin	0.073	0.091	0.21	150	-0.16	1	151
Chromosomal passenger complex/Cul3 protein complex	0.015	0.11	0.22	77	-0.16	1	78
BIRC5	0.067	0.093	0.25	115	-10000	0	115
DES	-0.061	0.15	-10000	0	-0.42	82	82
Aurora C/Aurora B/INCENP	0.054	0.057	0.16	120	-10000	0	120
Aurora B/TACC1	-0.1	0.093	0.15	15	-0.17	356	371
Aurora B/PP2A	0.045	0.063	0.17	119	-10000	0	119
mol:GTP	0	0	-10000	0	-10000	0	0
CBX5	0.018	0.038	0.17	8	-0.13	6	14
mitotic metaphase/anaphase transition	-0.008	0.005	-10000	0	-10000	0	0
NDC80	0.24	0.13	0.27	506	-10000	0	506
Cul3 protein complex	-0.05	0.09	0.16	7	-0.18	185	192
KIF2C	0.23	0.088	0.25	503	-10000	0	503
PEBP1	0.016	0.004	-10000	0	-10000	0	0
KIF20A	0.2	0.088	0.24	477	-10000	0	477
mol:GDP	0	0	-10000	0	-10000	0	0
Aurora B/RasGAP	0.044	0.065	0.17	118	-0.2	2	120
SEPT1	-0.006	0	-10000	0	-10000	0	0
SMC2	0.097	0.12	0.24	236	-10000	0	236
SMC4	0.23	0.053	0.24	542	-10000	0	542
NSUN2/NPM1/Nucleolin	0.059	0.11	0.28	111	-10000	0	111
PSMA3	-0.005	0.024	0.24	4	-0.31	1	5
G2/M transition of mitotic cell cycle	-0.001	0.003	-10000	0	-10000	0	0
H3F3B	0.034	0.067	0.16	118	-0.23	6	124
AURKB	0.061	0.093	0.24	119	-10000	0	119
AURKC	-0.006	0	-10000	0	-10000	0	0
CDCA8	0.055	0.082	0.25	84	-10000	0	84
cytokinesis	0.014	0.071	0.34	23	-10000	0	23
Aurora B/Septin1	0.069	0.14	0.39	91	-10000	0	91
AURKA	0.23	0.055	0.24	538	-10000	0	538
INCENP	0.023	0.015	0.25	2	-10000	0	2
KLHL13	-0.1	0.15	0.24	7	-0.31	183	190
BUB1	0.22	0.062	0.24	526	-10000	0	526
hSgo1/Aurora B/Survivin	0.15	0.098	0.2	420	-10000	0	420
EVI5	0.011	0.016	0.24	1	-0.28	1	2
RhoA/GTP	0.24	0.17	0.34	400	-10000	0	400
SGOL1	0.21	0.084	0.24	494	-10000	0	494
CENPA	0.21	0.092	0.23	526	-10000	0	526
NCAPG	0.22	0.063	0.24	530	-10000	0	530
Aurora B/HC8 Proteasome	0.046	0.065	0.17	123	-0.21	1	124
NCAPD2	0.12	0.12	0.24	295	-10000	0	295
Aurora B/PP1-gamma	0.05	0.071	0.18	130	-10000	0	130
RHOA	-0.007	0.018	-10000	0	-0.31	2	2
NCAPH	0.15	0.12	0.24	354	-10000	0	354
NPM1	0	0	-10000	0	-10000	0	0
RASA1	-0.007	0.022	-10000	0	-0.31	3	3
KLHL9	-0.007	0.018	-10000	0	-0.31	2	2
mitotic prometaphase	0.012	0.004	-10000	0	-10000	0	0
proteasomal ubiquitin-dependent protein catabolic process	0.046	0.065	0.17	123	-0.21	1	124
PPP1CC	0.001	0.041	0.24	16	-10000	0	16
Centraspindlin	0.42	0.12	0.43	552	-10000	0	552
RhoA/GDP	-0.004	0.012	-10000	0	-0.21	2	2
NSUN2	0.001	0.021	0.36	2	-10000	0	2
MYLK	0.014	0.091	0.16	103	-0.23	43	146
KIF23	0.24	0.044	0.25	550	-10000	0	550
VIM	0	0.11	0.2	83	-0.21	85	168
RACGAP1	0.22	0.083	0.25	488	-10000	0	488
mitosis	0	0	-10000	0	-10000	0	0
NCL	0	0	-10000	0	-10000	0	0
Chromosomal passenger complex	0.24	0.11	0.25	524	-10000	0	524
Chromosomal passenger complex/EVI5	0.008	0.024	0.21	3	-10000	0	3
TACC1	-0.25	0.12	-10000	0	-0.31	460	460
PPP2R5D	-0.006	0	-10000	0	-10000	0	0
CUL3	-0.006	0	-10000	0	-10000	0	0
response to DNA damage stimulus	0	0	-10000	0	-10000	0	0

×

Circadian rhythm pathway

Figure S6. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S6. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
chromatin modification	0.31	0.2	0.52	250	-10000	0	250
CLOCK	0.023	0.045	0.25	13	-10000	0	13
TIMELESS/CRY2	0.16	0.18	-10000	0	-10000	0	0
DEC1/BMAL1	0.015	0.028	0.18	5	-10000	0	5
ATR	0.046	0.1	0.24	120	-10000	0	120
NR1D1	0.11	0.22	-10000	0	-0.9	13	13
ARNTL	0.02	0.036	0.26	5	-10000	0	5
TIMELESS	0.23	0.26	0.52	254	-10000	0	254
NPAS2	0.027	0.051	0.25	21	-10000	0	21
CRY2	-0.006	0	-10000	0	-10000	0	0
mol:CO	-0.079	0.091	0.13	3	-0.18	254	257
CHEK1	0.23	0.059	0.24	534	-10000	0	534
mol:HEME	0.079	0.091	0.18	254	-0.13	3	257
PER1	-0.012	0.042	-10000	0	-0.31	11	11
BMAL/CLOCK/NPAS2	0.095	0.11	0.21	254	-10000	0	254
BMAL1/CLOCK	0.12	0.18	0.39	10	-0.56	13	23
S phase of mitotic cell cycle	0.31	0.2	0.52	250	-10000	0	250
TIMELESS/CHEK1/ATR	0.32	0.2	0.52	256	-10000	0	256
mol:NADPH	0.079	0.091	0.18	254	-0.13	3	257
PER1/TIMELESS	0.16	0.19	0.39	10	-10000	0	10
PER1-2 / CRY1-2	0	0	-10000	0	-10000	0	0
DEC1	-0.006	0	-10000	0	-10000	0	0

×

Signaling events regulated by Ret tyrosine kinase

Figure S7. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S7. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
PTK2	-0.02	0.052	-10000	0	-0.43	2	2
Crk/p130 Cas/Paxillin	-0.19	0.1	-10000	0	-0.27	290	290
JUN	-0.066	0.09	0.22	1	-0.29	2	3
HRAS	-0.006	0	-10000	0	-10000	0	0
RET51/GFRalpha1/GDNF/GRB10	-0.06	0.09	0.16	11	-0.16	245	256
RAP1A	-0.005	0.01	0.24	1	-10000	0	1
FRS2	0.001	0.04	0.24	15	-10000	0	15
RAP1A/GDP	-0.003	0.007	0.17	1	-10000	0	1
RET51/GFRalpha1/GDNF/DOK1	-0.061	0.091	0.16	11	-0.16	246	257
EntrezGene:5979	0	0	-10000	0	-10000	0	0
PTPN11	-0.006	0	-10000	0	-10000	0	0
mol:GTP	0	0	-10000	0	-10000	0	0
CRK	-0.005	0.01	0.24	1	-10000	0	1
RET9/GFRalpha1/GDNF/Enigma	-0.063	0.087	0.15	8	-0.16	249	257
RHOA	-0.007	0.018	-10000	0	-0.31	2	2
RAP1A/GTP	-0.066	0.07	0.12	10	-0.14	244	254
GRB7	-0.006	0.03	0.24	4	-0.31	3	7
RET51/GFRalpha1/GDNF	-0.06	0.09	0.16	11	-0.16	245	256
MAPKKK cascade	-0.079	0.081	0.1	7	-0.17	230	237
BCAR1	-0.006	0.013	-10000	0	-0.31	1	1
RET9/GFRalpha1/GDNF/IRS1	-0.16	0.11	0.15	7	-0.21	448	455
lamellipodium assembly	-0.17	0.1	-10000	0	-0.26	287	287
RET51/GFRalpha1/GDNF/SHC	-0.06	0.09	0.16	11	-0.16	245	256
PIK3CA	0.047	0.1	0.24	122	-10000	0	122
RET9/GFRalpha1/GDNF/SHC	-0.062	0.086	0.15	8	-0.16	248	256
RET9/GFRalpha1/GDNF/Shank3	-0.062	0.086	0.15	8	-0.16	248	256
MAPK3	-0.068	0.072	0.22	1	-0.27	10	11
DOK1	-0.007	0.018	-10000	0	-0.31	2	2
DOK6	-0.006	0	-10000	0	-10000	0	0
PXN	-0.01	0.033	-10000	0	-0.31	7	7
neurite development	-0.071	0.079	0.22	1	-0.33	14	15
DOK5	0.066	0.14	0.24	193	-0.31	23	216
GFRA1	-0.13	0.16	0.24	8	-0.31	248	256
MAPK8	-0.07	0.094	0.2	1	-0.39	1	2
HRAS/GTP	-0.071	0.099	0.24	1	-0.19	230	231
tube development	-0.068	0.074	0.14	8	-0.15	248	256
MAPK1	-0.065	0.068	0.22	1	-0.27	1	2
RET9/GFRalpha1/GDNF/FRS2/SHP2/Grb2	-0.077	0.094	0.21	1	-0.18	241	242
Rac1/GDP	-0.004	0.009	-10000	0	-0.21	1	1
SRC	-0.006	0	-10000	0	-10000	0	0
PDLIM7	-0.007	0.018	-10000	0	-0.31	2	2
RET51/GFRalpha1/GDNF/Dok6	-0.056	0.086	0.28	1	-0.15	245	246
SHC1	-0.006	0	-10000	0	-10000	0	0
RET51/GFRalpha1/GDNF/Dok4	-0.06	0.09	0.16	11	-0.16	245	256
RET51/GFRalpha1/GDNF/Dok5	-0.02	0.12	0.15	112	-0.17	166	278
PRKCA	-0.005	0.037	0.24	7	-0.31	4	11
HRAS/GDP	-0.003	0	-10000	0	-10000	0	0
CREB1	-0.091	0.11	0.22	1	-0.22	230	231
PIK3R1	-0.075	0.13	-10000	0	-0.31	131	131
RET9/GFRalpha1/GDNF/SHC/GAB1/Grb2	-0.082	0.094	-10000	0	-0.19	248	248
RET51/GFRalpha1/GDNF/Grb7	-0.06	0.091	0.16	12	-0.16	245	257
mol:GDP	0	0	-10000	0	-10000	0	0
RET	-0.003	0.027	0.24	7	-10000	0	7
DOK4	-0.006	0	-10000	0	-10000	0	0
JNK cascade	-0.066	0.089	0.21	1	-0.29	2	3
RET9/GFRalpha1/GDNF/FRS2	-0.059	0.089	0.16	15	-0.16	241	256
SHANK3	-0.006	0	-10000	0	-10000	0	0
RASA1	-0.007	0.022	-10000	0	-0.31	3	3
NCK1	0.012	0.065	0.24	42	-10000	0	42
RET9/GFRalpha1/GDNF/SHC/Grb2/SOS1	-0.074	0.094	0.22	1	-0.18	233	234
RET51/GFRalpha1/GDNF/FRS2/SHP2/Grb2	-0.076	0.095	0.22	2	-0.18	238	240
RET51/GFRalpha1/GDNF/DOK/RasGAP/NCK	-0.074	0.1	0.22	1	-0.41	1	2
RET51/GFRalpha1/GDNF/SHC/Grb2/SOS1	-0.073	0.095	0.21	2	-0.18	230	232
PI3K	-0.24	0.16	0.18	1	-0.38	272	273
SOS1	0.005	0.05	0.24	24	-10000	0	24
RET9/GFRalpha1/GDNF/Shank3/Grb2	-0.058	0.083	0.14	8	-0.15	248	256
GRB10	-0.006	0	-10000	0	-10000	0	0
activation of MAPKK activity	-0.072	0.091	0.19	2	-10000	0	2
RET51/GFRalpha1/GDNF/FRS2	-0.057	0.093	0.17	18	-0.16	238	256
GAB1	-0.007	0.018	-10000	0	-0.31	2	2
IRS1	-0.2	0.15	-10000	0	-0.31	357	357
IRS2	-0.006	0	-10000	0	-10000	0	0
RET51/GFRalpha1/GDNF/SHC/GAB1/Grb2	-0.08	0.095	0.21	1	-0.19	245	246
RET51/GFRalpha1/GDNF/PKC alpha	-0.06	0.094	0.16	17	-0.16	246	263
GRB2	-0.006	0	-10000	0	-10000	0	0
PRKACA	-0.006	0	-10000	0	-10000	0	0
GDNF	-0.006	0	-10000	0	-10000	0	0
RAC1	-0.006	0.013	-10000	0	-0.31	1	1
RET51/GFRalpha1/GDNF/IRS1	-0.16	0.12	0.17	10	-0.21	447	457
Rac1/GTP	-0.2	0.12	-10000	0	-0.31	272	272
RET9/GFRalpha1/GDNF	-0.071	0.093	0.15	8	-0.18	248	256
GFRalpha1/GDNF	-0.094	0.11	0.17	8	-0.21	248	256

×

TCGA08_p53

Figure S8. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S8. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
CDKN2A	0.11	0.1	0.2	314	-10000	0	314
TP53	0.019	0.079	0.15	1	-0.24	36	37
Senescence	0.003	0.098	0.16	2	-0.2	91	93
Apoptosis	0.003	0.098	0.16	2	-0.2	91	93
Activated_Oncogenes	0	0	-10000	0	-10000	0	0
MDM2	-0.075	0.067	0.22	1	-0.13	314	315
MDM4	0	0.038	0.24	14	-10000	0	14

×

Osteopontin-mediated events

Figure S9. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S9. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
IKK alpha homodimer	0.088	0.16	0.29	184	-0.36	2	186
NF kappa B1 p50/RelA/I kappa B alpha	0.07	0.18	0.32	150	-0.3	14	164
alphaV/beta3 Integrin/Osteopontin/Src	0.079	0.11	0.21	212	-0.24	8	220
AP1	0.08	0.26	0.46	118	-0.39	28	146
ILK	0.063	0.15	0.28	122	-0.39	2	124
bone resorption	-0.009	0.15	0.21	99	-0.28	50	149
PTK2B	-0.006	0.013	-10000	0	-0.31	1	1
PYK2/p130Cas	0.06	0.14	0.25	125	-0.33	3	128
ITGAV	0.017	0.058	0.25	19	-0.31	3	22
mol:GTP	0	0	-10000	0	-10000	0	0
CD44/Rho Family GTPase/ROCK2	-0.09	0.1	0.17	2	-0.21	233	235
alphaV/beta3 Integrin/Osteopontin	0.056	0.14	0.2	233	-0.2	72	305
MAP3K1	0.062	0.15	0.27	125	-0.22	19	144
JUN	0.005	0.044	0.24	14	-0.31	2	16
MAPK3	0.11	0.21	0.39	182	-0.34	3	185
MAPK1	0.12	0.21	0.39	184	-0.36	2	186
Rac1/GDP	-0.004	0.009	-10000	0	-0.21	1	1
NFKB1	-0.01	0.033	-10000	0	-0.31	7	7
MAPK8	0.064	0.15	0.29	124	-0.23	17	141
ITGB3	-0.024	0.12	0.26	12	-0.31	74	86
NFKBIA	0.11	0.22	0.39	183	-0.32	9	192
FOS	-0.023	0.12	0.25	26	-0.31	65	91
CD44	-0.13	0.15	-10000	0	-0.31	236	236
CHUK	0.002	0.043	0.24	18	-10000	0	18
PLAU	0.17	0.3	0.6	176	-10000	0	176
NF kappa B1 p50/RelA	0.082	0.19	0.37	150	-0.28	8	158
BCAR1	-0.006	0.013	-10000	0	-0.31	1	1
RELA	-0.006	0.013	-10000	0	-0.31	1	1
alphaV beta3 Integrin	-0.002	0.11	0.22	28	-0.22	75	103
mol:GDP	0	0	-10000	0	-10000	0	0
SYK	0.057	0.14	0.26	118	-0.39	2	120
VAV3	0.069	0.14	0.26	141	-0.36	2	143
MAP3K14	0.095	0.18	0.32	182	-0.39	2	184
ROCK2	-0.004	0.023	0.24	5	-10000	0	5
SPP1	0.089	0.13	0.26	202	-0.32	6	208
RAC1	-0.006	0.013	-10000	0	-0.31	1	1
Rac1/GTP	0.04	0.11	0.21	112	-0.34	2	114
MMP2	0.052	0.26	0.67	42	-0.4	56	98

×

BARD1 signaling events

Figure S10. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S10. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
BARD1/CSTF1	0.02	0.065	0.18	83	-10000	0	83
ATM	0.002	0.043	0.24	18	-10000	0	18
UBE2D3	-0.006	0	-10000	0	-10000	0	0
PRKDC	0.036	0.093	0.24	97	-10000	0	97
ATR	0.046	0.1	0.24	120	-10000	0	120
UBE2L3	-0.006	0	-10000	0	-10000	0	0
FANCD2	0.11	0.12	0.21	310	-10000	0	310
protein ubiquitination	0.14	0.087	0.26	169	-10000	0	169
XRCC5	0.008	0.056	0.24	31	-10000	0	31
XRCC6	-0.006	0	-10000	0	-10000	0	0
M/R/N Complex	0.034	0.057	0.16	99	-0.18	2	101
MRE11A	0.025	0.081	0.24	70	-10000	0	70
DNA-PK	0.038	0.059	0.16	114	-10000	0	114
FA complex/FANCD2/Ubiquitin	0.004	0.03	0.28	5	-10000	0	5
FANCF	-0.006	0	-10000	0	-10000	0	0
BRCA1	0.009	0.058	0.24	33	-10000	0	33
CCNE1	0.22	0.073	0.24	515	-10000	0	515
CDK2/Cyclin E1	0.22	0.1	0.24	535	-10000	0	535
FANCG	-0.005	0.01	0.24	1	-10000	0	1
BRCA1/BACH1/BARD1	0.029	0.081	0.2	100	-10000	0	100
FANCE	-0.006	0	-10000	0	-10000	0	0
FANCC	-0.004	0.023	0.24	5	-10000	0	5
NBN	0.015	0.071	0.24	49	-0.31	1	50
FANCA	0.003	0.046	0.24	20	-10000	0	20
DNA repair	0.19	0.17	0.32	296	-10000	0	296
BRCA1/BARD1/ubiquitin	0.029	0.081	0.2	100	-10000	0	100
BARD1/DNA-PK	0.057	0.081	0.18	158	-10000	0	158
FANCL	0.011	0.062	0.24	38	-10000	0	38
mRNA polyadenylation	-0.019	0.065	-10000	0	-0.17	83	83
BRCA1/BARD1/CTIP/M/R/N Complex	0.048	0.087	0.23	75	-10000	0	75
BRCA1/BACH1/BARD1/TopBP1	0.085	0.075	0.16	297	-10000	0	297
BRCA1/BARD1/P53	0.033	0.1	0.29	26	-0.16	56	82
BARD1/CSTF1/BRCA1	0.031	0.053	0.16	86	-10000	0	86
BRCA1/BACH1	0.009	0.058	0.24	33	-10000	0	33
BARD1	0.029	0.087	0.24	81	-10000	0	81
PCNA	0.052	0.1	0.24	133	-10000	0	133
BRCA1/BARD1/UbcH5C	0.031	0.053	0.16	86	-10000	0	86
BRCA1/BARD1/UbcH7	0.031	0.053	0.16	86	-10000	0	86
BRCA1/BARD1/RAD51/PCNA	0.11	0.11	0.2	285	-10000	0	285
BARD1/DNA-PK/P53	0.035	0.1	0.31	32	-0.15	55	87
BRCA1/BARD1/Ubiquitin	0.029	0.081	0.2	100	-10000	0	100
BRCA1/BARD1/CTIP	0.04	0.093	0.19	145	-10000	0	145
FA complex	0.028	0.054	0.23	14	-10000	0	14
BARD1/EWS	0.018	0.062	0.17	81	-10000	0	81
RBBP8	0.02	0.071	0.2	74	-10000	0	74
TP53	-0.051	0.11	0.24	1	-0.31	85	86
TOPBP1	0.16	0.12	0.24	369	-10000	0	369
G1/S transition of mitotic cell cycle	-0.032	0.098	0.16	56	-0.29	26	82
BRCA1/BARD1	0.2	0.11	0.31	231	-10000	0	231
CSTF1	-0.004	0.021	0.24	4	-10000	0	4
BARD1/EWS-Fli1	0.021	0.06	0.17	81	-10000	0	81
CDK2	0.094	0.12	0.24	229	-10000	0	229
UniProt:Q9BZD1	0	0	-10000	0	-10000	0	0
RAD51	0.12	0.12	0.24	290	-10000	0	290
RAD50	-0.005	0.019	0.24	2	-0.31	1	3
BRCA1/BARD1/DNA-directed RNA polymerase II holoenzyme	0.029	0.081	0.2	100	-10000	0	100
EWSR1	-0.006	0	-10000	0	-10000	0	0

×

Nongenotropic Androgen signaling

Figure S11. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S11. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
PTK2	0.007	0.044	0.2	28	-10000	0	28
GNB1/GNG2	-0.089	0.082	-10000	0	-0.16	328	328
regulation of S phase of mitotic cell cycle	-0.12	0.13	-10000	0	-0.22	309	309
GNAO1	-0.003	0.028	0.24	6	-0.31	1	7
HRAS	-0.006	0.004	-10000	0	-10000	0	0
SHBG/T-DHT	0.003	0.002	-10000	0	-10000	0	0
PELP1	-0.006	0.004	-10000	0	-10000	0	0
AKT1	-0.003	0.009	0.2	1	-10000	0	1
MAP2K1	-0.085	0.087	0.2	13	-0.24	42	55
T-DHT/AR	-0.12	0.1	-10000	0	-0.21	329	329
G-protein coupled receptor activity	0	0	-10000	0	-10000	0	0
mol:GTP	0	0.002	0.008	26	-0.005	62	88
GNAI2	-0.005	0.002	-10000	0	-10000	0	0
GNAI3	0.036	0.093	0.24	96	-10000	0	96
GNAI1	-0.005	0.041	0.24	8	-0.31	5	13
mol:GDP	-0.2	0.17	-10000	0	-0.33	329	329
cell proliferation	-0.12	0.17	0.3	23	-0.39	109	132
PIK3CA	0.047	0.1	0.24	122	-10000	0	122
FOS	-0.11	0.25	0.44	26	-0.75	65	91
mol:Ca2+	-0.015	0.018	0.04	15	-0.049	37	52
MAPK3	-0.12	0.14	0.24	23	-0.32	109	132
MAPK1	-0.055	0.093	0.23	23	-0.24	63	86
PIK3R1	-0.075	0.13	-10000	0	-0.31	131	131
mol:IP3	0	0.003	0.011	26	-0.004	65	91
cAMP biosynthetic process	0.01	0.013	-10000	0	-10000	0	0
GNG2	-0.005	0.01	0.24	1	-10000	0	1
potassium channel inhibitor activity	0	0.003	0.011	26	-0.004	65	91
HRAS/GTP	-0.086	0.075	0.13	10	-0.15	316	326
actin cytoskeleton reorganization	-0.033	0.054	-10000	0	-0.14	107	107
SRC	-0.006	0.004	-10000	0	-10000	0	0
voltage-gated calcium channel activity	0	0.003	0.011	26	-0.004	65	91
PI3K	-0.003	0.099	0.15	98	-0.18	107	205
apoptosis	0.094	0.16	0.46	66	-0.33	26	92
T-DHT/AR/PELP1	-0.099	0.089	-10000	0	-0.18	329	329
HRAS/GDP	-0.19	0.16	-10000	0	-0.32	325	325
CREB1	-0.11	0.16	0.4	10	-0.5	66	76
RAC1-CDC42/GTP	-0.013	0.079	0.12	98	-0.14	107	205
AR	-0.18	0.15	-10000	0	-0.31	329	329
GNB1	-0.006	0.013	-10000	0	-0.31	1	1
RAF1	-0.085	0.08	0.17	13	-0.22	42	55
RAC1-CDC42/GDP	-0.19	0.16	-10000	0	-0.31	325	325
T-DHT/AR/PELP1/Src	-0.089	0.083	-10000	0	-0.16	319	319
MAP2K2	-0.11	0.099	0.21	10	-0.26	90	100
T-DHT/AR/PELP1/Src/PI3K	-0.12	0.13	-10000	0	-0.22	309	309
GNAZ	-0.007	0.025	-10000	0	-0.31	4	4
SHBG	-0.006	0	-10000	0	-10000	0	0
Gi family/GNB1/GNG2/GDP	-0.032	0.061	0.18	2	-0.26	7	9
mol:T-DHT	0	0	-10000	0	-10000	0	0
RAC1	-0.006	0.013	-10000	0	-0.31	1	1
GNRH1	-0.003	0.001	-10000	0	-10000	0	0
Gi family/GTP	-0.046	0.064	0.18	1	-0.23	8	9
CDC42	-0.006	0	-10000	0	-10000	0	0

×

HIF-1-alpha transcription factor network

Figure S12. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S12. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
PKM2	0.22	0.43	0.78	129	-0.9	6	135
HDAC7	0.01	0.035	0.16	14	-10000	0	14
HIF1A/ARNT/Cbp/p300/Src-1	0.024	0.3	0.8	40	-0.78	2	42
SMAD4	-0.007	0.002	-10000	0	-10000	0	0
ID2	0.22	0.43	0.78	130	-0.9	6	136
AP1	-0.015	0.092	0.2	43	-0.21	65	108
ABCG2	0.21	0.44	0.79	122	-0.87	8	130
HIF1A	0.081	0.14	0.28	136	-0.41	1	137
TFF3	0.005	0.38	0.82	51	-0.86	17	68
GATA2	-0.006	0.039	0.16	9	-0.31	6	15
AKT1	0.098	0.15	0.33	116	-10000	0	116
response to hypoxia	0.071	0.15	0.31	131	-10000	0	131
MCL1	0.22	0.43	0.78	128	-0.9	6	134
NDRG1	0.24	0.45	0.82	132	-0.92	7	139
SERPINE1	0.25	0.46	0.83	147	-0.9	6	153
FECH	0.22	0.43	0.78	129	-0.9	6	135
FURIN	0.22	0.43	0.78	128	-0.9	6	134
NCOA2	-0.005	0.015	0.24	2	-10000	0	2
EP300	0.19	0.25	0.53	153	-10000	0	153
HMOX1	0.22	0.44	0.78	130	-0.9	7	137
BHLHE40	0.18	0.43	0.76	142	-0.9	6	148
BHLHE41	0.18	0.43	0.76	142	-0.9	6	148
HIF1A/ARNT/SMAD3/SMAD4/SP1	0.017	0.12	0.39	32	-0.28	1	33
ENG	0.1	0.15	0.35	57	-0.31	1	58
JUN	0.001	0.043	0.25	14	-0.31	1	15
RORA	0.22	0.43	0.78	128	-0.9	6	134
ABCB1	-0.022	0.073	0.69	3	-10000	0	3
TFRC	0.29	0.48	0.88	156	-0.9	6	162
CXCR4	0.22	0.44	0.79	128	-0.92	6	134
TF	0.23	0.44	0.79	130	-0.9	6	136
CITED2	0.22	0.44	0.78	126	-0.92	8	134
HIF1A/ARNT	-0.027	0.31	0.83	33	-1	6	39
LDHA	0.082	0.25	0.66	86	-10000	0	86
ETS1	0.23	0.44	0.79	131	-0.9	6	137
PGK1	0.3	0.49	0.9	159	-0.9	6	165
NOS2	0.18	0.43	0.76	142	-0.9	6	148
ITGB2	0.22	0.43	0.79	127	-0.89	7	134
ALDOA	0.22	0.43	0.78	129	-0.9	6	135
Cbp/p300/CITED2	0.16	0.44	0.78	135	-0.93	7	142
FOS	-0.027	0.11	0.24	26	-0.31	64	90
HK2	0.22	0.43	0.78	129	-0.9	6	135
SP1	-0.006	0.018	0.21	4	-10000	0	4
GCK	0.23	0.3	0.73	96	-10000	0	96
HK1	0.22	0.43	0.78	129	-0.9	6	135
NPM1	0.22	0.43	0.78	128	-0.9	6	134
EGLN1	0.22	0.43	0.78	128	-0.9	6	134
CREB1	0.046	0.096	0.22	131	-10000	0	131
PGM1	0.24	0.45	0.83	134	-0.9	6	140
SMAD3	-0.008	0.018	-10000	0	-0.31	2	2
EDN1	0.14	0.22	0.6	46	-1.2	1	47
IGFBP1	0.22	0.43	0.78	128	-0.9	6	134
VEGFA	0.26	0.41	0.79	137	-0.72	1	138
HIF1A/JAB1	0.004	0.062	0.22	28	-0.29	1	29
CP	0.32	0.49	0.89	170	-0.89	11	181
CXCL12	0.19	0.44	0.79	117	-0.88	11	128
COPS5	0.014	0.068	0.24	46	-10000	0	46
SMAD3/SMAD4	-0.009	0.013	-10000	0	-0.21	2	2
BNIP3	0.24	0.45	0.83	130	-0.9	6	136
EGLN3	0.24	0.46	0.83	134	-0.89	9	143
CA9	0.25	0.46	0.84	139	-0.9	6	145
TERT	0.22	0.43	0.78	128	-0.9	6	134
ENO1	0.22	0.43	0.78	128	-0.9	6	134
PFKL	0.22	0.43	0.78	129	-0.9	6	135
NCOA1	-0.007	0.018	-10000	0	-0.31	2	2
ADM	0.24	0.46	0.85	130	-0.9	6	136
ARNT	0.082	0.14	0.29	123	-10000	0	123
HNF4A	-0.006	0	-10000	0	-10000	0	0
ADFP	0.29	0.49	0.89	157	-0.93	5	162
SLC2A1	0.26	0.41	0.8	134	-0.68	2	136
LEP	0.22	0.43	0.78	128	-0.9	6	134
HIF1A/ARNT/Cbp/p300	0.031	0.32	0.85	42	-0.8	2	44
EPO	0.22	0.35	0.73	104	-0.66	1	105
CREBBP	0.18	0.25	0.53	149	-0.33	1	150
HIF1A/ARNT/Cbp/p300/HDAC7	0.017	0.28	0.75	38	-0.78	2	40
PFKFB3	0.21	0.44	0.78	126	-0.89	10	136
NT5E	0.24	0.47	0.84	140	-0.89	12	152

×

IL2 signaling events mediated by STAT5

Figure S13. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S13. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
GAB2	-0.006	0.061	0.24	15	-0.31	13	28
ELF1	-0.008	0.032	0.18	6	-0.31	4	10
CCNA2	0.21	0.084	0.24	494	-10000	0	494
PIK3CA	0.047	0.1	0.24	122	-10000	0	122
JAK3	-0.006	0	-10000	0	-10000	0	0
PIK3R1	-0.075	0.13	-10000	0	-0.31	131	131
JAK1	-0.007	0.018	-10000	0	-0.31	2	2
IL2/IL2R alpha/beta/gamma/JAK1/LCK/JAK3/SHC/GAB2/GRB2/SOS1/SHP2/PI3K	-0.019	0.086	0.27	1	-10000	0	1
SHC1	-0.006	0	-10000	0	-10000	0	0
SP1	-0.22	0.13	0.18	8	-0.29	428	436
IL2RA	-0.004	0.046	0.41	6	-10000	0	6
IL2RB	-0.006	0.021	0.24	1	-0.31	2	3
SOS1	0.005	0.05	0.24	24	-10000	0	24
IL2RG	-0.009	0.09	0.24	30	-0.31	30	60
G1/S transition of mitotic cell cycle	-0.32	0.26	0.33	13	-0.46	428	441
PTPN11	-0.006	0	-10000	0	-10000	0	0
CCND2	-0.42	0.26	0.41	8	-0.56	428	436
LCK	-0.006	0	-10000	0	-10000	0	0
GRB2	-0.006	0	-10000	0	-10000	0	0
IL2	-0.006	0	-10000	0	-10000	0	0
CDK6	-0.002	0.043	0.24	13	-0.31	3	16
CCND3	-0.018	0.078	-10000	0	-10000	0	0

×

Aurora A signaling

Figure S14. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S14. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
Aurora A/GADD45A	0.11	0.055	0.27	48	-10000	0	48
BIRC5	0.044	0.099	0.24	115	-10000	0	115
NFKBIA	0.11	0.033	-10000	0	-10000	0	0
CPEB1	-0.006	0	-10000	0	-10000	0	0
AKT1	0.11	0.03	0.31	1	-10000	0	1
NDEL1	-0.006	0	-10000	0	-10000	0	0
Aurora A/BRCA1	0.014	0.057	0.24	33	-10000	0	33
NDEL1/TACC3	0.14	0.077	0.23	245	-10000	0	245
GADD45A	0.015	0.069	0.24	48	-10000	0	48
GSK3B	0.004	0.005	-10000	0	-10000	0	0
PAK1/Aurora A	0.1	0.04	0.28	18	-10000	0	18
MDM2	-0.006	0.023	0.24	2	-0.31	2	4
JUB	0.006	0.054	0.24	28	-10000	0	28
TPX2	0.19	0.031	0.2	556	-10000	0	556
TP53	0.072	0.053	0.24	3	-0.37	3	6
DLG7	0.29	0.064	0.3	537	-10000	0	537
AURKAIP1	-0.008	0.028	-10000	0	-0.31	5	5
ARHGEF7	-0.005	0.01	0.24	1	-10000	0	1
G2 phase of mitotic cell cycle	0	0	-10000	0	-10000	0	0
Aurora A/NDEL1/TACC3	0.15	0.081	0.24	245	-10000	0	245
G2/M transition of mitotic cell cycle	0.014	0.056	0.24	33	-10000	0	33
AURKA	0.14	0.036	0.16	107	-10000	0	107
AURKB	0.062	0.046	0.15	118	-10000	0	118
CDC25B	0.11	0.035	0.19	35	-10000	0	35
G2/M transition checkpoint	0.012	0.052	0.24	28	-10000	0	28
mRNA polyadenylation	0	0.001	-10000	0	-10000	0	0
Aurora A/CPEB	0	0.001	-10000	0	-10000	0	0
Aurora A/TACC1/TRAP/chTOG	-0.01	0.082	0.24	34	-0.2	1	35
BRCA1	0.009	0.058	0.24	33	-10000	0	33
centrosome duplication	0.1	0.04	0.27	18	-10000	0	18
regulation of centrosome cycle	0.14	0.081	0.22	245	-10000	0	245
spindle assembly	-0.011	0.081	0.23	34	-0.2	1	35
TDRD7	-0.002	0.036	0.24	11	-0.31	1	12
Aurora A/RasGAP/Survivin	0.12	0.069	0.23	134	-10000	0	134
CENPA	0.076	0.035	0.13	122	-10000	0	122
Aurora A/PP2A	0.097	0.025	-10000	0	-10000	0	0
meiosis	0	0	-10000	0	-10000	0	0
protein catabolic process	0.15	0.085	0.2	439	-0.28	1	440
negative regulation of DNA binding	0.073	0.053	0.24	3	-0.33	4	7
prophase	0	0	-10000	0	-10000	0	0
GIT1/beta-PIX	-0.006	0.01	0.17	2	-10000	0	2
RASA1	-0.007	0.022	-10000	0	-0.31	3	3
Ajuba/Aurora A	0.012	0.053	0.24	28	-10000	0	28
mitotic prometaphase	0.001	0.001	-10000	0	-10000	0	0
proteasomal ubiquitin-dependent protein catabolic process	0.14	0.036	0.16	107	-10000	0	107
TACC1	-0.25	0.12	-10000	0	-0.31	460	460
TACC3	0.1	0.12	0.24	245	-10000	0	245
Aurora A/Antizyme1	0.056	0.057	-10000	0	-0.21	3	3
Aurora A/RasGAP	0.096	0.026	-10000	0	-10000	0	0
OAZ1	-0.1	0.14	-10000	0	-0.31	181	181
RAN	-0.006	0	-10000	0	-10000	0	0
mitosis	0	0	-10000	0	-10000	0	0
PRKACA	0.004	0.005	-10000	0	-10000	0	0
GIT1	-0.005	0.01	0.24	1	-10000	0	1
GIT1/beta-PIX/PAK1	0.014	0.027	0.16	20	-10000	0	20
Importin alpha/Importin beta/TPX2	0.19	0.031	0.2	556	-10000	0	556
PPP2R5D	-0.006	0	-10000	0	-10000	0	0
Aurora A/TPX2	0.24	0.04	0.24	556	-10000	0	556
PAK1	0.002	0.043	0.24	18	-10000	0	18
CKAP5	0.072	0.12	0.24	179	-10000	0	179

×

S1P3 pathway

Figure S15. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S15. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
PDGFRB	-0.01	0.033	-10000	0	-0.31	7	7
mol:S1P	-0.017	0.016	0.054	4	-0.03	323	327
S1P1/S1P/Gi	-0.048	0.081	0.21	5	-0.27	11	16
GNAO1	-0.023	0.035	0.24	6	-0.31	1	7
S1P/S1P3/G12/G13	-0.018	0.024	-10000	0	-0.16	1	1
AKT1	-0.053	0.078	0.21	2	-0.51	7	9
AKT3	-0.56	0.52	0.55	4	-1	323	327
mol:GTP	0	0	-10000	0	-10000	0	0
PDGFB-D/PDGFRB	-0.01	0.033	-10000	0	-0.31	7	7
GNAI2	-0.025	0.019	-10000	0	-10000	0	0
GNAI3	0.02	0.095	0.23	96	-10000	0	96
GNAI1	-0.022	0.044	0.22	8	-0.33	5	13
mol:GDP	0	0	-10000	0	-10000	0	0
S1PR3	-0.019	0.019	0.066	4	-0.035	323	327
S1PR2	0	0	-10000	0	-10000	0	0
EDG1	-0.009	0.031	-10000	0	-0.31	6	6
mol:Ca2+	-0.12	0.14	0.31	5	-0.25	271	276
MAPK3	-0.12	0.13	0.28	5	-0.25	275	280
MAPK1	-0.12	0.13	0.28	5	-0.24	271	276
JAK2	-0.12	0.13	0.28	5	-0.25	270	275
CXCR4	-0.12	0.13	0.28	5	-0.24	268	273
FLT1	-0.03	0.024	-10000	0	-10000	0	0
RhoA/GDP	-0.004	0.012	-10000	0	-0.21	2	2
Rac1/GDP	-0.004	0.009	-10000	0	-0.21	1	1
SRC	-0.12	0.13	0.28	5	-0.24	269	274
S1P/S1P3/Gi	-0.12	0.14	0.32	5	-0.25	271	276
RAC1	-0.006	0.013	-10000	0	-0.31	1	1
RhoA/GTP	-0.12	0.12	0.28	4	-0.23	271	275
VEGFA	-0.008	0.071	0.21	49	-10000	0	49
S1P/S1P2/Gi	-0.067	0.09	0.23	5	-0.2	33	38
VEGFR1 homodimer/VEGFA homodimer	-0.032	0.057	0.18	26	-10000	0	26
RHOA	-0.007	0.018	-10000	0	-0.31	2	2
S1P/S1P3/Gq	-0.039	0.066	-10000	0	-0.22	59	59
GNAQ	-0.012	0.043	-10000	0	-0.31	12	12
GNAZ	-0.025	0.031	-10000	0	-0.33	4	4
G12/G13	-0.007	0.009	-10000	0	-0.21	1	1
GNA14	-0.005	0.015	0.24	2	-10000	0	2
GNA15	-0.006	0.016	0.24	1	-0.31	1	2
GNA12	-0.006	0	-10000	0	-10000	0	0
GNA13	-0.006	0.013	-10000	0	-0.31	1	1
GNA11	-0.034	0.088	-10000	0	-0.31	53	53
Rac1/GTP	-0.12	0.12	0.28	4	-0.23	271	275

×

Insulin Pathway

Figure S16. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S16. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
CBL/APS/CAP	-0.11	0.083	-10000	0	-0.16	382	382
TC10/GTP	-0.019	0.034	-10000	0	-0.14	41	41
Insulin Receptor/Insulin/IRS1/Shp2	-0.11	0.098	-10000	0	-0.18	368	368
HRAS	-0.006	0	-10000	0	-10000	0	0
APS homodimer	0	0	-10000	0	-10000	0	0
GRB14	0.006	0.052	0.24	26	-10000	0	26
FOXO3	-0.033	0.084	-10000	0	-0.71	8	8
AKT1	-0.1	0.097	0.21	2	-0.26	85	87
INSR	-0.036	0.088	-10000	0	-0.31	53	53
Insulin Receptor/Insulin	-0.024	0.04	-10000	0	-10000	0	0
mol:GTP	0	0	-10000	0	-10000	0	0
GRB10	-0.006	0	-10000	0	-10000	0	0
SORBS1	-0.028	0.078	-10000	0	-0.31	41	41
CRK	-0.005	0.01	0.24	1	-10000	0	1
PTPN1	-0.023	0.039	-10000	0	-10000	0	0
CAV1	-0.13	0.098	0.15	2	-0.19	400	402
CBL/APS/CAP/Crk-II/C3G	-0.001	0.042	0.14	1	-0.15	41	42
Insulin Receptor/Insulin/IRS1/NCK2	-0.11	0.098	-10000	0	-0.18	368	368
mol:GDP	0	0	-10000	0	-10000	0	0
mol:PI-3-4-5-P3	-0.12	0.096	-10000	0	-0.18	346	346
Insulin Receptor/Insuli/IRS1/GRB2/SHC/PTP1B	-0.13	0.14	-10000	0	-0.52	53	53
RPS6KB1	-0.093	0.093	0.2	3	-0.25	84	87
PARD6A	-0.006	0.013	-10000	0	-0.31	1	1
CBL	-0.006	0	-10000	0	-10000	0	0
tumor necrosis factor-mediated signaling pathway	0	0	-10000	0	-10000	0	0
DOK1	0.003	0.041	-10000	0	-0.69	2	2
PIK3R1	-0.075	0.13	-10000	0	-0.31	131	131
Insulin Receptor/Insuli/IRS1/GRB2/Shc	-0.1	0.083	-10000	0	-0.26	84	84
HRAS/GTP	-0.096	0.07	-10000	0	-0.15	354	354
Insulin Receptor	-0.036	0.088	-10000	0	-0.31	53	53
Insulin Receptor/Insuli/IRS1/GRB2/SHC	-0.1	0.093	-10000	0	-0.17	357	357
PRKCI	0.037	0.083	0.25	1	-10000	0	1
Insulin Receptor/Insulin/GRB14/PDK1	-0.11	0.091	-10000	0	-0.18	329	329
SHC1	-0.006	0	-10000	0	-10000	0	0
negative regulation of MAPKKK cascade	0.018	0.054	-10000	0	-0.6	2	2
PI3K	-0.11	0.11	0.12	27	-0.19	339	366
NCK2	-0.006	0	-10000	0	-10000	0	0
RHOQ	-0.004	0.018	0.24	3	-10000	0	3
mol:H2O2	-0.004	0.006	-10000	0	-10000	0	0
HRAS/GDP	-0.003	0	-10000	0	-10000	0	0
AKT2	-0.099	0.098	0.17	4	-0.26	85	89
PRKCZ	-0.034	0.03	-10000	0	-10000	0	0
SH2B2	0	0	-10000	0	-10000	0	0
SHC/SHIP	-0.1	0.077	-10000	0	-0.16	368	368
F2RL2	-0.005	0.01	0.24	1	-10000	0	1
TRIP10	-0.006	0	-10000	0	-10000	0	0
Insulin Receptor/Insulin/Shc	-0.007	0.046	-10000	0	-0.15	53	53
TC10/GTP/CIP4/Exocyst	0.007	0.011	0.15	3	-10000	0	3
Insulin Receptor/Insulin/SHC/GRB2/Sos1	0.004	0.053	-10000	0	-0.14	51	51
RAPGEF1	-0.006	0	-10000	0	-10000	0	0
RASA1	-0.007	0.022	-10000	0	-0.31	3	3
NCK1	0.012	0.065	0.24	42	-10000	0	42
CBL/APS/CAP/Crk-II	-0.003	0.044	0.15	1	-0.16	41	42
TC10/GDP	-0.003	0.012	0.17	3	-10000	0	3
Insulin Receptor/Insulin/SHC/GRB10	-0.004	0.048	-10000	0	-0.15	53	53
INPP5D	-0.11	0.082	-10000	0	-0.16	368	368
SOS1	0.005	0.05	0.24	24	-10000	0	24
SGK1	-0.012	0.009	-10000	0	-10000	0	0
mol:cAMP	0	0	-10000	0	-10000	0	0
PTPN11	-0.006	0	-10000	0	-10000	0	0
IRS1	-0.2	0.15	-10000	0	-0.31	357	357
p62DOK/RasGAP	0.018	0.055	-10000	0	-0.6	2	2
INS	-0.009	0.006	-10000	0	-10000	0	0
mol:PI-3-4-P2	-0.11	0.081	-10000	0	-0.16	368	368
GRB2	-0.006	0	-10000	0	-10000	0	0
EIF4EBP1	-0.095	0.091	0.2	2	-0.25	85	87
PTPRA	-0.009	0.006	-10000	0	-10000	0	0
PIK3CA	0.047	0.1	0.24	122	-10000	0	122
TC10/GTP/CIP4	0.007	0.011	0.15	3	-10000	0	3
PDPK1	-0.006	0	-10000	0	-10000	0	0
Insulin Receptor/Insuli/IRS1/GRB2/SHC/Sos	-0.12	0.11	-10000	0	-0.2	354	354
Insulin Receptor/Insulin/IRS1	-0.11	0.096	-10000	0	-0.18	368	368
Insulin Receptor/Insulin/IRS3	-0.028	0.06	-10000	0	-0.22	53	53
Par3/Par6	0.011	0.013	0.14	4	-0.15	1	5

×

mTOR signaling pathway

Figure S17. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S17. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
GBL	-0.006	0	-10000	0	-10000	0	0
MKNK1	-0.006	0	-10000	0	-10000	0	0
mol:PIP3	-0.15	0.13	0.18	1	-0.26	277	278
FRAP1	-0.021	0.035	-10000	0	-10000	0	0
AKT1	-0.13	0.11	0.16	1	-0.23	277	278
INSR	-0.034	0.088	-10000	0	-0.31	53	53
Insulin Receptor/Insulin	-0.018	0.051	-10000	0	-0.18	53	53
mol:GTP	-0.11	0.093	-10000	0	-0.19	266	266
eIF4E/eIF4G1/eIF4A1/eIF4B/RNA/eIF3/40s Ribosomal subunit	-0.049	0.037	-10000	0	-0.14	1	1
TSC2	-0.006	0	-10000	0	-10000	0	0
RHEB/GDP	-0.1	0.076	-10000	0	-0.17	266	266
TSC1	-0.006	0.013	-10000	0	-0.31	1	1
Insulin Receptor/IRS1	-0.18	0.15	-10000	0	-0.29	357	357
eIF4E/eIF4G1/eIF4A1/eIF4B/RNA	-0.054	0.041	-10000	0	-0.16	1	1
mol:GDP	0	0	-10000	0	-10000	0	0
EIF3A	-0.006	0	-10000	0	-10000	0	0
RPS6KB1	-0.065	0.069	0.18	1	-0.19	50	51
MAP3K5	0.001	0.022	0.23	2	-0.29	2	4
PIK3R1	-0.073	0.13	-10000	0	-0.31	131	131
apoptosis	0.001	0.022	0.23	2	-0.29	2	4
mol:LY294002	-0.001	0.001	-10000	0	-0.001	357	357
EIF4B	-0.061	0.063	0.17	1	-0.2	1	2
40S S6 ribosomal protein /40s Ribosomal subunit/eIF3	-0.059	0.059	-10000	0	-10000	0	0
eIF4E/eIF4G1/eIF4A1	-0.024	0.021	-10000	0	-10000	0	0
KIAA1303	-0.006	0	-10000	0	-10000	0	0
PI3K	-0.16	0.14	0.15	27	-0.24	406	433
mTOR/RHEB/GTP/Raptor/GBL	-0.039	0.051	-10000	0	-10000	0	0
FKBP1A	-0.004	0.005	-10000	0	-10000	0	0
RHEB/GTP	-0.098	0.078	0.12	6	-0.23	68	74
mol:Amino Acids	-0.001	0.001	-10000	0	-0.001	357	357
FKBP12/Rapamycin	-0.002	0.004	-10000	0	-10000	0	0
PDPK1	-0.14	0.12	0.16	1	-0.24	277	278
EIF4E	-0.006	0	-10000	0	-10000	0	0
ASK1/PP5C	-0.011	0.042	-10000	0	-0.57	2	2
mTOR/RHEB/GTP/Raptor/GBL/eIF4E	0.009	0.028	-10000	0	-10000	0	0
TSC1/TSC2	-0.12	0.1	0.15	1	-0.2	266	267
tumor necrosis factor receptor activity	0.001	0.001	0.001	357	-10000	0	357
RPS6	-0.006	0	-10000	0	-10000	0	0
PPP5C	-0.005	0.01	0.24	1	-10000	0	1
EIF4G1	-0.006	0	-10000	0	-10000	0	0
IRS1	-0.18	0.14	-10000	0	-0.29	357	357
INS	-0.006	0	-10000	0	-10000	0	0
PTEN	-0.009	0.042	-10000	0	-0.31	11	11
PDK2	-0.14	0.12	0.16	1	-0.24	277	278
EIF4EBP1	0.006	0.01	-10000	0	-10000	0	0
PIK3CA	0.047	0.1	0.24	122	-10000	0	122
PPP2R5D	-0.021	0.032	-10000	0	-10000	0	0
peptide biosynthetic process	-0.025	0.05	-10000	0	-0.16	67	67
RHEB	0.005	0.052	0.24	26	-10000	0	26
EIF4A1	-0.006	0	-10000	0	-10000	0	0
mol:Rapamycin	0	0.001	0.002	11	-10000	0	11
EEF2	-0.026	0.05	-10000	0	-0.16	67	67
eIF4E/4E-BP1	0.008	0.007	-10000	0	-10000	0	0

×

IGF1 pathway

Figure S18. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S18. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
NCK2	-0.006	0	-10000	0	-10000	0	0
PTK2	0.006	0.054	0.24	28	-10000	0	28
CRKL	-0.1	0.098	-10000	0	-0.26	140	140
GRB2/SOS1/SHC	0.015	0.03	0.16	24	-10000	0	24
HRAS	-0.006	0	-10000	0	-10000	0	0
IRS1/Crk	-0.1	0.099	-10000	0	-0.26	140	140
IGF-1R heterotetramer/IGF1/PTP1B	-0.06	0.085	-10000	0	-0.2	140	140
AKT1	-0.096	0.11	-10000	0	-0.25	141	141
BAD	-0.093	0.1	-10000	0	-0.24	140	140
mol:GTP	0	0	-10000	0	-10000	0	0
CRK	-0.1	0.099	-10000	0	-0.26	140	140
IGF-1R heterotetramer/IGF1/IRS1/Shp2	-0.1	0.099	0.12	3	-0.26	140	143
RAF1	-0.086	0.1	-10000	0	-0.3	33	33
IGF-1R heterotetramer/IGF1/IRS1/GRB2/Sos	-0.086	0.1	0.14	6	-0.24	138	144
YWHAZ	-0.006	0	-10000	0	-10000	0	0
IGF-1R heterotetramer/IGF1/IRS1	-0.1	0.11	0.12	3	-0.28	140	143
PIK3CA	0.047	0.1	0.24	122	-10000	0	122
RPS6KB1	-0.094	0.11	0.2	2	-0.25	139	141
GNB2L1	-0.006	0	-10000	0	-10000	0	0
positive regulation of MAPKKK cascade	-0.077	0.09	-10000	0	-0.26	33	33
PXN	-0.01	0.033	-10000	0	-0.31	7	7
PIK3R1	-0.075	0.13	-10000	0	-0.31	131	131
cell adhesion	0	0	-10000	0	-10000	0	0
GRB2/SOS1	0.001	0.036	0.17	24	-10000	0	24
HRAS/GTP	-0.09	0.085	-10000	0	-0.23	138	138
IGF-1R heterotetramer/IGF1/GRB2/Sos/Shc	-0.041	0.077	0.16	12	-0.17	112	124
IGF-1R heterotetramer	-0.086	0.13	-10000	0	-0.34	116	116
IGF-1R heterotetramer/IGF1/IRS/Nck	-0.096	0.1	-10000	0	-0.26	140	140
Crk/p130 Cas/Paxillin	-0.097	0.092	-10000	0	-0.24	145	145
IGF1R	-0.086	0.13	-10000	0	-0.34	116	116
IGF1	-0.039	0.056	0.21	3	-0.11	116	119
IRS2/Crk	-0.097	0.094	-10000	0	-0.25	140	140
PI3K	-0.097	0.13	0.14	25	-0.23	213	238
apoptosis	0.085	0.094	0.22	140	-10000	0	140
HRAS/GDP	-0.003	0	-10000	0	-10000	0	0
PRKCD	-0.096	0.12	-10000	0	-0.29	135	135
RAF1/14-3-3 E	-0.078	0.091	-10000	0	-0.27	31	31
BAD/14-3-3	-0.089	0.099	-10000	0	-0.23	140	140
PRKCZ	-0.096	0.11	-10000	0	-0.25	141	141
Crk/p130 Cas/Paxillin/FAK1	-0.097	0.091	-10000	0	-0.24	135	135
PTPN1	-0.006	0	-10000	0	-10000	0	0
IGF-1R heterotetramer/IGF1/IRS1/GRB2/Sos/Shc/RACK1	-0.099	0.12	-10000	0	-0.3	138	138
BCAR1	-0.006	0.013	-10000	0	-0.31	1	1
IGF-1R heterotetramer/IGF1/SHC/GRB10	-0.052	0.075	-10000	0	-0.18	140	140
mol:GDP	0	0	-10000	0	-10000	0	0
SOS1	0.005	0.05	0.24	24	-10000	0	24
IRS1/NCK2	-0.1	0.098	-10000	0	-0.26	140	140
GRB10	-0.006	0	-10000	0	-10000	0	0
PTPN11	-0.1	0.098	-10000	0	-0.26	140	140
IRS1	-0.069	0.12	0.1	3	-0.28	140	143
IRS2	-0.1	0.098	-10000	0	-0.26	140	140
IGF-1R heterotetramer/IGF1	-0.086	0.11	0.14	3	-0.27	140	143
GRB2	-0.006	0	-10000	0	-10000	0	0
PDPK1	-0.099	0.12	-10000	0	-0.25	155	155
YWHAE	-0.006	0.013	-10000	0	-0.31	1	1
PRKD1	-0.096	0.12	-10000	0	-0.3	133	133
SHC1	-0.006	0	-10000	0	-10000	0	0

×

Endothelins

Figure S19. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S19. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
AKT1	0.031	0.2	0.34	133	-0.31	12	145
PTK2B	-0.004	0.014	-10000	0	-0.31	1	1
mol:Ca2+	0.034	0.14	0.5	6	-0.53	1	7
EDN1	0.027	0.15	0.3	100	-0.25	7	107
EDN3	-0.003	0.027	0.24	7	-10000	0	7
EDN2	-0.001	0.036	0.24	12	-10000	0	12
HRAS/GDP	0.025	0.16	0.33	33	-0.34	23	56
ETA receptor/Endothelin-1/Gq/GTP/PLC beta	0.01	0.13	0.23	91	-0.31	18	109
ADCY4	0.052	0.16	0.25	177	-0.26	12	189
ADCY5	0.052	0.16	0.25	178	-0.26	12	190
ADCY6	0.052	0.16	0.25	177	-0.26	12	189
ADCY7	0.052	0.16	0.25	177	-0.26	12	189
ADCY1	0.052	0.16	0.25	177	-0.26	12	189
ADCY2	0.052	0.16	0.25	177	-0.26	12	189
ADCY3	0.052	0.16	0.25	177	-0.26	12	189
ADCY8	-0.03	0.16	0.26	75	-0.29	67	142
ADCY9	0.041	0.17	0.25	174	-0.27	27	201
arachidonic acid secretion	-0.098	0.24	0.46	21	-0.54	77	98
ETB receptor/Endothelin-1/Gq/GTP	0.035	0.12	0.2	97	-0.27	18	115
GNAO1	-0.004	0.028	0.24	6	-0.31	1	7
HRAS	-0.005	0.004	-10000	0	-10000	0	0
ETA receptor/Endothelin-1/G12/GTP	0.02	0.18	0.37	100	-0.28	12	112
ETA receptor/Endothelin-1/Gs/GTP	0.03	0.17	0.35	98	-0.27	12	110
mol:GTP	0.002	0.011	-10000	0	-10000	0	0
COL3A1	0.14	0.31	0.52	203	-0.37	12	215
EDNRB	0.051	0.083	0.16	196	-10000	0	196
response to oxidative stress	0	0	-10000	0	-10000	0	0
CYSLTR2	-0.012	0.26	0.39	97	-0.43	109	206
CYSLTR1	0.05	0.22	0.42	118	-0.37	5	123
SLC9A1	0.013	0.13	0.27	95	-0.2	12	107
mol:GDP	0.028	0.17	0.33	38	-0.36	23	61
SLC9A3	0.073	0.15	0.31	86	-0.43	2	88
RAF1	0.014	0.19	0.42	29	-0.39	54	83
JUN	0.034	0.16	0.55	13	-0.79	3	16
JAK2	0.032	0.2	0.34	136	-0.32	14	150
mol:IP3	0.017	0.14	0.25	92	-0.34	14	106
ETA receptor/Endothelin-1	0.017	0.22	0.46	96	-0.31	26	122
PLCB1	0.002	0.043	0.24	16	-0.31	1	17
PLCB2	-0.003	0.01	-10000	0	-10000	0	0
ETA receptor/Endothelin-3	0.013	0.094	0.19	95	-0.16	2	97
FOS	-0.053	0.33	0.57	26	-0.87	65	91
Gai/GDP	0.03	0.056	-10000	0	-0.38	1	1
CRK	-0.003	0.011	0.24	1	-10000	0	1
mol:Ca ++	0.06	0.22	0.34	162	-0.4	16	178
BCAR1	-0.006	0.013	-10000	0	-0.31	1	1
PRKCB1	0.034	0.14	0.3	31	-0.37	11	42
GNAQ	-0.009	0.046	-10000	0	-0.31	12	12
GNAZ	-0.008	0.025	-10000	0	-0.31	4	4
GNAL	-0.006	0	-10000	0	-10000	0	0
Gs family/GDP	-0.04	0.092	-10000	0	-0.31	28	28
ETA receptor/Endothelin-1/Gq/GTP	0.01	0.15	0.26	88	-0.34	19	107
MAPK14	0.027	0.1	0.23	23	-0.28	11	34
TRPC6	0.033	0.15	0.52	5	-0.56	1	6
GNAI2	-0.006	0	-10000	0	-10000	0	0
GNAI3	0.036	0.093	0.24	96	-10000	0	96
GNAI1	-0.005	0.041	0.24	8	-0.31	5	13
ETB receptor/Endothelin-1/Gq/GTP/PLC beta	0.031	0.11	0.24	29	-0.26	15	44
ETB receptor/Endothelin-2	0.04	0.067	0.17	47	-10000	0	47
ETB receptor/Endothelin-3	0.038	0.062	0.16	36	-10000	0	36
ETB receptor/Endothelin-1	0.044	0.15	0.34	104	-0.22	7	111
MAPK3	-0.044	0.31	0.54	26	-0.76	67	93
MAPK1	-0.038	0.29	0.54	26	-0.74	65	91
Rac1/GDP	0.025	0.16	0.34	28	-0.34	22	50
cAMP biosynthetic process	-0.008	0.16	0.23	71	-0.28	63	134
MAPK8	0.031	0.16	0.45	13	-0.47	6	19
SRC	-0.005	0.003	-10000	0	-10000	0	0
ETB receptor/Endothelin-1/Gi/GTP	0.062	0.096	0.2	128	-0.18	1	129
p130Cas/CRK/Src/PYK2	0.029	0.16	0.39	25	-0.48	8	33
mol:K +	0	0	-10000	0	-10000	0	0
G12/GDP	0.025	0.16	0.34	28	-0.34	22	50
COL1A2	0.15	0.32	0.57	185	-0.56	8	193
EntrezGene:2778	0	0	-10000	0	-10000	0	0
ETA receptor/Endothelin-2	0.015	0.098	0.2	97	-0.17	1	98
mol:DAG	0.016	0.14	0.25	92	-0.33	15	107
MAP2K2	-0.027	0.25	0.48	27	-0.56	67	94
MAP2K1	-0.004	0.23	0.5	27	-0.53	62	89
EDNRA	0.018	0.14	0.27	93	-0.22	8	101
positive regulation of muscle contraction	0.024	0.16	0.32	95	-0.27	12	107
Gq family/GDP	-0.046	0.11	0.27	10	-0.4	20	30
HRAS/GTP	0.027	0.16	0.33	36	-0.36	23	59
PRKCH	0.032	0.14	0.24	99	-0.34	15	114
RAC1	-0.006	0.013	-10000	0	-0.31	1	1
PRKCA	0.033	0.14	0.24	99	-0.38	10	109
PRKCB	0.02	0.14	0.24	99	-0.32	17	116
PRKCE	0.019	0.14	0.24	99	-0.35	12	111
PRKCD	0.032	0.14	0.24	99	-0.36	13	112
PRKCG	0.032	0.14	0.24	99	-0.33	16	115
regulation of vascular smooth muscle contraction	-0.074	0.38	0.57	26	-1	65	91
PRKCQ	0.018	0.14	0.24	100	-0.32	17	117
PLA2G4A	-0.11	0.26	0.46	21	-0.6	77	98
GNA14	-0.001	0.02	0.24	2	-10000	0	2
GNA15	-0.004	0.02	0.24	1	-0.31	1	2
GNA12	-0.006	0	-10000	0	-10000	0	0
GNA11	-0.032	0.089	-10000	0	-0.31	53	53
Rac1/GTP	0.02	0.18	0.37	100	-0.28	12	112
MMP1	0.046	0.1	0.42	33	-10000	0	33

×

TCGA08_rtk_signaling

Figure S20. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S20. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
PDGFRA	-0.041	0.11	0.24	9	-0.31	74	83
HRAS	-0.006	0	-10000	0	-10000	0	0
EGFR	-0.03	0.083	0.24	1	-0.31	46	47
AKT	-0.054	0.12	0.18	40	-0.22	120	160
FOXO3	-0.01	0.036	-10000	0	-0.31	8	8
AKT1	-0.005	0.01	0.24	1	-10000	0	1
FOXO1	-0.009	0.031	-10000	0	-0.31	6	6
AKT3	-0.18	0.15	0.24	4	-0.31	323	327
FOXO4	-0.006	0	-10000	0	-10000	0	0
MET	0.014	0.089	0.24	59	-0.31	12	71
PIK3CA	0.047	0.1	0.24	122	-10000	0	122
PIK3CB	0.021	0.077	0.24	62	-10000	0	62
NRAS	0.12	0.12	0.24	300	-10000	0	300
PIK3CG	0.002	0.042	0.24	17	-10000	0	17
PIK3R3	0.083	0.12	0.24	203	-10000	0	203
PIK3R2	-0.005	0.01	0.24	1	-10000	0	1
NF1	-0.02	0.063	-10000	0	-0.31	26	26
RAS	0.051	0.087	0.18	91	-0.27	6	97
ERBB2	-0.005	0.029	0.24	5	-0.31	2	7
proliferation/survival/translation	0.064	0.11	0.22	131	-0.18	18	149
PI3K	0.032	0.11	0.19	98	-0.23	31	129
PIK3R1	-0.075	0.13	-10000	0	-0.31	131	131
KRAS	0.025	0.082	0.24	71	-10000	0	71
FOXO	0.025	0.051	0.18	30	-10000	0	30
AKT2	-0.004	0.023	0.24	5	-10000	0	5
PTEN	-0.012	0.042	-10000	0	-0.31	11	11

×

Coregulation of Androgen receptor activity

Figure S21. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S21. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
NRIP1	-0.12	0.15	-10000	0	-0.31	218	218
SVIL	-0.013	0.05	0.24	1	-0.31	15	16
ZNF318	-0.005	0.01	0.24	1	-10000	0	1
JMJD2C	-0.006	0.015	0.24	2	-10000	0	2
T-DHT/AR/Ubc9	-0.14	0.084	-10000	0	-0.2	329	329
CARM1	-0.005	0.01	0.24	1	-10000	0	1
PRDX1	-0.006	0	-10000	0	-10000	0	0
PELP1	-0.006	0	-10000	0	-10000	0	0
CTNNB1	-0.005	0.015	0.24	2	-10000	0	2
AKT1	-0.005	0.01	0.24	1	-10000	0	1
PTK2B	-0.006	0.013	-10000	0	-0.31	1	1
MED1	-0.005	0.015	0.24	2	-10000	0	2
MAK	-0.068	0.12	0.24	2	-0.31	119	121
response to oxidative stress	0	0	-10000	0	-10000	0	0
HIP1	-0.006	0	-10000	0	-10000	0	0
GSN	-0.044	0.1	-10000	0	-0.31	71	71
NCOA2	-0.005	0.015	0.24	2	-10000	0	2
NCOA6	-0.005	0.01	0.24	1	-10000	0	1
DNA-PK	0.038	0.059	0.16	114	-10000	0	114
NCOA4	-0.006	0	-10000	0	-10000	0	0
PIAS3	-0.005	0.01	0.24	1	-10000	0	1
cell proliferation	-0.17	0.25	0.23	2	-0.65	119	121
XRCC5	0.008	0.056	0.24	31	-10000	0	31
UBE3A	-0.006	0	-10000	0	-10000	0	0
T-DHT/AR/SNURF	-0.14	0.085	-10000	0	-0.2	328	328
FHL2	-0.083	0.061	0.41	2	-0.5	3	5
RANBP9	-0.005	0.018	0.24	3	-10000	0	3
JMJD1A	-0.005	0.12	0.24	86	-10000	0	86
CDK6	-0.002	0.043	0.24	13	-0.31	3	16
TGFB1I1	-0.028	0.079	-10000	0	-0.31	42	42
T-DHT/AR/CyclinD1	-0.18	0.11	-10000	0	-0.24	387	387
XRCC6	-0.006	0	-10000	0	-10000	0	0
T-DHT/AR	-0.17	0.098	-10000	0	-0.29	163	163
CTDSP1	-0.007	0.022	-10000	0	-0.31	3	3
CTDSP2	-0.007	0.018	-10000	0	-0.31	2	2
BRCA1	0.008	0.058	0.24	33	-10000	0	33
TCF4	-0.007	0.018	-10000	0	-0.31	2	2
CDKN2A	0.13	0.12	0.24	314	-10000	0	314
SRF	-0.007	0.026	0.23	2	-0.31	3	5
NKX3-1	-0.092	0.12	-10000	0	-10000	0	0
KLK3	-0.018	0.057	-10000	0	-10000	0	0
TMF1	-0.005	0.018	0.24	3	-10000	0	3
HNRNPA1	-0.006	0	-10000	0	-10000	0	0
AOF2	-0.005	0.01	0.24	1	-10000	0	1
APPL1	-0.007	0.009	0.2	1	-10000	0	1
T-DHT/AR/Caspase 8	-0.14	0.084	-10000	0	-0.2	329	329
AR	-0.21	0.14	-10000	0	-0.33	329	329
UBA3	0	0	-10000	0	-10000	0	0
PATZ1	-0.005	0.01	0.24	1	-10000	0	1
PAWR	-0.006	0	-10000	0	-10000	0	0
PRKDC	0.036	0.093	0.24	97	-10000	0	97
PA2G4	-0.005	0.01	0.24	1	-10000	0	1
UBE2I	-0.006	0	-10000	0	-10000	0	0
T-DHT/AR/Cyclin D3/CDK11 p58	-0.12	0.076	-10000	0	-0.18	328	328
RPS6KA3	-0.003	0.032	0.24	8	-0.31	1	9
T-DHT/AR/ARA70	-0.14	0.084	-10000	0	-0.2	328	328
LATS2	-0.006	0	-10000	0	-10000	0	0
T-DHT/AR/PRX1	-0.12	0.076	-10000	0	-0.18	328	328
Cyclin D3/CDK11 p58	-0.003	0	-10000	0	-10000	0	0
VAV3	0.022	0.079	0.24	65	-10000	0	65
KLK2	-0.082	0.045	-10000	0	-10000	0	0
CASP8	-0.006	0	-10000	0	-10000	0	0
T-DHT/AR/TIF2/CARM1	-0.13	0.077	0.15	1	-0.18	326	327
TMPRSS2	-0.34	0.38	-10000	0	-0.76	245	245
CCND1	-0.085	0.13	0.24	1	-0.31	150	151
PIAS1	-0.005	0.01	0.24	1	-10000	0	1
mol:T-DHT	-0.024	0.028	-10000	0	-0.066	128	128
CDC2L1	0	0	-10000	0	-10000	0	0
PIAS4	-0.006	0	-10000	0	-10000	0	0
T-DHT/AR/CDK6	-0.14	0.087	0.15	1	-0.2	320	321
CMTM2	-0.006	0	-10000	0	-10000	0	0
SNURF	-0.006	0.013	-10000	0	-0.31	1	1
ZMIZ1	-0.032	0.038	0.23	1	-0.31	4	5
CCND3	-0.006	0	-10000	0	-10000	0	0
TGIF1	-0.006	0	-10000	0	-10000	0	0
FKBP4	0.006	0.054	0.24	28	-10000	0	28

×

Signaling events mediated by PRL

Figure S22. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S22. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
CCNE1	0.22	0.073	0.24	515	-10000	0	515
mol:Halofuginone	-0.002	0.015	-10000	0	-0.18	4	4
ITGA1	0.034	0.091	0.24	92	-10000	0	92
CDKN1A	-0.015	0.081	-10000	0	-0.47	16	16
PRL-3/alpha Tubulin	-0.007	0.031	0.17	8	-0.21	7	15
mol:Ca2+	-0.014	0.058	0.28	7	-0.2	35	42
AGT	-0.02	0.064	-10000	0	-0.31	27	27
CCNA2	0.056	0.094	0.26	2	-0.65	4	6
TUBA1B	-0.006	0	-10000	0	-10000	0	0
EGR1	-0.083	0.1	0.2	3	-0.22	215	218
CDK2/Cyclin E1	0.16	0.11	0.27	201	-0.34	9	210
MAPK3	-0.012	0.047	0.2	8	-0.22	20	28
PRL-2 /Rab GGTase beta	0.074	0.088	0.17	260	-10000	0	260
MAPK1	-0.007	0.035	0.2	9	-0.21	8	17
PTP4A1	-0.067	0.092	-10000	0	-0.71	4	4
PTP4A3	-0.006	0.045	0.24	8	-0.31	7	15
PTP4A2	-0.006	0	-10000	0	-10000	0	0
ITGB1	-0.004	0.037	0.2	13	-0.21	6	19
SRC	-0.006	0	-10000	0	-10000	0	0
RAC1	-0.007	0.063	-10000	0	-0.41	12	12
Rab GGTase beta/Rab GGTase alpha	0.074	0.088	0.17	260	-10000	0	260
PRL-1/ATF-5	-0.064	0.087	-10000	0	-0.68	4	4
RABGGTA	-0.006	0	-10000	0	-10000	0	0
BCAR1	-0.005	0.038	0.28	7	-0.17	9	16
RHOC	-0.006	0.06	-10000	0	-0.48	7	7
RHOA	-0.007	0.063	-10000	0	-0.4	13	13
cell motility	-0.035	0.07	-10000	0	-0.41	11	11
PRL-1/alpha Tubulin	-0.065	0.086	-10000	0	-0.68	4	4
PRL-3/alpha1 Integrin	0.022	0.071	0.17	99	-0.21	6	105
ROCK1	-0.035	0.07	-10000	0	-0.41	11	11
RABGGTB	0.11	0.12	0.24	260	-10000	0	260
CDK2	0.094	0.12	0.24	229	-10000	0	229
mitosis	-0.067	0.092	-10000	0	-0.71	4	4
ATF5	-0.005	0.019	0.24	2	-0.31	1	3

×

PDGFR-alpha signaling pathway

Figure S23. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S23. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
PDGFRA	-0.043	0.11	0.24	9	-0.32	73	82
PDGF/PDGFRA/CRKL	-0.031	0.074	0.16	9	-0.21	73	82
positive regulation of JUN kinase activity	-0.005	0.066	0.15	20	-0.16	70	90
CRKL	-0.006	0	-10000	0	-10000	0	0
PDGF/PDGFRA/Caveolin-3	-0.031	0.074	0.16	9	-0.21	73	82
AP1	-0.084	0.27	0.53	26	-0.76	65	91
mol:IP3	-0.03	0.086	0.19	17	-0.22	71	88
PLCG1	-0.03	0.086	0.19	17	-0.22	71	88
PDGF/PDGFRA/alphaV Integrin	-0.026	0.085	0.18	27	-0.21	75	102
RAPGEF1	-0.006	0	-10000	0	-10000	0	0
CRK	-0.005	0.01	0.24	1	-10000	0	1
mol:Ca2+	-0.03	0.085	0.19	17	-0.22	71	88
CAV3	-0.006	0	-10000	0	-10000	0	0
CAV1	-0.053	0.11	0.24	2	-0.31	90	92
SHC/Grb2/SOS1	-0.005	0.067	0.15	20	-0.16	70	90
PDGF/PDGFRA/Shf	-0.031	0.074	0.16	9	-0.21	73	82
FOS	-0.084	0.27	0.53	25	-0.75	65	90
JUN	-0.006	0.051	0.22	16	-0.24	2	18
oligodendrocyte development	-0.026	0.085	0.18	27	-0.21	75	102
GRB2	-0.006	0	-10000	0	-10000	0	0
PIK3R1	-0.075	0.13	-10000	0	-0.31	131	131
mol:DAG	-0.03	0.086	0.19	17	-0.22	71	88
PDGF/PDGFRA	-0.043	0.11	0.24	9	-0.32	73	82
actin cytoskeleton reorganization	-0.031	0.074	0.16	9	-0.21	73	82
SRF	-0.005	0.019	-10000	0	-0.21	3	3
SHC1	-0.006	0	-10000	0	-10000	0	0
PI3K	-0.032	0.12	0.16	95	-0.21	146	241
PDGF/PDGFRA/Crk/C3G	-0.026	0.061	0.15	9	-0.18	72	81
JAK1	-0.031	0.076	0.19	9	-0.21	75	84
ELK1/SRF	-0.035	0.062	-10000	0	-0.19	73	73
SHB	-0.006	0	-10000	0	-10000	0	0
SHF	-0.006	0	-10000	0	-10000	0	0
CSNK2A1	0	0.021	-10000	0	-10000	0	0
GO:0007205	-0.033	0.097	0.2	17	-0.26	71	88
SOS1	0.005	0.05	0.24	24	-10000	0	24
Ras protein signal transduction	-0.005	0.066	0.15	20	-0.16	70	90
PDGF/PDGFRA/SHB	-0.031	0.074	0.16	9	-0.21	73	82
PDGF/PDGFRA/Caveolin-1	-0.062	0.11	0.18	10	-0.25	139	149
ITGAV	0.001	0.05	0.24	19	-0.31	3	22
ELK1	-0.032	0.092	0.18	33	-0.22	73	106
PIK3CA	0.047	0.1	0.24	122	-10000	0	122
PDGF/PDGFRA/Crk	-0.03	0.073	0.16	9	-0.21	72	81
JAK-STAT cascade	-0.031	0.075	0.19	9	-0.21	75	84
cell proliferation	-0.031	0.074	0.16	9	-0.21	73	82

×

Syndecan-1-mediated signaling events

Figure S24. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S24. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
TGFB1	-0.054	0.11	-10000	0	-0.31	90	90
CCL5	-0.029	0.088	0.24	6	-0.31	48	54
SDCBP	-0.006	0.023	0.24	2	-0.31	2	4
FGFR/FGF2/Syndecan-1	-0.04	0.15	0.23	35	-0.38	55	90
mol:PI-4-5-P2	0	0	-10000	0	-10000	0	0
RP11-540L11.1	0	0	-10000	0	-10000	0	0
Syndecan-1/Laminin-5	-0.046	0.14	0.2	35	-0.36	55	90
Syndecan-1/Syntenin	-0.046	0.14	0.2	35	-0.36	55	90
MAPK3	-0.048	0.14	0.18	34	-0.33	61	95
HGF/MET	0.008	0.065	0.17	62	-0.21	12	74
TGFB1/TGF beta receptor Type II	-0.054	0.11	-10000	0	-0.31	90	90
BSG	-0.006	0	-10000	0	-10000	0	0
keratinocyte migration	-0.045	0.14	0.2	35	-0.36	55	90
Syndecan-1/RANTES	-0.053	0.16	0.2	37	-0.38	68	105
Syndecan-1/CD147	-0.048	0.14	0.18	30	-0.35	55	85
Syndecan-1/Syntenin/PIP2	-0.056	0.12	-10000	0	-0.35	55	55
LAMA5	-0.005	0.01	0.24	1	-10000	0	1
positive regulation of cell-cell adhesion	-0.056	0.12	-10000	0	-0.34	55	55
MMP7	-0.1	0.16	0.24	21	-0.31	200	221
HGF	-0.004	0.021	0.24	4	-10000	0	4
Syndecan-1/CASK	-0.046	0.14	0.2	35	-0.36	55	90
Syndecan-1/HGF/MET	-0.035	0.15	0.21	49	-0.34	59	108
regulation of cell adhesion	-0.049	0.13	0.18	33	-0.32	60	93
HPSE	0.001	0.041	0.24	16	-10000	0	16
positive regulation of cell migration	-0.04	0.15	0.23	35	-0.38	55	90
SDC1	-0.041	0.16	0.23	35	-0.38	55	90
Syndecan-1/Collagen	-0.04	0.15	0.23	35	-0.38	55	90
PPIB	-0.006	0	-10000	0	-10000	0	0
MET	0.014	0.089	0.24	59	-0.31	12	71
PRKACA	-0.006	0	-10000	0	-10000	0	0
MMP9	0.034	0.091	0.24	92	-10000	0	92
MAPK1	-0.045	0.13	0.18	35	-0.34	55	90
homophilic cell adhesion	-0.045	0.15	0.23	35	-0.37	55	90
MMP1	0.047	0.1	0.24	121	-10000	0	121

×

LPA receptor mediated events

Figure S25. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S25. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
GNB1/GNG2	-0.016	0.06	0.15	1	-0.17	72	73
NF kappa B1 p50/RelA/I kappa B alpha	-0.035	0.083	0.2	2	-0.26	31	33
AP1	-0.023	0.085	0.15	47	-0.16	110	157
mol:PIP3	-0.059	0.082	-10000	0	-0.16	190	190
AKT1	-0.03	0.088	0.25	3	-0.24	25	28
PTK2B	-0.019	0.073	0.16	32	-0.17	72	104
RHOA	-0.005	0.052	-10000	0	-0.37	2	2
PIK3CB	0.024	0.077	0.24	62	-10000	0	62
mol:Ca2+	-0.033	0.066	0.11	2	-0.16	85	87
MAGI3	0.001	0.038	0.24	14	-10000	0	14
RELA	-0.005	0.013	-10000	0	-0.31	1	1
apoptosis	-0.01	0.081	0.19	40	-0.18	70	110
HRAS/GDP	-0.003	0	-10000	0	-10000	0	0
positive regulation of microtubule depolymerization	-0.021	0.065	0.14	30	-0.16	68	98
NF kappa B1 p50/RelA	-0.034	0.095	0.16	53	-0.19	80	133
endothelial cell migration	-0.03	0.17	0.42	32	-0.41	71	103
ADCY4	-0.004	0.094	0.2	34	-0.21	61	95
ADCY5	-0.004	0.094	0.2	34	-0.21	61	95
ADCY6	-0.005	0.094	0.2	34	-0.21	61	95
ADCY7	-0.005	0.094	0.2	34	-0.21	61	95
ADCY1	-0.005	0.094	0.2	34	-0.21	61	95
ADCY2	-0.005	0.094	0.2	34	-0.21	61	95
ADCY3	-0.004	0.094	0.2	34	-0.21	61	95
ADCY8	-0.071	0.11	0.19	12	-0.27	70	82
ADCY9	-0.015	0.11	0.2	34	-0.24	64	98
GSK3B	-0.021	0.07	0.15	32	-0.17	72	104
arachidonic acid secretion	-0.006	0.088	0.19	34	-0.2	61	95
GNG2	-0.002	0.011	0.24	1	-10000	0	1
TRIP6	-0.007	0.026	-10000	0	-0.3	3	3
GNAO1	-0.013	0.088	0.22	37	-0.19	71	108
HRAS	-0.006	0	-10000	0	-10000	0	0
NFKBIA	-0.037	0.085	0.17	2	-0.25	41	43
GAB1	-0.007	0.018	-10000	0	-0.31	2	2
mol:GTP	0	0	-10000	0	-10000	0	0
lamellipodium assembly	0.006	0.036	-10000	0	-0.84	1	1
JUN	0	0.042	0.24	14	-0.31	2	16
LPA/LPA2/NHERF2	-0.033	0.064	-10000	0	-0.18	79	79
TIAM1	0.004	0.043	-10000	0	-0.98	1	1
PIK3R1	-0.075	0.13	-10000	0	-0.31	131	131
mol:IP3	-0.033	0.067	0.11	2	-0.16	85	87
PLCB3	-0.027	0.063	0.1	2	-0.16	79	81
FOS	-0.028	0.11	0.24	26	-0.31	65	91
positive regulation of mitosis	-0.006	0.088	0.19	34	-0.2	61	95
LPA/LPA1-2-3	-0.019	0.057	0.05	1	-0.17	71	72
mol:Ca ++	0	0	-10000	0	-10000	0	0
JNK cascade	0	0.001	-10000	0	-10000	0	0
BCAR1	-0.006	0.013	-10000	0	-0.31	1	1
stress fiber formation	-0.014	0.081	0.18	32	-0.18	72	104
GNAZ	-0.015	0.088	0.23	32	-0.19	74	106
EGFR/PI3K-beta/Gab1	-0.06	0.085	-10000	0	-0.17	190	190
positive regulation of dendritic cell cytokine production	-0.019	0.057	0.049	1	-0.17	71	72
LPA/LPA2/MAGI-3	-0.006	0.031	0.15	10	-0.074	2	12
ARHGEF1	-0.016	0.072	0.19	32	-0.16	72	104
GNAI2	-0.014	0.086	0.23	32	-0.19	71	103
GNAI3	0.015	0.11	0.19	117	-0.19	63	180
GNAI1	-0.013	0.09	0.22	38	-0.2	72	110
LPA/LPA3	-0.011	0.029	-10000	0	-0.087	71	71
LPA/LPA2	-0.011	0.029	-10000	0	-0.087	71	71
LPA/LPA1	-0.029	0.075	-10000	0	-0.23	71	71
HB-EGF/EGFR	0.007	0.077	0.15	87	-0.18	40	127
HBEGF	0.029	0.08	0.2	93	-10000	0	93
mol:DAG	-0.033	0.067	0.11	2	-0.16	85	87
cAMP biosynthetic process	-0.016	0.092	0.18	34	-0.22	62	96
NFKB1	-0.009	0.034	-10000	0	-0.31	7	7
SRC	-0.006	0	-10000	0	-10000	0	0
GNB1	-0.003	0.014	-10000	0	-0.31	1	1
LYN	-0.038	0.085	0.17	2	-0.24	46	48
GNAQ	-0.007	0.044	0.1	32	-0.19	12	44
LPAR2	0	0.001	-10000	0	-10000	0	0
LPAR3	0	0.001	-10000	0	-10000	0	0
LPAR1	-0.011	0.057	0.13	32	-0.14	71	103
IL8	0.018	0.2	0.47	61	-0.35	41	102
PTK2	-0.002	0.08	0.18	55	-0.16	68	123
Rac1/GDP	-0.004	0.009	-10000	0	-0.21	1	1
CASP3	-0.01	0.081	0.19	40	-0.18	70	110
EGFR	-0.028	0.084	0.25	1	-0.31	46	47
PLCG1	-0.013	0.051	0.098	30	-0.12	53	83
PLD2	-0.01	0.072	0.19	32	-0.16	71	103
G12/G13	-0.023	0.058	-10000	0	-0.17	72	72
PI3K-beta	-0.05	0.072	-10000	0	-0.26	26	26
cell migration	-0.005	0.044	0.18	2	-0.27	1	3
SLC9A3R2	-0.047	0.1	-10000	0	-0.31	79	79
PXN	-0.015	0.082	0.18	32	-0.18	72	104
HRAS/GTP	-0.006	0.088	0.19	33	-0.2	61	94
RAC1	-0.006	0.013	-10000	0	-0.31	1	1
MMP9	0.035	0.091	0.24	92	-10000	0	92
PRKCE	-0.003	0.011	0.24	1	-10000	0	1
PRKCD	-0.033	0.065	0.11	3	-0.16	84	87
Gi(beta/gamma)	-0.003	0.09	0.2	34	-0.2	61	95
mol:LPA	-0.011	0.057	0.13	32	-0.14	71	103
TRIP6/p130 Cas/FAK1/Paxillin	-0.013	0.083	0.18	32	-0.18	66	98
MAPKKK cascade	-0.006	0.088	0.19	34	-0.2	61	95
contractile ring contraction involved in cytokinesis	-0.005	0.052	-10000	0	-0.37	2	2
mol:GDP	0	0	-10000	0	-10000	0	0
GNA14	-0.003	0.035	0.1	33	-10000	0	33
GNA15	-0.004	0.036	0.1	33	-0.075	67	100
GNA12	-0.006	0	-10000	0	-10000	0	0
GNA13	-0.006	0.013	-10000	0	-0.31	1	1
MAPT	-0.022	0.067	0.15	30	-0.16	68	98
GNA11	-0.02	0.064	0.1	30	-0.19	51	81
Rac1/GTP	0.007	0.039	-10000	0	-0.89	1	1
MMP2	-0.03	0.18	0.43	32	-0.41	71	103

×

Reelin signaling pathway

Figure S26. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S26. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
CDK5R1/CDK5	0.013	0.056	0.17	65	-10000	0	65
VLDLR	-0.014	0.055	0.24	3	-0.31	17	20
CRKL	-0.006	0	-10000	0	-10000	0	0
LRPAP1	-0.006	0.025	0.24	3	-0.31	2	5
FYN	-0.047	0.1	0.24	1	-0.31	79	80
ITGA3	-0.031	0.088	0.24	3	-0.31	50	53
RELN/VLDLR/Fyn	-0.046	0.1	0.16	22	-0.19	171	193
MAPK8IP1/MKK7/MAP3K11/JNK1	0.015	0.018	-10000	0	-0.15	1	1
AKT1	-0.049	0.11	0.2	3	-0.2	170	173
MAP2K7	-0.006	0	-10000	0	-10000	0	0
RAPGEF1	-0.006	0	-10000	0	-10000	0	0
DAB1	-0.006	0	-10000	0	-10000	0	0
RELN/LRP8/DAB1	-0.013	0.072	0.15	26	-0.16	96	122
LRPAP1/LRP8	-0.005	0.025	0.17	9	-0.21	2	11
RELN/LRP8/DAB1/Fyn	-0.032	0.087	0.15	23	-0.16	159	182
DAB1/alpha3/beta1 Integrin	-0.049	0.062	-10000	0	-0.15	149	149
long-term memory	-0.044	0.084	0.26	2	-0.28	14	16
DAB1/LIS1	-0.032	0.064	-10000	0	-0.28	2	2
DAB1/CRLK/C3G	-0.039	0.053	-10000	0	-0.15	110	110
PIK3CA	0.047	0.1	0.24	122	-10000	0	122
DAB1/NCK2	-0.013	0.072	0.24	1	-0.15	110	111
ARHGEF2	-0.005	0.015	0.24	2	-10000	0	2
mol:Src family inhibitors PP1 and PP2	0	0	-10000	0	-10000	0	0
GRIN2A	-0.001	0.058	0.24	20	-0.31	8	28
CDK5R1	-0.006	0	-10000	0	-10000	0	0
RELN	-0.048	0.13	0.24	22	-0.31	97	119
PIK3R1	-0.075	0.13	-10000	0	-0.31	131	131
RELN/LRP8/Fyn	-0.041	0.099	0.16	22	-0.19	159	181
GRIN2A/RELN/LRP8/DAB1/Fyn	-0.029	0.094	0.28	2	-0.16	159	161
MAPK8	-0.003	0.025	0.24	6	-10000	0	6
RELN/VLDLR/DAB1	-0.019	0.075	0.15	24	-0.16	112	136
ITGB1	-0.003	0.025	0.24	6	-10000	0	6
MAP1B	-0.048	0.083	0.13	20	-0.17	152	172
RELN/LRP8	-0.016	0.081	0.16	28	-0.18	97	125
GRIN2B/RELN/LRP8/DAB1/Fyn	-0.031	0.089	0.28	1	-0.16	159	160
PI3K	-0.015	0.12	0.17	98	-0.21	107	205
mol:PP2	0	0	-10000	0	-10000	0	0
alpha3/beta1 Integrin	-0.022	0.063	0.17	9	-0.21	50	59
RAP1A	-0.034	0.059	0.21	1	-0.26	2	3
PAFAH1B1	-0.005	0.015	0.24	2	-10000	0	2
MAPK8IP1	-0.005	0.01	0.24	1	-10000	0	1
CRLK/C3G	-0.007	0	-10000	0	-10000	0	0
GRIN2B	-0.005	0.015	0.24	2	-10000	0	2
NCK2	-0.006	0	-10000	0	-10000	0	0
neuron differentiation	-0.043	0.083	0.18	1	-0.34	13	14
neuron adhesion	-0.045	0.066	0.2	1	-0.26	7	8
LRP8	-0.003	0.025	0.24	6	-10000	0	6
GSK3B	-0.049	0.1	0.18	3	-0.31	27	30
RELN/VLDLR/DAB1/Fyn	-0.038	0.09	0.14	22	-0.16	171	193
MAP3K11	-0.006	0.013	-10000	0	-0.31	1	1
RELN/VLDLR/DAB1/P13K	-0.047	0.12	0.21	3	-0.21	170	173
CDK5	0.022	0.079	0.24	65	-10000	0	65
MAPT	0.006	0.014	-10000	0	-10000	0	0
neuron migration	-0.054	0.12	0.18	14	-0.26	94	108
RELN/LRP8/DAB1/Fyn/MAPK8IP1/MKK7/MAP3K11/JNK1	-0.044	0.084	0.18	1	-0.34	13	14
RELN/VLDLR	-0.016	0.08	0.16	29	-0.16	110	139

×

Integrins in angiogenesis

Figure S27. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S27. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
VEGFR2 homodimer/VEGFA homodimer	0.009	0.052	0.17	50	-10000	0	50
alphaV beta3 Integrin	-0.014	0.08	0.16	24	-0.19	83	107
PTK2	-0.018	0.12	0.26	9	-0.29	66	75
IGF1R	-0.07	0.12	-10000	0	-0.31	121	121
PI4KB	-0.004	0.021	0.24	4	-10000	0	4
MFGE8	-0.015	0.068	0.24	8	-0.31	24	32
SRC	-0.006	0	-10000	0	-10000	0	0
CDKN1B	-0.016	0.045	0.16	4	-0.4	3	7
VEGFA	0.016	0.069	0.24	49	-10000	0	49
ILK	-0.016	0.032	-10000	0	-10000	0	0
ROCK1	-0.005	0.01	0.24	1	-10000	0	1
AKT1	-0.017	0.029	-10000	0	-10000	0	0
PTK2B	-0.013	0.074	0.26	7	-0.24	3	10
alphaV/beta3 Integrin/JAM-A	-0.025	0.07	0.16	27	-0.29	6	33
CBL	-0.006	0	-10000	0	-10000	0	0
mol:GTP	0	0	-10000	0	-10000	0	0
alphaV beta3 Integrin/ANGPTL3	-0.011	0.075	0.16	25	-0.18	77	102
IGF-1R heterotetramer/IGF1/IRS1/Shp2	-0.13	0.12	0.15	3	-0.2	381	384
VEGF/Rho/ROCK/alphaV/beta3 Integrin	-0.012	0.074	0.2	7	-0.35	4	11
alphaV/beta3 Integrin/Syndecan-1	-0.01	0.076	0.16	28	-0.18	77	105
PI4KA	-0.004	0.018	0.24	3	-10000	0	3
IGF-1R heterotetramer/IGF1/IRS1	-0.12	0.11	-10000	0	-0.2	312	312
PI4 Kinase	-0.005	0.02	0.17	7	-10000	0	7
PIK3CA	0.047	0.1	0.24	122	-10000	0	122
alphaV/beta3 Integrin/Osteopontin	0.034	0.11	0.16	195	-0.18	74	269
RPS6KB1	-0.098	0.12	0.22	6	-0.28	107	113
TLN1	-0.006	0.013	-10000	0	-0.31	1	1
MAPK3	-0.093	0.15	0.2	3	-0.41	85	88
GPR124	-0.014	0.048	-10000	0	-0.31	15	15
MAPK1	-0.09	0.14	0.2	3	-0.41	83	86
PXN	-0.01	0.033	-10000	0	-0.31	7	7
PIK3R1	-0.075	0.13	-10000	0	-0.31	131	131
alphaV/beta3 Integrin/Tumstatin	-0.011	0.075	0.16	25	-0.18	78	103
cell adhesion	-0.03	0.086	0.18	26	-0.2	90	116
ANGPTL3	-0.005	0.01	0.24	1	-10000	0	1
VEGFR2 homodimer/VEGFA homodimer/Src	0.021	0.041	0.16	49	-10000	0	49
IGF-1R heterotetramer	-0.07	0.12	-10000	0	-0.31	121	121
Rac1/GDP	-0.004	0.009	-10000	0	-0.21	1	1
TGFBR2	-0.01	0.036	-10000	0	-0.31	8	8
ITGB3	-0.041	0.11	0.24	12	-0.31	77	89
IGF1	-0.016	0.06	0.24	3	-0.31	21	24
RAC1	-0.006	0.013	-10000	0	-0.31	1	1
regulation of cell-matrix adhesion	-0.016	0.079	0.16	24	-0.18	90	114
apoptosis	0.001	0.05	0.24	19	-0.31	3	22
CD47	0.007	0.057	0.24	30	-0.31	1	31
alphaV/beta3 Integrin/CD47	-0.004	0.081	0.16	49	-0.18	76	125
VCL	-0.005	0.015	0.24	2	-10000	0	2
alphaV/beta3 Integrin/Del1	0.008	0.092	0.16	95	-0.18	75	170
CSF1	-0.018	0.06	0.24	1	-0.31	23	24
PIK3C2A	-0.016	0.036	-10000	0	-0.35	1	1
PI4 Kinase/Pyk2	-0.033	0.047	-10000	0	-0.26	6	6
VEGFR2 homodimer/VEGFA homodimer/alphaV beta3 Integrin	0.006	0.083	0.29	6	-0.16	72	78
FAK1/Vinculin	-0.014	0.098	0.24	9	-0.24	65	74
alphaV beta3/Integrin/ppsTEM5	-0.016	0.08	0.16	24	-0.18	90	114
RHOA	-0.007	0.018	-10000	0	-0.31	2	2
VTN	-0.006	0	-10000	0	-10000	0	0
BCAR1	-0.006	0.013	-10000	0	-0.31	1	1
FGF2	-0.011	0.04	-10000	0	-0.31	10	10
F11R	-0.01	0.028	0.2	1	-0.21	10	11
alphaV/beta3 Integrin/Lactadherin	-0.016	0.086	0.16	30	-0.19	92	122
alphaV/beta3 Integrin/TGFBR2	-0.013	0.079	0.16	24	-0.19	80	104
alphaV/beta3 Integrin/c-FMS/Cbl/Cas	0.008	0.046	0.15	19	-0.17	25	44
HSP90AA1	-0.006	0.013	-10000	0	-0.31	1	1
alphaV/beta3 Integrin/Talin	-0.008	0.072	0.16	28	-0.16	78	106
mol:GDP	0	0	-10000	0	-10000	0	0
FN1	0.075	0.13	0.24	200	-0.31	12	212
alphaV/beta3 Integrin/Pyk2	-0.01	0.078	0.18	29	-0.29	2	31
SDC1	-0.004	0.021	0.24	4	-10000	0	4
VAV3	0.005	0.064	0.15	62	-0.16	22	84
PTPN11	-0.006	0	-10000	0	-10000	0	0
IRS1	-0.2	0.15	-10000	0	-0.31	357	357
FAK1/Paxillin	-0.016	0.099	0.25	7	-0.24	66	73
cell migration	-0.015	0.094	0.23	9	-0.22	66	75
ITGAV	0.001	0.05	0.24	19	-0.31	3	22
PI3K	-0.03	0.1	0.14	102	-0.25	29	131
SPP1	0.079	0.12	0.24	202	-0.31	6	208
KDR	-0.005	0.015	0.24	2	-10000	0	2
mol:PI-4-5-P2	0	0	-10000	0	-10000	0	0
alphaV/beta3 Integrin/Caspase 8	0.001	0.05	0.24	19	-0.31	3	22
COL4A3	-0.006	0	-10000	0	-10000	0	0
angiogenesis	-0.087	0.16	0.21	3	-0.43	84	87
Rac1/GTP	0.002	0.059	0.14	62	-0.27	1	63
EDIL3	0.029	0.087	0.24	81	-10000	0	81
cell proliferation	-0.013	0.079	0.16	24	-0.19	80	104

×

IL1-mediated signaling events

Figure S28. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S28. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
UBC13/UEV1A	-0.004	0.009	-10000	0	-0.21	1	1
PRKCZ	-0.006	0	-10000	0	-10000	0	0
MAP3K7IP2	-0.004	0.018	0.24	3	-10000	0	3
ERC1	-0.005	0.024	0.24	4	-0.31	1	5
IL1 beta fragment/IL1R1/IL1RAP/MYD88/IRAK4	-0.004	0.058	0.23	14	-0.18	24	38
IRAK/TOLLIP	-0.007	0.013	0.14	3	-0.16	1	4
IKBKB	-0.005	0.015	0.24	2	-10000	0	2
IKBKG	-0.006	0	-10000	0	-10000	0	0
IL1 alpha/IL1R2	-0.001	0.045	0.19	23	-0.21	6	29
IL1A	-0.001	0.036	0.24	12	-10000	0	12
IL1B	-0.004	0.094	0.21	56	-0.21	52	108
IRAK/TRAF6/p62/Atypical PKCs	0.053	0.071	-10000	0	-10000	0	0
IL1R2	-0.003	0.049	0.24	13	-0.31	6	19
IL1R1	-0.12	0.15	-10000	0	-0.31	225	225
IL1 beta fragment/IL1R1/IL1RAP/MYD88/IRAK4/IRAK/TOLLIP	-0.061	0.12	0.18	12	-0.23	150	162
TOLLIP	-0.006	0	-10000	0	-10000	0	0
TICAM2	-0.006	0.016	0.24	1	-0.31	1	2
MAP3K3	-0.006	0	-10000	0	-10000	0	0
TAK1/TAB1/TAB2	0.011	0.018	0.16	9	-10000	0	9
IKK complex/ELKS	0.002	0.034	-10000	0	-0.28	1	1
JUN	0.008	0.051	0.22	8	-10000	0	8
MAP3K7	-0.003	0.025	0.24	6	-10000	0	6
IL1 beta fragment/IL1R1/IL1RAP/PI3K	-0.041	0.15	0.28	32	-0.3	57	89
IL1 alpha/IL1R1/IL1RAP/MYD88	-0.022	0.1	0.15	82	-0.16	164	246
PIK3R1	-0.075	0.13	-10000	0	-0.31	131	131
IL1 alpha/IL1R1/IL1RAP/MYD88/IRAK4	-0.01	0.1	0.28	9	-0.15	148	157
IL1 beta fragment/IL1R1/IL1RAP	-0.033	0.12	0.16	73	-0.18	181	254
NFKB1	-0.01	0.033	-10000	0	-0.31	7	7
MAPK8	0.008	0.052	0.23	7	-10000	0	7
IRAK1	-0.005	0.014	0.17	3	-0.17	1	4
IL1RN/IL1R1	-0.083	0.11	0.17	14	-0.21	224	238
IRAK4	0.015	0.069	0.24	48	-10000	0	48
PRKCI	0.1	0.12	0.24	255	-10000	0	255
TRAF6	-0.005	0.015	0.24	2	-10000	0	2
PI3K	-0.015	0.12	0.17	98	-0.21	107	205
IL1 beta fragment/IL1R1/IL1RAP/MYD88/IRAK4/TOLLIP	-0.032	0.12	0.2	23	-0.29	24	47
CHUK	0.002	0.043	0.24	18	-10000	0	18
IL1 beta fragment/IL1R1/IL1RAP/MYD88s	-0.033	0.12	0.16	73	-0.18	181	254
IL1 beta/IL1R2	-0.015	0.072	0.19	29	-0.18	58	87
IRAK/TRAF6/TAK1/TAB1/TAB2	-0.009	0.022	0.13	11	-10000	0	11
NF kappa B1 p50/RelA	-0.077	0.094	-10000	0	-0.25	87	87
IRAK3	0.004	0.048	0.24	22	-10000	0	22
IL1 beta fragment/IL1R1/IL1RAP/TICAM2/IRAK4	-0.024	0.12	0.27	20	-0.28	23	43
IL1 alpha/IL1R1/IL1RAP/MYD88/IRAK4/TOLLIP	-0.037	0.1	0.22	9	-0.18	148	157
IL1 alpha/IL1R1/IL1RAP	-0.025	0.11	0.16	82	-0.18	164	246
RELA	-0.006	0.013	-10000	0	-0.31	1	1
MAP3K7IP1	-0.006	0	-10000	0	-10000	0	0
SQSTM1	-0.006	0	-10000	0	-10000	0	0
MYD88	-0.006	0	-10000	0	-10000	0	0
IRAK/TRAF6/MEKK3	-0.008	0.015	0.14	5	-0.15	1	6
IL1RAP	0.052	0.11	0.24	135	-0.31	1	136
UBE2N	-0.006	0.013	-10000	0	-0.31	1	1
IRAK/TRAF6	-0.054	0.068	-10000	0	-0.26	24	24
CASP1	-0.025	0.1	0.24	19	-0.31	52	71
IL1RN/IL1R2	0	0.044	0.17	28	-0.21	6	34
IL1 beta fragment/IL1R1/IL1RAP/MYD88	-0.033	0.12	0.16	76	-0.27	28	104
TMEM189-UBE2V1	0	0	-10000	0	-10000	0	0
IL1 alpha/IL1R1/IL1RAP/MYD88/IRAK4/IRAK/TOLLIP	-0.081	0.14	-10000	0	-0.28	147	147
PIK3CA	0.047	0.1	0.24	122	-10000	0	122
IL1RN	0.001	0.04	0.24	15	-10000	0	15
TRAF6/TAK1/TAB1/TAB2	0.012	0.017	-10000	0	-0.14	1	1
MAP2K6	0.012	0.057	0.14	82	-10000	0	82

×

Ephrin B reverse signaling

Figure S29. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S29. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
EFNB2	-0.011	0.073	0.24	16	-0.31	23	39
EPHB2	0.002	0.033	0.24	10	-10000	0	10
EFNB1	-0.005	0.014	-10000	0	-0.21	2	2
mol:GTP	0	0	-10000	0	-10000	0	0
Rac1/GDP	0	0.036	0.15	20	-10000	0	20
Ephrin B2/EPHB1-2	0.012	0.051	0.16	36	-0.15	23	59
neuron projection morphogenesis	-0.006	0.017	-10000	0	-0.14	4	4
Ephrin B1/EPHB1-2/Tiam1	0.003	0.038	0.16	22	-0.15	1	23
DNM1	-0.003	0.014	-10000	0	-0.31	1	1
cell-cell signaling	0.001	0.003	-10000	0	-10000	0	0
MAP2K4	-0.11	0.21	0.24	1	-0.5	123	124
YES1	-0.14	0.3	-10000	0	-0.72	123	123
Ephrin B1/EPHB1-2/NCK2	0.002	0.036	0.16	20	-0.15	2	22
PI3K	-0.1	0.24	0.25	9	-0.52	123	132
mol:GDP	0.002	0.037	0.16	22	-0.15	2	24
ITGA2B	-0.006	0	-10000	0	-10000	0	0
endothelial cell proliferation	-0.004	0.044	0.15	16	-0.17	23	39
FYN	-0.16	0.31	-10000	0	-0.74	123	123
MAP3K7	-0.11	0.22	0.27	1	-0.53	123	124
FGR	-0.14	0.3	-10000	0	-0.71	123	123
TIAM1	-0.005	0.019	0.24	2	-0.31	1	3
PIK3R1	-0.075	0.13	-10000	0	-0.31	131	131
RGS3	-0.006	0	-10000	0	-10000	0	0
cell adhesion	-0.12	0.23	0.24	11	-0.5	130	141
LYN	-0.15	0.31	-10000	0	-0.72	123	123
Ephrin B1/EPHB1-2/Src Family Kinases	-0.14	0.28	-10000	0	-0.66	123	123
Ephrin B1/EPHB1-2	-0.12	0.24	-10000	0	-0.57	123	123
SRC	-0.14	0.3	-10000	0	-0.71	123	123
ITGB3	-0.041	0.11	0.24	12	-0.31	77	89
EPHB1	0.003	0.035	0.24	12	-10000	0	12
EPHB4	-0.006	0	-10000	0	-10000	0	0
RAC1	-0.006	0.013	-10000	0	-0.31	1	1
Ephrin B2/EPHB4	-0.004	0.044	0.16	16	-0.17	23	39
alphaIIb/beta3 Integrin	-0.031	0.076	0.17	12	-0.21	77	89
BLK	-0.14	0.3	-10000	0	-0.71	123	123
HCK	-0.14	0.3	-10000	0	-0.71	123	123
regulation of stress fiber formation	-0.002	0.035	0.15	2	-0.16	20	22
MAPK8	-0.1	0.2	0.22	1	-0.48	123	124
Ephrin B1/EPHB1-2/RGS3	0.002	0.036	0.16	20	-10000	0	20
endothelial cell migration	-0.095	0.19	0.22	1	-0.44	123	124
NCK2	-0.006	0	-10000	0	-10000	0	0
PTPN13	-0.074	0.19	0.23	32	-0.42	123	155
regulation of focal adhesion formation	-0.002	0.035	0.15	2	-0.16	20	22
chemotaxis	-0.002	0.035	-10000	0	-0.16	20	20
PIK3CA	0.047	0.1	0.24	122	-10000	0	122
Rac1/GTP	-0.001	0.032	0.13	22	-0.14	2	24
angiogenesis	-0.12	0.24	-10000	0	-0.57	123	123
LCK	-0.14	0.3	-10000	0	-0.71	123	123

×

Ras signaling in the CD4+ TCR pathway

Figure S30. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S30. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
ERK1-2/ELK1	-0.005	0.13	0.4	26	-0.29	52	78
MAP3K8	-0.006	0.007	-10000	0	-10000	0	0
FOS	0.006	0.095	0.31	26	-0.35	6	32
PRKCA	-0.004	0.04	0.24	7	-0.31	4	11
PTPN7	-0.004	0.02	-10000	0	-10000	0	0
HRAS	-0.006	0.004	-10000	0	-10000	0	0
PRKCB	0	0.011	0.045	26	-0.015	64	90
NRAS	0.12	0.12	0.24	300	-10000	0	300
RAS family/GTP	0.094	0.085	0.16	315	-10000	0	315
MAPK3	0.002	0.089	0.22	12	-0.45	14	26
MAP2K1	0.022	0.057	0.19	29	-0.29	4	33
ELK1	-0.007	0.014	-10000	0	-10000	0	0
BRAF	0.003	0.04	0.24	4	-0.28	4	8
mol:GTP	0	0.003	0.008	26	-0.006	65	91
MAPK1	0.012	0.055	0.21	26	-0.37	1	27
RAF1	0.003	0.039	0.21	3	-0.28	4	7
KRAS	0.025	0.082	0.24	71	-10000	0	71

×

Thromboxane A2 receptor signaling

Figure S31. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S31. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
TGM2	-0.2	0.15	0.25	1	-0.31	367	368
GNB1/GNG2	-0.064	0.065	-10000	0	-0.2	78	78
AKT1	-0.038	0.18	0.36	80	-0.23	4	84
EGF	-0.003	0.027	0.24	7	-10000	0	7
mol:TXA2	0	0.001	-10000	0	-10000	0	0
FGR	-0.017	0.04	0.28	1	-10000	0	1
mol:Ca2+	-0.083	0.25	0.43	80	-0.34	76	156
LYN	-0.02	0.045	0.28	1	-0.24	1	2
RhoA/GTP	-0.062	0.053	-10000	0	-0.13	107	107
mol:PGI2	0	0.001	-10000	0	-10000	0	0
SYK	-0.08	0.25	0.44	80	-0.37	76	156
GNG2	-0.004	0.011	0.24	1	-10000	0	1
ARRB2	-0.006	0	-10000	0	-10000	0	0
TP alpha/Gq family/GDP/G beta5/gamma2	-0.033	0.09	-10000	0	-0.29	60	60
G beta5/gamma2	-0.078	0.086	0.14	1	-0.26	77	78
PRKCH	-0.094	0.26	0.45	80	-0.4	77	157
DNM1	-0.006	0.013	-10000	0	-0.31	1	1
TXA2/TP beta/beta Arrestin3	0.015	0.022	-10000	0	-10000	0	0
mol:GTP	0	0.006	0.1	1	-10000	0	1
PTGDR	-0.004	0.004	-10000	0	-10000	0	0
G12 family/GTP	-0.14	0.12	-10000	0	-0.24	308	308
ADRBK1	-0.004	0.004	-10000	0	-10000	0	0
ADRBK2	-0.031	0.086	-10000	0	-0.31	50	50
RhoA/GTP/ROCK1	-0.002	0.015	0.15	1	-0.18	2	3
mol:GDP	0.064	0.19	0.44	34	-0.31	76	110
mol:NADP	-0.005	0.004	-10000	0	-10000	0	0
RAB11A	-0.006	0	-10000	0	-10000	0	0
PRKG1	-0.005	0.011	0.24	1	-10000	0	1
mol:IP3	-0.11	0.28	0.46	78	-0.44	76	154
cell morphogenesis	-0.002	0.015	0.15	1	-0.18	2	3
PLCB2	-0.17	0.33	0.49	73	-0.61	77	150
mol:cGMP	-0.001	0.001	-10000	0	-10000	0	0
BLK	-0.017	0.041	0.21	2	-10000	0	2
mol:PDG2	0	0.001	-10000	0	-10000	0	0
HCK	-0.017	0.041	0.22	2	-10000	0	2
RHOA	-0.007	0.018	-10000	0	-0.31	2	2
PTGIR	-0.006	0.018	-10000	0	-0.31	2	2
PRKCB1	-0.1	0.28	0.46	80	-0.43	76	156
GNAQ	-0.012	0.043	-10000	0	-0.31	12	12
mol:L-citrulline	-0.005	0.004	-10000	0	-10000	0	0
TXA2/TXA2-R family	-0.14	0.33	0.5	80	-0.58	76	156
LCK	-0.017	0.04	0.28	1	-10000	0	1
TXA2/TP beta/beta Arrestin3/RAB11/GDP	-0.004	0.018	-10000	0	-0.16	2	2
TXA2-R family/G12 family/GDP/G beta/gamma	0.001	0.02	-10000	0	-0.43	1	1
TXA2/TP beta/beta Arrestin2/RAB11/GDP	-0.004	0.018	-10000	0	-0.16	2	2
MAPK14	-0.045	0.2	0.38	80	-0.25	62	142
TGM2/GTP	-0.16	0.32	0.49	73	-0.41	306	379
MAPK11	-0.046	0.2	0.38	80	-0.25	63	143
ARHGEF1	-0.046	0.16	0.3	73	-0.2	63	136
GNAI2	-0.006	0	-10000	0	-10000	0	0
JNK cascade	-0.091	0.28	0.48	80	-0.42	76	156
RAB11/GDP	-0.001	0.011	-10000	0	-0.14	1	1
ICAM1	-0.045	0.24	0.45	80	-0.31	63	143
cAMP biosynthetic process	-0.13	0.27	0.42	78	-0.38	106	184
Gq family/GTP/EBP50	-0.065	0.11	-10000	0	-0.23	159	159
actin cytoskeleton reorganization	-0.002	0.015	0.15	1	-0.18	2	3
SRC	-0.017	0.04	0.28	1	-10000	0	1
GNB5	-0.008	0.031	-10000	0	-0.31	6	6
GNB1	-0.006	0.013	-10000	0	-0.31	1	1
EGF/EGFR	-0.031	0.057	0.26	1	-0.19	19	20
VCAM1	-0.055	0.25	0.46	80	-0.38	78	158
TP beta/Gq family/GDP/G beta5/gamma2	-0.033	0.09	-10000	0	-0.29	60	60
platelet activation	-0.077	0.24	0.43	80	-0.32	76	156
PGI2/IP	-0.002	0.013	-10000	0	-0.21	2	2
PRKACA	-0.003	0.012	-10000	0	-0.18	2	2
Gq family/GDP/G beta5/gamma2	-0.03	0.083	-10000	0	-0.26	60	60
TXA2/TP beta/beta Arrestin2	0.011	0.028	-10000	0	-0.37	1	1
positive regulation of NF-kappaB transcription factor activity	0	0	-10000	0	-10000	0	0
TBXA2R	-0.005	0.013	0.12	1	-0.16	2	3
mol:DAG	-0.12	0.29	0.48	73	-0.49	76	149
EGFR	-0.03	0.083	0.24	1	-0.31	46	47
TXA2/TP alpha	-0.18	0.33	0.48	78	-0.52	109	187
Gq family/GTP	-0.019	0.055	-10000	0	-0.17	61	61
YES1	-0.011	0.049	0.16	10	-10000	0	10
GNAI2/GTP	-0.019	0.039	-10000	0	-0.14	34	34
PGD2/DP	-0.002	0.005	-10000	0	-10000	0	0
SLC9A3R1	-0.075	0.13	-10000	0	-0.31	130	130
FYN	-0.03	0.059	0.28	1	-0.23	13	14
mol:NO	-0.005	0.004	-10000	0	-10000	0	0
GNA15	-0.006	0.016	0.24	1	-0.31	1	2
PGK/cGMP	-0.002	0.01	0.15	1	-10000	0	1
RhoA/GDP	-0.002	0.021	-10000	0	-0.25	3	3
TP alpha/TGM2/GDP/G beta/gamma	-0.09	0.061	-10000	0	-0.28	1	1
NOS3	-0.005	0.004	-10000	0	-10000	0	0
RAC1	-0.006	0.013	-10000	0	-0.31	1	1
PRKCA	-0.093	0.26	0.45	80	-0.4	78	158
PRKCB	-0.09	0.26	0.45	80	-0.4	76	156
PRKCE	-0.089	0.26	0.46	80	-0.4	76	156
PRKCD	-0.094	0.27	0.46	80	-0.42	77	157
PRKCG	-0.11	0.28	0.46	80	-0.44	76	156
muscle contraction	-0.13	0.32	0.49	80	-0.54	76	156
PRKCZ	-0.08	0.26	0.45	80	-0.37	76	156
ARR3	-0.006	0	-10000	0	-10000	0	0
TXA2/TP beta	-0.014	0.046	0.27	1	-0.16	1	2
PRKCQ	-0.092	0.26	0.45	80	-0.4	82	162
MAPKKK cascade	-0.13	0.31	0.47	80	-0.52	77	157
SELE	-0.054	0.23	0.43	80	-0.3	76	156
TP beta/GNAI2/GDP/G beta/gamma	-0.008	0.015	-10000	0	-10000	0	0
ROCK1	-0.005	0.01	0.24	1	-10000	0	1
GNA14	-0.005	0.015	0.24	2	-10000	0	2
chemotaxis	-0.14	0.35	0.53	80	-0.62	76	156
GNA12	-0.006	0	-10000	0	-10000	0	0
GNA13	-0.006	0.013	-10000	0	-0.31	1	1
GNA11	-0.034	0.088	-10000	0	-0.31	53	53
Rac1/GTP	-0.003	0.011	-10000	0	-0.21	1	1

×

Nectin adhesion pathway

Figure S32. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S32. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
PDGFRB	-0.01	0.033	-10000	0	-0.31	7	7
alphaV beta3 Integrin	-0.026	0.088	0.19	28	-0.22	78	106
PTK2	-0.05	0.11	0.21	7	-0.41	31	38
positive regulation of JNK cascade	-0.028	0.069	-10000	0	-0.29	34	34
CDC42/GDP	-0.022	0.1	-10000	0	-0.39	34	34
Rac1/GDP	-0.022	0.1	-10000	0	-0.39	34	34
RAP1B	-0.004	0.023	0.24	5	-10000	0	5
RAP1A	-0.005	0.01	0.24	1	-10000	0	1
CTNNB1	-0.005	0.015	0.24	2	-10000	0	2
CDC42/GTP	-0.032	0.085	-10000	0	-0.36	34	34
nectin-3/I-afadin	0.003	0.077	0.17	69	-0.21	31	100
RAPGEF1	-0.029	0.11	-10000	0	-0.43	34	34
mol:GTP	0	0	-10000	0	-10000	0	0
CRK	-0.03	0.13	-10000	0	-0.48	34	34
PDGFB-D/PDGFRB	-0.01	0.033	-10000	0	-0.31	7	7
TLN1	-0.11	0.13	-10000	0	-0.26	235	235
Rap1/GTP	-0.035	0.074	-10000	0	-0.32	34	34
IQGAP1	-0.006	0.021	0.24	1	-0.31	2	3
Rap1/GTP/I-afadin	0.001	0.04	0.15	6	-0.16	29	35
nectin-3(dimer)/I-afadin/I-afadin/nectin-3(dimer)/I-afadin/I-afadin	0.003	0.077	0.17	69	-0.21	31	100
PVR	-0.006	0	-10000	0	-10000	0	0
Necl-5(dimer)	-0.006	0	-10000	0	-10000	0	0
mol:GDP	-0.027	0.12	-10000	0	-0.48	34	34
MLLT4	-0.021	0.066	-10000	0	-0.31	29	29
PIK3CA	0.047	0.1	0.24	122	-10000	0	122
PI3K	0.007	0.11	0.28	12	-0.17	119	131
nectin-1(dimer)/I-afadin/I-afadin/nectin-1(dimer)/I-afadin/I-afadin	-0.017	0.046	0.17	1	-0.21	29	30
positive regulation of lamellipodium assembly	-0.03	0.075	-10000	0	-0.31	36	36
PVRL1	-0.005	0.01	0.24	1	-10000	0	1
PVRL3	0.023	0.088	0.24	72	-0.31	5	77
PVRL2	-0.006	0.016	0.24	1	-0.31	1	2
PIK3R1	-0.075	0.13	-10000	0	-0.31	131	131
CDH1	-0.013	0.045	-10000	0	-0.31	13	13
CLDN1	-0.094	0.14	0.24	1	-0.31	167	168
JAM-A/CLDN1	-0.031	0.1	0.15	51	-0.17	165	216
SRC	-0.032	0.14	-10000	0	-0.53	34	34
ITGB3	-0.041	0.11	0.24	12	-0.31	77	89
nectin-1(dimer)/I-afadin/I-afadin	-0.017	0.046	0.17	1	-0.21	29	30
FARP2	-0.025	0.12	-10000	0	-0.46	34	34
RAC1	-0.006	0.013	-10000	0	-0.31	1	1
CTNNA1	-0.007	0.018	-10000	0	-0.31	2	2
nectin-3(dimer)/I-afadin/I-afadin/Necl-5(dimer)	0.017	0.067	0.16	69	-0.18	31	100
nectin-1/I-afadin	-0.017	0.046	0.17	1	-0.21	29	30
nectin-2/I-afadin	-0.017	0.046	0.17	1	-0.21	30	31
RAC1/GTP/IQGAP1/filamentous actin	0.005	0.014	0.15	1	-0.18	3	4
nectin-1(dimer)/I-afadin/I-afadin/nectin-3(dimer/I-afadin/I-afadin	0.017	0.067	0.16	70	-0.18	31	101
CDC42/GTP/IQGAP1/filamentous actin	0.005	0.012	0.15	1	-0.18	2	3
F11R	-0.005	0.01	0.24	1	-10000	0	1
positive regulation of filopodium formation	-0.028	0.069	-10000	0	-0.29	34	34
alphaV/beta3 Integrin/Talin	-0.12	0.14	0.17	13	-0.26	236	249
nectin-2(dimer)/I-afadin/I-afadin/nectin-2(dimer/I-afadin/I-afadin	-0.017	0.046	0.17	1	-0.21	30	31
nectin-2(dimer)/I-afadin/I-afadin	-0.017	0.046	0.17	1	-0.21	30	31
PIP5K1C	-0.11	0.14	-10000	0	-0.27	235	235
VAV2	-0.027	0.13	-10000	0	-0.48	36	36
RAP1/GDP	-0.029	0.092	0.19	1	-0.37	34	35
ITGAV	0.001	0.05	0.24	19	-0.31	3	22
nectin-3(dimer)/I-afadin/I-afadin/nectin-2(dimer)/I-afadin/I-afadin	0.016	0.068	0.16	70	-0.18	32	102
nectin-3(dimer)/I-afadin/I-afadin	0.003	0.077	0.17	69	-0.21	31	100
Rac1/GTP	-0.033	0.092	-10000	0	-0.37	36	36
PTPRM	-0.12	0.16	-10000	0	-0.3	235	235
E-cadherin/beta catenin/alpha catenin	0.001	0.046	-10000	0	-0.16	39	39
adherens junction assembly	0	0	-10000	0	-10000	0	0
CDC42	-0.006	0	-10000	0	-10000	0	0

×

FAS signaling pathway (CD95)

Figure S33. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S33. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
SPTAN1	0.023	0.064	0.16	92	-0.16	6	98
RFC1	0.027	0.065	0.16	100	-0.16	1	101
PRKDC	0.051	0.089	0.18	167	-0.16	1	168
RIPK1	-0.006	0.005	-10000	0	-10000	0	0
CASP7	0.002	0.024	-10000	0	-10000	0	0
FASLG/FAS/FADD/FAF1	0.018	0.081	0.26	2	-0.19	16	18
MAP2K4	-0.002	0.063	0.29	10	-0.27	9	19
mol:ceramide	-0.007	0.052	0.24	10	-10000	0	10
GSN	0.005	0.077	0.16	77	-0.16	54	131
FASLG/FAS/FADD/FAF1/Caspase 8	0.014	0.073	0.25	2	-0.31	1	3
FAS	-0.016	0.058	0.24	1	-0.31	21	22
BID	-0.007	0.008	0.17	1	-10000	0	1
MAP3K1	0.006	0.048	0.21	10	-0.2	1	11
MAP3K7	-0.003	0.026	0.24	6	-10000	0	6
RB1	0.029	0.069	0.16	107	-0.16	3	110
CFLAR	-0.006	0.005	-10000	0	-10000	0	0
HGF/MET	-0.015	0.1	0.16	74	-0.19	124	198
ARHGDIB	0.014	0.074	0.16	88	-0.16	33	121
FADD	-0.005	0.007	-10000	0	-10000	0	0
actin filament polymerization	-0.005	0.077	0.16	54	-0.16	77	131
NFKB1	-0.004	0.088	0.28	10	-0.67	7	17
MAPK8	-0.004	0.081	0.35	10	-0.44	9	19
DFFA	0.024	0.062	0.16	93	-0.16	1	94
DNA fragmentation during apoptosis	0.024	0.062	0.16	93	-0.15	1	94
FAS/FADD/MET	0.014	0.068	0.16	58	-0.19	29	87
CFLAR/RIP1	-0.007	0.008	-10000	0	-10000	0	0
FAIM3	-0.006	0.002	-10000	0	-10000	0	0
FAF1	-0.003	0.027	0.24	6	-10000	0	6
PARP1	0.037	0.075	0.17	132	-0.16	1	133
DFFB	0.024	0.062	0.16	93	-0.16	1	94
CHUK	-0.002	0.082	0.24	10	-0.62	7	17
FASLG	-0.005	0.009	-10000	0	-10000	0	0
FAS/FADD	-0.013	0.041	0.17	1	-0.21	21	22
HGF	-0.004	0.021	0.24	4	-10000	0	4
LMNA	0.055	0.087	0.19	98	-0.15	1	99
CASP6	0.065	0.098	0.18	209	-0.16	1	210
CASP10	-0.004	0.022	0.24	4	-10000	0	4
CASP3	0.032	0.074	0.19	94	-0.17	1	95
PTPN13	-0.057	0.14	0.24	32	-0.31	123	155
CASP8	-0.006	0.003	-10000	0	-10000	0	0
IL6	-0.013	0.16	0.52	10	-0.99	11	21
MET	0.014	0.089	0.24	59	-0.31	12	71
ICAD/CAD	0.02	0.055	0.2	5	-10000	0	5
FASLG/FAS/FADD/FAF1/Caspase 10	-0.007	0.052	0.24	10	-10000	0	10
activation of caspase activity by cytochrome c	-0.007	0.008	0.17	1	-10000	0	1
PAK2	0.025	0.063	0.16	96	-0.16	1	97
BCL2	-0.055	0.11	0.24	1	-0.31	93	94

×

IL4-mediated signaling events

Figure S34. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S34. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
BCL2L1	-0.07	0.54	0.91	6	-1.2	48	54
STAT6 (cleaved dimer)	-0.25	0.41	0.53	1	-1.1	85	86
IGHG1	0.025	0.27	0.57	42	-0.94	3	45
IGHG3	-0.079	0.5	0.76	6	-1.2	51	57
AKT1	-0.081	0.34	0.55	3	-0.97	28	31
IL4/IL4R/JAK1/IL2R gamma/JAK3/SHP1	-0.029	0.32	0.5	9	-1	26	35
IL4/IL4R/JAK1/IL2R gamma/JAK3/IRS1	-0.15	0.37	0.6	1	-0.98	45	46
THY1	-0.015	0.59	1	40	-1.3	41	81
MYB	-0.025	0.075	0.24	1	-0.31	37	38
HMGA1	-0.004	0.028	0.24	6	-0.31	1	7
IL4/IL4R/JAK1/IL2R gamma/JAK3	-0.019	0.38	0.65	40	-0.96	22	62
IL4/IL4R/JAK1/IL2R gamma/JAK3/SHIP	-0.038	0.37	0.6	9	-1.2	23	32
SP1	0.067	0.11	0.22	183	-10000	0	183
INPP5D	0	0	-10000	0	-10000	0	0
SOCS5	-0.007	0.034	0.24	2	-10000	0	2
STAT6 (dimer)/ETS1	-0.12	0.52	0.7	2	-1.2	62	64
SOCS1	-0.058	0.37	0.62	2	-0.79	49	51
SOCS3	-0.023	0.33	0.61	1	-0.88	18	19
FCER2	-0.013	0.42	0.83	11	-0.88	22	33
PARP14	0.049	0.11	0.24	129	-0.31	3	132
CCL17	-0.07	0.54	0.91	6	-1.2	48	54
GRB2	-0.006	0	-10000	0	-10000	0	0
IL4/IL4R/JAK1/IL2R gamma/JAK3/SHC/SHIP	-0.012	0.29	0.54	11	-0.74	23	34
T cell proliferation	-0.13	0.57	0.75	1	-1.3	70	71
IL4R/JAK1	-0.14	0.58	0.72	6	-1.4	72	78
EGR2	-0.068	0.54	0.97	8	-1.2	47	55
JAK2	0.02	0.079	0.19	41	-0.35	2	43
JAK3	-0.001	0.012	-10000	0	-10000	0	0
PIK3R1	-0.075	0.13	-10000	0	-0.31	131	131
JAK1	0.011	0.037	-10000	0	-0.31	2	2
COL1A2	0.096	0.35	0.61	95	-1.2	6	101
CCL26	-0.07	0.54	0.91	6	-1.2	47	53
IL4R	-0.11	0.67	0.95	22	-1.5	68	90
PTPN6	-0.005	0.027	-10000	0	-10000	0	0
IL13RA2	-0.059	0.54	0.95	11	-1.2	46	57
IL13RA1	0.017	0.086	0.19	42	-0.34	7	49
IRF4	0.023	0.17	0.56	1	-10000	0	1
ARG1	0.026	0.23	0.59	6	-0.82	3	9
CBL	-0.026	0.35	0.62	12	-0.9	23	35
GTF3A	0.12	0.12	0.23	293	-10000	0	293
PIK3CA	0.047	0.1	0.24	122	-10000	0	122
IL13RA1/JAK2	0.039	0.12	0.28	49	-0.25	9	58
IRF4/BCL6	0.009	0.14	-10000	0	-10000	0	0
CD40LG	-0.005	0.014	0.24	2	-10000	0	2
MAPK14	-0.026	0.36	0.62	11	-0.91	23	34
mitosis	-0.074	0.33	0.54	3	-0.9	27	30
STAT6	-0.06	0.65	1.1	42	-1.4	48	90
SPI1	-0.007	0.02	0.19	1	-0.31	2	3
RPS6KB1	-0.071	0.32	0.56	3	-0.87	27	30
STAT6 (dimer)	-0.062	0.64	1.1	42	-1.4	48	90
STAT6 (dimer)/PARP14	-0.074	0.54	0.86	6	-1.3	51	57
mast cell activation	-0.005	0.024	-10000	0	-10000	0	0
IL4/IL4R/JAK1/IL2R gamma/JAK3/DOK2	-0.036	0.36	0.59	9	-1.1	26	35
FRAP1	-0.081	0.34	0.55	3	-0.97	28	31
LTA	-0.07	0.54	0.91	6	-1.2	47	53
FES	-0.006	0	-10000	0	-10000	0	0
T-helper 1 cell differentiation	0.054	0.63	1.4	48	-1.1	42	90
CCL11	-0.068	0.52	0.86	20	-1.2	48	68
IL4/IL4R/JAK1/IL2R gamma/JAK3/FES	-0.036	0.36	0.58	9	-1.1	26	35
IL2RG	-0.004	0.089	0.24	30	-0.3	30	60
IL10	-0.07	0.54	0.91	6	-1.2	48	54
IRS1	-0.2	0.15	-10000	0	-0.31	357	357
IRS2	-0.006	0	-10000	0	-10000	0	0
IL4	0.053	0.24	0.63	37	-10000	0	37
IL5	-0.07	0.54	0.91	6	-1.2	47	53
IL4/IL4R/JAK1/IL13RA1/JAK2	-0.027	0.51	0.88	42	-1	47	89
COL1A1	0.22	0.4	0.78	118	-1.5	1	119
positive regulation of NF-kappaB transcription factor activity	0	0	-10000	0	-10000	0	0
IL4/IL4R/JAK1	-0.16	0.59	0.72	1	-1.4	68	69
IL2R gamma/JAK3	-0.001	0.063	0.18	30	-0.2	30	60
TFF3	-0.65	0.6	0.89	4	-1.3	167	171
ALOX15	-0.072	0.54	0.91	6	-1.2	48	54
MYBL1	0.027	0.084	0.24	76	-10000	0	76
T-helper 2 cell differentiation	-0.059	0.49	0.77	11	-1.1	55	66
SHC1	-0.006	0	-10000	0	-10000	0	0
CEBPB	-0.007	0.029	0.22	2	-0.31	4	6
IL4/IL4R/JAK1/IL2R gamma/JAK3/FES/IRS2	-0.037	0.37	0.58	9	-1.2	23	32
mol:PI-3-4-5-P3	-0.081	0.34	0.55	3	-0.97	28	31
PI3K	-0.09	0.36	0.55	3	-1	32	35
DOK2	-0.005	0.01	0.24	1	-10000	0	1
ETS1	-0.008	0.05	0.24	10	-10000	0	10
IL4/IL4R/JAK1/IL2R gamma/JAK3/SHC/SHIP/GRB2	-0.011	0.28	0.52	11	-0.72	23	34
ITGB3	-0.14	0.66	1	8	-1.4	83	91
PIGR	-0.099	0.59	1	11	-1.3	62	73
IGHE	-0.048	0.098	-10000	0	-0.25	69	69
MAPKKK cascade	-0.01	0.28	0.52	11	-0.7	23	34
BCL6	-0.013	0.047	-10000	0	-0.31	14	14
OPRM1	-0.07	0.54	0.91	6	-1.2	47	53
RETNLB	-0.07	0.54	0.91	6	-1.2	48	54
SELP	-0.096	0.56	0.92	7	-1.3	57	64
AICDA	-0.079	0.5	0.77	4	-1.2	48	52

×

amb2 Integrin signaling

Figure S35. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S35. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
alphaM/beta2 Integrin/proMMP-2	-0.023	0.073	0.16	33	-0.18	74	107
alphaM/beta2 Integrin/GPIbA	-0.01	0.021	0.16	4	-0.18	4	8
alphaM/beta2 Integrin/proMMP-9	0.014	0.062	0.16	86	-0.18	4	90
PLAUR	0	0.037	0.24	13	-10000	0	13
HMGB1	-0.006	0.01	-10000	0	-10000	0	0
alphaM/beta2 Integrin/Talin	-0.01	0.022	0.16	4	-0.18	5	9
AGER	-0.006	0.01	-10000	0	-10000	0	0
RAP1A	-0.005	0.01	0.24	1	-10000	0	1
SELPLG	-0.011	0.038	-10000	0	-0.31	9	9
mol:LDL	0	0	-10000	0	-10000	0	0
alphaM/beta2 Integrin/RAGE/HMGB1	-0.015	0.028	0.15	4	-0.18	9	13
mol:GTP	0	0	-10000	0	-10000	0	0
MMP9	0.034	0.091	0.24	92	-10000	0	92
CYR61	-0.008	0.066	0.24	15	-0.31	17	32
TLN1	-0.006	0.013	-10000	0	-0.31	1	1
Rap1/GTP	-0.062	0.072	0.12	2	-0.27	20	22
RHOA	-0.007	0.018	-10000	0	-0.31	2	2
P-selectin oligomer	-0.018	0.062	0.24	1	-0.31	24	25
MYH2	-0.058	0.14	0.2	38	-0.34	22	60
MST1R	-0.003	0.027	0.24	7	-10000	0	7
leukocyte activation during inflammatory response	-0.01	0.018	0.13	5	-0.15	4	9
APOB	-0.005	0.01	0.24	1	-10000	0	1
mol:GDP	0	0	-10000	0	-10000	0	0
complement component iC3b receptor activity	0	0	-10000	0	-10000	0	0
MMP2	-0.03	0.12	0.24	32	-0.31	71	103
JAM3	-0.005	0.015	0.24	2	-10000	0	2
GP1BA	-0.006	0	-10000	0	-10000	0	0
alphaM/beta2 Integrin/CTGF	-0.049	0.076	0.16	4	-0.18	131	135
alphaM/beta2 Integrin	-0.039	0.12	0.18	53	-0.31	21	74
JAM3 homodimer	-0.005	0.015	0.24	2	-10000	0	2
ICAM2	-0.008	0.028	-10000	0	-0.31	5	5
ICAM1	0.024	0.089	0.24	75	-0.31	5	80
phagocytosis triggered by activation of immune response cell surface activating receptor	-0.038	0.12	0.18	53	-0.3	21	74
cell adhesion	-0.01	0.021	0.15	4	-0.18	4	8
NFKB1	-0.014	0.068	0.36	11	-0.31	9	20
THY1	0.072	0.12	0.24	179	-0.31	1	180
RhoA/GDP	-0.004	0.012	-10000	0	-0.21	2	2
Lipoprotein(a)	0.006	0.006	0.15	1	-10000	0	1
alphaM/beta2 Integrin/LRP/tPA	-0.025	0.08	0.15	10	-0.17	123	133
IL6	-0.016	0.1	0.48	11	-0.57	9	20
ITGB2	-0.008	0.029	0.24	1	-0.31	4	5
elevation of cytosolic calcium ion concentration	0.037	0.078	0.15	172	-0.16	4	176
alphaM/beta2 Integrin/JAM2/JAM3	-0.044	0.084	0.15	4	-0.16	183	187
JAM2	-0.1	0.14	0.24	1	-0.31	182	183
alphaM/beta2 Integrin/ICAM1	0.03	0.056	0.25	8	-10000	0	8
alphaM/beta2 Integrin/uPA/Plg	0.047	0.075	0.15	167	-0.16	14	181
RhoA/GTP	-0.059	0.15	0.2	53	-0.36	22	75
positive regulation of phagocytosis	-0.051	0.063	0.34	1	-0.24	17	18
Ron/MSP	-0.004	0.021	0.17	8	-10000	0	8
alphaM/beta2 Integrin/uPAR/uPA	0.052	0.072	0.16	172	-0.16	4	176
alphaM/beta2 Integrin/uPAR	-0.008	0.026	0.16	9	-0.18	4	13
PLAU	0.072	0.12	0.24	179	-10000	0	179
PLAT	-0.065	0.13	0.24	7	-0.31	117	124
actin filament polymerization	-0.055	0.14	0.2	38	-0.33	22	60
MST1	-0.005	0.01	0.24	1	-10000	0	1
alphaM/beta2 Integrin/lipoprotein(a)	0.01	0.022	0.14	5	-0.15	4	9
TNF	-0.014	0.066	0.36	11	-10000	0	11
RAP1B	-0.004	0.023	0.24	5	-10000	0	5
alphaM/beta2 Integrin/uPA	0.038	0.078	0.16	168	-0.18	4	172
fibrinolysis	0.032	0.08	0.15	167	-0.16	14	181
HCK	-0.005	0.01	0.24	1	-10000	0	1
dendritic cell antigen processing and presentation	-0.038	0.12	0.18	53	-0.3	21	74
VTN	-0.006	0	-10000	0	-10000	0	0
alphaM/beta2 Integrin/CYR61	-0.011	0.043	0.16	16	-0.18	21	37
LPA	-0.006	0	-10000	0	-10000	0	0
LRP1	-0.01	0.036	-10000	0	-0.31	8	8
cell migration	-0.004	0.08	0.14	94	-0.16	65	159
FN1	0.075	0.13	0.24	200	-0.31	12	212
alphaM/beta2 Integrin/Thy1	0.039	0.078	0.16	172	-0.18	3	175
MPO	-0.006	0	-10000	0	-10000	0	0
KNG1	-0.005	0.01	0.24	1	-10000	0	1
RAP1/GDP	0.007	0.015	0.15	6	-10000	0	6
ROCK1	-0.057	0.14	0.2	29	-0.34	22	51
ELA2	-0.006	0	-10000	0	-10000	0	0
PLG	-0.013	0.047	-10000	0	-0.31	14	14
CTGF	-0.075	0.13	-10000	0	-0.31	131	131
alphaM/beta2 Integrin/Hck	-0.01	0.02	0.16	3	-0.18	4	7
ITGAM	-0.005	0.021	0.24	3	-10000	0	3
alphaM/beta2 Integrin/P-Selectin/PSGL1	0.001	0.051	0.19	4	-0.18	34	38
HP	-0.14	0.19	0.24	54	-0.31	300	354
leukocyte adhesion	-0.02	0.1	0.24	2	-0.3	1	3
SELP	-0.018	0.062	0.24	1	-0.31	24	25

×

TRAIL signaling pathway

Figure S36. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S36. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
TNFSF10	0	0.12	0.24	63	-0.31	40	103
positive regulation of NF-kappaB transcription factor activity	-0.001	0.08	0.17	64	-0.21	40	104
MAP2K4	-0.01	0.068	-10000	0	-0.25	9	9
IKBKB	-0.005	0.015	0.24	2	-10000	0	2
TNFRSF10B	-0.005	0.01	0.24	1	-10000	0	1
TNFRSF10A	-0.005	0.015	0.24	2	-10000	0	2
SMPD1	-0.001	0.049	-10000	0	-10000	0	0
IKBKG	-0.006	0	-10000	0	-10000	0	0
mol:GTP	0	0	-10000	0	-10000	0	0
TNFRSF10D	-0.005	0.01	0.24	1	-10000	0	1
TRAIL/TRAILR2	-0.001	0.08	0.17	64	-0.21	40	104
TRAIL/TRAILR3	-0.08	0.13	0.17	47	-0.23	226	273
TRAIL/TRAILR1	-0.001	0.081	0.17	65	-0.21	40	105
TRAIL/TRAILR4	-0.001	0.08	0.17	64	-0.21	40	104
TRAIL/TRAILR1/DAP3/GTP	0.014	0.066	0.15	72	-0.16	40	112
IKK complex	-0.007	0.036	0.19	3	-10000	0	3
RIPK1	-0.006	0	-10000	0	-10000	0	0
response to oxidative stress	0	0	-10000	0	-10000	0	0
DAP3/GTP	-0.001	0.019	0.17	7	-10000	0	7
MAPK3	-0.004	0.091	0.2	61	-0.21	52	113
MAP3K1	-0.007	0.07	-10000	0	-0.21	47	47
TRAILR4 (trimer)	-0.005	0.01	0.24	1	-10000	0	1
TRADD	-0.01	0.036	-10000	0	-0.31	8	8
TRAILR1 (trimer)	-0.005	0.015	0.24	2	-10000	0	2
TRAIL/TRAILR1/FADD/TRADD/RIP/TRAF2	-0.006	0.066	-10000	0	-0.19	47	47
CFLAR	-0.006	0	-10000	0	-10000	0	0
MAPK1	0.001	0.088	0.2	64	-0.21	41	105
TRAIL/TRAILR1/FADD/TRADD/RIP	0.014	0.066	-10000	0	-0.16	47	47
mol:ceramide	-0.001	0.049	-10000	0	-10000	0	0
FADD	-0.006	0	-10000	0	-10000	0	0
MAPK8	-0.011	0.065	-10000	0	-0.22	9	9
TRAF2	-0.006	0	-10000	0	-10000	0	0
TRAILR3 (trimer)	-0.12	0.15	0.24	1	-0.31	224	225
CHUK	0.002	0.043	0.24	18	-10000	0	18
TRAIL/TRAILR1/FADD	0.013	0.07	0.16	65	-0.18	40	105
DAP3	-0.003	0.027	0.24	7	-10000	0	7
CASP10	-0.004	0.071	-10000	0	-0.2	40	40
JNK cascade	-0.001	0.08	0.17	64	-0.21	40	104
TRAIL (trimer)	0	0.12	0.24	63	-0.31	40	103
TNFRSF10C	-0.12	0.15	0.24	1	-0.31	224	225
TRAIL/TRAILR1/DAP3/GTP/FADD	0.015	0.063	0.14	72	-0.15	40	112
TRAIL/TRAILR2/FADD	0.012	0.07	0.16	64	-0.18	40	104
cell death	-0.001	0.049	-10000	0	-10000	0	0
TRAIL/TRAILR2/FADD/TRADD/RIP/TRAF2	-0.007	0.065	-10000	0	-0.19	47	47
TRAILR2 (trimer)	-0.005	0.01	0.24	1	-10000	0	1
CASP8	-0.001	0.031	-10000	0	-10000	0	0
negative regulation of caspase activity	0	0	-10000	0	-10000	0	0
TRAIL/TRAILR2/FADD/TRADD/RIP	0.014	0.065	-10000	0	-0.16	47	47

×

Plasma membrane estrogen receptor signaling

Figure S37. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S37. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
GNB1/GNG2	-0.011	0.054	-10000	0	-0.15	75	75
ER alpha/Gai/GDP/Gbeta gamma	-0.02	0.11	-10000	0	-0.29	61	61
AKT1	-0.096	0.24	-10000	0	-0.67	75	75
PIK3CA	0.047	0.1	0.24	122	-10000	0	122
E2/ER alpha (dimer)/PELP1/Src/PI3K	-0.091	0.25	-10000	0	-0.68	75	75
mol:Ca2+	-0.032	0.072	-10000	0	-0.34	15	15
IGF1R	-0.07	0.12	-10000	0	-0.31	121	121
E2/ER alpha (dimer)/Striatin	-0.017	0.062	0.15	2	-0.18	75	77
SHC1	-0.006	0	-10000	0	-10000	0	0
apoptosis	0.091	0.23	0.65	75	-10000	0	75
RhoA/GTP	-0.012	0.028	-10000	0	-0.14	24	24
E2/ER alpha (dimer)/PELP1/Src/p130 Cas	-0.039	0.1	-10000	0	-0.3	71	71
regulation of stress fiber formation	-0.038	0.075	0.23	2	-0.2	39	41
E2/ERA-ERB (dimer)	-0.018	0.061	-10000	0	-0.18	75	75
KRAS	0.025	0.082	0.24	71	-10000	0	71
G13/GTP	-0.016	0.055	-10000	0	-0.16	76	76
pseudopodium formation	0.038	0.075	0.2	39	-0.23	2	41
E2/ER alpha (dimer)/PELP1	-0.018	0.061	-10000	0	-0.18	75	75
GRB2	-0.006	0	-10000	0	-10000	0	0
GNG2	-0.005	0.01	0.24	1	-10000	0	1
GNAO1	-0.004	0.028	0.24	6	-0.31	1	7
HRAS	-0.006	0	-10000	0	-10000	0	0
mol:GTP	0	0	-10000	0	-10000	0	0
mol:NO	-0.046	0.14	-10000	0	-0.39	74	74
E2/ER beta (dimer)	-0.003	0	-10000	0	-10000	0	0
mol:GDP	-0.028	0.071	-10000	0	-0.22	68	68
mol:NADP	-0.046	0.14	-10000	0	-0.39	74	74
PIK3R1	-0.075	0.13	-10000	0	-0.31	131	131
mol:IP3	-0.033	0.074	-10000	0	-0.35	15	15
IGF-1R heterotetramer	-0.07	0.12	-10000	0	-0.31	121	121
PLCB1	-0.032	0.076	-10000	0	-0.35	16	16
PLCB2	-0.035	0.074	-10000	0	-0.35	16	16
IGF1	-0.016	0.06	0.24	3	-0.31	21	24
mol:L-citrulline	-0.046	0.14	-10000	0	-0.39	74	74
RHOA	-0.007	0.018	-10000	0	-0.31	2	2
Gai/GDP	0.019	0.055	-10000	0	-0.65	1	1
JNK cascade	-0.003	0	-10000	0	-10000	0	0
BCAR1	-0.006	0.013	-10000	0	-0.31	1	1
ESR2	-0.006	0	-10000	0	-10000	0	0
GNAQ	-0.012	0.043	-10000	0	-0.31	12	12
ESR1	-0.046	0.1	-10000	0	-0.31	75	75
Gq family/GDP/Gbeta gamma	-0.033	0.1	-10000	0	-0.33	55	55
E2/ER alpha (dimer)/PELP1/Src/p52 SHC/GRB2/SOS1	-0.016	0.075	-10000	0	-10000	0	0
E2/ER alpha (dimer)/PELP1/Src/p52 SHC	-0.039	0.1	-10000	0	-0.3	72	72
GNAZ	-0.008	0.025	-10000	0	-0.31	4	4
E2/ER alpha (dimer)	-0.031	0.069	-10000	0	-0.21	75	75
STRN	-0.005	0.015	0.24	2	-10000	0	2
GNAL	-0.006	0	-10000	0	-10000	0	0
PELP1	-0.006	0	-10000	0	-10000	0	0
MAPK11	-0.005	0	-10000	0	-10000	0	0
GNAI2	-0.006	0	-10000	0	-10000	0	0
GNAI3	0.036	0.093	0.24	96	-10000	0	96
GNAI1	-0.005	0.041	0.24	8	-0.31	5	13
HBEGF	-0.015	0.1	-10000	0	-0.28	46	46
cAMP biosynthetic process	-0.024	0.045	-10000	0	-0.14	75	75
SRC	-0.021	0.1	-10000	0	-0.28	61	61
PI3K	-0.015	0.12	0.17	98	-0.21	107	205
GNB1	-0.006	0.013	-10000	0	-0.31	1	1
G13/GDP/Gbeta gamma	-0.028	0.062	-10000	0	-0.26	23	23
SOS1	0.005	0.05	0.24	24	-10000	0	24
IGF-1R heterotetramer/IGF1	-0.061	0.099	-10000	0	-0.29	73	73
Gs family/GTP	-0.024	0.046	-10000	0	-0.14	75	75
EntrezGene:2778	0	0	-10000	0	-10000	0	0
RAS family/GTP	0.1	0.087	0.17	327	-10000	0	327
vasodilation	-0.044	0.14	-10000	0	-0.38	74	74
mol:DAG	-0.033	0.074	-10000	0	-0.35	15	15
Gs family/GDP/Gbeta gamma	-0.028	0.063	-10000	0	-0.19	68	68
MSN	0.039	0.078	0.2	39	-0.24	2	41
Gq family/GTP	-0.034	0.077	-10000	0	-0.37	16	16
mol:PI-3-4-5-P3	-0.088	0.24	-10000	0	-0.66	75	75
NRAS	0.12	0.12	0.24	300	-10000	0	300
mol:E2	0	0	-10000	0	-10000	0	0
cell adhesion	0.044	0.14	0.38	74	-10000	0	74
GRB2/SOS1	0.001	0.036	0.17	24	-10000	0	24
RhoA/GDP	-0.029	0.069	-10000	0	-0.21	68	68
NOS3	-0.048	0.15	-10000	0	-0.41	74	74
GNA11	-0.034	0.088	-10000	0	-0.31	53	53
MAPKKK cascade	-0.051	0.17	-10000	0	-0.48	75	75
E2/ER alpha (dimer)/PELP1/Src	-0.03	0.11	-10000	0	-0.31	72	72
ruffle organization	0.038	0.075	0.2	39	-0.23	2	41
ROCK2	0.044	0.079	0.21	40	-10000	0	40
GNA14	-0.005	0.015	0.24	2	-10000	0	2
GNA15	-0.006	0.016	0.24	1	-0.31	1	2
GNA13	-0.006	0.013	-10000	0	-0.31	1	1
MMP9	-0.003	0.1	0.2	14	-0.27	48	62
MMP2	-0.031	0.11	0.19	2	-0.28	58	60

×

Signaling events mediated by the Hedgehog family

Figure S38. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S38. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
TGFB2	0.044	0.2	0.46	90	-0.46	25	115
IHH	0.007	0.055	0.12	91	-0.14	8	99
SHH Np/Cholesterol/GAS1	-0.03	0.056	0.13	1	-0.16	86	87
LRPAP1	-0.006	0.025	0.24	3	-0.31	2	5
dorsoventral neural tube patterning	0.03	0.056	0.16	86	-0.13	1	87
SMO/beta Arrestin2	0.016	0.11	-10000	0	-0.44	8	8
SMO	0.02	0.12	-10000	0	-0.46	8	8
AKT1	-0.022	0.14	0.24	24	-0.52	7	31
ARRB2	-0.006	0	-10000	0	-10000	0	0
BOC	-0.036	0.091	-10000	0	-0.31	57	57
ADRBK1	-0.006	0	-10000	0	-10000	0	0
heart looping	0.02	0.12	-10000	0	-0.46	8	8
STIL	0.12	0.12	0.32	92	-10000	0	92
DHH N/PTCH2	-0.007	0	-10000	0	-10000	0	0
DHH N/PTCH1	-0.02	0.056	-10000	0	-0.28	25	25
PIK3CA	0.047	0.1	0.24	122	-10000	0	122
DHH	-0.006	0	-10000	0	-10000	0	0
PTHLH	0.039	0.19	0.41	90	-0.46	25	115
determination of left/right symmetry	0.02	0.12	-10000	0	-0.46	8	8
PIK3R1	-0.075	0.13	-10000	0	-0.31	131	131
skeletal system development	0.04	0.18	0.41	90	-0.46	25	115
IHH N/Hhip	0.005	0.039	0.2	4	-10000	0	4
DHH N/Hhip	-0.006	0.015	0.17	4	-10000	0	4
mol:Cholesterol	0	0	-10000	0	-10000	0	0
heart development	0.02	0.12	-10000	0	-0.46	8	8
pancreas development	-0.004	0.021	0.24	4	-10000	0	4
HHAT	-0.01	0.033	-10000	0	-0.31	7	7
PI3K	-0.015	0.12	0.17	98	-0.21	107	205
EntrezGene:84976	0	0	-10000	0	-10000	0	0
GAS1	-0.049	0.11	-10000	0	-0.31	81	81
somite specification	0.02	0.12	-10000	0	-0.46	8	8
SHH Np/Cholesterol/PTCH1	0.014	0.1	0.22	89	-0.32	8	97
SHH Np/Cholesterol/PTCH2	-0.009	0.018	0.13	1	-0.16	7	8
SHH Np/Cholesterol/Megalin	0.03	0.07	0.15	139	-0.16	5	144
SHH	-0.009	0.024	0.2	1	-0.21	7	8
catabolic process	0.026	0.13	0.3	90	-0.31	25	115
SMO/Vitamin D3	0.014	0.11	-10000	0	-0.41	8	8
SHH Np/Cholesterol/Hhip	-0.008	0.022	0.15	5	-0.16	7	12
LRP2	0.056	0.11	0.24	141	-10000	0	141
receptor-mediated endocytosis	0.034	0.11	0.3	17	-0.43	8	25
SHH Np/Cholesterol/BOC	-0.024	0.049	0.13	1	-0.16	63	64
SHH Np/Cholesterol/CDO	-0.007	0.026	0.15	8	-0.16	9	17
mesenchymal cell differentiation	0.008	0.022	0.16	7	-0.14	5	12
mol:Vitamin D3	0.016	0.11	0.23	89	-0.32	8	97
IHH N/PTCH2	0.003	0.035	-10000	0	-10000	0	0
CDON	-0.004	0.033	0.24	7	-0.31	2	9
IHH N/PTCH1	0.024	0.13	0.28	90	-0.31	25	115
Megalin/LRPAP1	0.037	0.078	0.17	144	-0.21	2	146
PTCH2	-0.006	0	-10000	0	-10000	0	0
SHH Np/Cholesterol	-0.007	0.017	-10000	0	-0.16	7	7
PTCH1	0.027	0.14	0.3	90	-0.31	25	115
HHIP	-0.004	0.021	0.24	4	-10000	0	4

×

Effects of Botulinum toxin

Figure S39. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S39. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
STX1A	-0.003	0	-10000	0	-10000	0	0
UniProt:P19321	0	0	-10000	0	-10000	0	0
RIMS1/UNC13B	-0.007	0	-10000	0	-10000	0	0
STXBP1	-0.038	0.093	-10000	0	-0.31	61	61
ACh/CHRNA1	-0.04	0.049	0.14	26	-10000	0	26
RAB3GAP2/RIMS1/UNC13B	0.011	0.017	0.16	8	-10000	0	8
mol:Ca2+	0	0	-10000	0	-10000	0	0
UniProt:P30996	0	0	-10000	0	-10000	0	0
UniProt:Q60393	0	0	-10000	0	-10000	0	0
CST086	0	0	-10000	0	-10000	0	0
RIMS1	-0.006	0	-10000	0	-10000	0	0
mol:ACh	-0.062	0.038	0.069	1	-0.085	412	413
RAB3GAP2	-0.002	0.029	0.24	8	-10000	0	8
STX1A/SNAP25/VAMP2	-0.11	0.07	0.1	1	-0.25	55	56
UniProt:P10844	0	0	-10000	0	-10000	0	0
muscle contraction	-0.04	0.049	0.14	26	-10000	0	26
UNC13B	-0.006	0	-10000	0	-10000	0	0
CHRNA1	0.006	0.052	0.24	26	-10000	0	26
UniProt:P10845	0	0	-10000	0	-10000	0	0
ACh/Synaptotagmin 1	-0.041	0.048	0.14	24	-10000	0	24
SNAP25	0.001	0.016	0.14	8	-10000	0	8
VAMP2	-0.15	0.087	-10000	0	-0.2	419	419
SYT1	0.005	0.05	0.24	24	-10000	0	24
UniProt:Q00496	0	0	-10000	0	-10000	0	0
STXIA/STXBP1	-0.024	0.052	-10000	0	-0.18	61	61
STX1A/SNAP25 fragment 1/VAMP2	-0.11	0.07	0.1	1	-0.25	55	56

×

IL23-mediated signaling events

Figure S40. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S40. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
CCL2	0.13	0.45	1.1	46	-1.2	17	63
IL23A	0.13	0.37	0.98	40	-10000	0	40
NF kappa B1 p50/RelA/I kappa B alpha	-0.065	0.16	-10000	0	-0.8	13	13
positive regulation of T cell mediated cytotoxicity	0.16	0.43	1	63	-0.86	2	65
ITGA3	0.066	0.46	0.97	28	-1.1	36	64
IL17F	0.063	0.27	0.64	50	-0.62	5	55
IL12B	0.047	0.099	0.28	63	-10000	0	63
STAT1 (dimer)	0.2	0.38	0.92	55	-0.82	9	64
CD4	0.14	0.38	1.1	29	-1.3	1	30
IL23	0.11	0.34	0.9	27	-10000	0	27
IL23R	0.093	0.21	0.77	27	-10000	0	27
IL1B	0.14	0.39	1	40	-10000	0	40
T-helper cell lineage commitment	0	0	-10000	0	-10000	0	0
IL24	0.13	0.36	1	27	-10000	0	27
TYK2	0.028	0.065	0.23	27	-10000	0	27
STAT4	-0.004	0.018	0.24	3	-10000	0	3
STAT3	-0.012	0.04	-10000	0	-0.31	10	10
IL18RAP	-0.004	0.014	-10000	0	-10000	0	0
IL12RB1	0.028	0.065	0.2	40	-10000	0	40
PIK3CA	0.047	0.1	0.24	122	-10000	0	122
IL12Rbeta1/TYK2	0.031	0.072	0.19	64	-10000	0	64
IL23R/JAK2	0.1	0.21	0.57	64	-10000	0	64
positive regulation of chronic inflammatory response	0.16	0.43	1	63	-0.86	2	65
natural killer cell activation	-0.008	0.018	-10000	0	-0.066	28	28
JAK2	0.047	0.1	0.28	65	-0.33	2	67
PIK3R1	-0.076	0.13	-10000	0	-0.31	131	131
NFKB1	-0.003	0.037	-10000	0	-0.31	7	7
RELA	0.001	0.018	-10000	0	-0.32	1	1
positive regulation of dendritic cell antigen processing and presentation	0.11	0.33	0.83	40	-10000	0	40
ALOX12B	0.13	0.36	1	27	-10000	0	27
CXCL1	0.13	0.41	1.1	33	-1.2	9	42
T cell proliferation	0.16	0.43	1	63	-0.86	2	65
NFKBIA	-0.006	0.048	-10000	0	-0.31	13	13
IL17A	0.079	0.26	0.6	54	-10000	0	54
PI3K	-0.04	0.21	0.5	23	-0.81	14	37
IFNG	0.031	0.068	0.26	37	-10000	0	37
STAT3 (dimer)	-0.048	0.2	0.45	19	-0.8	14	33
IL18R1	-0.004	0.017	0.24	1	-10000	0	1
IL23/IL23R/JAK2/TYK2/SOCS3	0.12	0.3	0.74	63	-0.69	1	64
IL18/IL18R	0.035	0.075	0.19	77	-10000	0	77
macrophage activation	-0.002	0.015	0.057	18	-10000	0	18
TNF	0.14	0.37	0.98	40	-10000	0	40
STAT3/STAT4	-0.062	0.16	0.47	1	-0.8	14	15
STAT4 (dimer)	0.11	0.34	0.87	27	-0.82	13	40
IL18	0.043	0.098	0.24	108	-10000	0	108
IL19	0.13	0.36	1	27	-10000	0	27
STAT5A (dimer)	0.11	0.34	0.87	27	-0.82	13	40
STAT1	0.13	0.12	0.24	314	-10000	0	314
SOCS3	-0.006	0.023	0.24	2	-0.31	2	4
CXCL9	0.18	0.42	1.1	54	-10000	0	54
MPO	0.13	0.36	1	27	-10000	0	27
positive regulation of humoral immune response	0.16	0.43	1	63	-0.86	2	65
IL23/IL23R/JAK2/TYK2	0.16	0.43	1	63	-0.88	2	65
IL6	0.12	0.39	1	31	-1.2	8	39
STAT5A	-0.01	0.036	-10000	0	-0.31	8	8
IL2	-0.003	0.035	0.14	26	-10000	0	26
positive regulation of tyrosine phosphorylation of STAT protein	-0.008	0.018	-10000	0	-0.066	28	28
CD3E	0.13	0.38	1.1	28	-1.2	3	31
keratinocyte proliferation	0.16	0.43	1	63	-0.86	2	65
NOS2	0.13	0.36	0.93	40	-0.77	13	53

×

p75(NTR)-mediated signaling

Figure S41. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S41. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
Sortilin/TRAF6	-0.004	0.021	0.17	8	-10000	0	8
Necdin/E2F1	-0.12	0.1	-10000	0	-0.21	321	321
proNGF (dimer)/p75(NTR)/Sortilin/NADE/14-3-3 E	0.011	0.02	0.14	7	-0.15	4	11
NGF (dimer)/p75(NTR)/BEX1	-0.046	0.095	0.15	28	-0.18	185	213
NT-4/5 (dimer)/p75(NTR)	-0.003	0.007	0.17	1	-10000	0	1
IKBKB	-0.005	0.015	0.24	2	-10000	0	2
AKT1	-0.013	0.081	0.12	99	-0.15	106	205
IKBKG	-0.006	0	-10000	0	-10000	0	0
BDNF	-0.006	0	-10000	0	-10000	0	0
MGDIs/NGR/p75(NTR)/LINGO1	0.01	0.012	0.16	4	-10000	0	4
FURIN	-0.011	0.038	-10000	0	-0.31	9	9
proBDNF (dimer)/p75(NTR)/Sortilin	0.011	0.016	0.16	7	-10000	0	7
LINGO1	-0.004	0.023	0.24	5	-10000	0	5
Sortilin/TRAF6/NRIF	-0.033	0.044	-10000	0	-0.26	1	1
proBDNF (dimer)	-0.006	0	-10000	0	-10000	0	0
NTRK1	-0.006	0	-10000	0	-10000	0	0
RTN4R	-0.005	0.01	0.24	1	-10000	0	1
neuron apoptosis	-0.008	0.076	0.2	1	-10000	0	1
IRAK1	-0.004	0.018	0.24	3	-10000	0	3
SHC1	-0.005	0.007	0.15	1	-10000	0	1
ARHGDIA	-0.049	0.11	-10000	0	-0.31	81	81
RhoA/GTP	-0.004	0.012	-10000	0	-0.21	2	2
Gamma Secretase	-0.01	0.059	-10000	0	-0.15	79	79
proNGF (dimer)/p75(NTR)/Sortilin/MAGE-H1	0.005	0.032	0.15	6	-0.16	17	23
MAGEH1	-0.015	0.053	-10000	0	-0.31	18	18
proNGF (dimer)/p75(NTR)/Sortilin/Necdin	-0.084	0.083	0.15	1	-0.16	315	316
Mammalian IAPs/DIABLO	0.066	0.12	0.18	240	-0.16	53	293
proNGF (dimer)	0	0	-10000	0	-10000	0	0
MAGED1	-0.007	0.024	0.24	1	-0.31	3	4
APP	-0.011	0.038	-10000	0	-0.31	9	9
NT-4/5 (dimer)	0	0	-10000	0	-10000	0	0
ZNF274	-0.006	0	-10000	0	-10000	0	0
RhoA/GDP/RHOGDI	-0.027	0.051	0.12	1	-0.15	82	83
NGF	0	0	-10000	0	-10000	0	0
cell cycle arrest	0.025	0.047	0.18	6	-10000	0	6
NGF (dimer)/p75(NTR)/TRAF6/RIP2/IRAK	0.033	0.053	0.22	2	-10000	0	2
NT-4/5 (dimer)/p75(NTR)/TRAF6	0.007	0.011	0.15	3	-10000	0	3
NCSTN	-0.005	0.01	0.24	1	-10000	0	1
mol:GTP	0.009	0.02	0.15	11	-10000	0	11
PSENEN	-0.016	0.054	-10000	0	-0.31	19	19
mol:ceramide	-0.007	0.023	0.13	7	-0.16	7	14
NGF (dimer)/p75(NTR)/TRAF6/RIP2/IRAK/p62/Atypical PKCs	0.071	0.068	0.18	100	-10000	0	100
p75(NTR)/beta APP	-0.01	0.027	0.17	1	-0.21	9	10
BEX1	-0.092	0.16	0.24	27	-0.31	185	212
mol:GDP	-0.002	0.006	0.15	1	-10000	0	1
NGF (dimer)	-0.052	0.093	0.15	21	-0.16	216	237
MGDIs/NGR/p75(NTR)/LINGO1/RHOGDI	-0.012	0.062	0.15	4	-0.16	81	85
PIK3R1	-0.075	0.13	-10000	0	-0.31	131	131
RAC1/GTP	0.005	0.008	0.14	1	-0.15	1	2
MYD88	-0.006	0	-10000	0	-10000	0	0
CHUK	0.002	0.043	0.24	18	-10000	0	18
NGF (dimer)/p75(NTR)/PKA	0.009	0.02	0.15	11	-10000	0	11
RHOB	-0.012	0.042	-10000	0	-0.31	11	11
RHOA	-0.007	0.018	-10000	0	-0.31	2	2
MAGE-G1/E2F1	-0.008	0.012	-10000	0	-0.21	2	2
NT3 (dimer)	0.029	0.086	0.24	80	-10000	0	80
TP53	-0.031	0.051	0.14	1	-10000	0	1
PRDM4	-0.006	0.015	0.13	7	-10000	0	7
BDNF (dimer)	-0.046	0.094	0.15	28	-0.16	209	237
PIK3CA	0.047	0.1	0.24	122	-10000	0	122
SORT1	-0.003	0.025	0.24	6	-10000	0	6
activation of caspase activity	0.01	0.019	0.13	7	-0.15	4	11
proNGF (dimer)/p75(NTR)/Sortilin/TRAF6	0.011	0.017	0.15	9	-10000	0	9
RHOC	-0.006	0	-10000	0	-10000	0	0
XIAP	0	0	-10000	0	-10000	0	0
MAPK10	-0.017	0.036	-10000	0	-10000	0	0
DIABLO	0.077	0.12	0.24	190	-10000	0	190
SMPD2	-0.007	0.023	0.13	7	-0.16	7	14
APH1B	-0.038	0.093	-10000	0	-0.31	61	61
APH1A	-0.005	0.01	0.24	1	-10000	0	1
proNGF (dimer)/p75(NTR)/Sortilin	0.008	0.016	0.15	7	-10000	0	7
PSEN1	-0.005	0.01	0.24	1	-10000	0	1
APAF-1/Pro-Caspase 9	-0.001	0.031	0.17	18	-10000	0	18
NT3 (dimer)/p75(NTR)	0.018	0.062	0.17	81	-10000	0	81
MAPK8	-0.012	0.029	-10000	0	-10000	0	0
MAPK9	-0.013	0.028	-10000	0	-10000	0	0
APAF1	0.002	0.042	0.24	17	-10000	0	17
NTF3	0.029	0.086	0.24	80	-10000	0	80
NTF4	0	0	-10000	0	-10000	0	0
NDN	-0.18	0.15	-10000	0	-0.31	321	321
RAC1/GDP	-0.004	0.009	-10000	0	-0.21	1	1
RhoA-B-C/GDP	-0.013	0.02	-10000	0	-0.14	13	13
p75 CTF/Sortilin/TRAF6/NRIF	0.038	0.057	0.15	108	-10000	0	108
RhoA-B-C/GTP	0.009	0.02	0.15	11	-10000	0	11
proBDNF (dimer)/p75(NTR)/Sortilin/TRAF6/NRIF	0.015	0.016	-10000	0	-10000	0	0
proBDNF (dimer)/p75(NTR)/Sortilin/TRAF6	0.013	0.017	0.15	9	-10000	0	9
PRKACB	-0.001	0.033	0.24	10	-10000	0	10
proBDNF (dimer)/p75 ECD	0.025	0.068	0.17	102	-10000	0	102
ChemicalAbstracts:86-01-1	0	0	-10000	0	-10000	0	0
BIRC3	-0.047	0.12	0.24	16	-0.31	90	106
BIRC2	0.059	0.11	0.24	149	-10000	0	149
neuron projection morphogenesis	-0.025	0.07	0.15	6	-0.21	10	16
BAD	-0.015	0.03	-10000	0	-10000	0	0
RIPK2	0.073	0.12	0.24	180	-10000	0	180
NGFR	-0.005	0.01	0.24	1	-10000	0	1
CYCS	-0.007	0.022	0.13	12	-0.15	3	15
ADAM17	0.039	0.095	0.24	102	-10000	0	102
NGF (dimer)/p75(NTR)/TRAF6/RIP2	0.053	0.066	0.15	182	-10000	0	182
BCL2L11	-0.015	0.03	-10000	0	-10000	0	0
BDNF (dimer)/p75(NTR)	-0.007	0.007	0.17	1	-10000	0	1
PI3K	0	0.093	0.15	99	-0.16	107	206
proNGF (dimer)/p75(NTR)/Sortilin/MAGE-G1	0.009	0.018	0.15	7	-0.16	2	9
NDNL2	-0.007	0.018	-10000	0	-0.31	2	2
YWHAE	-0.006	0.013	-10000	0	-0.31	1	1
PRKCI	0.1	0.12	0.24	255	-10000	0	255
NGF (dimer)/p75(NTR)	-0.003	0.007	0.17	1	-10000	0	1
ChemicalAbstracts:146-91-8	0	0	-10000	0	-10000	0	0
proNGF (dimer)/p75(NTR)/Sortilin/NRAGE	0.009	0.021	0.15	8	-0.16	3	11
TRAF6	-0.005	0.015	0.24	2	-10000	0	2
RAC1	-0.006	0.013	-10000	0	-0.31	1	1
PRKCZ	-0.006	0	-10000	0	-10000	0	0
PLG	-0.013	0.047	-10000	0	-0.31	14	14
oligodendrocyte cell fate commitment	0	0	-10000	0	-10000	0	0
CASP6	0.031	0.063	0.13	154	-10000	0	154
SQSTM1	-0.006	0	-10000	0	-10000	0	0
NGFRAP1	-0.007	0.022	-10000	0	-0.31	3	3
CASP3	-0.014	0.029	-10000	0	-10000	0	0
E2F1	-0.006	0	-10000	0	-10000	0	0
CASP9	-0.005	0.01	0.24	1	-10000	0	1
IKK complex	-0.003	0.012	-10000	0	-10000	0	0
NGF (dimer)/TRKA	-0.003	0	-10000	0	-10000	0	0
MMP7	-0.1	0.16	0.24	21	-0.31	200	221
proNGF (dimer)/p75(NTR)/Sortilin/TRAF6/NRIF	0.012	0.016	0.14	9	-10000	0	9
MMP3	-0.001	0.033	0.24	10	-10000	0	10
APAF-1/Caspase 9	-0.02	0.037	-10000	0	-10000	0	0

×

Signaling mediated by p38-gamma and p38-delta

Figure S42. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S42. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
EEF2K	-0.008	0.014	0.16	2	-0.18	2	4
SNTA1	-0.006	0	-10000	0	-10000	0	0
response to hypoxia	0	0	-10000	0	-10000	0	0
STMN1	0.04	0.078	0.16	163	-0.18	2	165
MAPK12	0.01	0.061	0.14	82	-0.19	16	98
CCND1	-0.092	0.17	0.14	2	-0.37	150	152
p38 gamma/SNTA1	0.006	0.055	0.22	1	-0.18	16	17
MAP2K3	-0.007	0.018	-10000	0	-0.31	2	2
PKN1	-0.004	0.028	0.24	6	-0.31	1	7
G2/M transition checkpoint	0.01	0.061	0.14	82	-0.19	16	98
MAP2K6	0.015	0.07	0.16	82	-0.21	16	98
MAPT	0.002	0.028	0.16	2	-0.16	2	4
MAPK13	-0.007	0.017	0.2	2	-0.21	2	4
hyperosmotic response	0	0	-10000	0	-10000	0	0
ZAK	-0.007	0.042	0.16	5	-0.24	16	21

×

Retinoic acid receptors-mediated signaling

Figure S43. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S43. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
HDAC1	0.01	0.06	0.24	36	-10000	0	36
HDAC3	-0.006	0	-10000	0	-10000	0	0
VDR	-0.005	0.01	0.24	1	-10000	0	1
Cbp/p300/PCAF	0.002	0.027	-10000	0	-0.18	13	13
EP300	-0.007	0.018	-10000	0	-0.31	2	2
RARs/AIB1/Cbp/p300/PCAF/9cRA	-0.024	0.045	0.18	1	-0.22	7	8
KAT2B	0	0	-10000	0	-10000	0	0
MAPK14	-0.005	0.01	0.24	1	-10000	0	1
AKT1	0.019	0.08	0.22	9	-10000	0	9
RAR alpha/9cRA/Cyclin H	-0.051	0.078	0.17	11	-0.28	12	23
mol:9cRA	0	0	-10000	0	-10000	0	0
RARs/Src-1/Cbp/p300/PCAF/9cRA	-0.028	0.048	-10000	0	-0.23	10	10
CDC2	0.23	0.046	0.24	549	-10000	0	549
response to UV	-0.01	0.013	-10000	0	-10000	0	0
RAR alpha/Jnk1	-0.03	0.05	0.19	5	-10000	0	5
NCOR2	-0.011	0.038	-10000	0	-0.31	9	9
VDR/VDR/Vit D3	-0.003	0.007	0.17	1	-10000	0	1
RXRs/RARs/NRIP1/9cRA	-0.16	0.26	-10000	0	-0.49	215	215
NCOA2	-0.005	0.015	0.24	2	-10000	0	2
NCOA3	-0.003	0.027	0.24	7	-10000	0	7
NCOA1	-0.007	0.018	-10000	0	-0.31	2	2
VDR/VDR/DNA	-0.005	0.01	0.24	1	-10000	0	1
RARG	-0.006	0.034	0.23	11	-10000	0	11
RAR gamma1/9cRA	0.001	0.018	0.15	6	-10000	0	6
MAPK3	-0.021	0.048	-10000	0	-0.32	14	14
MAPK1	-0.006	0.016	0.24	1	-0.31	1	2
MAPK8	-0.013	0.029	0.24	6	-10000	0	6
mol:Vit D3	0	0	-10000	0	-10000	0	0
RXRs/VDR/DNA/Vit D3	-0.062	0.15	-10000	0	-0.34	22	22
RARA	-0.037	0.052	-10000	0	-0.2	4	4
negative regulation of phosphoinositide 3-kinase cascade	0	0	-10000	0	-10000	0	0
RARs/TIF2/Cbp/p300/PCAF/9cRA	-0.027	0.048	-10000	0	-0.22	11	11
PRKCA	-0.027	0.045	0.2	7	-0.31	4	11
RXRs/RARs/NRIP1/9cRA/HDAC1	-0.18	0.28	-10000	0	-0.53	218	218
RXRG	-0.037	0.061	-10000	0	-0.26	6	6
RXRA	0.02	0.092	0.2	4	-0.28	13	17
RXRB	-0.039	0.05	0.16	3	-0.24	4	7
VDR/Vit D3/DNA	-0.003	0.007	0.17	1	-10000	0	1
RBP1	-0.098	0.14	-10000	0	-0.31	174	174
CRBP1/9-cic-RA	-0.066	0.095	-10000	0	-0.21	174	174
RARB	-0.01	0.039	0.23	13	-10000	0	13
PRKCG	-0.027	0.027	-10000	0	-10000	0	0
MNAT1	-0.006	0	-10000	0	-10000	0	0
RAR alpha/RXRs	-0.048	0.18	0.27	4	-0.31	136	140
RXRs/RARs/SMRT(N-CoR2)/9cRA	-0.065	0.14	-10000	0	-0.34	22	22
proteasomal ubiquitin-dependent protein catabolic process	-0.038	0.057	-10000	0	-0.24	7	7
RXRs/RARs/NRIP1/9cRA/HDAC3	-0.18	0.28	-10000	0	-0.53	218	218
positive regulation of DNA binding	-0.052	0.068	-10000	0	-0.24	17	17
NRIP1	-0.38	0.52	-10000	0	-1	218	218
RXRs/RARs	-0.13	0.21	-10000	0	-0.39	217	217
RXRs/RXRs/DNA/9cRA	-0.064	0.16	-10000	0	-0.34	22	22
PRKACA	-0.006	0	-10000	0	-10000	0	0
CDK7	0.002	0.044	0.24	19	-10000	0	19
TFIIH	0.014	0.027	0.16	20	-10000	0	20
RAR alpha/9cRA	-0.028	0.041	0.12	14	-10000	0	14
CCNH	-0.005	0.01	0.24	1	-10000	0	1
CREBBP	-0.012	0.042	-10000	0	-0.31	11	11
RAR gamma2/9cRA	-0.013	0.004	-10000	0	-10000	0	0

×

Syndecan-4-mediated signaling events

Figure S44. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S44. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
PTK2	0.064	0.12	0.24	54	-0.4	13	67
Syndecan-4/Syndesmos	0.05	0.09	0.24	48	-10000	0	48
positive regulation of JNK cascade	0.012	0.093	0.27	8	-0.3	10	18
Syndecan-4/ADAM12	0.084	0.13	0.29	135	-10000	0	135
CCL5	-0.029	0.088	0.24	6	-0.31	48	54
Rac1/GDP	-0.004	0.009	-10000	0	-0.21	1	1
DNM2	-0.005	0.01	0.24	1	-10000	0	1
ITGA5	-0.003	0.025	0.24	6	-10000	0	6
SDCBP	-0.006	0.023	0.24	2	-0.31	2	4
PLG	-0.018	0.046	-10000	0	-0.3	14	14
ADAM12	0.051	0.1	0.24	130	-10000	0	130
mol:GTP	0	0	-10000	0	-10000	0	0
NUDT16L1	-0.006	0	-10000	0	-10000	0	0
mol:PI-4-5-P2	0	0	-10000	0	-10000	0	0
Syndecan-4/PKC alpha	-0.006	0.006	-10000	0	-10000	0	0
Syndecan-4/Laminin alpha1	0.075	0.1	0.26	71	-10000	0	71
Syndecan-4/CXCL12/CXCR4	0.032	0.11	0.24	54	-0.31	10	64
Syndecan-4/Laminin alpha3	0.048	0.093	0.25	47	-0.3	3	50
MDK	-0.005	0.01	0.24	1	-10000	0	1
Syndecan-4/FZD7	0.056	0.094	0.25	54	-10000	0	54
Syndecan-4/Midkine	0.051	0.09	0.24	48	-10000	0	48
FZD7	0.004	0.048	0.24	22	-10000	0	22
Syndecan-4/FGFR1/FGF	0.009	0.067	-10000	0	-0.29	3	3
THBS1	-0.036	0.1	0.24	8	-0.31	64	72
integrin-mediated signaling pathway	0.089	0.13	0.28	125	-10000	0	125
positive regulation of MAPKKK cascade	0.012	0.093	0.27	8	-0.3	10	18
Syndecan-4/TACI	0.05	0.09	0.24	48	-10000	0	48
CXCR4	-0.007	0.035	0.24	4	-0.31	5	9
cell adhesion	0.039	0.076	0.14	60	-0.21	13	73
Syndecan-4/Dynamin	0.051	0.09	0.24	48	-10000	0	48
Syndecan-4/TSP1	0.049	0.1	0.25	53	-0.3	9	62
Syndecan-4/GIPC	0.053	0.091	0.25	51	-10000	0	51
Syndecan-4/RANTES	0.05	0.098	0.26	50	-0.3	6	56
ITGB1	-0.003	0.025	0.24	6	-10000	0	6
LAMA1	0.036	0.093	0.24	96	-10000	0	96
LAMA3	-0.025	0.083	0.24	6	-0.31	41	47
RAC1	-0.006	0.013	-10000	0	-0.31	1	1
PRKCA	-0.022	0.057	0.34	7	-0.28	4	11
Syndecan-4/alpha-Actinin	0.049	0.093	0.24	47	-0.3	4	51
TFPI	-0.024	0.076	0.24	3	-0.31	36	39
F2	-0.002	0.017	0.27	1	-10000	0	1
alpha5/beta1 Integrin	-0.003	0.025	0.17	12	-10000	0	12
positive regulation of cell adhesion	0.062	0.1	0.26	48	-0.3	1	49
ACTN1	-0.012	0.042	-10000	0	-0.31	11	11
TNC	0.062	0.11	0.24	155	-10000	0	155
Syndecan-4/CXCL12	0.05	0.098	0.25	52	-0.3	9	61
FGF6	-0.006	0	-10000	0	-10000	0	0
RHOA	-0.007	0.018	-10000	0	-0.31	2	2
CXCL12	-0.045	0.11	0.24	9	-0.31	81	90
TNFRSF13B	-0.006	0	-10000	0	-10000	0	0
FGF2	-0.011	0.04	-10000	0	-0.31	10	10
FGFR1	-0.015	0.057	0.24	3	-0.31	19	22
Syndecan-4/PI-4-5-P2	0.05	0.088	0.24	48	-10000	0	48
mol:GDP	0	0	-10000	0	-10000	0	0
FN1	0.08	0.13	0.25	200	-0.29	12	212
cell migration	-0.003	0.003	-10000	0	-10000	0	0
PRKCD	-0.011	0.023	0.25	1	-0.3	2	3
vasculogenesis	0.048	0.098	0.25	53	-0.29	9	62
SDC4	0.055	0.094	0.26	48	-10000	0	48
Syndecan-4/Tenascin C	0.09	0.13	0.29	125	-10000	0	125
Syndecan-4/PI-4-5-P2/PKC alpha	-0.005	0.005	-10000	0	-10000	0	0
Syndecan-4/Syntenin	0.051	0.091	0.24	48	-0.3	1	49
MMP9	0.034	0.094	0.25	92	-10000	0	92
Rac1/GTP	0.039	0.077	0.14	60	-0.22	13	73
cytoskeleton organization	0.05	0.089	0.24	48	-10000	0	48
GIPC1	-0.002	0.029	0.24	8	-10000	0	8
Syndecan-4/TFPI	0.048	0.094	0.25	48	-0.3	5	53

×

RXR and RAR heterodimerization with other nuclear receptor

Figure S45. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S45. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
TGFB1	-0.16	0.36	-10000	0	-0.99	90	90
VDR	-0.005	0.01	0.24	1	-10000	0	1
FAM120B	-0.007	0.022	-10000	0	-0.31	3	3
RXRs/LXRs/DNA/9cRA	0.014	0.093	0.32	36	-0.31	2	38
RXRs/LXRs/DNA/Oxysterols	0.018	0.11	0.4	36	-0.45	2	38
MED1	-0.005	0.015	0.24	2	-10000	0	2
mol:9cRA	0.007	0.021	0.1	2	-10000	0	2
RARs/THRs/DNA/Src-1	-0.038	0.087	0.21	1	-0.19	127	128
RXRs/NUR77	-0.049	0.1	0.21	23	-0.29	6	29
RXRs/PPAR	0.007	0.047	0.23	2	-0.19	10	12
NCOR2	-0.011	0.038	-10000	0	-0.31	9	9
VDR/VDR/Vit D3	-0.003	0.007	0.17	1	-10000	0	1
RARs/VDR/DNA/Vit D3	0.016	0.027	-10000	0	-10000	0	0
RARA	-0.006	0	-10000	0	-10000	0	0
NCOA1	-0.007	0.018	-10000	0	-0.31	2	2
VDR/VDR/DNA	-0.005	0.01	0.24	1	-10000	0	1
RARs/RARs/DNA/9cRA	0.018	0.029	0.14	24	-10000	0	24
RARG	-0.001	0.034	0.24	11	-10000	0	11
RPS6KB1	-0.062	0.15	0.35	9	-0.4	89	98
RARs/THRs/DNA/SMRT	-0.041	0.091	0.21	1	-0.19	132	133
THRA	-0.079	0.13	-10000	0	-0.31	138	138
mol:Bile acids	0	0	-10000	0	-10000	0	0
VDR/Vit D3/DNA	-0.003	0.007	0.17	1	-10000	0	1
RXRs/PPAR/9cRA/PGJ2/DNA	0.044	0.11	0.25	119	-10000	0	119
NR1H4	-0.004	0.023	0.24	5	-10000	0	5
RXRs/LXRs/DNA	0.017	0.094	0.3	38	-0.27	1	39
NR1H2	-0.01	0.057	-10000	0	-0.31	17	17
NR1H3	-0.001	0.024	-10000	0	-10000	0	0
RXRs/VDR/DNA/Vit D3	0.018	0.067	0.19	40	-10000	0	40
NR4A1	-0.12	0.15	0.24	4	-0.31	228	232
mol:ATRA	0	0	-10000	0	-10000	0	0
RXRs/FXR/9cRA/MED1	0.012	0.051	0.22	2	-10000	0	2
RXRG	0.009	0.047	0.24	15	-0.31	1	16
RXR alpha/CCPG	-0.005	0.04	-10000	0	-0.2	18	18
RXRA	-0.004	0.054	-10000	0	-0.3	15	15
RXRB	0.004	0.025	-10000	0	-10000	0	0
THRB	0.006	0.053	0.24	27	-10000	0	27
PPARG	-0.004	0.023	0.24	5	-10000	0	5
PPARD	-0.006	0	-10000	0	-10000	0	0
TNF	0.017	0.1	0.36	36	-0.46	1	37
mol:Oxysterols	0.004	0.019	-10000	0	-10000	0	0
cholesterol transport	0.018	0.11	0.39	36	-0.44	2	38
PPARA	-0.006	0	-10000	0	-10000	0	0
mol:Vit D3	0	0	-10000	0	-10000	0	0
RARB	0	0.037	0.24	13	-10000	0	13
RXRs/NUR77/BCL2	-0.1	0.12	0.19	2	-0.22	254	256
SREBF1	0.013	0.12	0.36	36	-0.86	4	40
RXRs/RXRs/DNA/9cRA	0.043	0.11	0.25	119	-10000	0	119
ABCA1	0.027	0.14	0.51	35	-0.46	1	36
RARs/THRs	-0.016	0.081	0.28	1	-0.15	127	128
RXRs/FXR	0.02	0.073	0.2	41	-10000	0	41
BCL2	-0.055	0.11	0.24	1	-0.31	93	94

×

HIF-2-alpha transcription factor network

Figure S46. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S46. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
MMP14	0.002	0.098	0.55	14	-0.98	1	15
oxygen homeostasis	0.024	0.043	0.18	17	-10000	0	17
TCEB2	-0.006	0	-10000	0	-10000	0	0
TCEB1	-0.006	0	-10000	0	-10000	0	0
VHL/Elongin B/Elongin C/HIF2A	-0.011	0.11	0.39	1	-0.3	12	13
EPO	0.12	0.28	0.67	73	-10000	0	73
FIH (dimer)	0.023	0.045	0.19	14	-10000	0	14
APEX1	0.04	0.08	0.25	62	-10000	0	62
SERPINE1	0.15	0.33	0.76	83	-0.53	1	84
FLT1	-0.01	0.021	-10000	0	-10000	0	0
ADORA2A	0.13	0.3	0.67	79	-0.52	1	80
germ cell development	0.12	0.31	0.7	75	-0.62	2	77
SLC11A2	0.13	0.31	0.71	76	-0.53	1	77
BHLHE40	0.12	0.3	0.7	73	-0.53	1	74
HIF1AN	0.023	0.045	0.19	14	-10000	0	14
HIF2A/ARNT/SIRT1	0.006	0.15	0.42	7	-0.4	6	13
ETS1	-0.001	0.035	0.24	12	-10000	0	12
CITED2	-0.048	0.18	-10000	0	-0.84	27	27
KDR	-0.009	0.033	0.6	1	-10000	0	1
PGK1	0.18	0.36	0.76	101	-0.53	1	102
SIRT1	-0.006	0	-10000	0	-10000	0	0
response to hypoxia	0	0	-10000	0	-10000	0	0
HIF2A/ARNT	0.14	0.33	0.77	72	-0.6	1	73
EPAS1	0.074	0.23	0.53	71	-0.38	6	77
SP1	0.002	0.045	0.24	19	-0.14	1	20
ABCG2	0.11	0.32	0.7	72	-0.57	11	83
EFNA1	0.13	0.32	0.72	78	-0.53	1	79
FXN	0.13	0.3	0.67	79	-0.52	1	80
POU5F1	0.12	0.31	0.7	77	-0.64	2	79
neuron apoptosis	-0.14	0.33	0.58	1	-0.76	71	72
EP300	-0.007	0.018	-10000	0	-0.31	2	2
EGLN3	0.031	0.098	0.26	53	-0.3	16	69
EGLN2	0.024	0.047	0.2	14	-10000	0	14
EGLN1	0.023	0.045	0.18	15	-10000	0	15
VHL/Elongin B/Elongin C	0.01	0.011	0.16	3	-10000	0	3
VHL	-0.004	0.018	0.24	3	-10000	0	3
ARNT	0.02	0.047	0.21	14	-10000	0	14
SLC2A1	0.14	0.31	0.71	82	-0.52	1	83
TWIST1	0.13	0.3	0.67	79	-0.52	1	80
ELK1	-0.011	0.021	-10000	0	-10000	0	0
HIF2A/ARNT/Cbp/p300	0.017	0.17	0.38	27	-0.4	6	33
VEGFA	0.14	0.32	0.74	81	-0.53	1	82
CREBBP	-0.012	0.042	-10000	0	-0.31	11	11

×

Cellular roles of Anthrax toxin

Figure S47. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S47. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
ANTXR1	-0.013	0.052	0.24	2	-0.31	16	18
ANTXR2	-0.012	0.049	0.24	2	-0.31	14	16
negative regulation of myeloid dendritic cell antigen processing and presentation	-0.003	0.01	-10000	0	-0.046	27	27
monocyte activation	-0.028	0.14	0.19	3	-0.37	76	79
MAP2K2	-0.1	0.24	-10000	0	-0.66	92	92
MAP2K1	-0.005	0.011	0.13	1	-10000	0	1
MAP2K7	-0.005	0.009	-10000	0	-0.068	3	3
MAP2K6	0.014	0.048	0.13	82	-10000	0	82
CYAA	-0.011	0.036	0.12	4	-0.16	27	31
MAP2K4	-0.007	0.018	-10000	0	-0.15	6	6
IL1B	-0.002	0.042	0.12	40	-0.12	2	42
Channel	-0.002	0.041	0.15	4	-0.17	27	31
NLRP1	-0.005	0.01	0.09	1	-0.068	3	4
CALM1	-0.012	0.042	-10000	0	-0.31	11	11
negative regulation of phagocytosis	-0.011	0.065	-10000	0	-0.46	11	11
mol:Ca2+	0	0	-10000	0	-10000	0	0
regulation of endothelial cell proliferation	0.003	0.01	0.046	27	-10000	0	27
MAPK3	-0.009	0.024	-10000	0	-0.15	14	14
MAPK1	-0.005	0.012	0.13	1	-0.088	4	5
PGR	-0.14	0.037	-10000	0	-0.15	531	531
PA/Cellular Receptors	-0.002	0.045	0.15	4	-0.19	27	31
apoptosis	-0.003	0.01	-10000	0	-0.046	27	27
LOC728358	0	0	-10000	0	-10000	0	0
Lethal toxin (unfolded)	-0.002	0.04	0.14	4	-0.17	27	31
macrophage activation	-0.01	0.024	0.12	1	-0.14	15	16
TNF	-0.005	0.01	0.24	1	-10000	0	1
VCAM1	-0.028	0.14	0.19	3	-0.37	76	79
platelet activation	-0.011	0.065	-10000	0	-0.46	11	11
MAPKKK cascade	0.008	0.027	0.062	71	-10000	0	71
IL18	0.013	0.058	0.12	107	-0.12	2	109
negative regulation of macrophage activation	-0.003	0.01	-10000	0	-0.046	27	27
LEF	-0.003	0.01	-10000	0	-0.047	27	27
CASP1	-0.004	0.011	0.04	1	-0.05	24	25
mol:cAMP	-0.011	0.065	-10000	0	-0.47	11	11
necrosis	-0.003	0.01	-10000	0	-0.046	27	27
intracellular pH reduction	0	0	-10000	0	-10000	0	0
PAGA	0	0	-10000	0	-10000	0	0
Edema toxin (unfolded)	-0.002	0.039	0.14	4	-0.16	27	31
mol:Epigallocatechin-3-gallate (EGCG)	0	0	-10000	0	-10000	0	0

×

FoxO family signaling

Figure S48. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S48. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
G6PC	0.043	0.067	-10000	0	-10000	0	0
PLK1	0.22	0.31	0.81	49	-0.56	1	50
CDKN1B	0.14	0.24	0.53	68	-0.45	3	71
FOXO3	0.2	0.3	0.67	71	-0.5	13	84
KAT2B	0.043	0.053	0.13	73	-10000	0	73
FOXO1/SIRT1	0.004	0.051	-10000	0	-0.23	3	3
CAT	0.18	0.3	0.68	40	-0.91	7	47
CTNNB1	-0.005	0.015	0.24	2	-10000	0	2
AKT1	0.044	0.059	0.18	37	-10000	0	37
FOXO1	0.05	0.077	-10000	0	-10000	0	0
MAPK10	0.011	0.043	0.15	7	-0.16	7	14
mol:GTP	0	0.006	-10000	0	-10000	0	0
FOXO4	0.012	0.13	0.35	30	-0.42	4	34
response to oxidative stress	0.042	0.054	0.14	71	-10000	0	71
FOXO3A/SIRT1	0.091	0.26	0.58	53	-0.44	35	88
XPO1	0.015	0.067	0.24	46	-10000	0	46
EP300	-0.001	0.02	-10000	0	-0.31	2	2
BCL2L11	0.06	0.075	0.6	1	-10000	0	1
FOXO1/SKP2	0.082	0.11	0.27	90	-10000	0	90
mol:GDP	0.042	0.054	0.14	71	-10000	0	71
RAN	-0.005	0.007	-10000	0	-10000	0	0
GADD45A	0.14	0.23	0.57	77	-10000	0	77
YWHAQ	-0.006	0	-10000	0	-10000	0	0
FOXO1/14-3-3 family	0.018	0.033	-10000	0	-10000	0	0
MST1	0.044	0.058	0.17	40	-10000	0	40
CSNK1D	-0.006	0	-10000	0	-10000	0	0
CSNK1E	-0.006	0	-10000	0	-10000	0	0
FOXO4/14-3-3 family	0.005	0.035	-10000	0	-0.26	3	3
YWHAB	-0.005	0.01	0.24	1	-10000	0	1
MAPK8	0.015	0.042	0.16	6	-10000	0	6
MAPK9	0.013	0.04	0.15	7	-10000	0	7
YWHAG	-0.006	0	-10000	0	-10000	0	0
YWHAE	-0.006	0.013	-10000	0	-0.31	1	1
YWHAZ	-0.006	0	-10000	0	-10000	0	0
SIRT1	-0.005	0.025	-10000	0	-10000	0	0
SOD2	0.012	0.43	0.52	62	-0.76	112	174
RBL2	0.16	0.23	0.56	39	-0.89	1	40
RAL/GDP	0.031	0.045	0.2	5	-10000	0	5
CHUK	0.051	0.068	0.2	56	-10000	0	56
Ran/GTP	-0.002	0.012	-10000	0	-10000	0	0
CSNK1G2	-0.006	0	-10000	0	-10000	0	0
RAL/GTP	0.03	0.052	0.17	32	-10000	0	32
CSNK1G1	-0.006	0	-10000	0	-10000	0	0
FASLG	0.06	0.072	-10000	0	-10000	0	0
SKP2	0.059	0.11	0.24	149	-10000	0	149
USP7	-0.004	0.016	0.25	2	-10000	0	2
IKBKB	0.044	0.058	0.18	41	-10000	0	41
CCNB1	0.3	0.33	0.58	273	-0.56	1	274
FOXO1-3a-4/beta catenin	0.09	0.25	0.5	66	-0.43	7	73
proteasomal ubiquitin-dependent protein catabolic process	0.082	0.1	0.26	90	-10000	0	90
CSNK1A1	-0.005	0.015	0.24	2	-10000	0	2
SGK1	0.043	0.053	0.13	73	-10000	0	73
CSNK1G3	-0.006	0	-10000	0	-10000	0	0
Ran/GTP/Exportin 1	0.009	0.043	0.16	39	-10000	0	39
ZFAND5	0.013	0.12	0.4	4	-0.85	1	5
SFN	0.003	0.047	0.24	21	-10000	0	21
CDK2	0.091	0.12	0.24	229	-10000	0	229
FOXO3A/14-3-3	0.067	0.087	0.24	40	-0.32	2	42
CREBBP	-0.016	0.042	-10000	0	-0.31	11	11
FBXO32	-0.072	0.57	0.68	43	-0.88	161	204
BCL6	0.14	0.29	0.56	39	-1	14	53
RALB	-0.006	0.007	-10000	0	-10000	0	0
RALA	-0.005	0.016	0.24	2	-10000	0	2
YWHAH	-0.007	0.022	-10000	0	-0.31	3	3

×

IL2 signaling events mediated by PI3K

Figure S49. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S49. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
BCL2L1	-0.031	0.092	0.6	1	-10000	0	1
UGCG	-0.016	0.038	-10000	0	-0.59	1	1
AKT1/mTOR/p70S6K/Hsp90/TERT	-0.09	0.15	-10000	0	-0.4	62	62
mol:GTP	0	0.001	-10000	0	-10000	0	0
mol:glucosylceramide	-0.015	0.039	-10000	0	-0.58	1	1
mol:DAG	-0.013	0.1	-10000	0	-0.88	8	8
CaM/Ca2+/Calcineurin A alpha-beta B1	-0.13	0.19	-10000	0	-0.44	130	130
FRAP1	-0.14	0.23	-10000	0	-0.52	125	125
FOXO3	-0.1	0.18	-10000	0	-0.48	75	75
AKT1	-0.11	0.19	0.27	1	-0.51	75	76
GAB2	-0.008	0.061	0.24	15	-0.31	13	28
SMPD1	-0.015	0.029	-10000	0	-10000	0	0
SGMS1	-0.024	0.086	-10000	0	-0.7	8	8
positive regulation of NF-kappaB transcription factor activity	0	0	-10000	0	-10000	0	0
mol:Ca2+	0	0	-10000	0	-10000	0	0
mol:GDP	-0.014	0.097	0.14	98	-0.18	107	205
CALM1	-0.012	0.042	-10000	0	-0.31	11	11
cell proliferation	-0.05	0.1	-10000	0	-0.3	48	48
EIF3A	-0.006	0	-10000	0	-10000	0	0
PI3K	-0.018	0.12	0.17	95	-0.21	107	202
RPS6KB1	-0.02	0.06	0.39	1	-10000	0	1
mol:sphingomyelin	-0.013	0.1	-10000	0	-0.88	8	8
natural killer cell activation	-0.002	0.004	-10000	0	-10000	0	0
JAK3	-0.008	0.005	-10000	0	-10000	0	0
PIK3R1	-0.077	0.13	-10000	0	-0.31	131	131
JAK1	-0.009	0.019	-10000	0	-0.31	2	2
NFKB1	-0.01	0.033	-10000	0	-0.31	7	7
MYC	-0.14	0.28	-10000	0	-0.91	60	60
MYB	-0.071	0.27	0.53	1	-1.1	37	38
IL2/IL2R alpha/beta/gamma/JAK1/LCK/JAK3/SHC/GAB2/GRB2/SOS1/SHP2/PI3K	-0.067	0.13	0.27	1	-0.34	54	55
40S S6 ribosomal protein /40s Ribosomal subunit/eIF3	-0.018	0.055	-10000	0	-10000	0	0
mol:PI-3-4-5-P3	-0.066	0.12	0.27	1	-0.34	54	55
Rac1/GDP	-0.019	0.085	0.13	77	-0.16	107	184
T cell proliferation	-0.064	0.12	0.26	1	-0.34	41	42
SHC1	-0.008	0.003	-10000	0	-10000	0	0
RAC1	-0.007	0.013	-10000	0	-0.31	1	1
positive regulation of cyclin-dependent protein kinase activity	-0.004	0.017	0.18	1	-0.063	37	38
PRKCZ	-0.066	0.12	0.26	1	-0.34	42	43
NF kappa B1 p50/RelA	-0.12	0.2	-10000	0	-0.44	131	131
IL2/IL2R beta/gamma/JAK1/LCK/JAK3/PI3K	-0.033	0.098	0.49	1	-0.34	8	9
HSP90AA1	-0.006	0.013	-10000	0	-0.31	1	1
RELA	-0.006	0.013	-10000	0	-0.31	1	1
IL2RA	-0.005	0.026	0.24	6	-10000	0	6
IL2RB	-0.008	0.021	0.24	1	-0.31	2	3
TERT	-0.006	0	-10000	0	-10000	0	0
E2F1	-0.028	0.11	0.47	1	-0.43	37	38
SOS1	0.003	0.05	0.24	24	-10000	0	24
RPS6	-0.006	0	-10000	0	-10000	0	0
mol:cAMP	0.002	0.009	0.041	1	-0.12	1	2
PTPN11	-0.008	0.004	-10000	0	-10000	0	0
IL2RG	-0.011	0.09	0.24	30	-0.31	30	60
actin cytoskeleton organization	-0.064	0.12	0.26	1	-0.34	41	42
GRB2	-0.008	0.004	-10000	0	-10000	0	0
IL2	-0.008	0.005	-10000	0	-10000	0	0
PIK3CA	0.045	0.1	0.24	122	-10000	0	122
Rac1/GTP	-0.012	0.083	0.23	1	-0.15	107	108
LCK	-0.008	0.006	-10000	0	-10000	0	0
BCL2	-0.17	0.3	-10000	0	-0.77	105	105

×

Syndecan-2-mediated signaling events

Figure S50. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S50. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
Syndecan-2/Fibronectin	0.048	0.096	0.17	204	-0.18	25	229
EPHB2	-0.001	0.033	0.24	10	-10000	0	10
Syndecan-2/TACI	-0.009	0.031	0.14	6	-0.18	15	21
LAMA1	0.036	0.093	0.24	96	-10000	0	96
Syndecan-2/alpha2 ITGB1	-0.024	0.061	0.15	12	-0.29	6	18
HRAS	-0.006	0	-10000	0	-10000	0	0
Syndecan-2/CASK	-0.006	0.031	0.14	6	-0.17	15	21
ITGA5	-0.003	0.025	0.24	6	-10000	0	6
BAX	-0.007	0.032	-10000	0	-10000	0	0
EPB41	0.006	0.052	0.24	26	-10000	0	26
positive regulation of cell-cell adhesion	-0.008	0.031	0.13	8	-0.16	17	25
LAMA3	-0.025	0.083	0.24	6	-0.31	41	47
EZR	0	0	-10000	0	-10000	0	0
mol:PI-4-5-P2	0	0	-10000	0	-10000	0	0
CAV2	-0.017	0.06	0.24	2	-0.31	22	24
Syndecan-2/MMP2	-0.02	0.081	0.16	38	-0.19	80	118
RP11-540L11.1	0	0	-10000	0	-10000	0	0
alpha2 ITGB1	-0.013	0.045	0.17	6	-0.21	23	29
dendrite morphogenesis	-0.006	0.039	0.16	16	-0.18	15	31
Syndecan-2/GM-CSF	-0.009	0.031	0.14	6	-0.18	15	21
determination of left/right symmetry	-0.007	0.039	0.2	6	-0.21	15	21
Syndecan-2/PKC delta	-0.009	0.034	0.15	7	-0.18	17	24
GNB2L1	-0.006	0	-10000	0	-10000	0	0
MAPK3	-0.014	0.039	0.13	6	-0.18	26	32
MAPK1	-0.01	0.03	0.14	7	-0.16	16	23
Syndecan-2/RACK1	-0.009	0.027	0.12	6	-0.15	15	21
NF1	-0.02	0.063	-10000	0	-0.31	26	26
FGFR/FGF/Syndecan-2	-0.007	0.039	0.2	6	-0.21	15	21
ITGA2	-0.018	0.062	0.24	1	-0.31	24	25
MAPK8	-0.007	0.037	-10000	0	-10000	0	0
Syndecan-2/alpha2/beta1 Integrin	0.011	0.075	0.15	100	-0.16	33	133
Syndecan-2/Kininogen	-0.009	0.032	0.15	7	-0.18	15	22
ITGB1	-0.003	0.025	0.24	6	-10000	0	6
SRC	-0.011	0.025	-10000	0	-10000	0	0
Syndecan-2/CASK/Protein 4.1	-0.001	0.041	0.15	30	-0.16	13	43
extracellular matrix organization	-0.035	0.072	0.14	6	-0.18	99	105
actin cytoskeleton reorganization	0.048	0.096	0.17	204	-0.18	25	229
Syndecan-2/Caveolin-2/Ras	-0.015	0.042	0.14	7	-0.17	34	41
Syndecan-2/Laminin alpha3	-0.019	0.057	0.16	12	-0.18	55	67
Syndecan-2/RasGAP	-0.012	0.027	0.12	6	-0.14	18	24
alpha5/beta1 Integrin	-0.003	0.025	0.17	12	-10000	0	12
PRKCD	-0.006	0.021	0.24	1	-0.31	2	3
Syndecan-2 dimer	-0.006	0.039	0.16	16	-0.18	15	31
GO:0007205	0	0	-10000	0	-10000	0	0
DNA mediated transformation	0	0	-10000	0	-10000	0	0
Syndecan-2/RasGAP/Src	-0.013	0.027	-10000	0	-10000	0	0
RHOA	-0.007	0.018	-10000	0	-0.31	2	2
SDCBP	-0.006	0.023	0.24	2	-0.31	2	4
TNFRSF13B	-0.006	0	-10000	0	-10000	0	0
RASA1	-0.007	0.022	-10000	0	-0.31	3	3
alpha2/beta1 Integrin	-0.013	0.045	0.17	6	-0.21	23	29
Syndecan-2/Synbindin	0.002	0.053	0.17	41	-0.18	14	55
TGFB1	-0.054	0.11	-10000	0	-0.31	90	90
CASP3	-0.008	0.036	0.14	16	-0.16	16	32
FN1	0.075	0.13	0.24	200	-0.31	12	212
Syndecan-2/IL8	0.008	0.061	0.17	61	-0.18	14	75
SDC2	-0.007	0.039	0.2	6	-0.21	15	21
KNG1	-0.005	0.01	0.24	1	-10000	0	1
Syndecan-2/Neurofibromin	-0.017	0.045	0.14	4	-0.18	39	43
TRAPPC4	0.01	0.061	0.24	37	-10000	0	37
CSF2	-0.006	0	-10000	0	-10000	0	0
Syndecan-2/TGFB1	-0.036	0.072	0.14	6	-0.18	99	105
Syndecan-2/Syntenin/PI-4-5-P2	-0.008	0.031	0.13	8	-0.16	17	25
Syndecan-2/Ezrin	-0.008	0.029	0.13	6	-0.16	17	23
PRKACA	-0.017	0.04	0.13	4	-0.16	39	43
angiogenesis	0.008	0.061	0.17	61	-0.18	14	75
MMP2	-0.03	0.12	0.24	32	-0.31	71	103
IL8	0.019	0.074	0.24	57	-10000	0	57
calcineurin-NFAT signaling pathway	-0.009	0.031	0.14	6	-0.18	15	21

×

Insulin-mediated glucose transport

Figure S51. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S51. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
Insulin responsive Vesicles	-0.09	0.087	0.21	3	-0.24	9	12
CaM/Ca2+	-0.007	0.028	-10000	0	-0.21	11	11
AKT1	-0.005	0.01	0.24	1	-10000	0	1
AKT2	-0.004	0.023	0.24	5	-10000	0	5
STXBP4	-0.005	0.015	0.24	2	-10000	0	2
mol:GTP	0	0	-10000	0	-10000	0	0
mol:glucose	-0.034	0.063	-10000	0	-10000	0	0
YWHAZ	-0.006	0	-10000	0	-10000	0	0
CALM1	-0.012	0.042	-10000	0	-0.31	11	11
YWHAQ	-0.006	0	-10000	0	-10000	0	0
TBC1D4	-0.006	0.012	0.2	2	-10000	0	2
mol:Ca2+	0	0	-10000	0	-10000	0	0
YWHAH	-0.007	0.022	-10000	0	-0.31	3	3
YWHAB	-0.005	0.01	0.24	1	-10000	0	1
SNARE/Synip	-0.13	0.082	-10000	0	-0.18	417	417
YWHAG	-0.006	0	-10000	0	-10000	0	0
ASIP	-0.007	0.024	0.24	1	-0.31	3	4
PRKCI	0.1	0.12	0.24	255	-10000	0	255
AS160/CaM/Ca2+	-0.007	0.028	-10000	0	-0.21	11	11
RHOQ	-0.004	0.018	0.24	3	-10000	0	3
GYS1	-0.003	0.013	-10000	0	-10000	0	0
PRKCZ	-0.006	0	-10000	0	-10000	0	0
TRIP10	-0.006	0	-10000	0	-10000	0	0
TC10/GTP/CIP4/Exocyst	0.007	0.011	0.15	3	-10000	0	3
AS160/14-3-3	-0.001	0.024	-10000	0	-10000	0	0
VAMP2	-0.23	0.13	-10000	0	-0.31	419	419
SLC2A4	-0.037	0.067	-10000	0	-10000	0	0
STX4	-0.006	0	-10000	0	-10000	0	0
GSK3B	-0.001	0.016	0.16	6	-10000	0	6
SFN	0.003	0.047	0.24	21	-10000	0	21
LNPEP	0.001	0.045	0.24	18	-0.31	1	19
YWHAE	-0.006	0.013	-10000	0	-0.31	1	1

×

Paxillin-independent events mediated by a4b1 and a4b7

Figure S52. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S52. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
PTK2	0.011	0.052	0.18	30	-0.18	1	31
CRKL	-0.006	0	-10000	0	-10000	0	0
Rac1/GDP	-0.004	0.009	-10000	0	-0.21	1	1
DOCK1	-0.006	0.021	0.24	1	-0.31	2	3
ITGA4	0.007	0.055	0.24	30	-10000	0	30
alpha4/beta7 Integrin/MAdCAM1	0.018	0.035	0.16	30	-0.16	3	33
EPO	-0.006	0	-10000	0	-10000	0	0
alpha4/beta7 Integrin	0.002	0.043	0.18	30	-0.21	1	31
mol:GTP	0	0	-10000	0	-10000	0	0
CRK	-0.005	0.01	0.24	1	-10000	0	1
alpha4/beta1 Integrin	0.004	0.046	0.18	34	-10000	0	34
EPO/EPOR (dimer)	-0.007	0.007	0.17	1	-10000	0	1
lamellipodium assembly	-0.025	0.1	-10000	0	-0.25	25	25
PIK3CA	0.047	0.1	0.24	122	-10000	0	122
PI3K	-0.015	0.12	0.17	98	-0.21	107	205
ARF6	-0.006	0.013	-10000	0	-0.31	1	1
JAK2	0.002	0.036	0.22	4	-0.26	2	6
PXN	-0.01	0.033	-10000	0	-0.31	7	7
PIK3R1	-0.075	0.13	-10000	0	-0.31	131	131
MADCAM1	-0.006	0	-10000	0	-10000	0	0
cell adhesion	0.017	0.034	0.15	30	-0.16	3	33
CRKL/CBL	-0.007	0	-10000	0	-10000	0	0
ITGB1	-0.003	0.025	0.24	6	-10000	0	6
SRC	-0.001	0.09	0.15	104	-0.16	76	180
ITGB7	-0.006	0.016	0.24	1	-0.31	1	2
RAC1	-0.006	0.013	-10000	0	-0.31	1	1
alpha4/beta1 Integrin/VCAM1	0.007	0.09	0.16	90	-0.18	76	166
p130Cas/Crk/Dock1	-0.007	0.077	0.21	14	-10000	0	14
VCAM1	-0.01	0.14	0.24	83	-0.31	76	159
RHOA	-0.007	0.018	-10000	0	-0.31	2	2
alpha4/beta1 Integrin/Paxillin/GIT1	0.018	0.041	0.16	34	-0.16	6	40
BCAR1	-0.003	0.085	0.26	14	-0.15	77	91
EPOR	-0.005	0.01	0.24	1	-10000	0	1
mol:GDP	0	0	-10000	0	-10000	0	0
CBL	-0.006	0	-10000	0	-10000	0	0
GIT1	-0.005	0.01	0.24	1	-10000	0	1
Rac1/GTP	-0.026	0.11	-10000	0	-0.25	25	25

×

Paxillin-dependent events mediated by a4b1

Figure S53. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S53. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
CRKL	-0.006	0	-10000	0	-10000	0	0
Rac1/GDP	0.005	0.014	-10000	0	-0.3	1	1
DOCK1	-0.006	0.021	0.24	1	-0.31	2	3
ITGA4	0.007	0.055	0.24	30	-10000	0	30
RAC1	-0.006	0.013	-10000	0	-0.31	1	1
alpha4/beta7 Integrin	0.002	0.043	0.18	30	-0.21	1	31
mol:GTP	0	0	-10000	0	-10000	0	0
CRK	-0.005	0.01	0.24	1	-10000	0	1
alpha4/beta1 Integrin	0.017	0.034	0.16	32	-10000	0	32
alpha4/beta7 Integrin/Paxillin	-0.003	0.041	0.16	29	-0.16	7	36
lamellipodium assembly	-0.053	0.14	-10000	0	-0.31	107	107
PIK3CA	0.047	0.1	0.24	122	-10000	0	122
PI3K	-0.015	0.12	0.17	98	-0.21	107	205
ARF6	-0.006	0.013	-10000	0	-0.31	1	1
TLN1	-0.006	0.013	-10000	0	-0.31	1	1
PXN	-0.009	0.023	-10000	0	-0.21	7	7
PIK3R1	-0.075	0.13	-10000	0	-0.31	131	131
ARF6/GTP	-0.006	0.036	0.12	34	-10000	0	34
cell adhesion	-0.003	0.043	0.15	33	-0.17	6	39
CRKL/CBL	-0.007	0	-10000	0	-10000	0	0
alpha4/beta1 Integrin/Paxillin	-0.001	0.044	0.16	33	-0.16	6	39
ITGB1	-0.003	0.025	0.24	6	-10000	0	6
ITGB7	-0.006	0.016	0.24	1	-0.31	1	2
ARF6/GDP	0.005	0.014	-10000	0	-0.3	1	1
alpha4/beta1 Integrin/Paxillin/VCAM1	0.001	0.095	0.17	103	-10000	0	103
p130Cas/Crk/Dock1	0.008	0.016	0.16	2	-0.18	3	5
VCAM1	-0.01	0.14	0.24	83	-0.31	76	159
alpha4/beta1 Integrin/Paxillin/Talin	-0.003	0.044	0.16	33	-0.29	1	34
alpha4/beta1 Integrin/Paxillin/GIT1	-0.003	0.043	0.16	34	-0.15	6	40
BCAR1	-0.006	0.013	-10000	0	-0.31	1	1
mol:GDP	0.003	0.042	0.15	6	-0.15	34	40
CBL	-0.006	0	-10000	0	-10000	0	0
PRKACA	-0.006	0	-10000	0	-10000	0	0
GIT1	-0.005	0.01	0.24	1	-10000	0	1
alpha4/beta1 Integrin/Paxillin/Talin/Actin Cytoskeleton	-0.003	0.044	0.16	33	-0.29	1	34
Rac1/GTP	-0.059	0.15	-10000	0	-0.34	107	107

×

Aurora C signaling

Figure S54. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S54. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
INCENP	-0.005	0.015	0.24	2	-10000	0	2
Aurora C/Aurora B/INCENP	0.038	0.058	0.15	120	-10000	0	120
metaphase	0	0	-10000	0	-10000	0	0
mitosis	0	0	-10000	0	-10000	0	0
H3F3B	-0.006	0.046	-10000	0	-0.41	7	7
AURKB	0.046	0.1	0.24	119	-10000	0	119
AURKC	-0.006	0	-10000	0	-10000	0	0

×

Signaling events mediated by PTP1B

Figure S55. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S55. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
PDGFRB	-0.01	0.033	-10000	0	-0.31	7	7
Jak2/Leptin Receptor	0.002	0.063	0.22	2	-0.4	3	5
PTP1B/AKT1	-0.012	0.077	-10000	0	-0.23	19	19
FYN	-0.047	0.1	0.24	1	-0.31	79	80
p210 bcr-abl/PTP1B	-0.008	0.085	-10000	0	-0.24	20	20
EGFR	-0.027	0.086	0.24	1	-0.32	46	47
EGF/EGFR	-0.036	0.075	0.21	3	-0.28	25	28
CSF1	-0.018	0.06	0.24	1	-0.31	23	24
AKT1	-0.006	0.011	0.24	1	-10000	0	1
INSR	-0.034	0.089	-10000	0	-0.31	53	53
PTP1B/N-cadherin	0.008	0.11	0.22	30	-0.26	32	62
Insulin Receptor/Insulin	-0.024	0.077	-10000	0	-0.27	16	16
HCK	-0.005	0.01	0.24	1	-10000	0	1
CRK	-0.005	0.01	0.24	1	-10000	0	1
TYK2	-0.01	0.081	-10000	0	-0.24	19	19
EGF	0	0.028	0.24	7	-10000	0	7
YES1	0.006	0.052	0.24	26	-10000	0	26
CAV1	-0.036	0.1	-10000	0	-0.31	33	33
TXN	-0.014	0.058	-10000	0	-0.31	20	20
PTP1B/IRS1/GRB2	-0.094	0.1	-10000	0	-0.29	56	56
cell migration	0.008	0.085	0.24	20	-10000	0	20
STAT3	-0.011	0.04	-10000	0	-0.31	10	10
PRLR	0.003	0.046	0.24	20	-10000	0	20
ITGA2B	-0.006	0.003	-10000	0	-10000	0	0
CSF1R	-0.006	0.03	0.24	4	-0.31	3	7
Prolactin Receptor/Prolactin	0	0.035	0.17	22	-10000	0	22
FGR	-0.006	0	-10000	0	-10000	0	0
PTP1B/p130 Cas	-0.01	0.081	-10000	0	-0.24	19	19
Crk/p130 Cas	-0.01	0.08	-10000	0	-0.23	19	19
DOK1	-0.017	0.081	-10000	0	-0.29	8	8
JAK2	0	0.061	0.18	1	-0.46	2	3
Jak2/Leptin Receptor/Leptin	-0.022	0.071	0.17	2	-0.32	6	8
PIK3R1	-0.075	0.13	-10000	0	-0.31	131	131
PTPN1	-0.009	0.086	-10000	0	-0.24	20	20
LYN	-0.014	0.048	-10000	0	-0.31	15	15
CDH2	-0.003	0.15	0.24	101	-0.31	77	178
SRC	0.001	0.036	-10000	0	-10000	0	0
ITGB3	-0.041	0.11	0.24	12	-0.31	77	89
CAT1/PTP1B	-0.024	0.092	-10000	0	-0.3	11	11
CAPN1	-0.006	0.019	-10000	0	-0.31	2	2
CSK	-0.006	0	-10000	0	-10000	0	0
PI3K	-0.045	0.094	-10000	0	-0.26	39	39
mol:H2O2	0	0.003	-10000	0	-10000	0	0
STAT3 (dimer)	-0.021	0.067	0.18	3	-0.34	5	8
negative regulation of transcription	0	0.06	0.18	1	-0.46	2	3
FCGR2A	-0.007	0.045	0.24	7	-0.31	8	15
FER	-0.002	0.012	0.24	1	-10000	0	1
alphaIIb/beta3 Integrin	-0.027	0.078	0.17	12	-0.22	77	89
BLK	-0.005	0.01	0.24	1	-10000	0	1
Insulin Receptor/Insulin/Shc	-0.013	0.054	-10000	0	-0.18	53	53
RHOA	-0.006	0.019	-10000	0	-0.31	2	2
LEPR	-0.004	0.026	0.24	5	-0.31	1	6
BCAR1	-0.006	0.013	-10000	0	-0.31	1	1
p210 bcr-abl/Grb2	-0.006	0	-10000	0	-10000	0	0
mol:NADPH	0	0.002	-10000	0	-10000	0	0
TRPV6	-0.026	0.076	-10000	0	-0.22	30	30
PRL	-0.005	0.011	0.24	1	-10000	0	1
SOCS3	-0.002	0.075	0.53	2	-1.1	2	4
SPRY2	-0.028	0.12	0.24	40	-0.31	72	112
Insulin Receptor/Insulin/IRS1	-0.13	0.1	-10000	0	-0.2	368	368
CSF1/CSF1R	-0.015	0.089	0.27	1	-0.24	26	27
Ras protein signal transduction	-0.003	0.027	-10000	0	-10000	0	0
IRS1	-0.2	0.15	-10000	0	-0.31	357	357
INS	-0.006	0.003	-10000	0	-10000	0	0
LEP	-0.005	0.003	-10000	0	-10000	0	0
STAT5B	-0.007	0.078	-10000	0	-0.26	12	12
STAT5A	-0.006	0.074	-10000	0	-0.22	10	10
GRB2	-0.006	0	-10000	0	-10000	0	0
PDGFB-D/PDGFRB	-0.011	0.082	-10000	0	-0.24	20	20
CSN2	0.003	0.034	0.51	1	-10000	0	1
PIK3CA	0.047	0.1	0.24	122	-10000	0	122
LAT	-0.004	0.07	-10000	0	-0.48	8	8
YBX1	-0.008	0.003	-10000	0	-10000	0	0
LCK	-0.006	0	-10000	0	-10000	0	0
SHC1	-0.006	0	-10000	0	-10000	0	0
NOX4	0.082	0.12	0.24	202	-10000	0	202

×

Fc-epsilon receptor I signaling in mast cells

Figure S56. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S56. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
PPAP2A	-0.005	0.01	0.24	1	-10000	0	1
LAT2	-0.008	0.074	-10000	0	-0.26	30	30
AP1	-0.016	0.091	0.26	5	-0.34	19	24
mol:PIP3	-0.012	0.085	0.17	5	-0.3	30	35
IKBKB	-0.006	0.054	0.12	18	-0.18	28	46
AKT1	-0.031	0.099	0.19	19	-0.26	30	49
IKBKG	-0.006	0.054	0.12	17	-0.18	28	45
MS4A2	-0.003	0.008	-10000	0	-10000	0	0
mol:Sphingosine-1-phosphate	0	0	-10000	0	-10000	0	0
PIK3CA	0.047	0.1	0.24	122	-10000	0	122
MAP3K1	-0.009	0.078	0.16	17	-0.27	26	43
mol:Ca2+	-0.008	0.07	0.14	18	-0.23	30	48
LYN	-0.013	0.051	-10000	0	-0.32	15	15
CBLB	-0.007	0.074	0.16	2	-0.26	30	32
SHC1	-0.006	0	-10000	0	-10000	0	0
RasGAP/p62DOK	-0.026	0.069	0.15	3	-0.16	119	122
positive regulation of cell migration	-0.006	0.021	-10000	0	-0.21	6	6
INPP5D	0	0	-10000	0	-10000	0	0
PLD2	-0.022	0.07	-10000	0	-0.16	74	74
PTPN13	-0.02	0.11	0.27	3	-0.4	17	20
PTPN11	-0.005	0.006	-10000	0	-10000	0	0
GO:0007205	0	0	-10000	0	-10000	0	0
regulation of mast cell degranulation	-0.017	0.09	0.18	29	-0.23	21	50
SYK	-0.007	0.035	0.24	2	-0.32	6	8
GRB2	-0.005	0.003	-10000	0	-10000	0	0
LAT/PLCgamma1/GRB2/SLP76/GADs	-0.03	0.069	-10000	0	-0.29	32	32
LAT	-0.008	0.073	-10000	0	-0.26	30	30
PAK2	-0.008	0.084	0.17	18	-0.29	26	44
NFATC2	-0.022	0.082	-10000	0	-0.42	23	23
HRAS	-0.007	0.088	0.18	20	-0.3	28	48
GAB2	-0.006	0.061	0.24	15	-0.31	13	28
PLA2G1B	-0.018	0.038	-10000	0	-10000	0	0
Fc epsilon R1	0.005	0.066	0.15	72	-0.16	31	103
Antigen/IgE/Fc epsilon R1	0.006	0.061	0.14	72	-0.14	30	102
mol:GDP	-0.007	0.093	0.2	19	-0.32	27	46
JUN	-0.001	0.042	0.24	14	-0.31	2	16
mol:Ca++	0	0	-10000	0	-10000	0	0
PIK3R1	-0.073	0.13	-10000	0	-0.31	131	131
FOS	-0.029	0.11	0.24	26	-0.31	65	91
Antigen/IgE/Fc epsilon R1/LYN/SYK	-0.006	0.077	-10000	0	-0.26	32	32
CHUK	-0.003	0.056	0.12	25	-0.18	27	52
KLRG1	-0.005	0.066	-10000	0	-0.2	38	38
VAV1	-0.008	0.075	0.2	1	-0.26	30	31
calcium-dependent protein kinase C activity	0	0	-10000	0	-10000	0	0
CBL	-0.008	0.073	-10000	0	-0.26	30	30
negative regulation of mast cell degranulation	-0.006	0.061	-10000	0	-0.19	36	36
BTK	-0.008	0.092	0.22	19	-0.32	27	46
Fc epsilon R1/FcgammaRIIB/SHIP/RasGAP/p62DOK	0.004	0.068	0.2	29	-0.32	1	30
GAB2/PI3K/SHP2	-0.056	0.075	-10000	0	-0.17	141	141
Antigen/IgE/Fc epsilon R1/LYN/SYK/WIP	-0.006	0.076	-10000	0	-0.24	36	36
RAF1	0.002	0.012	-10000	0	-10000	0	0
Fc epsilon R1/FcgammaRIIB/SHIP	0.022	0.077	0.19	68	-0.14	30	98
FCER1G	0.007	0.11	0.23	69	-0.31	31	100
FCER1A	-0.003	0.018	0.24	3	-10000	0	3
Antigen/IgE/Fc epsilon R1/Fyn	-0.016	0.08	0.14	68	-0.16	91	159
MAPK3	-0.018	0.042	-10000	0	-0.3	1	1
MAPK1	-0.015	0.033	-10000	0	-10000	0	0
NFKB1	-0.01	0.033	-10000	0	-0.31	7	7
MAPK8	0.003	0.052	-10000	0	-0.4	6	6
DUSP1	-0.065	0.12	0.24	3	-0.31	114	117
NF-kappa-B/RelA	-0.013	0.031	-10000	0	-0.15	18	18
actin cytoskeleton reorganization	0.002	0.087	0.24	2	-0.38	12	14
mol:Glucocorticoid Dexamethasone	0	0	-10000	0	-10000	0	0
PI3K	-0.019	0.12	0.22	14	-0.32	28	42
FER	-0.008	0.073	-10000	0	-0.26	30	30
RELA	-0.006	0.013	-10000	0	-0.31	1	1
ITK	0.002	0.032	0.16	13	-10000	0	13
SOS1	0.005	0.05	0.24	24	-10000	0	24
PLCG1	-0.008	0.088	0.19	18	-0.3	27	45
cytokine secretion	-0.011	0.022	-10000	0	-0.12	11	11
SPHK1	-0.008	0.073	-10000	0	-0.26	30	30
PTK2	0.002	0.09	0.24	1	-0.39	12	13
NTAL/PLCgamma1/GRB2/SLP76/GADs	-0.029	0.071	-10000	0	-0.3	32	32
EDG1	-0.006	0.021	-10000	0	-0.21	6	6
mol:DAG	-0.011	0.084	0.18	5	-0.3	28	33
MAP2K2	-0.026	0.056	-10000	0	-10000	0	0
MAP2K1	-0.001	0.012	-10000	0	-10000	0	0
MAP2K7	-0.006	0	-10000	0	-10000	0	0
KLRG1/SHP2	-0.015	0.048	-10000	0	-0.22	20	20
MAP2K4	-0.003	0.086	-10000	0	-0.84	6	6
Fc epsilon R1/FcgammaRIIB	0.024	0.083	0.2	69	-0.15	30	99
mol:Choline	-0.022	0.069	-10000	0	-0.15	74	74
SHC/Grb2/SOS1	-0.003	0.076	0.23	2	-0.25	27	29
FYN	-0.047	0.1	0.24	1	-0.31	79	80
DOK1	-0.007	0.018	-10000	0	-0.31	2	2
PXN	-0.002	0.086	0.23	2	-0.37	12	14
HCLS1	-0.005	0.081	0.22	7	-0.27	30	37
PRKCB	-0.008	0.068	0.14	18	-0.23	30	48
FCGR2B	0.008	0.06	0.24	34	-0.31	1	35
IGHE	0	0.003	-10000	0	-10000	0	0
KLRG1/SHIP	-0.006	0.062	-10000	0	-0.2	36	36
LCP2	-0.014	0.053	-10000	0	-0.31	18	18
PLA2G4A	-0.074	0.1	-10000	0	-0.33	34	34
RASA1	-0.007	0.022	-10000	0	-0.31	3	3
mol:Phosphatidic acid	-0.022	0.069	-10000	0	-0.15	74	74
IKK complex	-0.003	0.046	0.13	8	-0.15	14	22
WIPF1	-0.006	0	-10000	0	-10000	0	0

×

Regulation of Androgen receptor activity

Figure S57. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S57. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
HDAC1	0.017	0.075	0.23	57	-10000	0	57
SMARCC1	-0.011	0.027	0.5	1	-10000	0	1
REL	-0.006	0	-10000	0	-10000	0	0
HDAC7	-0.11	0.1	0.22	3	-0.25	139	142
JUN	-0.001	0.042	0.24	14	-0.31	2	16
EP300	-0.007	0.018	-10000	0	-0.31	2	2
KAT2B	0	0	-10000	0	-10000	0	0
KAT5	0	0	-10000	0	-10000	0	0
MAPK14	0.009	0.075	0.19	83	-10000	0	83
FOXO1	-0.009	0.031	-10000	0	-0.31	6	6
T-DHT/AR	-0.11	0.11	0.25	2	-0.26	139	141
MAP2K6	0.021	0.089	0.24	82	-10000	0	82
BRM/BAF57	-0.056	0.087	-10000	0	-0.21	136	136
MAP2K4	-0.018	0.032	-10000	0	-0.31	6	6
SMARCA2	-0.078	0.13	-10000	0	-0.31	136	136
PDE9A	-0.16	0.28	-10000	0	-1	51	51
NCOA2	-0.005	0.015	0.24	2	-10000	0	2
CEBPA	-0.006	0	-10000	0	-10000	0	0
EHMT2	-0.006	0	-10000	0	-10000	0	0
cell proliferation	-0.14	0.12	-10000	0	-0.32	84	84
NR0B1	0.002	0.044	0.24	19	-10000	0	19
EGR1	-0.12	0.15	0.24	3	-0.31	212	215
RXRs/9cRA	0.007	0.034	0.15	13	-0.16	15	28
AR/RACK1/Src	-0.063	0.064	-10000	0	-0.26	4	4
AR/GR	-0.12	0.1	0.15	1	-0.22	280	281
GNB2L1	-0.006	0	-10000	0	-10000	0	0
PKN1	-0.004	0.028	0.24	6	-0.31	1	7
RCHY1	0.004	0.048	0.24	22	-10000	0	22
epidermal growth factor receptor activity	0	0	-10000	0	-10000	0	0
MAPK8	-0.02	0.032	0.18	6	-0.22	6	12
T-DHT/AR/TIF2/CARM1	-0.063	0.069	0.21	2	-0.27	3	5
SRC	-0.02	0.06	0.24	3	-0.2	2	5
NR3C1	-0.011	0.04	-10000	0	-0.31	10	10
KLK3	-0.05	0.062	-10000	0	-0.37	2	2
APPBP2	-0.013	0.028	0.24	5	-0.31	1	6
TRIM24	-0.004	0.023	0.24	5	-10000	0	5
T-DHT/AR/TIP60	-0.063	0.069	0.19	3	-0.2	15	18
TMPRSS2	-0.42	0.46	-10000	0	-0.94	245	245
RXRG	0	0.044	0.24	15	-0.31	2	17
mol:9cRA	0	0	-10000	0	-10000	0	0
RXRA	-0.014	0.048	-10000	0	-0.31	15	15
RXRB	-0.006	0	-10000	0	-10000	0	0
CARM1	-0.005	0.01	0.24	1	-10000	0	1
NR2C2	-0.006	0	-10000	0	-10000	0	0
KLK2	-0.053	0.057	-10000	0	-10000	0	0
AR	-0.12	0.12	0.18	2	-0.24	278	280
SENP1	0.006	0.054	0.24	28	-10000	0	28
HSP90AA1	-0.006	0.013	-10000	0	-0.31	1	1
MDM2	-0.006	0.023	0.24	2	-0.31	2	4
SRY	-0.006	0	-10000	0	-10000	0	0
GATA2	-0.009	0.035	0.24	1	-0.31	7	8
MYST2	-0.006	0.013	-10000	0	-0.31	1	1
HOXB13	-0.005	0.01	0.24	1	-10000	0	1
T-DHT/AR/RACK1/Src	-0.064	0.068	0.19	3	-0.26	4	7
positive regulation of transcription	-0.009	0.035	0.24	1	-0.31	7	8
DNAJA1	-0.014	0.024	0.23	3	-0.32	1	4
proteasomal ubiquitin-dependent protein catabolic process	0.017	0.056	0.27	10	-0.27	2	12
NCOA1	0.004	0.023	0.17	1	-0.34	2	3
SPDEF	-0.022	0.07	0.24	1	-0.31	32	33
T-DHT/AR/TIF2	-0.051	0.055	-10000	0	-0.22	14	14
T-DHT/AR/Hsp90	-0.064	0.071	0.2	3	-0.21	16	19
GSK3B	-0.005	0.008	-10000	0	-10000	0	0
NR2C1	-0.005	0.015	0.24	2	-10000	0	2
mol:T-DHT	-0.019	0.066	0.27	3	-0.19	5	8
SIRT1	-0.006	0	-10000	0	-10000	0	0
ZMIZ2	-0.006	0	-10000	0	-10000	0	0
POU2F1	-0.051	0.05	-10000	0	-10000	0	0
T-DHT/AR/DAX-1	-0.059	0.077	0.21	7	-0.2	14	21
CREBBP	-0.012	0.042	-10000	0	-0.31	11	11
SMARCE1	-0.006	0	-10000	0	-10000	0	0

×

IL6-mediated signaling events

Figure S58. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S58. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
BCL2L1	-0.18	0.28	-10000	0	-0.8	60	60
CRP	-0.18	0.28	-10000	0	-0.8	60	60
cell cycle arrest	-0.21	0.34	-10000	0	-0.9	77	77
TIMP1	-0.19	0.3	-10000	0	-0.79	81	81
IL6ST	-0.019	0.05	-10000	0	-0.31	15	15
Rac1/GDP	-0.054	0.096	0.36	1	-0.36	16	17
AP1	-0.023	0.12	0.35	6	-0.51	14	20
GAB2	-0.005	0.061	0.24	15	-0.31	13	28
TNFSF11	-0.18	0.28	-10000	0	-0.8	60	60
HSP90B1	-0.033	0.093	-10000	0	-0.97	4	4
GAB1	-0.006	0.019	-10000	0	-0.31	2	2
MAPK14	-0.008	0.078	0.47	1	-0.46	5	6
AKT1	-0.016	0.088	0.58	1	-0.37	1	2
FOXO1	-0.021	0.086	0.54	1	-0.36	1	2
MAP2K6	-0.016	0.082	0.44	1	-0.36	8	9
mol:GTP	-0.002	0.003	-10000	0	-10000	0	0
MAP2K4	-0.086	0.14	0.44	1	-0.42	22	23
MITF	-0.043	0.083	0.35	1	-0.34	16	17
positive regulation of NF-kappaB transcription factor activity	0	0	-10000	0	-10000	0	0
TYK2	-0.006	0	-10000	0	-10000	0	0
A2M	-0.057	0.26	0.52	3	-1.2	28	31
CEBPB	-0.007	0.028	0.24	1	-0.31	4	5
GRB2/SOS1/GAB family/SHP2	-0.011	0.085	0.27	1	-0.4	12	13
STAT3	-0.23	0.37	-10000	0	-0.97	78	78
STAT1	0.11	0.11	-10000	0	-10000	0	0
CEBPD	-0.23	0.37	-10000	0	-1	86	86
PIK3CA	0.047	0.1	0.24	122	-10000	0	122
PI3K	-0.014	0.12	0.17	98	-0.21	107	205
JUN	-0.001	0.042	0.24	14	-0.31	2	16
PIAS3/MITF	-0.043	0.08	0.32	1	-0.32	16	17
MAPK11	-0.009	0.077	0.47	1	-0.46	5	6
STAT3 (dimer)/FOXO1	-0.18	0.26	-10000	0	-0.7	72	72
GRB2/SOS1/GAB family	-0.019	0.074	0.22	6	-0.28	10	16
IL6/IL6RA/gp130 (dimer)/JAK1/JAK1/LMO4/HCK	-0.025	0.064	0.23	2	-0.28	16	18
GRB2	-0.005	0.006	-10000	0	-10000	0	0
JAK2	-0.006	0.023	0.24	2	-0.31	2	4
LBP	-0.14	0.22	0.57	1	-0.65	37	38
PIK3R1	-0.075	0.13	-10000	0	-0.31	131	131
JAK1	-0.011	0.021	-10000	0	-0.32	2	2
MYC	-0.22	0.36	-10000	0	-0.94	88	88
FGG	-0.18	0.28	-10000	0	-0.8	60	60
macrophage differentiation	-0.21	0.34	-10000	0	-0.9	77	77
IL6/IL6RA/gp130 (dimer)/JAK2/JAK2/LMO4	-0.024	0.056	0.19	3	-0.22	15	18
JUNB	-0.28	0.41	-10000	0	-0.96	138	138
FOS	-0.029	0.11	0.24	26	-0.31	65	91
IL6/IL6RA/gp130 (dimer)/JAK1/JAK1/LMO4	-0.044	0.089	0.39	1	-0.36	16	17
STAT1/PIAS1	-0.046	0.099	-10000	0	-0.37	12	12
GRB2/SOS1/GAB family/SHP2/PI3K	-0.014	0.092	0.5	1	-0.29	5	6
STAT3 (dimer)	-0.23	0.37	-10000	0	-0.96	77	77
PRKCD	-0.12	0.18	0.5	1	-0.5	51	52
IL6R	-0.01	0.01	-10000	0	-10000	0	0
SOCS3	0.001	0.087	0.52	1	-0.94	2	3
gp130 (dimer)/JAK1/JAK1/LMO4	-0.02	0.046	0.19	2	-0.2	17	19
Rac1/GTP	-0.065	0.11	0.39	1	-0.39	17	18
HCK	-0.005	0.011	0.24	1	-10000	0	1
MAPKKK cascade	-0.018	0.1	0.42	1	-0.54	13	14
bone resorption	-0.17	0.27	-10000	0	-0.75	60	60
IRF1	-0.18	0.3	-10000	0	-0.83	60	60
mol:GDP	-0.047	0.09	0.37	1	-0.35	16	17
SOS1	0.006	0.05	0.24	24	-10000	0	24
VAV1	-0.047	0.091	0.37	1	-0.35	16	17
IL6/IL6RA/gp130 (dimer)/JAK1/JAK1/LMO4/SOCS3	-0.001	0.065	0.42	1	-0.46	5	6
PTPN11	-0.007	0.023	-10000	0	-10000	0	0
IL6/IL6RA	-0.013	0.04	0.17	11	-0.22	9	20
gp130 (dimer)/TYK2/TYK2/LMO4	-0.015	0.04	0.16	6	-0.19	16	22
gp130 (dimer)/JAK2/JAK2/LMO4	-0.015	0.044	0.16	8	-0.2	17	25
IL6	-0.011	0.053	0.24	10	-0.32	9	19
PIAS3	-0.005	0.01	0.24	1	-10000	0	1
PTPRE	0.005	0.019	-10000	0	-10000	0	0
PIAS1	-0.005	0.01	0.24	1	-10000	0	1
RAC1	-0.008	0.013	-10000	0	-0.31	1	1
IL6/IL6RA/gp130 (dimer)/TYK2/TYK2/LMO4	-0.024	0.06	0.21	1	-0.26	17	18
LMO4	-0.007	0.037	0.24	10	-0.31	1	11
STAT3 (dimer)/PIAS3	-0.21	0.33	-10000	0	-0.87	78	78
MCL1	-0.018	0.084	0.68	1	-10000	0	1

×

Canonical NF-kappaB pathway

Figure S59. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S59. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
FBXW11	-0.009	0.011	-10000	0	-10000	0	0
mol:GTP	0	0	-10000	0	-10000	0	0
NF kappa B1 p50/RelA/I kappa B alpha	0.035	0.068	0.22	8	-0.27	1	9
ERC1	-0.005	0.024	0.24	4	-0.31	1	5
RIP2/NOD2	0.049	0.083	0.17	180	-10000	0	180
NFKBIA	-0.022	0.057	-10000	0	-0.38	13	13
BIRC2	0.059	0.11	0.24	149	-10000	0	149
IKBKB	-0.005	0.015	0.24	2	-10000	0	2
RIPK2	0.073	0.12	0.24	180	-10000	0	180
IKBKG	0.045	0.063	0.19	1	-10000	0	1
IKK complex/A20	0.017	0.047	0.25	3	-10000	0	3
NEMO/A20/RIP2	0.072	0.12	0.24	180	-10000	0	180
XPO1	0.014	0.068	0.24	46	-10000	0	46
NEMO/ATM	0.055	0.075	0.27	25	-10000	0	25
tumor necrosis factor receptor activity	0	0	-10000	0	-10000	0	0
RAN	-0.006	0	-10000	0	-10000	0	0
Exportin 1/RanGTP	0.018	0.04	0.15	46	-10000	0	46
IKK complex/ELKS	-0.002	0.016	-10000	0	-10000	0	0
BCL10/MALT1/TRAF6	0.019	0.038	0.16	40	-10000	0	40
NOD2	-0.005	0.01	0.24	1	-10000	0	1
NFKB1	-0.013	0.037	-10000	0	-0.33	7	7
RELA	-0.01	0.017	-10000	0	-0.31	1	1
MALT1	0.011	0.062	0.24	38	-10000	0	38
cIAP1/UbcH5C	0.039	0.078	0.17	149	-10000	0	149
ATM	0.002	0.043	0.24	18	-10000	0	18
TNF/TNFR1A	-0.013	0.038	0.17	1	-0.21	19	20
TRAF6	-0.005	0.015	0.24	2	-10000	0	2
PRKCA	-0.005	0.037	0.24	7	-0.31	4	11
CHUK	0.002	0.043	0.24	18	-10000	0	18
UBE2D3	-0.006	0	-10000	0	-10000	0	0
TNF	-0.005	0.01	0.24	1	-10000	0	1
NF kappa B1 p50/RelA	-0.019	0.038	-10000	0	-0.22	19	19
BCL10	-0.006	0	-10000	0	-10000	0	0
proteasomal ubiquitin-dependent protein catabolic process	-0.022	0.057	-10000	0	-0.38	13	13
beta TrCP1/SCF ubiquitin ligase complex	-0.009	0.011	-10000	0	-10000	0	0
TNFRSF1A	-0.016	0.054	-10000	0	-0.31	19	19
IKK complex	0.049	0.067	0.24	14	-10000	0	14
CYLD	-0.006	0	-10000	0	-10000	0	0
IKK complex/PKC alpha	0.027	0.054	0.23	15	-10000	0	15

×

Regulation of Telomerase

Figure S60. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S60. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
Telomerase catalytic core complex	-0.13	0.19	0.47	1	-0.53	29	30
RAD9A	-0.006	0	-10000	0	-10000	0	0
AP1	-0.024	0.086	0.19	32	-0.22	66	98
IFNAR2	-0.009	0.012	0.22	1	-10000	0	1
AKT1	-0.029	0.049	0.16	1	-0.17	19	20
ER alpha/Oestrogen	-0.033	0.069	-10000	0	-0.21	75	75
NFX1/SIN3/HDAC complex	-0.001	0.039	0.17	9	-0.2	1	10
EGF	-0.005	0.027	0.24	7	-10000	0	7
SMG5	-0.004	0.018	0.24	3	-10000	0	3
SMG6	-0.006	0	-10000	0	-10000	0	0
SP3/HDAC2	-0.01	0.026	0.16	9	-0.23	1	10
TERT/c-Abl	-0.12	0.18	-10000	0	-0.48	50	50
SAP18	-0.007	0.013	-10000	0	-0.31	1	1
MRN complex	0.034	0.057	0.16	99	-0.18	2	101
WT1	-0.027	0.07	-10000	0	-0.31	32	32
WRN	0.012	0.063	0.24	40	-10000	0	40
SP1	-0.012	0.01	-10000	0	-10000	0	0
SP3	-0.008	0.005	-10000	0	-10000	0	0
TERF2IP	-0.006	0	-10000	0	-10000	0	0
Telomerase/Nucleolin	-0.12	0.18	-10000	0	-0.46	60	60
Mad/Max	-0.01	0.014	0.16	3	-10000	0	3
TERT	-0.13	0.2	0.47	1	-0.54	27	28
CCND1	-0.27	0.44	0.58	1	-1	150	151
MAX	-0.008	0.005	-10000	0	-10000	0	0
RBBP7	-0.008	0.018	-10000	0	-0.31	2	2
RBBP4	0.001	0.043	0.24	18	-10000	0	18
TERF2	-0.008	0.001	-10000	0	-10000	0	0
PTGES3	-0.055	0.11	-10000	0	-0.31	93	93
SIN3A	-0.007	0.002	-10000	0	-10000	0	0
Telomerase/911	-0.02	0.085	0.24	2	-0.23	13	15
CDKN1B	-0.002	0.071	0.36	12	-0.37	3	15
RAD1	0.004	0.049	0.24	23	-10000	0	23
XRCC5	0.008	0.056	0.24	31	-10000	0	31
XRCC6	-0.006	0	-10000	0	-10000	0	0
SAP30	-0.007	0.002	-10000	0	-10000	0	0
TRF2/PARP2	0.01	0.053	0.16	60	-10000	0	60
UBE3A	-0.008	0.004	-10000	0	-10000	0	0
JUN	-0.003	0.043	0.24	14	-0.31	2	16
E6	-0.002	0.004	-10000	0	-10000	0	0
HPV-16 E6/E6AP	-0.007	0.006	-10000	0	-10000	0	0
FOS	-0.031	0.11	0.24	26	-0.31	65	91
IFN-gamma/IRF1	-0.005	0.06	0.2	32	-0.22	10	42
PARP2	0.021	0.077	0.24	62	-10000	0	62
BLM	0.084	0.12	0.24	206	-10000	0	206
Telomerase	-0.016	0.07	0.22	1	-0.32	2	3
IRF1	-0.007	0.056	0.21	20	-0.28	10	30
ESR1	-0.047	0.1	-10000	0	-0.31	75	75
KU/TER	0.003	0.04	0.17	31	-10000	0	31
ATM/TRF2	-0.002	0.029	0.16	18	-10000	0	18
ubiquitin-dependent protein catabolic process	-0.001	0.039	0.18	9	-0.19	1	10
HPV-16 E6/E6AP/NFX1/SIN3/HDAC complex	-0.002	0.04	0.18	9	-0.19	1	10
HDAC1	0.009	0.06	0.24	36	-10000	0	36
HDAC2	-0.007	0.038	0.24	11	-0.32	1	12
ATM	0.008	0.036	0.21	18	-10000	0	18
SMAD3	-0.036	0.077	-10000	0	-0.21	91	91
ABL1	-0.008	0.028	-10000	0	-0.31	5	5
MXD1	-0.007	0.021	0.24	4	-10000	0	4
MRE11A	0.025	0.081	0.24	70	-10000	0	70
HUS1	-0.006	0	-10000	0	-10000	0	0
RPS6KB1	-0.001	0.033	0.24	10	-10000	0	10
TERT/NF kappa B1/14-3-3	-0.12	0.18	-10000	0	-0.48	41	41
NR2F2	-0.004	0.039	-10000	0	-0.3	9	9
MAPK3	-0.016	0.032	-10000	0	-0.22	14	14
MAPK1	-0.011	0.013	0.18	1	-0.21	1	2
TGFB1/TGF beta receptor Type II	-0.05	0.11	-10000	0	-0.31	90	90
NFKB1	-0.01	0.033	-10000	0	-0.31	7	7
HNRNPC	-0.006	0	-10000	0	-10000	0	0
DNA damage response signal transduction by p53 class mediator resulting in induction of apoptosis	0.008	0.036	0.21	18	-10000	0	18
NBN	0.015	0.071	0.24	49	-0.31	1	50
EGFR	-0.032	0.084	0.24	1	-0.31	46	47
mol:Oestrogen	-0.001	0.003	-10000	0	-10000	0	0
EGF/EGFR	-0.025	0.06	0.16	6	-0.22	46	52
MYC	-0.039	0.092	-10000	0	-0.31	59	59
IL2	-0.012	0.011	-10000	0	-10000	0	0
KU	0.003	0.04	0.17	31	-10000	0	31
RAD50	-0.005	0.019	0.24	2	-0.31	1	3
HSP90AA1	-0.006	0.013	-10000	0	-0.31	1	1
TGFB1	-0.05	0.11	-10000	0	-0.31	90	90
TRF2/BLM	0.051	0.081	0.16	196	-10000	0	196
FRAP1	-0.006	0	-10000	0	-10000	0	0
KU/TERT	-0.12	0.19	-10000	0	-0.48	48	48
SP1/HDAC2	-0.013	0.027	0.17	7	-0.24	1	8
PINX1	-0.002	0.029	0.24	8	-10000	0	8
Telomerase/EST1A	-0.12	0.18	-10000	0	-0.46	59	59
Smad3/Myc	-0.048	0.087	-10000	0	-0.2	131	131
911 complex	0.015	0.029	0.16	23	-10000	0	23
IFNG	0.002	0.055	0.23	30	-0.2	1	31
Telomerase/PinX1	-0.12	0.18	-10000	0	-0.46	59	59
Telomerase/AKT1/mTOR/p70S6K	-0.062	0.12	-10000	0	-0.36	35	35
SIN3B	-0.006	0.011	0.24	1	-10000	0	1
YWHAE	-0.006	0.013	-10000	0	-0.31	1	1
Telomerase/EST1B	-0.12	0.18	-10000	0	-0.46	60	60
response to DNA damage stimulus	0.004	0.018	0.1	18	-10000	0	18
MRN complex/TRF2/Rap1	0.014	0.062	0.27	7	-10000	0	7
TRF2/WRN	0.002	0.041	0.16	35	-10000	0	35
Telomerase/hnRNP C1/C2	-0.12	0.18	-10000	0	-0.46	60	60
E2F1	-0.01	0.007	-10000	0	-10000	0	0
ZNFX1	-0.004	0.025	0.24	6	-10000	0	6
PIF1	-0.006	0	-10000	0	-10000	0	0
NCL	-0.005	0.01	0.24	1	-10000	0	1
DKC1	0.036	0.092	0.24	95	-10000	0	95
telomeric DNA binding	0	0	-10000	0	-10000	0	0

×

LPA4-mediated signaling events

Figure S61. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S61. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
ADCY4	-0.005	0.01	0.16	2	-10000	0	2
ADCY5	-0.004	0.014	0.16	4	-10000	0	4
ADCY6	-0.005	0.007	0.16	1	-10000	0	1
ADCY7	-0.005	0.007	0.16	1	-10000	0	1
ADCY1	-0.005	0.007	0.16	1	-10000	0	1
ADCY2	-0.005	0.007	0.16	1	-10000	0	1
ADCY3	-0.005	0.01	0.16	2	-10000	0	2
ADCY8	-0.085	0.09	0.16	10	-0.18	277	287
PRKCE	-0.003	0.008	0.2	1	-10000	0	1
ADCY9	-0.018	0.046	0.16	1	-0.18	44	45
mol:DAG	0	0	-10000	0	-10000	0	0
cAMP biosynthetic process	-0.048	0.043	0.14	1	-0.13	18	19

×

Class I PI3K signaling events

Figure S62. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S62. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
ARF5/GTP	0.063	0.07	0.2	54	-10000	0	54
DAPP1	-0.023	0.062	-10000	0	-0.3	1	1
Src family/SYK family/BLNK-LAT/BTK-ITK	0.001	0.072	-10000	0	-0.31	4	4
mol:DAG	0.03	0.067	0.16	51	-0.15	2	53
HRAS	0.005	0.011	-10000	0	-10000	0	0
RAP1A	0.005	0.014	0.23	1	-10000	0	1
ARF5/GDP	0.032	0.035	0.16	3	-10000	0	3
PLCG2	-0.006	0	-10000	0	-10000	0	0
PLCG1	-0.004	0.023	0.24	5	-10000	0	5
ARF5	-0.006	0	-10000	0	-10000	0	0
mol:GTP	0.067	0.073	0.22	54	-10000	0	54
ARF1/GTP	0.059	0.07	0.21	49	-10000	0	49
RHOA	-0.007	0.018	-10000	0	-0.31	2	2
YES1	0.006	0.052	0.24	26	-10000	0	26
RAP1A/GTP	0.066	0.071	0.21	54	-10000	0	54
ADAP1	0.064	0.07	0.21	54	-10000	0	54
ARAP3	0.066	0.072	0.22	54	-10000	0	54
INPPL1	-0.005	0.015	0.24	2	-10000	0	2
PREX1	-0.005	0.01	0.24	1	-10000	0	1
ARHGEF6	-0.003	0.025	0.24	6	-10000	0	6
ARHGEF7	-0.005	0.01	0.24	1	-10000	0	1
ARF1	-0.021	0.066	-10000	0	-0.31	29	29
NRAS	0.12	0.12	0.23	300	-10000	0	300
FYN	-0.047	0.1	0.24	1	-0.31	79	80
ARF6	-0.006	0.013	-10000	0	-0.31	1	1
FGR	-0.006	0	-10000	0	-10000	0	0
mol:Ca2+	0.017	0.038	0.12	17	-10000	0	17
mol:IP4	0	0	-10000	0	-10000	0	0
TIAM1	-0.005	0.019	0.24	2	-0.31	1	3
ZAP70	-0.006	0	-10000	0	-10000	0	0
mol:IP3	0.02	0.048	0.12	46	-0.12	1	47
LYN	-0.014	0.048	-10000	0	-0.31	15	15
ARF1/GDP	0.03	0.034	0.16	3	-10000	0	3
RhoA/GDP	0.046	0.054	0.14	27	-10000	0	27
PDK1/Src/Hsp90	0.008	0.008	-10000	0	-0.18	1	1
BLNK	-0.014	0.048	-10000	0	-0.31	15	15
actin cytoskeleton reorganization	0.063	0.067	0.19	72	-10000	0	72
SRC	-0.006	0	-10000	0	-10000	0	0
PLEKHA2	-0.005	0.012	0.16	2	-0.18	1	3
RAC1	-0.006	0.013	-10000	0	-0.31	1	1
PTEN	-0.015	0.038	-10000	0	-0.28	11	11
HSP90AA1	-0.006	0.013	-10000	0	-0.31	1	1
ARF6/GTP	0.063	0.07	0.2	54	-10000	0	54
RhoA/GTP	0.062	0.07	0.2	54	-10000	0	54
Src family/SYK family/BLNK-LAT	-0.029	0.066	-10000	0	-0.31	4	4
BLK	-0.005	0.01	0.24	1	-10000	0	1
PDPK1	-0.006	0	-10000	0	-10000	0	0
CYTH1	0.064	0.07	0.21	54	-10000	0	54
HCK	-0.005	0.01	0.24	1	-10000	0	1
CYTH3	0.064	0.07	0.21	54	-10000	0	54
CYTH2	0.064	0.07	0.21	54	-10000	0	54
KRAS	0.032	0.076	0.23	71	-10000	0	71
GO:0030676	0	0	-10000	0	-10000	0	0
FOXO3	0.042	0.048	0.15	48	-10000	0	48
SGK1	0.033	0.037	-10000	0	-10000	0	0
INPP5D	0	0	-10000	0	-10000	0	0
mol:GDP	0.033	0.035	0.17	3	-10000	0	3
SOS1	0.005	0.05	0.24	24	-10000	0	24
SYK	-0.008	0.034	0.24	2	-0.31	6	8
ARF6/GDP	0.063	0.068	0.18	76	-10000	0	76
mol:PI-3-4-5-P3	0.068	0.074	0.22	54	-10000	0	54
ARAP3/RAP1A/GTP	0.066	0.072	0.21	54	-10000	0	54
VAV1	-0.004	0.021	0.24	4	-10000	0	4
mol:PI-3-4-P2	-0.003	0.012	0.2	2	-10000	0	2
RAS family/GTP/PI3K Class I	0.085	0.088	0.15	331	-10000	0	331
PLEKHA1	-0.003	0.022	0.16	10	-10000	0	10
Rac1/GDP	0.032	0.035	0.16	3	-10000	0	3
LAT	-0.006	0	-10000	0	-10000	0	0
Rac1/GTP	0.016	0.029	-10000	0	-0.21	2	2
ITK	0.066	0.074	0.21	65	-10000	0	65
Src family/SYK family/BLNK-LAT/BTK-ITK/PLC-gamma	0.033	0.08	0.19	49	-0.21	2	51
LCK	-0.006	0	-10000	0	-10000	0	0
BTK	0.068	0.077	0.21	74	-10000	0	74

×

E-cadherin signaling in keratinocytes

Figure S63. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S63. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
keratinocyte differentiation	-0.029	0.1	0.17	3	-0.2	104	107
adherens junction organization	-0.016	0.065	0.2	1	-0.26	22	23
mol:GTP	0	0	-10000	0	-10000	0	0
Rac1/GDP	-0.031	0.089	0.18	3	-0.27	20	23
FMN1	-0.02	0.064	-10000	0	-0.26	22	22
mol:IP3	-0.017	0.084	0.16	3	-0.28	8	11
E-cadherin/Ca2+/beta catenin-gamma catenin/alpha catenin/p120 catenin	-0.016	0.064	0.15	2	-0.27	20	22
CTNNB1	-0.003	0.016	0.24	2	-10000	0	2
AKT1	-0.019	0.085	0.18	2	-0.3	8	10
E-cadherin/beta catenin-gamma catenin/alpha catenin/p120 catenin	-0.016	0.059	-10000	0	-0.35	13	13
CTNND1	-0.005	0.007	-10000	0	-10000	0	0
mol:PI-4-5-P2	-0.012	0.065	0.17	7	-0.25	20	27
VASP	-0.017	0.061	-10000	0	-0.26	20	20
ZYX	-0.032	0.077	-10000	0	-0.26	30	30
JUB	-0.011	0.068	0.2	3	-0.26	20	23
EGFR(dimer)	-0.026	0.074	0.2	1	-0.25	31	32
E-cadherin/beta catenin-gamma catenin	0	0.039	0.15	2	-0.17	24	26
mol:PI-3-4-5-P3	-0.014	0.094	0.14	94	-0.29	10	104
PIK3CA	0.044	0.1	0.23	122	-10000	0	122
PI3K	-0.014	0.096	0.14	94	-0.29	10	104
FYN	-0.054	0.12	0.16	2	-0.3	74	76
mol:Ca2+	-0.017	0.083	0.16	3	-0.27	8	11
JUP	-0.011	0.046	-10000	0	-0.31	13	13
PIK3R1	-0.073	0.13	-10000	0	-0.31	131	131
mol:DAG	-0.017	0.084	0.16	3	-0.28	8	11
CDH1	-0.011	0.046	-10000	0	-0.31	13	13
RhoA/GDP	-0.032	0.088	0.18	3	-0.27	19	22
establishment of polarity of embryonic epithelium	-0.017	0.06	-10000	0	-0.26	20	20
SRC	-0.006	0	-10000	0	-10000	0	0
RAC1	-0.006	0.013	-10000	0	-0.31	1	1
RHOA	-0.007	0.018	-10000	0	-0.31	2	2
EGFR	-0.03	0.083	0.24	1	-0.31	46	47
CASR	-0.018	0.079	0.16	2	-0.26	8	10
RhoA/GTP	-0.02	0.077	-10000	0	-0.26	8	8
AKT2	-0.018	0.086	0.19	3	-0.3	8	11
actin cable formation	-0.021	0.062	-10000	0	-0.25	22	22
apoptosis	0.024	0.092	0.18	104	-0.18	2	106
CTNNA1	-0.006	0.02	-10000	0	-0.31	2	2
mol:GDP	-0.031	0.092	0.19	3	-0.28	20	23
PIP5K1A	-0.012	0.066	0.17	7	-0.26	20	27
PLCG1	-0.018	0.085	0.16	3	-0.28	8	11
Rac1/GTP	-0.028	0.068	0.17	1	-0.23	32	33
homophilic cell adhesion	-0.001	0.004	-10000	0	-10000	0	0

×

Caspase cascade in apoptosis

Figure S64. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S64. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
TOP1	0.042	0.061	0.19	30	-0.18	1	31
ACTA1	0.015	0.067	0.16	36	-0.2	8	44
NUMA1	0.042	0.061	0.19	31	-0.18	2	33
SPTAN1	0.022	0.064	0.17	22	-0.22	5	27
LIMK1	0.023	0.063	0.16	28	-0.22	5	33
BIRC3	-0.047	0.12	0.24	16	-0.31	90	106
BIRC2	0.059	0.11	0.24	149	-10000	0	149
BAX	-0.006	0	-10000	0	-10000	0	0
CASP10	-0.003	0.048	0.17	30	-0.18	13	43
CRMA	0	0	-10000	0	-10000	0	0
XIAP	0	0	-10000	0	-10000	0	0
PTK2	0.046	0.062	0.19	32	-0.18	1	33
DIABLO	0.077	0.12	0.24	190	-10000	0	190
apoptotic nuclear changes	0.021	0.064	0.17	23	-0.22	5	28
response to UV	0	0	-10000	0	-10000	0	0
CRADD	-0.006	0	-10000	0	-10000	0	0
GSN	0.006	0.076	0.16	14	-0.23	11	25
MADD	-0.006	0	-10000	0	-10000	0	0
TFAP2A	0.038	0.053	-10000	0	-10000	0	0
BID	-0.001	0.031	0.17	2	-0.13	13	15
MAP3K1	0.012	0.05	-10000	0	-0.43	4	4
TRADD	-0.01	0.036	-10000	0	-0.31	8	8
mol:Ca2+	0	0	-10000	0	-10000	0	0
APAF-1/Pro-Caspase 9	0.003	0.031	0.17	18	-10000	0	18
mol:Activated DNA	0	0	-10000	0	-10000	0	0
ARHGDIB	0.013	0.063	0.16	25	-0.21	6	31
CASP9	-0.004	0.011	0.24	1	-10000	0	1
DNA repair	-0.034	0.062	-10000	0	-0.16	63	63
neuron apoptosis	0.008	0.081	-10000	0	-0.6	9	9
mol:NAD	0	0	-10000	0	-10000	0	0
DNA fragmentation during apoptosis	0.04	0.065	0.18	42	-0.2	2	44
APAF1	0.002	0.042	0.24	17	-10000	0	17
CASP6	0.048	0.073	-10000	0	-10000	0	0
TRAF2	-0.006	0	-10000	0	-10000	0	0
ICAD/CAD	0.02	0.061	0.17	14	-0.21	5	19
CASP7	0.034	0.086	0.21	90	-0.22	16	106
KRT18	0.018	0.041	-10000	0	-0.52	2	2
apoptosis	0.029	0.084	0.21	31	-0.22	4	35
DFFA	0.023	0.063	0.16	25	-0.22	5	30
DFFB	0.023	0.063	0.17	23	-0.22	5	28
PARP1	0.034	0.062	0.16	63	-10000	0	63
actin filament polymerization	-0.019	0.061	0.21	5	-0.17	15	20
TNF	-0.005	0.01	0.24	1	-10000	0	1
CYCS	-0.001	0.029	0.14	4	-10000	0	4
SATB1	-0.006	0.091	-10000	0	-10000	0	0
SLK	0.023	0.064	0.17	22	-0.22	5	27
p15 BID/BAX	-0.004	0.026	0.17	1	-0.12	13	14
CASP2	-0.028	0.072	-10000	0	-0.34	11	11
JNK cascade	-0.012	0.049	0.43	4	-10000	0	4
CASP3	0.027	0.068	0.17	50	-0.23	5	55
LMNB2	0.013	0.058	0.18	5	-0.25	4	9
RIPK1	-0.006	0	-10000	0	-10000	0	0
CASP4	-0.015	0.055	0.24	2	-0.31	18	20
Mammalian IAPs/DIABLO	0.066	0.12	0.18	240	-0.16	53	293
negative regulation of DNA binding	0.038	0.052	-10000	0	-10000	0	0
stress fiber formation	0.023	0.064	0.17	26	-0.22	5	31
GZMB	-0.002	0.056	0.21	26	-0.21	13	39
CASP1	-0.026	0.1	0.17	19	-0.3	57	76
LMNB1	0.061	0.067	0.18	38	-10000	0	38
APP	0.008	0.082	-10000	0	-0.61	9	9
TNFRSF1A	-0.016	0.054	-10000	0	-0.31	19	19
response to stress	0	0	-10000	0	-10000	0	0
CASP8	-0.004	0	-10000	0	-10000	0	0
VIM	0.032	0.086	0.21	34	-0.23	4	38
LMNA	0.012	0.063	0.18	5	-0.31	5	10
TNF-alpha/TNFR1A/TRADD/MADD/cIAP2/RIP1/TRAF2/RAIDD/PIDD	-0.031	0.075	-10000	0	-0.35	12	12
LRDD	-0.006	0	-10000	0	-10000	0	0
SREBF1	0.022	0.065	0.16	33	-0.21	7	40
APAF-1/Caspase 9	-0.038	0.12	-10000	0	-0.27	65	65
nuclear fragmentation during apoptosis	0.042	0.061	0.18	31	-0.18	2	33
CFL2	0.019	0.061	0.17	15	-0.21	5	20
GAS2	0.025	0.067	0.18	32	-0.22	5	37
positive regulation of apoptosis	0.038	0.063	0.19	11	-0.24	4	15
PRF1	-0.012	0.046	0.24	1	-0.31	13	14

×

Neurotrophic factor-mediated Trk receptor signaling

Figure S65. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S65. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
CRKL	-0.006	0	-10000	0	-10000	0	0
RAS family/GTP/Tiam1	0.079	0.077	0.21	92	-10000	0	92
NT3 (dimer)/TRKC	0.019	0.063	0.17	82	-10000	0	82
NT3 (dimer)/TRKB	0.03	0.051	0.16	80	-10000	0	80
SHC/Grb2/SOS1/GAB1/PI3K	-0.018	0.096	0.22	8	-0.18	108	116
RAPGEF1	-0.006	0	-10000	0	-10000	0	0
BDNF	-0.006	0	-10000	0	-10000	0	0
PIK3CA	0.047	0.1	0.24	122	-10000	0	122
DYNLT1	-0.038	0.093	-10000	0	-0.31	61	61
NTRK1	-0.006	0	-10000	0	-10000	0	0
NTRK2	-0.004	0.018	0.24	3	-10000	0	3
NTRK3	-0.004	0.018	0.24	3	-10000	0	3
NT-4/5 (dimer)/TRKB	0.007	0.012	0.15	4	-10000	0	4
neuron apoptosis	0.019	0.07	0.27	18	-0.17	1	19
SHC 2-3/Grb2	-0.021	0.075	-10000	0	-0.29	18	18
SHC1	-0.006	0	-10000	0	-10000	0	0
SHC2	-0.03	0.1	0.18	1	-0.4	33	34
SHC3	-0.005	0.046	0.18	1	-10000	0	1
STAT3 (dimer)	-0.088	0.13	0.18	1	-0.29	160	161
NT3 (dimer)/TRKA	0.03	0.052	0.16	81	-10000	0	81
RIN/GDP	0.029	0.042	0.16	13	-10000	0	13
GIPC1	-0.002	0.029	0.24	8	-10000	0	8
KRAS	0.025	0.082	0.24	71	-10000	0	71
DNAJA3	-0.012	0.059	0.2	3	-10000	0	3
RIN/GTP	-0.003	0	-10000	0	-10000	0	0
CCND1	-0.16	0.25	0.41	1	-0.56	150	151
MAGED1	-0.007	0.024	0.24	1	-0.31	3	4
PTPN11	-0.006	0	-10000	0	-10000	0	0
RICS	-0.075	0.13	-10000	0	-0.31	130	130
NT-4/5 (dimer)	0	0	-10000	0	-10000	0	0
SHC/GRB2/SOS1	0.015	0.03	0.16	24	-10000	0	24
GRB2	-0.006	0	-10000	0	-10000	0	0
NGF (dimer)/TRKA/MATK	0.006	0	-10000	0	-10000	0	0
TRKA/NEDD4-2	-0.005	0.024	0.17	9	-0.21	1	10
ELMO1	0.001	0.041	0.24	16	-10000	0	16
RhoG/GTP/ELMO1/DOCK1	0.01	0.027	0.15	17	-0.18	2	19
NGF	0	0	-10000	0	-10000	0	0
HRAS	-0.006	0	-10000	0	-10000	0	0
DOCK1	-0.006	0.021	0.24	1	-0.31	2	3
GAB2	-0.006	0.061	0.24	15	-0.31	13	28
RIT2	-0.006	0	-10000	0	-10000	0	0
RIT1	0.016	0.07	0.24	50	-10000	0	50
FRS2	0.001	0.04	0.24	15	-10000	0	15
DNM1	-0.006	0.013	-10000	0	-0.31	1	1
mol:GTP	0	0	-10000	0	-10000	0	0
CRK	-0.005	0.01	0.24	1	-10000	0	1
SH2B1 (homopentamer)	0	0	-10000	0	-10000	0	0
RhoG/GTP	-0.009	0.063	0.18	16	-10000	0	16
mol:GDP	0.038	0.053	0.21	13	-10000	0	13
NGF (dimer)	0	0	-10000	0	-10000	0	0
RhoG/GDP	0.001	0.028	0.17	16	-10000	0	16
RIT1/GDP	0.039	0.054	0.17	47	-10000	0	47
TIAM1	-0.005	0.019	0.24	2	-0.31	1	3
PIK3R1	-0.075	0.13	-10000	0	-0.31	131	131
BDNF (dimer)/TRKB	0.01	0.011	0.16	3	-10000	0	3
KIDINS220/CRKL/C3G	-0.007	0	-10000	0	-10000	0	0
SHC/RasGAP	-0.008	0.015	-10000	0	-0.21	3	3
FRS2 family/SHP2	0.013	0.024	0.16	15	-10000	0	15
SHC/GRB2/SOS1/GAB1	0.016	0.03	0.15	24	-0.16	2	26
RIT1/GTP	0.012	0.048	0.17	50	-10000	0	50
NT3 (dimer)	0.029	0.086	0.24	80	-10000	0	80
RAP1/GDP	0.002	0.012	-10000	0	-10000	0	0
KIDINS220/CRKL	-0.006	0	-10000	0	-10000	0	0
BDNF (dimer)	-0.006	0	-10000	0	-10000	0	0
ubiquitin-dependent protein catabolic process	0.008	0.02	0.15	9	-0.17	1	10
Schwann cell development	-0.004	0.007	-10000	0	-10000	0	0
EHD4	-0.006	0	-10000	0	-10000	0	0
FRS2 family/GRB2/SOS1	0.021	0.035	0.15	39	-10000	0	39
FRS2 family/SHP2/CRK family/C3G/GAB2	-0.002	0.033	0.18	2	-10000	0	2
RAP1B	-0.004	0.023	0.24	5	-10000	0	5
RAP1A	-0.005	0.01	0.24	1	-10000	0	1
CDC42/GTP	-0.012	0.005	-10000	0	-10000	0	0
ABL1	-0.008	0.028	-10000	0	-0.31	5	5
SH2B family/GRB2/SOS1	0.001	0.036	0.17	24	-10000	0	24
Rap1/GTP	-0.002	0.021	0.17	4	-10000	0	4
STAT3	-0.088	0.13	0.18	1	-0.29	160	161
axon guidance	-0.011	0.005	-10000	0	-10000	0	0
MAPK3	-0.011	0.024	-10000	0	-0.16	14	14
MAPK1	-0.007	0.009	0.16	1	-0.16	1	2
CDC42/GDP	0.029	0.042	0.16	13	-10000	0	13
NTF3	0.029	0.086	0.24	80	-10000	0	80
NTF4	0	0	-10000	0	-10000	0	0
NGF (dimer)/TRKA/FAIM	0.005	0.011	-10000	0	-0.18	2	2
PI3K	-0.015	0.12	0.17	98	-0.21	107	205
FRS3	-0.006	0	-10000	0	-10000	0	0
FAIM	-0.007	0.018	-10000	0	-0.31	2	2
GAB1	-0.007	0.018	-10000	0	-0.31	2	2
RASGRF1	-0.012	0.059	0.19	2	-10000	0	2
SOS1	0.005	0.05	0.24	24	-10000	0	24
MCF2L	0.015	0.056	0.15	82	-10000	0	82
RGS19	-0.006	0	-10000	0	-10000	0	0
CDC42	-0.006	0	-10000	0	-10000	0	0
RAS family/GTP	0.051	0.068	0.24	21	-10000	0	21
Rac1/GDP	0.029	0.042	0.16	13	-10000	0	13
NGF (dimer)/TRKA/GRIT	-0.035	0.076	-10000	0	-0.18	130	130
neuron projection morphogenesis	-0.083	0.15	-10000	0	-0.58	20	20
NGF (dimer)/TRKA/NEDD4-2	0.008	0.02	0.15	9	-0.18	1	10
MAP2K1	-0.006	0.028	0.15	1	-0.15	2	3
NGFR	-0.005	0.01	0.24	1	-10000	0	1
NGF (dimer)/TRKA/GIPC/GAIP	-0.021	0.058	-10000	0	-0.18	62	62
RAS family/GTP/PI3K	0.057	0.11	0.23	96	-0.18	50	146
FRS2 family/SHP2/GRB2/SOS1	0.022	0.033	-10000	0	-10000	0	0
NRAS	0.12	0.12	0.24	300	-10000	0	300
GRB2/SOS1	0.001	0.036	0.17	24	-10000	0	24
PRKCI	0.1	0.12	0.24	255	-10000	0	255
ChemicalAbstracts:146-91-8	0	0	-10000	0	-10000	0	0
RAC1	-0.006	0.013	-10000	0	-0.31	1	1
PRKCZ	-0.006	0	-10000	0	-10000	0	0
MAPKKK cascade	0.002	0.038	-10000	0	-0.41	2	2
RASA1	-0.007	0.022	-10000	0	-0.31	3	3
TRKA/c-Abl	-0.009	0.019	-10000	0	-0.21	5	5
SQSTM1	-0.006	0	-10000	0	-10000	0	0
BDNF (dimer)/TRKB/GIPC	-0.005	0.058	-10000	0	-0.16	61	61
NGF (dimer)/TRKA/p62/Atypical PKCs	0.069	0.065	-10000	0	-10000	0	0
MATK	-0.006	0	-10000	0	-10000	0	0
NEDD4L	-0.002	0.033	0.24	9	-0.31	1	10
RAS family/GDP	-0.003	0.007	-10000	0	-10000	0	0
NGF (dimer)/TRKA	-0.011	0.061	0.2	2	-10000	0	2
Rac1/GTP	-0.011	0.021	-10000	0	-10000	0	0
FRS2 family/SHP2/CRK family	0.016	0.023	0.28	1	-10000	0	1

×

ErbB4 signaling events

Figure S66. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S66. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
ErbB4/ErbB4/HBEGF/HBEGF	-0.018	0.069	0.27	4	-0.66	1	5
epithelial cell differentiation	-0.02	0.039	-10000	0	-0.63	1	1
ITCH	0.003	0.029	0.22	6	-10000	0	6
WWP1	-0.011	0.081	0.5	3	-1.1	1	4
FYN	-0.047	0.1	0.24	1	-0.31	79	80
EGFR	-0.03	0.083	0.24	1	-0.31	46	47
PRL	-0.005	0.01	0.24	1	-10000	0	1
neuron projection morphogenesis	-0.012	0.063	0.24	4	-0.5	1	5
PTPRZ1	-0.004	0.018	0.24	3	-10000	0	3
ErbB4/ErbB4/neuregulin 1 beta/neuregulin 1 beta/GRB2/SHC	-0.005	0.064	0.24	1	-0.54	1	2
ErbB4 CYT2/ErbB4 CYT2/neuregulin 1 beta/neuregulin 1 beta	0.003	0.078	0.32	4	-0.6	1	5
ADAM17	0.045	0.093	0.24	103	-10000	0	103
ErbB4/ErbB4	-0.014	0.083	0.46	3	-0.72	1	4
ErbB4/ErbB4/neuregulin 3/neuregulin 3	-0.13	0.11	0.29	1	-0.29	86	87
NCOR1	-0.007	0.018	-10000	0	-0.31	2	2
ErbB4/ErbB4/neuregulin 1 beta/neuregulin 1 beta/Fyn	-0.02	0.089	0.28	4	-0.57	1	5
GRIN2B	-0.021	0.084	0.26	5	-0.54	1	6
ErbB4/ErbB2/betacellulin	0.001	0.075	0.3	4	-0.57	1	5
STAT1	0.13	0.12	0.24	314	-10000	0	314
HBEGF	-0.004	0.018	0.24	3	-10000	0	3
PRLR	0.003	0.046	0.24	20	-10000	0	20
E4ICDs/ETO2	-0.019	0.068	0.28	3	-0.66	1	4
axon guidance	-0.001	0.061	0.34	3	-0.73	1	4
NEDD4	0.001	0.025	0.21	3	-10000	0	3
Prolactin receptor/Prolactin receptor/Prolactin	0	0.033	0.17	21	-10000	0	21
CBFA2T3	-0.006	0	-10000	0	-10000	0	0
ErbB4/ErbB2/HBEGF	0	0.072	0.29	4	-0.57	1	5
MAPK3	-0.01	0.064	0.25	3	-0.51	1	4
STAT1 (dimer)	0.077	0.11	0.25	58	-0.53	1	59
MAPK1	-0.007	0.062	0.24	5	-0.51	1	6
JAK2	-0.006	0.023	0.24	2	-0.31	2	4
ErbB4/ErbB2/neuregulin 1 beta	0.002	0.075	0.29	4	-0.57	1	5
NRG1	0.034	0.077	0.2	102	-10000	0	102
NRG3	-0.23	0.13	0.24	1	-0.31	425	426
NRG2	-0.006	0	-10000	0	-10000	0	0
NRG4	-0.008	0.062	0.24	13	-0.31	15	28
heart development	-0.001	0.061	0.34	3	-0.73	1	4
neural crest cell migration	0.002	0.075	0.28	4	-0.56	1	5
ERBB2	0.034	0.077	0.19	106	-0.22	1	107
WWOX/E4ICDs	-0.019	0.068	0.3	2	-0.66	1	3
SHC1	-0.006	0	-10000	0	-10000	0	0
ErbB4/EGFR/neuregulin 4	-0.032	0.08	0.21	2	-0.29	14	16
apoptosis	0.21	0.16	0.32	366	-0.3	1	367
ErbB4/ErbB4/neuregulin 2 beta/neuregulin 2 beta	-0.019	0.068	0.3	2	-0.66	1	3
ErbB4/ErbB2/epiregulin	0	0.071	0.29	2	-0.57	1	3
ErbB4/ErbB4/betacellulin/betacellulin	-0.017	0.074	0.28	4	-0.47	2	6
ErbB4/ErbB4/HBEGF/HBEGF/Prolactin receptor/Prolactin receptor/Prolactin/JAK2	-0.003	0.065	-10000	0	-0.58	1	1
MDM2	-0.016	0.07	0.33	3	-0.66	1	4
ErbB4 JM-B/ErbB4 JM-B/neuregulin 1 beta/neuregulin 1 beta	0.006	0.068	0.27	6	-0.53	1	7
STAT5A	-0.005	0.058	0.3	3	-0.7	1	4
ErbB4/EGFR/neuregulin 1 beta	-0.012	0.08	0.28	3	-0.57	1	4
DLG4	-0.006	0	-10000	0	-10000	0	0
GRB2/SHC	-0.007	0	-10000	0	-10000	0	0
E4ICDs/TAB2/NCoR1	-0.02	0.061	-10000	0	-0.62	1	1
STAT5A (dimer)	-0.01	0.055	-10000	0	-0.69	1	1
MAP3K7IP2	-0.004	0.018	0.24	3	-10000	0	3
STAT5B (dimer)	-0.003	0.058	0.28	3	-0.49	2	5
LRIG1	-0.007	0.053	0.24	10	-0.31	11	21
EREG	-0.005	0.01	0.24	1	-10000	0	1
BTC	-0.004	0.04	0.24	9	-0.31	4	13
ErbB4/ErbB4/neuregulin 1 beta/neuregulin 1 beta	-0.001	0.061	0.34	3	-0.74	1	4
ERBB4	-0.015	0.082	0.52	2	-0.72	1	3
STAT5B	-0.012	0.042	-10000	0	-0.31	11	11
YAP1	0.005	0.027	-10000	0	-0.51	1	1
GRB2	-0.006	0	-10000	0	-10000	0	0
ErbB4/ErbB2/neuregulin 4	-0.001	0.08	0.29	3	-0.57	1	4
glial cell differentiation	0.019	0.061	0.61	1	-10000	0	1
WWOX	-0.006	0	-10000	0	-10000	0	0
cell proliferation	0.004	0.071	0.27	5	-0.58	1	6

×

IL12-mediated signaling events

Figure S67. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S67. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
IL12/IL12R/TYK2/JAK2/SOCS1	-0.03	0.086	0.28	10	-0.3	7	17
TBX21	-0.12	0.25	0.64	8	-0.59	15	23
B2M	-0.009	0.031	-10000	0	-0.31	6	6
TYK2	-0.013	0.029	-10000	0	-10000	0	0
IL12RB1	-0.013	0.029	0.14	3	-10000	0	3
GADD45B	-0.083	0.21	0.61	8	-0.55	2	10
IL12RB2	-0.01	0.04	0.23	7	-10000	0	7
GADD45G	-0.095	0.23	0.59	6	-1.1	8	14
natural killer cell activation	-0.008	0.027	0.13	6	-10000	0	6
RELB	-0.007	0.018	-10000	0	-0.31	2	2
RELA	-0.006	0.013	-10000	0	-0.31	1	1
IL18	0.039	0.097	0.24	108	-10000	0	108
IL2RA	-0.003	0.025	0.24	6	-10000	0	6
IFNG	0.006	0.052	0.24	26	-10000	0	26
STAT3 (dimer)	-0.11	0.22	0.53	9	-0.56	21	30
HLA-DRB5	0.03	0.12	0.24	105	-0.31	19	124
FASLG	-0.12	0.25	0.64	8	-0.58	22	30
NF kappa B2 p52/RelB	-0.16	0.2	-10000	0	-0.56	31	31
CD4	-0.001	0.038	0.24	11	-0.31	1	12
SOCS1	-0.012	0.043	-10000	0	-0.31	12	12
EntrezGene:6955	-0.001	0.012	-10000	0	-10000	0	0
CD3D	-0.036	0.095	0.23	3	-0.31	59	62
CD3E	-0.004	0.036	0.23	7	-0.31	3	10
CD3G	0.01	0.062	0.24	37	-10000	0	37
IL12Rbeta2/JAK2	-0.013	0.051	0.21	9	-0.22	2	11
CCL3	-0.12	0.26	0.72	13	-0.59	15	28
CCL4	-0.12	0.25	0.62	10	-0.57	30	40
HLA-A	-0.007	0.018	-10000	0	-0.31	2	2
IL18/IL18R	0.019	0.071	0.3	7	-10000	0	7
NOS2	-0.1	0.23	0.61	10	-0.5	28	38
IL12/IL12R/TYK2/JAK2/SPHK2	-0.026	0.08	0.28	10	-10000	0	10
IL1R1	-0.39	0.54	0.66	4	-1	218	222
IL4	0.007	0.031	-10000	0	-10000	0	0
JAK2	-0.013	0.037	0.18	4	-0.32	2	6
EntrezGene:6957	0	0.01	-10000	0	-10000	0	0
TCR/CD3/MHC I/CD8	-0.014	0.067	0.25	2	-0.35	5	7
RAB7A	-0.074	0.2	0.59	4	-0.68	4	8
lysosomal transport	-0.071	0.19	0.59	4	-0.64	4	8
FOS	-0.17	0.41	0.59	19	-1.2	68	87
STAT4 (dimer)	-0.077	0.23	0.6	10	-0.67	4	14
STAT5A (dimer)	-0.15	0.2	0.36	2	-0.55	33	35
GZMA	-0.12	0.26	0.72	6	-0.62	16	22
GZMB	-0.12	0.26	0.69	11	-0.57	29	40
HLX	-0.006	0	-10000	0	-10000	0	0
LCK	-0.13	0.26	0.62	10	-0.6	30	40
TCR/CD3/MHC II/CD4	-0.05	0.17	0.27	30	-0.41	66	96
IL2/IL2R	0.011	0.059	0.18	31	-0.17	31	62
MAPK14	-0.085	0.22	0.59	8	-0.73	7	15
CCR5	-0.084	0.2	0.59	6	-10000	0	6
IL1B	0.004	0.072	0.25	40	-10000	0	40
STAT6	-0.044	0.13	0.38	9	-0.69	6	15
STAT4	-0.004	0.018	0.24	3	-10000	0	3
STAT3	-0.011	0.04	-10000	0	-0.31	10	10
STAT1	0.13	0.12	0.24	314	-10000	0	314
NFKB1	-0.01	0.033	-10000	0	-0.31	7	7
NFKB2	-0.006	0	-10000	0	-10000	0	0
IL12B	-0.013	0.03	0.14	3	-10000	0	3
CD8A	-0.006	0	-10000	0	-10000	0	0
CD8B	-0.005	0.018	0.24	3	-10000	0	3
T-helper 1 cell differentiation	0	0	-10000	0	-10000	0	0
natural killer cell mediated cytotoxicity	0.03	0.086	0.3	7	-0.28	10	17
IL2RB	-0.006	0.021	0.24	1	-0.31	2	3
proteasomal ubiquitin-dependent protein catabolic process	-0.072	0.22	0.59	10	-0.62	4	14
IL2RG	-0.009	0.09	0.24	30	-0.31	30	60
IL12	-0.009	0.054	0.2	9	-0.22	1	10
STAT5A	-0.01	0.036	-10000	0	-0.31	8	8
CD247	-0.006	0.012	-10000	0	-10000	0	0
IL2	-0.006	0	-10000	0	-10000	0	0
SPHK2	-0.006	0	-10000	0	-10000	0	0
FRAP1	-0.006	0	-10000	0	-10000	0	0
IL12A	-0.002	0.061	0.22	30	-0.32	1	31
IL12/IL12R/TYK2/JAK2	-0.14	0.27	0.7	10	-0.62	30	40
MAP2K3	-0.09	0.22	0.58	8	-0.68	8	16
RIPK2	0.073	0.12	0.24	180	-10000	0	180
MAP2K6	-0.08	0.21	0.59	8	-0.69	7	15
regulation of dendritic cell antigen processing and presentation	0	0	-10000	0	-10000	0	0
HLA-DRA	-0.074	0.13	-10000	0	-0.31	129	129
IL18RAP	-0.006	0.011	-10000	0	-10000	0	0
IL12Rbeta1/TYK2	-0.015	0.038	0.17	5	-10000	0	5
EOMES	0.006	0.043	-10000	0	-10000	0	0
STAT1 (dimer)	-0.026	0.24	0.59	23	-0.53	6	29
T cell proliferation	-0.053	0.19	0.54	11	-0.55	4	15
T-helper 1 cell lineage commitment	0	0	-10000	0	-10000	0	0
IL18R1	-0.005	0.015	0.24	1	-10000	0	1
CD8-positive alpha-beta T cell lineage commitment	0	0	-10000	0	-10000	0	0
NF kappa B1 p50/RelA	-0.11	0.14	0.24	1	-0.45	18	19
ATF2	-0.082	0.2	0.56	8	-0.68	7	15

×

Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met)

Figure S68. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S68. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
MET/RANBP9	0.008	0.065	0.17	61	-0.21	12	73
CRKL	0.005	0.054	0.19	1	-0.38	3	4
mol:PIP3	0.008	0.041	0.29	11	-10000	0	11
AKT1	0.001	0.03	0.2	11	-10000	0	11
PTK2B	-0.006	0.013	-10000	0	-0.31	1	1
RAPGEF1	0.002	0.052	0.18	1	-0.36	3	4
RANBP10	-0.006	0.013	-10000	0	-0.31	1	1
PIK3CA	0.047	0.1	0.24	122	-10000	0	122
HGF/MET/SHIP2	0.021	0.055	0.16	63	-0.18	12	75
MAP3K5	0.003	0.051	0.2	1	-0.31	5	6
HGF/MET/CIN85/CBL/ENDOPHILINS	0.023	0.053	0.15	63	-0.16	12	75
AP1	-0.01	0.081	0.2	34	-0.18	59	93
mol:SU11274	0	0	-10000	0	-10000	0	0
SHC1	-0.006	0	-10000	0	-10000	0	0
apoptosis	-0.063	0.23	0.3	6	-0.69	66	72
STAT3 (dimer)	0.006	0.058	0.21	7	-0.21	19	26
GAB1/CRKL/SHP2/PI3K	-0.002	0.097	0.22	16	-0.34	6	22
INPP5D	0	0	-10000	0	-10000	0	0
CBL/CRK	0.003	0.052	-10000	0	-0.36	3	3
PTPN11	-0.006	0	-10000	0	-10000	0	0
GO:0007205	0	0	-10000	0	-10000	0	0
PLCG1	-0.004	0.023	0.24	5	-10000	0	5
PTEN	-0.012	0.042	-10000	0	-0.31	11	11
ELK1	0.015	0.063	0.17	65	-10000	0	65
mol:SU5416	0	0	-10000	0	-10000	0	0
SHP2/GRB2/SOS1GAB1	-0.001	0.025	-10000	0	-0.15	1	1
PAK1	0.003	0.035	0.19	11	-10000	0	11
HGF/MET/RANBP10	0.02	0.054	0.16	60	-0.18	12	72
HRAS	0.007	0.089	0.27	2	-0.51	12	14
DOCK1	0.002	0.053	0.18	1	-0.35	4	5
GAB1	0.007	0.057	0.2	1	-0.26	13	14
CRK	0.005	0.054	0.19	1	-0.38	3	4
mol:PHA665752	0	0	-10000	0	-10000	0	0
mol:GDP	0.01	0.082	0.28	2	-0.45	12	14
JUN	-0.001	0.042	0.24	14	-0.31	2	16
EntrezGene:200958	0	0	-10000	0	-10000	0	0
HGF/MET	0.007	0.048	0.22	2	-0.19	12	14
PIK3R1	-0.075	0.13	-10000	0	-0.31	131	131
cell morphogenesis	-0.005	0.094	0.21	25	-0.3	8	33
GRB2/SHC	0.012	0.04	0.18	2	-0.17	12	14
FOS	-0.029	0.11	0.24	26	-0.31	65	91
GLMN	0.024	0.051	0.13	102	-10000	0	102
cell motility	0.015	0.063	0.17	65	-10000	0	65
HGF/MET/MUC20	0.018	0.054	0.15	61	-0.18	12	73
cell migration	0.012	0.04	0.17	2	-0.17	12	14
GRB2	-0.006	0	-10000	0	-10000	0	0
CBL	-0.006	0	-10000	0	-10000	0	0
MET/RANBP10	0.007	0.064	0.17	59	-0.21	13	72
HGF/MET/Paxillin/FAK1/FAK12/RasGAP	0.007	0.058	0.22	7	-0.19	19	26
MET/MUC20	0.01	0.061	0.17	59	-0.21	12	71
RAP1B	0.001	0.05	0.19	2	-0.34	3	5
RAP1A	0.001	0.05	-10000	0	-0.34	3	3
HGF/MET/RANBP9	0.021	0.054	0.16	62	-0.18	12	74
RAF1	0.005	0.085	0.26	2	-0.48	12	14
STAT3	0.006	0.058	0.21	7	-0.21	19	26
cell proliferation	0.001	0.066	0.2	8	-0.31	12	20
RPS6KB1	0.018	0.036	0.13	18	-10000	0	18
MAPK3	0.023	0.11	0.63	15	-10000	0	15
MAPK1	0.008	0.055	0.45	2	-10000	0	2
RANBP9	-0.004	0.018	0.24	3	-10000	0	3
MAPK8	-0.003	0.058	-10000	0	-0.32	2	2
SRC	0.004	0.054	0.2	7	-0.34	1	8
PI3K	0.009	0.1	0.17	98	-0.21	14	112
MET/Glomulin	0.032	0.069	0.2	59	-0.18	9	68
SOS1	0.005	0.05	0.24	24	-10000	0	24
MAP2K1	0.003	0.08	0.25	3	-0.45	12	15
MET	0.014	0.089	0.24	59	-0.31	12	71
MAP4K1	0.005	0.051	-10000	0	-0.36	3	3
PTK2	0.006	0.054	0.24	28	-10000	0	28
MAP2K2	-0.017	0.09	0.25	2	-0.46	12	14
BAD	-0.001	0.028	0.19	11	-10000	0	11
MAP2K4	0	0.05	0.2	1	-0.29	5	6
SHP2/GRB2/SOS1/GAB1	-0.002	0.044	-10000	0	-0.28	13	13
INPPL1	-0.005	0.015	0.24	2	-10000	0	2
PXN	-0.01	0.033	-10000	0	-0.31	7	7
SH3KBP1	-0.005	0.01	0.24	1	-10000	0	1
HGS	0.004	0.044	0.2	2	-0.18	12	14
PLCgamma1/PKC	-0.002	0.016	0.17	5	-10000	0	5
HGF	-0.004	0.021	0.24	4	-10000	0	4
RASA1	-0.007	0.022	-10000	0	-0.31	3	3
NCK1	0.012	0.065	0.24	42	-10000	0	42
PTPRJ	-0.004	0.018	0.24	3	-10000	0	3
NCK/PLCgamma1	0.015	0.06	0.16	49	-0.17	12	61
PDPK1	0.004	0.034	0.23	11	-10000	0	11
HGF/MET/SHIP	0.018	0.054	0.15	61	-0.18	12	73

×

BMP receptor signaling

Figure S69. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S69. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
BMP7/BMPR2/BMPR1A-1B/FS	0.007	0.094	0.3	6	-0.17	90	96
SMAD6-7/SMURF1	0.01	0.012	0.16	4	-10000	0	4
NOG	-0.005	0.019	0.24	2	-0.31	1	3
SMAD9	-0.01	0.053	-10000	0	-0.45	6	6
SMAD4	-0.006	0	-10000	0	-10000	0	0
SMAD5	-0.023	0.061	-10000	0	-0.27	4	4
BMP7/USAG1	0.025	0.11	0.18	141	-0.22	41	182
SMAD5/SKI	-0.024	0.059	-10000	0	-0.26	4	4
SMAD1	-0.009	0.027	-10000	0	-0.28	3	3
BMP2	-0.006	0	-10000	0	-10000	0	0
SMAD1/SMAD1/SMAD4	-0.017	0.022	-10000	0	-0.25	3	3
BMPR1A	-0.006	0.033	0.24	4	-0.31	4	8
BMPR1B	-0.034	0.092	0.24	3	-0.31	56	59
BMPR1A-1B/BAMBI	0.003	0.073	0.16	50	-0.18	56	106
AHSG	-0.006	0	-10000	0	-10000	0	0
CER1	-0.005	0.01	0.24	1	-10000	0	1
BMP2-4/CER1	0.012	0.021	0.16	12	-10000	0	12
BMP2-4/BMPR2/BMPR1A-1B/RGM/ENDOFIN/GADD34/PP1CA	-0.033	0.07	-10000	0	-0.31	7	7
BMP2-4 (homodimer)	-0.004	0.024	0.17	11	-10000	0	11
RGMB	-0.006	0	-10000	0	-10000	0	0
BMP6/BMPR2/BMPR1A-1B	-0.005	0.057	-10000	0	-0.16	61	61
RGMA	-0.013	0.047	-10000	0	-0.31	14	14
SMURF1	-0.006	0	-10000	0	-10000	0	0
BMP2-4/BMPR2/BMPR1A-1B/RGM/XIAP	-0.02	0.06	0.19	1	-0.31	3	4
BMP2-4/USAG1	0.038	0.061	0.16	116	-0.18	2	118
SMAD6/SMURF1/SMAD5	-0.024	0.059	-10000	0	-0.26	4	4
SOSTDC1	0.041	0.1	0.24	111	-0.31	2	113
BMP7/BMPR2/BMPR1A-1B	-0.007	0.087	0.29	1	-0.18	92	93
SKI	-0.006	0	-10000	0	-10000	0	0
BMP6 (homodimer)	-0.005	0.015	0.24	2	-10000	0	2
HFE2	-0.006	0	-10000	0	-10000	0	0
ZFYVE16	-0.002	0.029	0.24	8	-10000	0	8
MAP3K7	-0.003	0.025	0.24	6	-10000	0	6
BMP2-4/CHRD	0.012	0.02	0.16	11	-10000	0	11
SMAD5/SMAD5/SMAD4	-0.024	0.059	-10000	0	-0.26	4	4
MAPK1	-0.006	0.016	0.24	1	-0.31	1	2
TAK1/TAB family	-0.023	0.054	-10000	0	-0.27	3	3
BMP7 (homodimer)	-0.01	0.11	0.24	46	-0.31	45	91
NUP214	-0.006	0	-10000	0	-10000	0	0
BMP6/FETUA	-0.006	0.01	0.17	2	-10000	0	2
SMAD1/SKI	-0.01	0.026	-10000	0	-0.27	3	3
SMAD6	-0.004	0.021	0.24	4	-10000	0	4
CTDSP2	-0.007	0.018	-10000	0	-0.31	2	2
BMP2-4/FETUA	0.012	0.02	0.16	11	-10000	0	11
MAP3K7IP1	-0.006	0	-10000	0	-10000	0	0
GREM1	0.004	0.048	0.24	22	-10000	0	22
BMPR2 (homodimer)	-0.006	0.013	-10000	0	-0.31	1	1
GADD34/PP1CA	-0.005	0.055	0.16	7	-0.18	48	55
BMPR1A-1B (homodimer)	-0.026	0.067	0.17	7	-0.21	60	67
CHRDL1	-0.14	0.15	0.24	2	-0.31	263	265
ENDOFIN/SMAD1	-0.008	0.031	-10000	0	-0.27	3	3
SMAD6-7/SMURF1/SMAD1	-0.012	0.027	-10000	0	-0.26	3	3
SMAD6/SMURF1	-0.006	0	-10000	0	-10000	0	0
BAMBI	0.015	0.07	0.24	48	-0.31	1	49
SMURF2	-0.005	0.01	0.24	1	-10000	0	1
BMP2-4/CHRDL1	-0.074	0.096	0.16	7	-0.18	259	266
BMP2-4/GREM1	0.017	0.035	0.16	33	-10000	0	33
SMAD7	-0.006	0	-10000	0	-10000	0	0
SMAD8A/SMAD8A/SMAD4	-0.007	0.051	-10000	0	-0.43	6	6
SMAD1/SMAD6	-0.01	0.026	-10000	0	-0.27	3	3
TAK1/SMAD6	-0.005	0.018	0.17	6	-10000	0	6
BMP7	-0.01	0.11	0.24	46	-0.31	45	91
BMP6	-0.005	0.015	0.24	2	-10000	0	2
MAP3K7IP2	-0.004	0.018	0.24	3	-10000	0	3
BMP2-4/BMPR2/BMPR1A-1B/RGM/SMAD7/SMURF1	-0.018	0.055	0.16	1	-0.29	3	4
PPM1A	-0.006	0	-10000	0	-10000	0	0
SMAD1/SMURF2	-0.01	0.027	-10000	0	-0.27	3	3
SMAD7/SMURF1	-0.007	0	-10000	0	-10000	0	0
CTDSPL	-0.006	0	-10000	0	-10000	0	0
PPP1CA	-0.006	0	-10000	0	-10000	0	0
XIAP	0	0	-10000	0	-10000	0	0
CTDSP1	-0.007	0.022	-10000	0	-0.31	3	3
PPP1R15A	-0.032	0.086	0.24	1	-0.31	50	51
BMP2-4/BMPR2/BMPR1A-1B/RGM/FS	-0.012	0.07	0.18	6	-0.38	3	9
CHRD	-0.006	0	-10000	0	-10000	0	0
BMPR2	-0.006	0.013	-10000	0	-0.31	1	1
BMP2-4/BMPR2/BMPR1A-1B/RGM	-0.021	0.061	0.18	1	-0.32	3	4
BMP4	-0.001	0.034	0.24	11	-10000	0	11
FST	0.017	0.072	0.24	53	-10000	0	53
BMP2-4/NOG	0.012	0.023	0.16	13	-0.18	1	14
BMP7/BMPR2/BMPR1A-1B/SMAD6/SMURF1	-0.005	0.083	0.28	1	-0.17	92	93

×

ceramide signaling pathway

Figure S70. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S70. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
MAP4K4	-0.048	0.11	-10000	0	-0.27	93	93
BAG4	-0.006	0	-10000	0	-10000	0	0
BAD	-0.019	0.034	-10000	0	-0.15	12	12
NFKBIA	-0.013	0.045	-10000	0	-0.31	13	13
BIRC3	-0.047	0.12	0.24	16	-0.31	90	106
BAX	-0.019	0.034	-10000	0	-0.15	12	12
EnzymeConsortium:3.1.4.12	-0.012	0.026	-10000	0	-0.092	20	20
IKBKB	-0.048	0.11	-10000	0	-0.26	93	93
MAP2K2	-0.039	0.054	-10000	0	-0.14	93	93
MAP2K1	-0.022	0.03	-10000	0	-0.16	6	6
SMPD1	-0.013	0.026	-10000	0	-0.11	12	12
GO:0005551	0	0	-10000	0	-10000	0	0
FADD/Caspase 8	-0.048	0.11	-10000	0	-0.43	19	19
MAP2K4	-0.022	0.035	-10000	0	-0.14	22	22
protein ubiquitination	-0.047	0.11	-10000	0	-0.27	92	92
EnzymeConsortium:2.7.1.37	-0.031	0.039	-10000	0	-0.2	9	9
response to UV	0	0	-10000	0	-0.002	9	9
RAF1	-0.021	0.032	-10000	0	-0.15	12	12
CRADD	-0.006	0	-10000	0	-10000	0	0
mol:ceramide	-0.018	0.036	-10000	0	-0.14	18	18
I-kappa-B-alpha/RELA/p50/ubiquitin	0.001	0.028	-10000	0	-0.18	14	14
MADD	-0.006	0	-10000	0	-10000	0	0
MAP3K1	-0.02	0.036	-10000	0	-0.15	16	16
TRADD	-0.01	0.036	-10000	0	-0.31	8	8
RELA/p50	-0.006	0.013	-10000	0	-0.31	1	1
MAPK3	-0.034	0.045	-10000	0	-0.18	21	21
MAPK1	-0.031	0.042	-10000	0	-0.18	15	15
p50/RELA/I-kappa-B-alpha	-0.012	0.032	-10000	0	-0.21	14	14
FADD	-0.049	0.11	-10000	0	-0.27	96	96
KSR1	-0.02	0.034	-10000	0	-0.16	12	12
MAPK8	-0.021	0.033	0.1	1	-0.14	10	11
TRAF2	-0.004	0.004	-10000	0	-10000	0	0
response to radiation	0	0	-10000	0	-0.002	1	1
CHUK	-0.044	0.11	-10000	0	-0.26	92	92
TNF R/SODD	-0.012	0.037	-10000	0	-0.21	19	19
TNF	-0.006	0.01	0.24	1	-10000	0	1
CYCS	-0.005	0.047	0.12	4	-0.15	9	13
IKBKG	-0.048	0.11	-10000	0	-0.41	19	19
TNF/TNF R/TRADD/MADD/cIAP/RIP/TRAF2/RAIDD	-0.049	0.12	-10000	0	-0.28	98	98
RELA	-0.006	0.013	-10000	0	-0.31	1	1
RIPK1	-0.004	0.004	-10000	0	-10000	0	0
AIFM1	-0.003	0.05	0.12	16	-0.15	9	25
TNF/TNF R/SODD	0	0.034	0.16	1	-0.18	19	20
TNFRSF1A	-0.014	0.055	-10000	0	-0.31	19	19
response to heat	0	0	-10000	0	-0.002	1	1
CASP8	-0.009	0.047	-10000	0	-0.9	1	1
NSMAF	-0.048	0.11	-10000	0	-0.27	95	95
response to hydrogen peroxide	0	0	-10000	0	-0.002	9	9
BCL2	-0.055	0.11	0.24	1	-0.31	93	94

×

Role of Calcineurin-dependent NFAT signaling in lymphocytes

Figure S71. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S71. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
BCL2L1	-0.005	0.01	0.24	1	-10000	0	1
NFATC1	0.057	0.033	-10000	0	-10000	0	0
NFATC2	-0.025	0.041	0.15	4	-0.16	16	20
NFATC3	-0.009	0.02	-10000	0	-10000	0	0
YWHAE	-0.006	0.013	-10000	0	-0.31	1	1
Calcineurin A alpha-beta B1/CABIN1	-0.004	0.033	-10000	0	-0.19	6	6
Exportin 1/Ran/NUP214	0.013	0.043	0.15	46	-10000	0	46
mol:DAG	-0.002	0.003	-10000	0	-10000	0	0
CABIN1/MEF2D/CaM/Ca2+/CAMK IV	-0.018	0.035	0.12	5	-0.29	1	6
BCL2/BAX	-0.04	0.076	0.17	1	-0.21	93	94
CaM/Ca2+/Calcineurin A alpha-beta B1	-0.013	0.03	-10000	0	-0.22	11	11
CaM/Ca2+	-0.013	0.03	-10000	0	-0.22	11	11
BAX	-0.006	0	-10000	0	-10000	0	0
MAPK14	-0.007	0.011	0.24	1	-10000	0	1
BAD	-0.006	0	-10000	0	-10000	0	0
CABIN1/MEF2D	-0.008	0.031	-10000	0	-0.23	2	2
Calcineurin A alpha-beta B1/BCL2	-0.055	0.11	0.24	1	-0.31	93	94
FKBP8	-0.027	0.077	-10000	0	-0.31	40	40
activation-induced cell death of T cells	0.008	0.031	0.23	2	-10000	0	2
KPNB1	-0.006	0	-10000	0	-10000	0	0
KPNA2	0.21	0.081	0.24	500	-10000	0	500
XPO1	0.014	0.068	0.24	46	-10000	0	46
SFN	0.003	0.047	0.24	21	-10000	0	21
MAP3K8	-0.008	0.004	-10000	0	-10000	0	0
NFAT4/CK1 alpha	-0.019	0.031	0.12	1	-0.19	15	16
MEF2D/NFAT1/Cbp/p300	-0.094	0.11	0.38	4	-0.22	209	213
CABIN1	-0.004	0.033	-10000	0	-0.19	6	6
CALM1	-0.015	0.042	-10000	0	-0.31	11	11
RAN	-0.006	0.001	-10000	0	-10000	0	0
MAP3K1	-0.008	0.025	-10000	0	-0.31	4	4
CAMK4	-0.002	0.031	0.24	9	-10000	0	9
mol:Ca2+	-0.004	0.007	-10000	0	-10000	0	0
MAPK3	-0.013	0.047	-10000	0	-0.31	14	14
YWHAH	-0.007	0.022	-10000	0	-0.31	3	3
Calcineurin A alpha-beta B1/AKAP79/PKA	-0.008	0.003	-10000	0	-10000	0	0
YWHAB	-0.005	0.01	0.24	1	-10000	0	1
MAPK8	-0.005	0.026	0.24	6	-10000	0	6
MAPK9	-0.006	0.016	0.24	1	-0.31	1	2
YWHAG	-0.006	0	-10000	0	-10000	0	0
FKBP1A	-0.006	0	-10000	0	-10000	0	0
NFAT1-c-4/YWHAQ	0.035	0.045	-10000	0	-10000	0	0
PRKCH	-0.007	0.018	-10000	0	-0.31	2	2
CABIN1/Cbp/p300	-0.02	0.032	-10000	0	-0.22	13	13
CASP3	-0.003	0.033	0.24	10	-10000	0	10
PIM1	-0.004	0.018	0.24	3	-10000	0	3
Calcineurin A alpha-beta B1/FKBP12/FK506	-0.005	0.004	-10000	0	-10000	0	0
apoptosis	-0.006	0.042	-10000	0	-10000	0	0
14-3-3 family/BAD/CaM/Ca2+/Calcineurin A alpha-beta B1	-0.004	0.029	-10000	0	-10000	0	0
PRKCB	0	0	-10000	0	-10000	0	0
PRKCE	-0.005	0.01	0.24	1	-10000	0	1
JNK2/NFAT4	-0.011	0.02	0.16	1	-10000	0	1
BAD/BCL-XL	-0.007	0.007	0.17	1	-10000	0	1
PRKCD	-0.006	0.021	0.24	1	-0.31	2	3
NUP214	-0.006	0.001	-10000	0	-10000	0	0
PRKCZ	-0.008	0.004	-10000	0	-10000	0	0
PRKCA	-0.005	0.037	0.24	7	-0.31	4	11
PRKCG	-0.006	0	-10000	0	-10000	0	0
PRKCQ	-0.009	0.048	0.24	5	-0.31	11	16
FKBP38/BCL2	-0.054	0.092	0.17	1	-0.22	125	126
EP300	-0.012	0.02	-10000	0	-0.32	2	2
PRKCB1	-0.003	0.025	0.24	6	-10000	0	6
CSNK2A1	-0.006	0	-10000	0	-10000	0	0
NFATc/JNK1	0.054	0.037	0.22	4	-10000	0	4
CaM/Ca2+/FKBP38	-0.025	0.049	-10000	0	-0.18	51	51
FKBP12/FK506	-0.003	0	-10000	0	-10000	0	0
CSNK1A1	-0.014	0.027	0.16	2	-0.18	11	13
CaM/Ca2+/CAMK IV	-0.01	0.03	0.15	8	-0.18	10	18
NFATc/ERK1	0.054	0.035	-10000	0	-10000	0	0
CABIN1/YWHAQ/CaM/Ca2+/CAMK IV	-0.015	0.034	-10000	0	-0.28	1	1
NR4A1	-0.15	0.17	0.49	4	-0.35	228	232
GSK3B	-0.008	0.004	-10000	0	-10000	0	0
positive T cell selection	-0.009	0.02	-10000	0	-10000	0	0
NFAT1/CK1 alpha	-0.028	0.042	0.13	5	-0.22	11	16
RCH1/ KPNB1	0.15	0.058	0.17	500	-10000	0	500
YWHAQ	-0.006	0	-10000	0	-10000	0	0
PRKACA	-0.007	0.003	-10000	0	-10000	0	0
AKAP5	-0.006	0	-10000	0	-10000	0	0
MEF2D	-0.011	0.008	-10000	0	-10000	0	0
mol:FK506	0	0	-10000	0	-10000	0	0
YWHAZ	-0.006	0	-10000	0	-10000	0	0
NFATc/p38 alpha	0.054	0.033	-10000	0	-10000	0	0
CREBBP	-0.017	0.042	-10000	0	-0.31	11	11
BCL2	-0.055	0.11	0.24	1	-0.31	93	94

×

ErbB2/ErbB3 signaling events

Figure S72. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S72. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
USP8	-0.003	0.025	0.18	9	-10000	0	9
RAS family/GTP	0.09	0.11	0.26	104	-0.2	1	105
NFATC4	-0.011	0.044	0.17	8	-10000	0	8
ERBB2IP	-0.005	0.013	-10000	0	-0.3	1	1
HSP90 (dimer)	-0.006	0.013	-10000	0	-0.31	1	1
mammary gland morphogenesis	-0.003	0.066	0.3	8	-0.17	24	32
JUN	0.023	0.11	0.31	51	-10000	0	51
HRAS	-0.004	0.005	-10000	0	-10000	0	0
DOCK7	-0.004	0.059	0.2	14	-0.18	3	17
ErbB2/ErbB3/neuregulin 1 beta/SHC	-0.008	0.046	0.14	19	-0.16	26	45
AKT1	-0.003	0.009	0.2	1	-10000	0	1
BAD	-0.005	0.007	0.16	1	-10000	0	1
MAPK10	-0.01	0.038	0.13	11	-0.13	4	15
mol:GTP	0	0.003	-10000	0	-10000	0	0
ErbB2/ErbB3/neuregulin 1 beta	-0.002	0.071	0.32	8	-0.19	4	12
RAF1	0.075	0.12	0.31	71	-0.22	1	72
ErbB2/ErbB3/neuregulin 2	-0.009	0.044	0.15	17	-0.16	27	44
STAT3	-0.011	0.12	-10000	0	-0.9	10	10
cell migration	-0.007	0.041	0.15	11	-0.15	1	12
mol:PI-3-4-5-P3	0	0.001	-10000	0	-10000	0	0
cell proliferation	0.039	0.21	0.56	41	-0.52	5	46
FOS	0.019	0.23	0.52	54	-0.44	66	120
NRAS	0.13	0.12	0.24	300	-10000	0	300
mol:Ca2+	-0.003	0.066	0.3	8	-0.17	24	32
MAPK3	0.041	0.18	0.51	41	-0.48	6	47
MAPK1	0.049	0.18	0.51	42	-0.48	2	44
JAK2	-0.01	0.052	0.2	8	-0.18	4	12
NF2	-0.002	0.009	-10000	0	-10000	0	0
ErbB2/ErbB3/neuregulin 1 beta/SHC/GRB2/SOS1	-0.003	0.051	0.15	2	-0.2	25	27
NRG1	-0.004	0.012	0.25	1	-10000	0	1
GRB2/SOS1	0.002	0.036	0.17	24	-10000	0	24
MAPK8	-0.006	0.063	0.23	9	-0.22	22	31
MAPK9	-0.007	0.036	0.14	11	-10000	0	11
ERBB2	-0.003	0.026	0.21	6	-0.21	2	8
ERBB3	-0.012	0.073	0.24	12	-0.31	25	37
SHC1	-0.004	0.006	-10000	0	-10000	0	0
RAC1	-0.006	0.013	-10000	0	-0.31	1	1
apoptosis	0.005	0.01	-10000	0	-0.19	1	1
STAT3 (dimer)	-0.011	0.12	-10000	0	-0.88	10	10
RNF41	-0.005	0.023	0.16	10	-10000	0	10
FRAP1	-0.005	0.007	0.16	1	-10000	0	1
RAC1-CDC42/GTP	-0.019	0.026	-10000	0	-0.13	22	22
ErbB2/ErbB2/HSP90 (dimer)	-0.005	0.021	0.15	6	-0.18	3	9
CHRNA1	0.05	0.17	0.53	42	-0.37	2	44
myelination	-0.013	0.042	0.22	3	-10000	0	3
PPP3CB	-0.01	0.049	0.19	9	-0.17	4	13
KRAS	0.026	0.082	0.24	71	-10000	0	71
RAC1-CDC42/GDP	-0.006	0.045	-10000	0	-0.18	24	24
NRG2	-0.006	0	-10000	0	-10000	0	0
mol:GDP	-0.003	0.051	0.15	2	-0.2	25	27
SOS1	0.006	0.05	0.24	24	-10000	0	24
MAP2K2	0.053	0.12	0.38	39	-0.26	4	43
SRC	-0.006	0	-10000	0	-10000	0	0
mol:cAMP	0	0.001	-10000	0	-10000	0	0
PTPN11	-0.011	0.049	0.17	9	-0.17	4	13
MAP2K1	0.062	0.16	0.48	44	-0.41	2	46
heart morphogenesis	-0.003	0.066	0.3	8	-0.17	24	32
RAS family/GDP	0.094	0.11	0.26	96	-0.19	1	97
GRB2	-0.004	0.005	-10000	0	-10000	0	0
PRKACA	0.001	0.005	-10000	0	-10000	0	0
CHRNE	0.008	0.038	0.26	7	-10000	0	7
HSP90AA1	-0.006	0.013	-10000	0	-0.31	1	1
activation of caspase activity	0.003	0.009	-10000	0	-0.2	1	1
nervous system development	-0.003	0.066	0.3	8	-0.17	24	32
CDC42	-0.006	0	-10000	0	-10000	0	0

×

Regulation of cytoplasmic and nuclear SMAD2/3 signaling

Figure S73. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S73. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
SMAD4	-0.006	0	-10000	0	-10000	0	0
SMAD2	-0.001	0.027	0.17	1	-0.18	3	4
SMAD3	-0.01	0.035	-10000	0	-0.39	1	1
SMAD3/SMAD4	0.1	0.043	0.22	14	-10000	0	14
SMAD4/Ubc9/PIASy	0.009	0	-10000	0	-10000	0	0
SMAD2/SMAD2/SMAD4	0.12	0.056	0.23	33	-10000	0	33
PPM1A	-0.006	0	-10000	0	-10000	0	0
CALM1	-0.012	0.042	-10000	0	-0.31	11	11
SMAD2/SMAD4	-0.003	0.023	-10000	0	-0.17	3	3
MAP3K1	-0.008	0.025	-10000	0	-0.31	4	4
TRAP-1/SMAD4	-0.007	0	-10000	0	-10000	0	0
MAPK3	-0.013	0.047	-10000	0	-0.31	14	14
MAPK1	-0.006	0.016	0.24	1	-0.31	1	2
NUP214	-0.006	0	-10000	0	-10000	0	0
CTDSP1	-0.007	0.022	-10000	0	-0.31	3	3
CTDSP2	-0.007	0.018	-10000	0	-0.31	2	2
CTDSPL	-0.006	0	-10000	0	-10000	0	0
KPNB1	-0.006	0	-10000	0	-10000	0	0
TGFBRAP1	-0.006	0	-10000	0	-10000	0	0
UBE2I	-0.006	0	-10000	0	-10000	0	0
NUP153	0.001	0.041	0.24	16	-10000	0	16
KPNA2	0.21	0.081	0.24	500	-10000	0	500
PIAS4	-0.006	0	-10000	0	-10000	0	0

×

Glypican 1 network

Figure S74. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S74. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
GPC1/FGF2 dimer/FGFR1 dimer	0	0.043	0.16	3	-0.18	28	31
fibroblast growth factor receptor signaling pathway	0	0.043	0.16	3	-0.18	28	31
LAMA1	0.036	0.093	0.24	96	-10000	0	96
PRNP	-0.011	0.04	-10000	0	-0.31	10	10
GPC1/SLIT2	-0.022	0.07	0.17	18	-0.21	56	74
SMAD2	-0.012	0.021	0.13	1	-0.16	10	11
GPC1/PrPc/Cu2+	0.003	0.024	-10000	0	-0.18	10	10
GPC1/Laminin alpha1	0.023	0.066	0.17	96	-10000	0	96
TDGF1	-0.006	0	-10000	0	-10000	0	0
CRIPTO/GPC1	-0.007	0	-10000	0	-10000	0	0
APP/GPC1	-0.01	0.026	-10000	0	-0.21	9	9
mol:NO	0	0	-10000	0	-10000	0	0
YES1	0	0.036	0.16	26	-10000	0	26
FLT1	-0.006	0	-10000	0	-10000	0	0
GPC1/TGFB/TGFBR1/TGFBR2	0.006	0.023	0.16	1	-0.18	8	9
SERPINC1	-0.006	0	-10000	0	-10000	0	0
FYN	-0.031	0.059	0.16	1	-0.18	79	80
FGR	-0.008	0	-10000	0	-10000	0	0
positive regulation of MAPKKK cascade	-0.021	0.046	-10000	0	-0.22	1	1
SLIT2	-0.028	0.1	0.24	18	-0.31	56	74
GPC1/NRG	-0.007	0.007	0.17	1	-10000	0	1
NRG1	-0.005	0.01	0.24	1	-10000	0	1
GPC1/VEGF165 homodimer/VEGFR1 homodimer	0.022	0.041	0.16	49	-10000	0	49
LYN	-0.013	0.027	-10000	0	-0.18	15	15
mol:Spermine	-0.003	0	-10000	0	-10000	0	0
cell growth	0	0.043	0.16	3	-0.18	28	31
BMP signaling pathway	0.006	0	-10000	0	-10000	0	0
SRC	-0.008	0	-10000	0	-10000	0	0
TGFBR1	-0.005	0.01	0.24	1	-10000	0	1
mol:Cu2+	0	0	-10000	0	-10000	0	0
PLA2G2A	-0.13	0.15	0.24	5	-0.31	241	246
GPC1	-0.006	0	-10000	0	-10000	0	0
TGFBR1 (dimer)	-0.005	0.01	0.24	1	-10000	0	1
VEGFA	0.016	0.069	0.24	49	-10000	0	49
BLK	-0.008	0.007	0.16	1	-10000	0	1
HCK	-0.008	0.007	0.16	1	-10000	0	1
FGF2	-0.011	0.04	-10000	0	-0.31	10	10
FGFR1	-0.015	0.057	0.24	3	-0.31	19	22
VEGFR1 homodimer	-0.006	0	-10000	0	-10000	0	0
TGFBR2	-0.01	0.036	-10000	0	-0.31	8	8
cell death	-0.01	0.026	-10000	0	-0.21	9	9
ATIII/GPC1	-0.007	0	-10000	0	-10000	0	0
PLA2G2A/GPC1	-0.092	0.1	0.17	5	-0.21	241	246
LCK	-0.008	0	-10000	0	-10000	0	0
neuron differentiation	-0.007	0.007	0.17	1	-10000	0	1
PrPc/Cu2+	-0.007	0.027	-10000	0	-0.21	10	10
APP	-0.011	0.038	-10000	0	-0.31	9	9
TGFBR2 (dimer)	-0.01	0.036	-10000	0	-0.31	8	8

×

Lissencephaly gene (LIS1) in neuronal migration and development

Figure S75. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S75. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
DYNC1H1	-0.005	0.01	0.24	1	-10000	0	1
VLDLR	-0.014	0.055	0.24	3	-0.31	17	20
LRPAP1	-0.006	0.025	0.24	3	-0.31	2	5
NUDC	-0.006	0.013	-10000	0	-0.31	1	1
RELN/LRP8	-0.016	0.081	0.16	28	-0.18	97	125
CaM/Ca2+	-0.007	0.028	-10000	0	-0.21	11	11
KATNA1	-0.006	0	-10000	0	-10000	0	0
GO:0030286	0	0	-10000	0	-10000	0	0
ABL1	-0.03	0.07	0.13	29	-0.16	102	131
IQGAP1/CaM	-0.011	0.032	0.17	1	-0.21	13	14
DAB1	-0.006	0	-10000	0	-10000	0	0
IQGAP1	-0.006	0.021	0.24	1	-0.31	2	3
PLA2G7	0.021	0.077	0.24	61	-10000	0	61
CALM1	-0.012	0.042	-10000	0	-0.31	11	11
DYNLT1	-0.038	0.093	-10000	0	-0.31	61	61
mol:Ca2+	0	0	-10000	0	-10000	0	0
LRPAP1/LRP8	-0.005	0.025	0.17	9	-0.21	2	11
UniProt:Q4QZ09	0	0	-10000	0	-10000	0	0
CLIP1	-0.006	0	-10000	0	-10000	0	0
CDK5R1	-0.006	0	-10000	0	-10000	0	0
LIS1/Poliovirus Protein 3A	-0.005	0.009	0.14	2	-10000	0	2
CDK5R2	-0.006	0	-10000	0	-10000	0	0
mol:PP1	0	0	-10000	0	-10000	0	0
RELN/VLDLR/DAB1	-0.022	0.083	0.16	24	-0.18	112	136
YWHAE	-0.006	0.013	-10000	0	-0.31	1	1
NDEL1/14-3-3 E	-0.016	0.071	0.26	3	-0.25	1	4
MAP1B	-0.024	0.067	0.14	1	-0.22	61	62
RAC1	-0.003	0.016	-10000	0	-0.33	1	1
p35/CDK5	-0.015	0.076	0.28	3	-0.27	1	4
RELN	-0.048	0.13	0.24	22	-0.31	97	119
PAFAH/LIS1	0.011	0.055	0.17	62	-10000	0	62
LIS1/CLIP170	-0.008	0.009	0.14	2	-10000	0	2
LIS1/NDEL1/Katanin 60/Dynein Light chain/Dynein heavy chain	-0.044	0.051	-10000	0	-0.24	5	5
RELN/VLDLR/DAB1/LIS1/PAFAH1B2/PAFAH1B3	-0.03	0.081	0.2	3	-0.19	104	107
GO:0005869	0	0	-10000	0	-10000	0	0
NDEL1	-0.015	0.074	0.27	3	-0.26	1	4
LIS1/IQGAP1	-0.008	0.015	0.15	3	-0.18	2	5
RHOA	-0.004	0.021	-10000	0	-0.33	2	2
PAFAH1B1	-0.006	0.012	0.2	2	-10000	0	2
PAFAH1B3	0.004	0.049	0.24	23	-10000	0	23
PAFAH1B2	-0.006	0	-10000	0	-10000	0	0
MAP1B/LIS1/Dynein heavy chain	-0.02	0.044	0.14	3	-10000	0	3
NDEL1/Katanin 60/Dynein heavy chain	-0.017	0.069	0.24	3	-0.25	1	4
LRP8	-0.003	0.025	0.24	6	-10000	0	6
NDEL1/Katanin 60	-0.016	0.071	0.26	3	-0.25	1	4
P39/CDK5	-0.015	0.076	0.28	3	-0.27	1	4
LIS1/NudC/Dynein intermediate chain/microtubule organizing center	-0.008	0.011	0.14	2	-0.18	1	3
CDK5	-0.014	0.081	0.14	57	-0.29	1	58
PPP2R5D	-0.006	0	-10000	0	-10000	0	0
LIS1/CLIP170/Dynein Complex/Dynactin Complex	-0.006	0.008	0.12	2	-10000	0	2
CSNK2A1	-0.006	0	-10000	0	-10000	0	0
RELN/VLDLR/DAB1/LIS1	-0.032	0.068	0.15	24	-0.15	110	134
RELN/VLDLR	-0.016	0.08	0.16	29	-0.16	110	139
CDC42	-0.003	0.008	-10000	0	-10000	0	0

×

Canonical Wnt signaling pathway

Figure S76. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S76. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
HDAC1	0.04	0.077	0.24	54	-10000	0	54
AES	-0.013	0.1	0.15	15	-0.31	54	69
FBXW11	-0.006	0	-10000	0	-10000	0	0
mol:GTP	0.001	0.001	-10000	0	-10000	0	0
LRP6/FZD1	0.006	0.046	0.17	41	-10000	0	41
SMAD4	-0.006	0	-10000	0	-10000	0	0
DKK2	-0.005	0.002	-10000	0	-10000	0	0
TLE1	0.023	0.049	0.19	24	-10000	0	24
MACF1	-0.003	0.028	0.24	6	-0.31	1	7
CTNNB1	0.009	0.04	0.22	3	-10000	0	3
WIF1	0.002	0.033	0.24	10	-10000	0	10
beta catenin/RanBP3	0.12	0.18	0.36	190	-10000	0	190
KREMEN2	-0.005	0.003	-10000	0	-10000	0	0
DKK1	0.002	0.043	0.24	18	-10000	0	18
beta catenin/beta TrCP1	0.021	0.042	0.22	2	-10000	0	2
FZD1	-0.006	0.003	-10000	0	-10000	0	0
AXIN2	-0.073	0.13	0.53	1	-0.54	17	18
AXIN1	-0.004	0.004	-10000	0	-10000	0	0
RAN	-0.001	0.006	-10000	0	-10000	0	0
Axin1/APC/GSK3/beta catenin	0.016	0.026	-10000	0	-10000	0	0
beta catenin/TCF/CtBP/CBP/TLE1/AES/SMAD4	-0.013	0.11	0.25	3	-0.27	42	45
Axin1/APC/GSK3	0.011	0.026	-10000	0	-10000	0	0
Axin1/APC/GSK3/beta catenin/Macf1	0.012	0.036	0.23	1	-10000	0	1
HNF1A	0.022	0.042	0.16	16	-10000	0	16
CTBP1	0.022	0.043	0.16	20	-10000	0	20
MYC	-0.17	0.38	-10000	0	-1.3	59	59
RANBP3	-0.001	0.006	-10000	0	-10000	0	0
DKK2/LRP6/Kremen 2	0.02	0.038	0.16	41	-10000	0	41
NKD1	-0.006	0.01	0.24	1	-10000	0	1
TCF4	0.022	0.046	0.16	20	-0.31	1	21
TCF3	0.022	0.042	0.15	19	-10000	0	19
WNT1/LRP6/FZD1/Axin1	0.016	0.039	0.15	38	-10000	0	38
Ran/GTP	0.001	0.006	-10000	0	-10000	0	0
CtBP/CBP/TCF/TLE1/AES	0.13	0.23	0.47	151	-0.42	1	152
LEF1	0.038	0.079	0.23	59	-0.31	3	62
DVL1	0.017	0.028	0.19	1	-10000	0	1
CSNK2A1	-0.005	0.003	-10000	0	-10000	0	0
beta catenin/TCF/CtBP/CBP/TLE1/AES	-0.1	0.15	-10000	0	-0.41	62	62
DKK1/LRP6/Kremen 2	0.023	0.044	0.16	57	-10000	0	57
LRP6	0.012	0.064	0.24	41	-10000	0	41
CSNK1A1	0.027	0.049	0.18	22	-10000	0	22
NLK	-0.008	0.019	0.24	3	-10000	0	3
CCND1	-0.34	0.54	0.52	1	-1.2	150	151
WNT1	-0.006	0.003	-10000	0	-10000	0	0
GSK3A	-0.006	0.013	-10000	0	-0.31	1	1
GSK3B	-0.006	0.002	-10000	0	-10000	0	0
FRAT1	-0.007	0.013	-10000	0	-0.31	1	1
PPP2R5D	0.012	0.019	-10000	0	-0.22	1	1
APC	-0.002	0.033	-10000	0	-10000	0	0
WNT1/LRP6/FZD1	0.009	0.032	-10000	0	-10000	0	0
CREBBP	0.018	0.052	0.15	20	-0.31	5	25

×

Glucocorticoid receptor regulatory network

Figure S77. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S77. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
PCK2	-0.047	0.048	-10000	0	-10000	0	0
SMARCC2	-0.005	0.01	0.24	1	-10000	0	1
SMARCC1	-0.005	0.01	0.24	1	-10000	0	1
TBX21	0.048	0.062	-10000	0	-10000	0	0
SUMO2	-0.009	0.006	-10000	0	-10000	0	0
STAT1 (dimer)	0.13	0.13	0.25	314	-0.2	1	315
FKBP4	0.006	0.054	0.24	28	-10000	0	28
FKBP5	-0.02	0.08	0.24	10	-0.31	34	44
GR alpha/HSP90/FKBP51/HSP90	-0.053	0.067	-10000	0	-0.25	27	27
PRL	0.029	0.051	0.58	1	-10000	0	1
cortisol/GR alpha (dimer)/TIF2	-0.091	0.13	-10000	0	-0.43	19	19
RELA	0.017	0.07	0.23	24	-0.25	2	26
FGG	-0.1	0.12	-10000	0	-0.47	12	12
GR beta/TIF2	-0.053	0.059	-10000	0	-0.24	12	12
IFNG	0.099	0.16	0.51	39	-10000	0	39
apoptosis	-0.15	0.2	-10000	0	-0.52	22	22
CREB1	-0.007	0	-10000	0	-10000	0	0
histone acetylation	0.035	0.067	-10000	0	-10000	0	0
BGLAP	0.046	0.059	0.56	1	-10000	0	1
GR/PKAc	-0.04	0.047	-10000	0	-0.3	1	1
NF kappa B1 p50/RelA	0.035	0.13	0.41	24	-0.3	6	30
SMARCD1	-0.006	0	-10000	0	-10000	0	0
MDM2	-0.032	0.043	-10000	0	-0.23	4	4
GATA3	-0.006	0.015	0.24	2	-10000	0	2
AKT1	-0.005	0.01	0.24	1	-10000	0	1
CSF2	0.023	0.041	-10000	0	-10000	0	0
GSK3B	-0.009	0.006	-10000	0	-10000	0	0
NR1I3	-0.14	0.17	-10000	0	-0.49	11	11
CSN2	-0.092	0.11	-10000	0	-0.4	18	18
BRG1/BAF155/BAF170/BAF60A	0.012	0.018	0.15	6	-0.16	2	8
NFATC1	-0.007	0.013	-10000	0	-0.31	1	1
POU2F1	-0.006	0.007	0.15	1	-10000	0	1
CDKN1A	-0.066	0.22	-10000	0	-1.2	16	16
response to stress	0	0	-10000	0	-10000	0	0
response to UV	-0.003	0.006	-10000	0	-10000	0	0
SFN	0.003	0.047	0.24	21	-10000	0	21
GR alpha/HSP90/FKBP51/HSP90/14-3-3	-0.044	0.066	-10000	0	-0.25	18	18
prolactin receptor activity	0	0	-10000	0	-10000	0	0
EGR1	-0.29	0.36	0.49	2	-0.75	212	214
JUN	0.09	0.14	0.44	38	-10000	0	38
IL4	0.045	0.056	-10000	0	-10000	0	0
CDK5R1	-0.008	0.004	-10000	0	-10000	0	0
PRKACA	-0.006	0	-10000	0	-10000	0	0
cortisol/GR alpha (monomer)/AP-1	-0.047	0.06	-10000	0	-0.25	13	13
GR alpha/HSP90/FKBP51/HSP90/PP5C	-0.049	0.061	-10000	0	-0.25	18	18
cortisol/GR alpha (monomer)	-0.11	0.15	-10000	0	-0.5	19	19
NCOA2	-0.005	0.015	0.24	2	-10000	0	2
response to hypoxia	0	0	-10000	0	-10000	0	0
FOS	0.023	0.13	0.26	53	-0.31	45	98
AP-1/NFAT1-c-4	0.1	0.19	0.54	41	-10000	0	41
AFP	0.058	0.098	0.44	3	-10000	0	3
SUV420H1	-0.005	0.015	0.24	2	-10000	0	2
IRF1	0.026	0.16	0.52	14	-0.76	9	23
TP53	-0.064	0.13	-10000	0	-0.5	16	16
PPP5C	-0.005	0.01	0.24	1	-10000	0	1
KRT17	0.093	0.16	0.65	22	-10000	0	22
KRT14	0.054	0.1	0.58	14	-10000	0	14
TBP	-0.006	0.008	0.19	1	-10000	0	1
CREBBP	-0.015	0.048	-10000	0	-0.27	16	16
HDAC1	0.01	0.06	0.24	36	-10000	0	36
HDAC2	-0.001	0.036	0.24	11	-0.31	1	12
AP-1	0.1	0.19	0.54	41	-10000	0	41
MAPK14	-0.009	0.012	0.24	1	-10000	0	1
MAPK10	-0.018	0.053	0.23	1	-0.31	17	18
MAPK11	-0.009	0.006	-10000	0	-10000	0	0
KRT5	0.14	0.22	0.56	101	-10000	0	101
interleukin-1 receptor activity	0	0	-10000	0	-10000	0	0
NCOA1	-0.007	0.018	-10000	0	-0.31	2	2
STAT1	0.13	0.13	0.25	314	-0.2	1	315
CGA	0.045	0.055	-10000	0	-10000	0	0
NF kappa B1 p50/RelA/Cbp/cortisol/GR alpha (monomer)/HDAC2	-0.043	0.071	-10000	0	-0.33	6	6
MAPK3	-0.017	0.047	-10000	0	-0.31	14	14
MAPK1	-0.009	0.017	0.23	1	-0.31	1	2
ICAM1	0.097	0.21	0.55	77	-0.85	5	82
NFKB1	0.013	0.077	0.23	24	-0.3	8	32
MAPK8	0.08	0.12	0.38	34	-10000	0	34
MAPK9	-0.009	0.018	0.24	1	-0.31	1	2
cortisol/GR alpha (dimer)	-0.16	0.2	-10000	0	-0.55	23	23
BAX	-0.041	0.11	-10000	0	-10000	0	0
POMC	-0.019	0.12	-10000	0	-10000	0	0
EP300	-0.011	0.031	-10000	0	-0.31	2	2
cortisol/GR alpha (dimer)/p53	-0.13	0.14	-10000	0	-0.5	19	19
proteasomal ubiquitin-dependent protein catabolic process	-0.027	0.04	0.22	3	-0.26	2	5
SGK1	-0.018	0.054	-10000	0	-0.24	27	27
IL13	0.07	0.11	0.46	10	-10000	0	10
IL6	0.057	0.17	0.69	9	-0.86	9	18
PRKACG	-0.006	0	-10000	0	-10000	0	0
IL5	0.054	0.11	0.45	2	-10000	0	2
IL2	0.084	0.14	0.48	21	-10000	0	21
CDK5	0.02	0.079	0.24	65	-10000	0	65
PRKACB	-0.001	0.033	0.24	10	-10000	0	10
HSP90AA1	-0.006	0.013	-10000	0	-0.31	1	1
IL8	0.093	0.18	0.56	60	-10000	0	60
CDK5R1/CDK5	0.01	0.056	0.16	65	-10000	0	65
NF kappa B1 p50/RelA/PKAc	0.029	0.11	0.32	26	-0.24	1	27
cortisol/GR alpha (dimer)/Hsp90/FKBP52/HSP90	-0.076	0.13	-10000	0	-0.4	18	18
SMARCA4	-0.005	0.027	0.24	4	-0.31	2	6
chromatin remodeling	-0.063	0.079	-10000	0	-0.31	9	9
NF kappa B1 p50/RelA/Cbp	0.02	0.11	0.35	21	-10000	0	21
JUN (dimer)	0.09	0.14	0.44	38	-10000	0	38
YWHAH	-0.007	0.022	-10000	0	-0.31	3	3
VIPR1	0.048	0.062	-10000	0	-10000	0	0
NR3C1	-0.079	0.086	-10000	0	-0.33	16	16
NR4A1	-0.12	0.15	0.24	4	-0.31	227	231
TIF2/SUV420H1	-0.006	0.015	0.17	4	-10000	0	4
MAPKKK cascade	-0.15	0.2	-10000	0	-0.52	22	22
cortisol/GR alpha (dimer)/Src-1	-0.093	0.13	-10000	0	-0.44	18	18
PBX1	-0.012	0.042	0.15	1	-0.31	11	12
POU1F1	-0.006	0.007	0.15	1	-10000	0	1
SELE	0.063	0.11	0.45	7	-10000	0	7
cortisol/GR alpha/BRG1/BAF155/BAF170/BAF60A	-0.064	0.08	-10000	0	-0.32	9	9
cortisol/GR alpha (monomer)/Hsp90/FKBP52/HSP90	-0.076	0.13	-10000	0	-0.4	18	18
mol:cortisol	-0.068	0.078	-10000	0	-0.26	17	17
MMP1	0.13	0.22	0.54	121	-10000	0	121

×

Stabilization and expansion of the E-cadherin adherens junction

Figure S78. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S78. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
adherens junction organization	-0.013	0.045	-10000	0	-0.19	32	32
epithelial cell differentiation	0.006	0.026	0.13	2	-0.15	15	17
CYFIP2	-0.012	0.042	-10000	0	-0.31	11	11
ENAH	-0.008	0.038	0.17	3	-10000	0	3
EGFR	-0.03	0.083	0.24	1	-0.31	46	47
EPHA2	-0.005	0.01	0.24	1	-10000	0	1
MYO6	-0.012	0.035	0.14	11	-0.15	19	30
CTNNB1	-0.005	0.015	0.24	2	-10000	0	2
ABI1/Sra1/Nap1	0.008	0.032	0.16	10	-0.18	11	21
AQP5	0.019	0.062	-10000	0	-10000	0	0
CTNND1	-0.006	0	-10000	0	-10000	0	0
mol:PI-4-5-P2	-0.013	0.022	-10000	0	-0.14	15	15
regulation of calcium-dependent cell-cell adhesion	-0.015	0.026	-10000	0	-0.14	20	20
EGF	-0.003	0.027	0.24	7	-10000	0	7
NCKAP1	-0.002	0.031	0.24	9	-10000	0	9
AQP3	-0.12	0.17	-10000	0	-0.39	160	160
cortical microtubule organization	0.006	0.026	0.13	2	-0.15	15	17
GO:0000145	-0.013	0.021	-10000	0	-0.14	15	15
E-cadherin/Ca2+/beta catenin/alpha catenin/p120 catenin	0.006	0.027	0.14	2	-0.15	15	17
MLLT4	-0.021	0.066	-10000	0	-0.31	29	29
ARF6/GDP	-0.018	0.02	-10000	0	-0.14	1	1
ARF6	-0.006	0.013	-10000	0	-0.31	1	1
Ephrin A1/EPHA2/NCK1/GIT1	0.029	0.049	0.29	3	-10000	0	3
mol:Ca2+	0	0	-10000	0	-10000	0	0
VASP	-0.04	0.077	-10000	0	-0.22	74	74
PVRL2	-0.006	0.016	0.24	1	-0.31	1	2
ZYX	-0.031	0.051	-10000	0	-0.15	86	86
ARF6/GTP	0.027	0.043	0.26	3	-0.15	1	4
CDH1	-0.013	0.045	-10000	0	-0.31	13	13
EGFR/EGFR/EGF/EGF	-0.026	0.042	-10000	0	-0.15	59	59
RhoA/GDP	-0.014	0.023	-10000	0	-0.14	17	17
actin cytoskeleton organization	-0.013	0.033	-10000	0	-0.16	15	15
IGF-1R heterotetramer	-0.07	0.12	-10000	0	-0.31	121	121
GIT1	-0.005	0.01	0.24	1	-10000	0	1
IGF1R	-0.07	0.12	-10000	0	-0.31	121	121
IGF1	-0.016	0.06	0.24	3	-0.31	21	24
DIAPH1	-0.003	0.08	-10000	0	-0.53	12	12
Wnt receptor signaling pathway	-0.006	0.026	0.15	15	-0.13	2	17
RHOA	-0.007	0.018	-10000	0	-0.31	2	2
RhoA/GTP	-0.018	0.021	-10000	0	-0.14	2	2
CTNNA1	-0.007	0.018	-10000	0	-0.31	2	2
VCL	-0.013	0.033	-10000	0	-0.16	15	15
EFNA1	0.006	0.053	0.24	27	-10000	0	27
LPP	-0.019	0.034	-10000	0	-0.17	15	15
Ephrin A1/EPHA2	-0.015	0.02	-10000	0	-0.14	14	14
SEC6/SEC8	-0.024	0.035	-10000	0	-0.15	38	38
MGAT3	-0.015	0.026	-10000	0	-0.14	20	20
HGF/MET	-0.017	0.028	-10000	0	-0.14	26	26
HGF	-0.004	0.021	0.24	4	-10000	0	4
E-cadherin/Ca2+/beta catenin/alpha catenin/p120 catenin/EPLIN	-0.013	0.045	-10000	0	-0.19	32	32
actin cable formation	-0.022	0.057	0.15	3	-0.22	12	15
KIAA1543	-0.015	0.026	-10000	0	-0.39	1	1
KIFC3	-0.014	0.023	-10000	0	-0.14	15	15
NCK1	0.012	0.065	0.24	42	-10000	0	42
EXOC3	-0.005	0.01	0.24	1	-10000	0	1
ACTN1	-0.016	0.031	-10000	0	-0.16	24	24
NCK1/GIT1	0.006	0.047	0.17	43	-10000	0	43
mol:GDP	0.006	0.026	0.13	2	-0.15	15	17
EXOC4	-0.004	0.021	0.24	4	-10000	0	4
STX4	-0.014	0.023	-10000	0	-0.14	15	15
PIP5K1C	-0.014	0.023	-10000	0	-0.14	15	15
LIMA1	-0.015	0.053	-10000	0	-0.31	18	18
ABI1	-0.005	0.01	0.24	1	-10000	0	1
ROCK1	-0.007	0.041	0.18	3	-10000	0	3
adherens junction assembly	-0.013	0.031	-10000	0	-0.55	1	1
IGF-1R heterotetramer/IGF1	-0.048	0.061	-10000	0	-0.15	151	151
nectin-2(dimer)/I-afadin/I-afadin/nectin-2(dimer/I-afadin/I-afadin	-0.017	0.046	0.17	1	-0.21	30	31
MET	0.014	0.089	0.24	59	-0.31	12	71
PLEKHA7	-0.014	0.025	-10000	0	-0.15	15	15
mol:GTP	0.028	0.047	0.29	3	-10000	0	3
establishment of epithelial cell apical/basal polarity	-0.025	0.036	-10000	0	-0.25	4	4
cortical actin cytoskeleton stabilization	-0.013	0.045	-10000	0	-0.19	32	32
regulation of cell-cell adhesion	-0.013	0.033	-10000	0	-0.16	15	15
E-cadherin/Ca2+/beta catenin/alpha catenin/p120 catenin/EPLIN/cortical actin cytoskeleton	-0.013	0.045	-10000	0	-0.19	32	32

×

PDGFR-beta signaling pathway

Figure S79. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S79. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
S1P1/Sphingosine-1-phosphate	-0.023	0.054	-10000	0	-0.37	7	7
PDGFB-D/PDGFRB/SLAP	-0.009	0.025	0.17	2	-0.21	7	9
PDGFB-D/PDGFRB/APS/CBL	0	0.02	-10000	0	-0.18	7	7
AKT1	-0.068	0.087	-10000	0	-0.26	38	38
mol:PI-4-5-P2	0	0	-10000	0	-10000	0	0
mol:Sphingosine-1-phosphate	-0.02	0.052	-10000	0	-0.39	7	7
PIK3CA	0.047	0.1	0.24	122	-10000	0	122
FGR	-0.011	0.031	-10000	0	-0.24	1	1
mol:Ca2+	-0.017	0.053	-10000	0	-0.42	7	7
MYC	-0.088	0.22	-10000	0	-0.72	61	61
SHC1	-0.006	0	-10000	0	-10000	0	0
HRAS/GDP	-0.014	0.018	-10000	0	-0.15	9	9
LRP1/PDGFRB/PDGFB	-0.001	0.03	-10000	0	-0.18	15	15
GRB10	-0.006	0	-10000	0	-10000	0	0
PTPN11	-0.006	0	-10000	0	-10000	0	0
GO:0007205	-0.017	0.053	-10000	0	-0.42	7	7
PTEN	-0.012	0.042	-10000	0	-0.31	11	11
GRB2	-0.006	0	-10000	0	-10000	0	0
GRB7	-0.006	0.03	0.24	4	-0.31	3	7
PDGFB-D/PDGFRB/SHP2	-0.01	0.023	-10000	0	-0.21	7	7
PDGFB-D/PDGFRB/GRB10	-0.01	0.023	-10000	0	-0.21	7	7
cell cycle arrest	-0.009	0.025	0.17	2	-0.21	7	9
HRAS	-0.006	0	-10000	0	-10000	0	0
HIF1A	-0.064	0.08	-10000	0	-0.23	40	40
GAB1	-0.028	0.064	-10000	0	-0.37	8	8
mol:GTP	0	0	-10000	0	-10000	0	0
DNM2	-0.029	0.062	-10000	0	-0.34	8	8
PDGFB-D/PDGFRB	0.002	0.024	-10000	0	-0.19	7	7
mol:GDP	0	0	-10000	0	-10000	0	0
PDGFB-D/PDGFRB/LMW-PTP	0.005	0.054	0.17	47	-0.21	7	54
S1P1/Sphingosine-1-phosphate/PDGFB-D/PDGFRB	-0.034	0.065	-10000	0	-0.31	9	9
positive regulation of MAPKKK cascade	-0.01	0.023	-10000	0	-0.21	7	7
PIK3R1	-0.075	0.13	-10000	0	-0.31	131	131
mol:IP3	-0.018	0.054	-10000	0	-0.42	7	7
E5	-0.001	0.001	-10000	0	-10000	0	0
CSK	-0.004	0.004	-10000	0	-10000	0	0
PDGFB-D/PDGFRB/GRB7	-0.009	0.031	0.17	4	-0.21	10	14
SHB	-0.006	0	-10000	0	-10000	0	0
BLK	-0.01	0.03	-10000	0	-0.23	2	2
PTPN2	-0.007	0.003	-10000	0	-10000	0	0
PDGFB-D/PDGFRB/SNX15	-0.01	0.023	-10000	0	-0.21	7	7
BCAR1	-0.006	0.013	-10000	0	-0.31	1	1
VAV2	-0.039	0.085	-10000	0	-0.34	17	17
CBL	-0.006	0	-10000	0	-10000	0	0
PDGFB-D/PDGFRB/DEP1	-0.009	0.026	0.17	3	-0.21	7	10
LCK	-0.01	0.03	-10000	0	-0.24	1	1
PDGFRB	-0.01	0.034	-10000	0	-0.31	7	7
ACP1	0.015	0.068	0.24	47	-10000	0	47
HCK	-0.011	0.031	-10000	0	-10000	0	0
ABL1	-0.024	0.053	-10000	0	-0.3	8	8
PDGFB-D/PDGFRB/CBL	-0.028	0.07	-10000	0	-0.43	8	8
PTPN1	-0.007	0.003	-10000	0	-10000	0	0
SNX15	-0.006	0	-10000	0	-10000	0	0
STAT3	-0.011	0.04	-10000	0	-0.31	10	10
STAT1	0.13	0.12	0.24	314	-10000	0	314
cell proliferation	-0.078	0.2	-10000	0	-0.63	61	61
SLA	-0.005	0.015	0.24	2	-10000	0	2
actin cytoskeleton reorganization	-0.009	0.036	-10000	0	-10000	0	0
SRC	-0.01	0.03	-10000	0	-0.24	1	1
PI3K	-0.08	0.08	-10000	0	-0.21	82	82
PDGFB-D/PDGFRB/GRB7/SHC	0.002	0.028	0.16	4	-0.18	10	14
SH2B2	0	0	-10000	0	-10000	0	0
PLCgamma1/SPHK1	-0.02	0.053	-10000	0	-0.4	7	7
LYN	-0.024	0.087	-10000	0	-0.42	22	22
LRP1	-0.01	0.036	-10000	0	-0.31	8	8
SOS1	0.005	0.05	0.24	24	-10000	0	24
STAT5B	-0.012	0.042	-10000	0	-0.31	11	11
STAT5A	-0.01	0.036	-10000	0	-0.31	8	8
NCK1-2/p130 Cas	0.014	0.039	-10000	0	-0.15	8	8
SPHK1	-0.006	0.011	0.24	1	-10000	0	1
EDG1	-0.009	0.031	-10000	0	-0.31	6	6
mol:DAG	-0.018	0.054	-10000	0	-0.42	7	7
PLCG1	-0.018	0.055	-10000	0	-0.43	7	7
NHERF/PDGFRB	-0.064	0.1	-10000	0	-0.21	184	184
YES1	-0.005	0.04	-10000	0	-0.22	6	6
cell migration	-0.064	0.1	-10000	0	-0.2	184	184
SHC/Grb2/SOS1	0.011	0.032	-10000	0	-10000	0	0
SLC9A3R2	-0.048	0.1	-10000	0	-0.31	79	79
SLC9A3R1	-0.075	0.13	-10000	0	-0.31	130	130
NHERF1-2/PDGFRB/PTEN	-0.058	0.098	-10000	0	-0.19	193	193
FYN	-0.073	0.16	-10000	0	-0.44	85	85
DOK1	-0.013	0.019	-10000	0	-0.16	9	9
HRAS/GTP	-0.003	0	-10000	0	-10000	0	0
PDGFB	-0.006	0	-10000	0	-10000	0	0
RAC1	-0.059	0.14	-10000	0	-0.42	66	66
PRKCD	-0.014	0.021	0.16	1	-0.17	9	10
FER	-0.013	0.019	0.16	1	-0.17	7	8
MAPKKK cascade	-0.011	0.029	-10000	0	-10000	0	0
RASA1	-0.014	0.021	-10000	0	-0.17	10	10
NCK1	0.012	0.065	0.24	42	-10000	0	42
NCK2	-0.006	0	-10000	0	-10000	0	0
p62DOK/Csk	-0.013	0.018	-10000	0	-10000	0	0
PDGFB-D/PDGFRB/SHB	-0.01	0.023	-10000	0	-0.21	7	7
chemotaxis	-0.023	0.052	-10000	0	-0.3	8	8
STAT1-3-5/STAT1-3-5	-0.013	0.028	-10000	0	-0.15	21	21
Bovine Papilomavirus E5/PDGFRB	-0.007	0.023	-10000	0	-0.21	7	7
PTPRJ	-0.004	0.018	0.24	3	-10000	0	3

×

EPHB forward signaling

Figure S80. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S80. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
Ephrin A5/EPHB2	0.009	0.026	0.15	14	-0.18	3	17
cell-cell adhesion	0.02	0.027	-10000	0	-10000	0	0
Ephrin B/EPHB2/RasGAP	0.01	0.047	-10000	0	-0.15	30	30
ITSN1	-0.005	0.01	0.24	1	-10000	0	1
PIK3CA	0.047	0.1	0.24	122	-10000	0	122
SHC1	-0.006	0	-10000	0	-10000	0	0
Ephrin B1/EPHB3	0.01	0.028	0.15	19	-0.18	1	20
Ephrin B1/EPHB1	0.009	0.023	0.15	12	-0.18	1	13
HRAS/GDP	-0.022	0.043	-10000	0	-0.2	27	27
Ephrin B/EPHB1/GRB7	0.011	0.049	-10000	0	-0.15	30	30
Endophilin/SYNJ1	-0.011	0.039	0.14	1	-10000	0	1
KRAS	0.025	0.082	0.24	71	-10000	0	71
Ephrin B/EPHB1/Src	0.011	0.046	-10000	0	-0.15	27	27
endothelial cell migration	-0.005	0.092	0.13	104	-0.16	118	222
GRB2	-0.006	0	-10000	0	-10000	0	0
GRB7	-0.006	0.03	0.24	4	-0.31	3	7
PAK1	-0.008	0.05	0.16	19	-10000	0	19
HRAS	-0.006	0	-10000	0	-10000	0	0
RRAS	-0.024	0.056	-10000	0	-0.28	4	4
DNM1	-0.006	0.013	-10000	0	-0.31	1	1
cell-cell signaling	0	0	-10000	0	-10000	0	0
CRK	-0.011	0.04	0.14	1	-10000	0	1
lamellipodium assembly	-0.02	0.027	-10000	0	-10000	0	0
Ephrin B/EPHB1/Src/p52 SHC/GRB2	-0.007	0.046	-10000	0	-10000	0	0
PIK3R1	-0.075	0.13	-10000	0	-0.31	131	131
EPHB2	-0.001	0.033	0.24	10	-10000	0	10
EPHB3	0.002	0.044	0.24	19	-10000	0	19
EPHB1	-0.001	0.036	0.24	12	-10000	0	12
EPHB4	-0.006	0	-10000	0	-10000	0	0
mol:GDP	-0.015	0.055	0.14	2	-0.23	23	25
Ephrin B/EPHB2	0.008	0.044	0.14	25	-0.15	27	52
Ephrin B/EPHB3	0.01	0.048	0.15	31	-0.15	26	57
JNK cascade	0.004	0.045	0.2	7	-10000	0	7
Ephrin B/EPHB1	0.009	0.045	0.14	27	-0.15	27	54
RAP1/GDP	-0.016	0.053	0.2	2	-0.21	22	24
EFNB2	-0.011	0.073	0.24	16	-0.31	23	39
EFNB3	-0.008	0.025	-10000	0	-0.31	4	4
EFNB1	-0.006	0.013	-10000	0	-0.31	1	1
Ephrin B2/EPHB1-2	0.011	0.051	0.16	36	-0.16	23	59
RAP1B	-0.004	0.023	0.24	5	-10000	0	5
RAP1A	-0.005	0.01	0.24	1	-10000	0	1
CDC42/GTP	-0.019	0.042	-10000	0	-10000	0	0
Rap1/GTP	-0.022	0.027	-10000	0	-10000	0	0
axon guidance	0.008	0.026	0.15	14	-0.17	3	17
MAPK3	-0.013	0.048	-10000	0	-0.29	3	3
MAPK1	-0.01	0.042	-10000	0	-10000	0	0
Rac1/GDP	-0.016	0.053	-10000	0	-0.22	23	23
actin cytoskeleton reorganization	-0.012	0.025	-10000	0	-10000	0	0
CDC42/GDP	-0.016	0.053	-10000	0	-0.22	23	23
PI3K	-0.002	0.097	0.14	106	-0.16	118	224
EFNA5	-0.006	0.03	0.24	4	-0.31	3	7
Ephrin B2/EPHB4	0.003	0.044	0.15	16	-0.18	23	39
Ephrin B/EPHB2/Intersectin/N-WASP	-0.007	0.046	-10000	0	-10000	0	0
CDC42	-0.006	0	-10000	0	-10000	0	0
RAS family/GTP	-0.01	0.02	-10000	0	-10000	0	0
PTK2	0.013	0.081	0.37	28	-10000	0	28
MAP4K4	0.004	0.046	0.21	7	-10000	0	7
SRC	-0.006	0	-10000	0	-10000	0	0
KALRN	-0.004	0.023	0.24	5	-10000	0	5
Intersectin/N-WASP	-0.007	0.007	0.17	1	-10000	0	1
neuron projection morphogenesis	-0.013	0.051	0.2	7	-10000	0	7
MAP2K1	-0.008	0.043	-10000	0	-10000	0	0
WASL	-0.006	0	-10000	0	-10000	0	0
Ephrin B1/EPHB1-2/NCK1	0.027	0.047	0.29	3	-0.16	1	4
cell migration	-0.013	0.052	-10000	0	-0.26	5	5
NRAS	0.12	0.12	0.24	300	-10000	0	300
SYNJ1	-0.011	0.039	0.14	1	-10000	0	1
PXN	-0.01	0.033	-10000	0	-0.31	7	7
TF	-0.011	0.04	-10000	0	-10000	0	0
HRAS/GTP	-0.017	0.034	0.1	15	-10000	0	15
Ephrin B1/EPHB1-2	0.013	0.03	0.16	20	-0.16	1	21
cell adhesion mediated by integrin	0.01	0.039	0.16	26	-0.14	13	39
RAC1	-0.006	0.013	-10000	0	-0.31	1	1
mol:GTP	-0.01	0.047	0.23	2	-10000	0	2
RAC1-CDC42/GTP	-0.022	0.027	-10000	0	-10000	0	0
RASA1	-0.007	0.022	-10000	0	-0.31	3	3
RAC1-CDC42/GDP	-0.017	0.051	-10000	0	-0.21	23	23
ruffle organization	-0.016	0.042	0.21	2	-10000	0	2
NCK1	0.012	0.065	0.24	42	-10000	0	42
receptor internalization	-0.013	0.039	0.12	1	-0.27	1	2
Ephrin B/EPHB2/KALRN	0.012	0.047	0.28	1	-0.15	26	27
ROCK1	-0.003	0.026	0.13	20	-0.16	1	21
RAS family/GDP	-0.012	0.027	-10000	0	-0.16	10	10
Rac1/GTP	-0.021	0.029	-10000	0	-10000	0	0
Ephrin B/EPHB1/Src/Paxillin	-0.009	0.051	-10000	0	-0.36	1	1

×

EGFR-dependent Endothelin signaling events

Figure S81. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S81. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
HRAS	-0.006	0	-10000	0	-10000	0	0
EGFR	-0.03	0.083	0.24	1	-0.31	46	47
EGF/EGFR	-0.015	0.046	0.12	22	-0.14	47	69
EGF/EGFR dimer/SHC/GRB2/SOS1	0.007	0.054	0.28	2	-0.15	42	44
mol:GTP	0	0	-10000	0	-10000	0	0
EDNRA	-0.004	0.018	0.24	3	-10000	0	3
response to oxidative stress	0	0	-10000	0	-10000	0	0
EGF	-0.003	0.027	0.24	7	-10000	0	7
EGF/EGFR dimer/SHC	-0.005	0.053	0.16	6	-0.18	46	52
mol:GDP	0.005	0.052	0.26	2	-0.15	42	44
mol:Ca2+	0	0	-10000	0	-10000	0	0
EDN1	0	0.04	0.24	14	-0.31	1	15
GRB2/SOS1	0.001	0.036	0.17	24	-10000	0	24
HRAS/GTP	-0.021	0.034	-10000	0	-0.14	42	42
SHC1	-0.006	0	-10000	0	-10000	0	0
HRAS/GDP	-0.022	0.035	-10000	0	-0.14	42	42
FRAP1	-0.017	0.046	0.23	2	-10000	0	2
EGF/EGFR dimer	-0.021	0.061	0.2	7	-0.21	46	53
SOS1	0.005	0.05	0.24	24	-10000	0	24
GRB2	-0.006	0	-10000	0	-10000	0	0
ETA receptor/Endothelin-1	-0.002	0.031	0.17	17	-0.21	1	18

×

Signaling events mediated by Stem cell factor receptor (c-Kit)

Figure S82. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S82. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
MAP4K1	-0.012	0.1	0.32	18	-0.25	2	20
CRKL	-0.011	0.11	0.33	18	-0.26	2	20
HRAS	-0.007	0.097	0.29	18	-0.27	1	19
mol:PIP3	-0.006	0.11	0.32	17	-0.26	16	33
SPRED1	-0.008	0.03	0.24	1	-0.31	5	6
SPRED2	-0.006	0	-10000	0	-10000	0	0
GAB1	-0.009	0.11	0.35	18	-0.28	2	20
FOXO3	-0.009	0.1	0.31	18	-0.29	2	20
AKT1	-0.006	0.11	0.32	18	-0.27	1	19
BAD	-0.007	0.1	0.31	18	-0.26	1	19
megakaryocyte differentiation	-0.008	0.11	0.36	18	-0.27	2	20
GSK3B	-0.007	0.1	0.31	18	-10000	0	18
RAF1	-0.007	0.085	0.27	18	-10000	0	18
SHC1	-0.006	0	-10000	0	-10000	0	0
STAT3	-0.011	0.11	0.35	16	-0.28	3	19
STAT1	-0.014	0.22	0.48	18	-0.54	30	48
HRAS/SPRED1	-0.006	0.086	0.26	18	-0.27	3	21
cell proliferation	-0.007	0.11	0.36	18	-0.27	2	20
PIK3CA	0.047	0.1	0.24	122	-10000	0	122
TEC	0.013	0.066	0.24	44	-10000	0	44
RPS6KB1	-0.004	0.11	0.34	18	-0.27	2	20
HRAS/SPRED2	-0.006	0.085	0.26	18	-10000	0	18
LYN/TEC/p62DOK	-0.007	0.1	0.28	6	-0.25	9	15
MAPK3	-0.019	0.072	0.23	12	-0.22	6	18
STAP1	-0.008	0.11	0.35	18	-0.28	2	20
GRAP2	-0.006	0	-10000	0	-10000	0	0
JAK2	-0.025	0.2	0.46	18	-0.44	87	105
STAT1 (dimer)	-0.014	0.22	0.48	18	-0.54	30	48
mol:Gleevec	0.001	0.008	-10000	0	-10000	0	0
GRB2/SOCS1/VAV1	-0.016	0.093	-10000	0	-0.29	3	3
actin filament polymerization	-0.006	0.11	0.35	18	-0.27	2	20
LYN	-0.014	0.048	-10000	0	-0.31	15	15
STAP1/STAT5A (dimer)	-0.019	0.15	0.39	17	-0.36	27	44
PIK3R1	-0.074	0.13	-10000	0	-0.31	131	131
CBL/CRKL/GRB2	-0.012	0.098	0.28	16	-0.25	2	18
PI3K	-0.015	0.12	0.25	8	-0.33	18	26
PTEN	-0.012	0.042	-10000	0	-0.31	11	11
SCF/KIT/EPO/EPOR	-0.021	0.2	0.5	10	-0.59	2	12
MAPK8	-0.007	0.12	0.36	18	-0.28	2	20
STAT3 (dimer)	-0.011	0.11	0.35	16	-0.27	3	19
positive regulation of transcription	-0.014	0.063	0.21	13	-0.19	3	16
mol:GDP	-0.008	0.1	0.29	18	-0.29	1	19
PIK3C2B	-0.008	0.12	0.36	18	-0.28	2	20
CBL/CRKL	-0.011	0.1	0.31	18	-0.25	2	20
FER	-0.009	0.11	0.35	18	-0.28	2	20
SH2B3	-0.009	0.11	0.35	18	-0.28	2	20
PDPK1	-0.008	0.1	0.3	17	-0.25	15	32
SNAI2	-0.011	0.12	0.34	19	-0.33	7	26
positive regulation of cell proliferation	-0.017	0.18	0.44	17	-0.42	31	48
KITLG	0.002	0.029	0.25	4	-10000	0	4
cell motility	-0.017	0.18	0.44	17	-0.42	31	48
PTPN6	-0.003	0.014	-10000	0	-10000	0	0
EPOR	-0.021	0.14	0.78	1	-0.6	11	12
STAT5A (dimer)	-0.018	0.16	0.41	17	-0.36	32	49
SOCS1	-0.012	0.043	-10000	0	-0.31	12	12
cell migration	0.008	0.11	0.27	2	-0.34	18	20
SOS1	0.005	0.05	0.24	24	-10000	0	24
EPO	0	0.014	-10000	0	-10000	0	0
VAV1	-0.004	0.021	0.24	4	-10000	0	4
GRB10	-0.009	0.11	0.35	18	-0.28	2	20
PTPN11	-0.003	0.011	-10000	0	-10000	0	0
SCF/KIT	-0.006	0.12	0.38	18	-0.29	2	20
GO:0007205	0	0.01	-10000	0	-10000	0	0
MAP2K1	-0.006	0.073	0.24	18	-10000	0	18
CBL	-0.006	0	-10000	0	-10000	0	0
KIT	-0.011	0.16	0.54	18	-0.57	8	26
MAP2K2	-0.024	0.081	0.24	14	-0.24	16	30
SHC/Grb2/SOS1	-0.009	0.093	-10000	0	-0.26	2	2
STAT5A	-0.018	0.16	0.41	17	-0.37	32	49
GRB2	-0.006	0	-10000	0	-10000	0	0
response to radiation	-0.01	0.12	0.34	19	-0.32	7	26
SHC/GRAP2	-0.007	0	-10000	0	-10000	0	0
PTPRO	-0.008	0.12	0.36	18	-0.28	2	20
SH2B2	-0.007	0.11	0.35	18	-0.27	2	20
DOK1	-0.007	0.018	-10000	0	-0.31	2	2
MATK	-0.009	0.11	0.35	18	-0.28	2	20
CREBBP	-0.013	0.077	0.26	18	-0.32	11	29
BCL2	-0.16	0.43	0.79	1	-1.1	102	103

×

Regulation of nuclear SMAD2/3 signaling

Figure S83. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S83. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
EP300	-0.001	0.024	-10000	0	-0.29	2	2
HSPA8	-0.007	0.004	-10000	0	-10000	0	0
SMAD3/SMAD4/ER alpha	-0.052	0.074	0.16	2	-0.22	67	69
AKT1	-0.006	0.011	0.24	1	-10000	0	1
GSC	-0.014	0.02	-10000	0	-10000	0	0
NKX2-5	-0.009	0.01	-10000	0	-10000	0	0
muscle cell differentiation	0	0.069	0.38	2	-0.22	4	6
SMAD2-3/SMAD4/SP1	0.027	0.096	0.29	10	-0.32	1	11
SMAD4	-0.003	0.048	0.16	7	-10000	0	7
CBFB	-0.007	0.022	-10000	0	-0.31	3	3
SAP18	-0.007	0.013	-10000	0	-0.31	1	1
Cbp/p300/MSG1	0.016	0.042	0.17	12	-0.17	12	24
SMAD3/SMAD4/VDR	0.003	0.059	0.19	12	-0.21	1	13
MYC	-0.037	0.092	-10000	0	-0.31	59	59
CDKN2B	0.004	0.036	-10000	0	-10000	0	0
AP1	-0.003	0.11	0.45	15	-0.28	7	22
SMAD2/SMAD2/SMAD4/SnoN/SIN3/HDAC complex/NCoR1	0.054	0.06	0.23	13	-10000	0	13
SMAD2-3/SMAD4/FOXO1-3a-4/FOXG1	-0.003	0.036	-10000	0	-0.25	1	1
SP3	-0.003	0.019	-10000	0	-10000	0	0
CREB1	-0.006	0	-10000	0	-10000	0	0
FOXH1	-0.009	0.01	-10000	0	-10000	0	0
SMAD3/SMAD4/GR	-0.028	0.053	0.16	2	-0.23	10	12
GATA3	-0.009	0.015	0.24	2	-10000	0	2
SKI/SIN3/HDAC complex/NCoR1	0.003	0.038	0.18	11	-10000	0	11
MEF2C/TIF2	-0.021	0.063	-10000	0	-0.32	20	20
endothelial cell migration	-0.07	0.17	-10000	0	-0.52	68	68
MAX	-0.017	0.03	-10000	0	-10000	0	0
RBBP7	-0.007	0.018	-10000	0	-0.31	2	2
RBBP4	0.002	0.043	0.24	18	-10000	0	18
RUNX2	-0.004	0.018	0.24	3	-10000	0	3
RUNX3	-0.005	0.01	0.24	1	-10000	0	1
RUNX1	-0.006	0	-10000	0	-10000	0	0
CTBP1	-0.006	0	-10000	0	-10000	0	0
NR3C1	-0.022	0.048	-10000	0	-0.31	10	10
VDR	-0.005	0.01	0.24	1	-10000	0	1
CDKN1A	0.002	0.2	-10000	0	-1.1	16	16
KAT2B	0.001	0.004	-10000	0	-10000	0	0
SMAD2/SMAD2/SMAD4/FOXH1	-0.008	0.036	-10000	0	-10000	0	0
DCP1A	-0.006	0	-10000	0	-10000	0	0
SKI	-0.006	0.001	-10000	0	-10000	0	0
SERPINE1	0.07	0.17	0.52	68	-10000	0	68
SMAD3/SMAD4/ATF2	-0.012	0.042	0.18	8	-0.24	2	10
SMAD3/SMAD4/ATF3	-0.012	0.046	0.19	11	-0.26	3	14
SAP30	-0.006	0.001	-10000	0	-10000	0	0
Cbp/p300/PIAS3	0.017	0.045	0.16	1	-0.18	11	12
JUN	-0.003	0.11	0.51	14	-0.33	3	17
SMAD3/SMAD4/IRF7	-0.013	0.045	0.18	10	-0.24	2	12
TFE3	0.009	0.04	0.13	37	-10000	0	37
COL1A2	0.14	0.24	0.47	183	-0.73	6	189
mesenchymal cell differentiation	0.012	0.044	0.24	2	-0.18	10	12
DLX1	-0.005	0.015	0.24	2	-10000	0	2
TCF3	-0.006	0	-10000	0	-10000	0	0
FOS	-0.025	0.11	0.23	26	-0.32	59	85
SMAD3/SMAD4/Max	-0.025	0.048	0.16	2	-0.23	3	5
Cbp/p300/SNIP1	0.009	0.031	0.16	2	-0.17	13	15
ZBTB17	-0.006	0	-10000	0	-10000	0	0
LAMC1	0.031	0.13	0.44	43	-10000	0	43
TGIF2/HDAC complex/SMAD3/SMAD4	-0.013	0.042	0.18	7	-0.23	3	10
IRF7	-0.008	0	-10000	0	-10000	0	0
ESR1	-0.065	0.11	-10000	0	-0.33	74	74
HNF4A	-0.006	0	-10000	0	-10000	0	0
MEF2C	-0.021	0.065	-10000	0	-0.33	20	20
SMAD2-3/SMAD4	-0.015	0.044	0.18	7	-0.24	2	9
Cbp/p300/Src-1	0.011	0.036	-10000	0	-0.17	15	15
IGHV3OR16-13	-0.005	0.008	-10000	0	-10000	0	0
TGIF2/HDAC complex	-0.006	0.013	-10000	0	-0.31	1	1
CREBBP	-0.007	0.044	-10000	0	-0.31	11	11
SKIL	0.14	0.12	0.24	330	-10000	0	330
HDAC1	0.009	0.06	0.24	36	-10000	0	36
HDAC2	-0.002	0.037	0.24	11	-0.31	1	12
SNIP1	-0.006	0.015	0.24	2	-10000	0	2
GCN5L2	-0.001	0.014	-10000	0	-10000	0	0
SMAD3/SMAD4/TFE3	0.005	0.071	0.34	9	-0.24	2	11
MSG1/HSC70	-0.004	0.027	0.17	13	-10000	0	13
SMAD2	-0.011	0.02	-10000	0	-0.31	2	2
SMAD3	-0.003	0.051	0.17	4	-0.38	2	6
SMAD3/E2F4-5/DP1/p107/SMAD4	0.024	0.06	0.21	19	-0.25	1	20
SMAD2/SMAD2/SMAD4	0.003	0.032	0.16	1	-10000	0	1
NCOR1	-0.007	0.018	-10000	0	-0.31	2	2
NCOA2	-0.005	0.015	0.24	2	-10000	0	2
NCOA1	-0.007	0.018	-10000	0	-0.31	2	2
MYOD/E2A	-0.007	0	-10000	0	-10000	0	0
SMAD2-3/SMAD4/SP1/MIZ-1	0.028	0.094	0.28	10	-0.3	1	11
IFNB1	-0.001	0.055	-10000	0	-10000	0	0
SMAD3/SMAD4/MEF2C	-0.017	0.076	-10000	0	-0.34	15	15
CITED1	0	0.037	0.24	13	-10000	0	13
SMAD2-3/SMAD4/ARC105	-0.004	0.055	0.21	4	-0.24	1	5
RBL1	0.015	0.068	0.24	47	-10000	0	47
SMAD2-3/SMAD4/FOXO1-3a-4/CEBPB	-0.006	0.04	-10000	0	-10000	0	0
RUNX1-3/PEBPB2	0.008	0.015	0.16	1	-0.18	3	4
SMAD7	0.018	0.13	0.46	10	-0.42	1	11
MYC/MIZ-1	-0.028	0.063	-10000	0	-0.21	59	59
SMAD3/SMAD4	0.064	0.1	0.33	40	-10000	0	40
IL10	-0.002	0.055	-10000	0	-10000	0	0
PIASy/HDAC complex	-0.01	0.011	-10000	0	-10000	0	0
PIAS3	-0.003	0.013	0.24	1	-10000	0	1
CDK2	0.097	0.12	0.24	229	-10000	0	229
IL5	-0.002	0.055	-10000	0	-10000	0	0
CDK4	0.001	0.027	0.24	5	-10000	0	5
PIAS4	-0.01	0.011	-10000	0	-10000	0	0
ATF3	-0.002	0.033	0.24	9	-0.31	1	10
SMAD3/SMAD4/SP1	0.025	0.097	0.29	10	-0.27	5	15
FOXG1	-0.005	0.005	-10000	0	-10000	0	0
FOXO3	-0.01	0.026	0.2	1	-0.21	8	9
FOXO1	-0.009	0.023	0.2	1	-0.21	6	7
FOXO4	-0.007	0.009	0.2	1	-10000	0	1
heart looping	-0.021	0.064	-10000	0	-0.33	20	20
CEBPB	-0.008	0.027	0.24	1	-0.31	4	5
SMAD3/SMAD4/DLX1	-0.012	0.042	0.18	8	-0.24	2	10
MYOD1	-0.006	0	-10000	0	-10000	0	0
SMAD3/SMAD4/HNF4	-0.013	0.042	0.18	7	-0.24	2	9
SMAD3/SMAD4/GATA3	-0.009	0.049	0.19	5	-0.27	1	6
SnoN/SIN3/HDAC complex/NCoR1	0.14	0.12	0.24	330	-10000	0	330
SMAD3/SMAD4/RUNX1-3/PEBPB2	-0.002	0.053	0.21	5	-0.21	2	7
SMAD3/SMAD4/SP1-3	0.028	0.094	0.28	11	-0.32	1	12
MED15	-0.006	0.013	-10000	0	-0.31	1	1
SP1	0.021	0.053	0.16	10	-10000	0	10
SIN3B	-0.006	0.01	0.24	1	-10000	0	1
SIN3A	-0.006	0.001	-10000	0	-10000	0	0
SMAD2/SMAD2/SMAD4/FOXH1/NKX2-5	-0.009	0.048	-10000	0	-0.21	14	14
ITGB5	0.034	0.12	0.51	21	-0.29	1	22
TGIF/SIN3/HDAC complex/CtBP	0.006	0.036	0.17	12	-10000	0	12
SMAD3/SMAD4/AR	-0.11	0.097	0.16	1	-0.21	219	220
AR	-0.18	0.15	-10000	0	-0.31	329	329
negative regulation of cell growth	0.021	0.062	0.26	5	-0.28	3	8
SMAD3/SMAD4/MYOD	-0.013	0.042	0.18	7	-0.24	2	9
E2F5	0.014	0.068	0.24	46	-10000	0	46
E2F4	-0.006	0	-10000	0	-10000	0	0
SMAD2/SMAD2/SMAD4/FOXH1/SMIF	0.001	0.041	-10000	0	-10000	0	0
SMAD2-3/SMAD4/FOXO1-3a-4	-0.007	0.041	-10000	0	-0.26	2	2
TFDP1	-0.001	0.034	0.24	11	-10000	0	11
SMAD3/SMAD4/AP1	-0.015	0.08	0.32	4	-0.28	7	11
SMAD3/SMAD4/RUNX2	-0.012	0.044	0.18	10	-0.24	2	12
TGIF2	-0.006	0.013	-10000	0	-0.31	1	1
TGIF1	-0.006	0	-10000	0	-10000	0	0
ATF2	-0.005	0.015	0.24	2	-10000	0	2

×

Wnt signaling

Figure S84. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S84. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
Noncanonical Wnts/FZD	0.021	0.055	0.22	10	-0.18	5	15
FZD6	0.008	0.059	0.24	33	-0.31	1	34
WNT6	-0.006	0	-10000	0	-10000	0	0
WNT4	-0.006	0	-10000	0	-10000	0	0
FZD3	0.013	0.074	0.24	48	-0.31	4	52
WNT5A	-0.003	0.025	0.24	6	-10000	0	6
WNT11	0.016	0.07	0.24	50	-10000	0	50

×

Hypoxic and oxygen homeostasis regulation of HIF-1-alpha

Figure S85. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S85. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
HIF3A	-0.004	0.021	0.24	4	-10000	0	4
oxygen homeostasis	0	0	-10000	0	-10000	0	0
TCEB2	-0.006	0	-10000	0	-10000	0	0
TCEB1	-0.006	0	-10000	0	-10000	0	0
HIF1A/p53	-0.003	0.027	-10000	0	-0.18	4	4
HIF1A	-0.004	0.02	-10000	0	-10000	0	0
COPS5	0.014	0.068	0.24	46	-10000	0	46
VHL/Elongin B/Elongin C/RBX1/CUL2	0.039	0.054	0.28	1	-0.15	1	2
FIH (dimer)	-0.006	0	-10000	0	-10000	0	0
CDKN2A	0.13	0.12	0.24	314	-10000	0	314
ARNT/IPAS	-0.005	0.017	0.17	5	-10000	0	5
HIF1AN	-0.006	0	-10000	0	-10000	0	0
GNB2L1	-0.006	0	-10000	0	-10000	0	0
HIF1A/ARNT	-0.002	0.024	-10000	0	-10000	0	0
CUL2	0.042	0.1	0.24	112	-0.31	1	113
OS9	-0.005	0.01	0.24	1	-10000	0	1
RACK1/Elongin B/Elongin C	0.009	0	-10000	0	-10000	0	0
response to hypoxia	0	0	-10000	0	-10000	0	0
HIF1A/Hsp90	-0.002	0.023	-10000	0	-10000	0	0
PHD1-3/OS9	0.017	0.048	0.15	43	-0.16	16	59
HIF1A/RACK1/Elongin B/Elongin C	-0.005	0.023	-10000	0	-10000	0	0
VHL	-0.004	0.018	0.24	3	-10000	0	3
HSP90AA1	-0.006	0.013	-10000	0	-0.31	1	1
HIF1A/JAB1	0.01	0.05	0.2	14	-10000	0	14
EGLN3	0.004	0.084	0.24	42	-0.31	16	58
EGLN2	-0.006	0	-10000	0	-10000	0	0
EGLN1	-0.006	0	-10000	0	-10000	0	0
TP53	-0.051	0.11	0.24	1	-0.31	85	86
VHL/Elongin B/Elongin C/RBX1/CUL2/HIF1A	0.024	0.041	-10000	0	-10000	0	0
ARNT	-0.005	0.01	0.24	1	-10000	0	1
ARD1A	-0.001	0.033	0.24	10	-10000	0	10
RBX1	-0.006	0	-10000	0	-10000	0	0
HIF1A/p19ARF	0.08	0.078	0.2	25	-10000	0	25

×

IFN-gamma pathway

Figure S86. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S86. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
IFN-gamma/IFN-gammaR/JAK1/JAK1/JAK2/JAK2	-0.002	0.058	0.25	13	-0.16	18	31
positive regulation of NF-kappaB transcription factor activity	0	0.001	-10000	0	-10000	0	0
CRKL	-0.006	0	-10000	0	-10000	0	0
STAT1 (dimer)/Cbp/p300	0.066	0.12	0.37	32	-0.23	9	41
IFN-gammaR/JAK1/JAK1/JAK2/JAK2	-0.01	0.038	0.14	1	-0.19	18	19
antigen processing and presentation of peptide antigen via MHC class I	-0.034	0.069	0.25	1	-0.23	46	47
CaM/Ca2+	-0.011	0.046	0.26	4	-0.21	3	7
RAP1A	-0.005	0.01	0.24	1	-10000	0	1
STAT1 (dimer)/SHP2	0.076	0.1	0.26	48	-0.26	1	49
AKT1	-0.014	0.09	0.22	16	-0.25	17	33
MAP2K1	-0.009	0.051	0.22	12	-0.23	2	14
MAP3K11	-0.006	0.051	0.23	12	-0.21	3	15
IFNGR1	-0.013	0.05	-10000	0	-0.31	15	15
mol:GTP	0	0	-10000	0	-10000	0	0
CaM/Ca2+/CAMKII	-0.016	0.051	-10000	0	-0.35	8	8
Rap1/GTP	-0.019	0.023	-10000	0	-0.2	2	2
CRKL/C3G	-0.007	0	-10000	0	-10000	0	0
IFN-gamma/IFN-gammaR/JAK1/JAK1/JAK2/JAK2 /TC-PTP	0.014	0.048	0.23	7	-0.16	18	25
CEBPB	-0.011	0.077	0.35	5	-0.39	5	10
STAT3	-0.011	0.04	-10000	0	-0.31	10	10
IFN-gamma/IFN-gammaR/JAK1/JAK1/JAK2/JAK2/SOCS1	-0.026	0.15	0.34	1	-1	12	13
STAT1	0.077	0.1	0.25	53	-0.26	1	54
CALM1	-0.011	0.042	-10000	0	-0.31	11	11
IFN-gamma (dimer)	0.004	0.049	0.23	26	-10000	0	26
PIK3CA	0.048	0.1	0.24	122	-10000	0	122
STAT1 (dimer)/PIAS1	0.073	0.099	0.27	42	-0.25	1	43
CEBPB/PTGES2/Cbp/p300	-0.026	0.054	0.41	2	-0.3	6	8
mol:Ca2+	-0.006	0.047	0.28	4	-0.16	18	22
MAPK3	-0.019	0.12	0.32	3	-0.68	14	17
STAT1 (dimer)	-0.033	0.12	0.41	16	-0.36	28	44
MAPK1	-0.003	0.063	0.31	4	-0.71	1	5
JAK2	-0.006	0.025	0.23	2	-0.32	2	4
PIK3R1	-0.075	0.13	-10000	0	-0.31	131	131
JAK1	-0.007	0.02	-10000	0	-0.31	2	2
CAMK2D	-0.01	0.036	-10000	0	-0.31	8	8
DAPK1	-0.007	0.07	0.42	3	-0.54	3	6
SMAD7	0.016	0.081	0.31	19	-10000	0	19
CBL/CRKL/C3G	-0.012	0.038	0.14	5	-0.22	2	7
PI3K	-0.019	0.083	0.16	3	-0.22	28	31
IFNG	0.004	0.049	0.23	26	-10000	0	26
apoptosis	0.004	0.066	0.37	5	-0.4	3	8
CAMK2G	-0.005	0.002	-10000	0	-10000	0	0
STAT3 (dimer)	-0.011	0.04	-10000	0	-0.31	10	10
CAMK2A	-0.005	0.002	-10000	0	-10000	0	0
CAMK2B	-0.005	0.002	-10000	0	-10000	0	0
FRAP1	-0.014	0.087	0.22	14	-0.24	16	30
PRKCD	-0.014	0.092	0.22	18	-0.24	19	37
RAP1B	-0.004	0.023	0.24	5	-10000	0	5
negative regulation of cell growth	-0.034	0.069	0.25	1	-0.23	46	47
PTPN2	-0.005	0.002	-10000	0	-10000	0	0
EP300	-0.007	0.019	-10000	0	-0.31	2	2
IRF1	0.039	0.13	0.6	15	-0.32	13	28
STAT1 (dimer)/PIASy	0.075	0.1	0.28	40	-0.25	1	41
SOCS1	-0.025	0.17	-10000	0	-1.2	12	12
mol:GDP	-0.014	0.032	-10000	0	-0.22	2	2
CASP1	0.011	0.12	0.46	20	-0.23	45	65
PTGES2	-0.006	0.001	-10000	0	-10000	0	0
IRF9	-0.007	0.047	0.29	6	-0.24	2	8
mol:PI-3-4-5-P3	-0.037	0.062	-10000	0	-0.16	97	97
RAP1/GDP	-0.019	0.024	0.087	1	-0.2	2	3
CBL	-0.006	0.051	0.22	13	-0.21	3	16
MAP3K1	-0.007	0.052	0.23	12	-0.21	3	15
PIAS1	-0.005	0.01	0.24	1	-10000	0	1
PIAS4	-0.005	0.003	-10000	0	-10000	0	0
antigen processing and presentation of peptide antigen via MHC class II	-0.034	0.069	0.25	1	-0.23	46	47
PTPN11	-0.004	0.053	0.22	15	-0.16	18	33
CREBBP	-0.011	0.042	-10000	0	-0.31	11	11
RAPGEF1	-0.006	0	-10000	0	-10000	0	0

×

TCR signaling in naïve CD8+ T cells

Figure S87. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S87. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
GRB2/SOS1/SHC	-0.019	0.071	0.2	2	-0.32	12	14
FYN	-0.038	0.11	0.3	10	-0.36	32	42
LAT/GRAP2/SLP76	-0.029	0.073	-10000	0	-0.34	16	16
IKBKB	-0.005	0.015	0.24	2	-10000	0	2
AKT1	-0.019	0.078	0.24	10	-0.31	16	26
B2M	-0.008	0.032	-10000	0	-0.31	6	6
IKBKG	-0.01	0.024	-10000	0	-0.11	8	8
MAP3K8	-0.006	0	-10000	0	-10000	0	0
mol:Ca2+	-0.01	0.008	-10000	0	-0.04	16	16
integrin-mediated signaling pathway	0.006	0.006	0.15	1	-10000	0	1
LAT/GRAP2/SLP76/VAV1/PI3K Class IA	-0.025	0.1	0.27	10	-0.42	16	26
TRPV6	0.003	0.027	0.48	1	-10000	0	1
CD28	-0.005	0.004	-10000	0	-10000	0	0
SHC1	-0.019	0.087	0.27	10	-0.38	12	22
receptor internalization	-0.015	0.078	0.28	7	-0.33	12	19
PRF1	-0.034	0.17	0.67	1	-1	14	15
KRAS	0.025	0.082	0.24	71	-10000	0	71
GRB2	-0.006	0	-10000	0	-10000	0	0
COT/AKT1	-0.017	0.065	0.23	8	-0.25	16	24
LAT	-0.019	0.086	0.3	7	-0.38	12	19
EntrezGene:6955	-0.001	0.004	0.051	1	-0.025	1	2
CD3D	-0.035	0.096	0.25	3	-0.31	59	62
CD3E	-0.004	0.037	0.25	7	-0.32	3	10
CD3G	0.01	0.061	0.24	37	-10000	0	37
RASGRP2	-0.003	0.009	0.064	1	-10000	0	1
RASGRP1	-0.049	0.12	0.29	5	-0.29	81	86
HLA-A	-0.007	0.019	-10000	0	-0.32	2	2
RASSF5	-0.006	0	-10000	0	-10000	0	0
RAP1A/GTP/RAPL	0.006	0.006	0.15	1	-10000	0	1
mol:GTP	0	0	-10000	0	-10000	0	0
mol:GDP	-0.009	0.039	0.14	8	-0.11	16	24
PDK1/CARD11/BCL10/MALT1/TRAF6	-0.02	0.032	-10000	0	-0.16	15	15
PRKCA	-0.018	0.042	0.11	5	-0.18	17	22
GRAP2	-0.006	0	-10000	0	-10000	0	0
mol:IP3	-0.026	0.055	-10000	0	-0.27	15	15
EntrezGene:6957	-0.001	0.004	0.058	1	-10000	0	1
TCR/CD3/MHC I/CD8	-0.016	0.076	0.26	7	-0.34	12	19
ORAI1	-0.015	0.049	-10000	0	-0.21	33	33
CSK	-0.02	0.086	0.3	7	-0.39	12	19
B7 family/CD28	-0.021	0.1	0.37	10	-0.38	18	28
CHUK	0.002	0.043	0.24	18	-10000	0	18
TCR/CD3/MHC I/CD8/LCK/ZAP-70	-0.022	0.091	0.31	7	-0.42	12	19
PTPN6	-0.02	0.09	0.27	10	-0.4	12	22
VAV1	-0.019	0.087	0.27	10	-0.38	12	22
Monovalent TCR/CD3	-0.015	0.076	0.29	7	-0.2	56	63
CBL	-0.006	0	-10000	0	-10000	0	0
LCK	-0.022	0.1	0.29	10	-0.37	23	33
PAG1	-0.019	0.086	0.3	7	-0.39	12	19
RAP1A	-0.005	0.01	0.24	1	-10000	0	1
TCR/CD3/MHC I/CD8/LCK	-0.022	0.092	0.32	7	-0.43	12	19
CD80	-0.001	0.034	0.24	11	-10000	0	11
CD86	0.002	0.043	0.24	18	-10000	0	18
PDK1/CARD11/BCL10/MALT1	-0.021	0.039	-10000	0	-0.19	15	15
HRAS	-0.006	0	-10000	0	-10000	0	0
GO:0035030	-0.019	0.09	0.32	11	-0.33	18	29
CD8A	-0.005	0.006	-10000	0	-10000	0	0
CD8B	-0.004	0.018	0.23	3	-10000	0	3
PTPRC	-0.005	0.11	0.24	53	-0.31	41	94
PDK1/PKC theta	-0.025	0.088	0.26	10	-0.35	17	27
CSK/PAG1	-0.021	0.083	0.28	7	-0.38	12	19
SOS1	0.005	0.05	0.24	24	-10000	0	24
peptide-MHC class I	-0.009	0.027	-10000	0	-0.22	8	8
GRAP2/SLP76	-0.029	0.082	-10000	0	-0.39	16	16
STIM1	-0.02	0.07	-10000	0	-0.3	32	32
RAS family/GTP	0.031	0.064	0.15	58	-0.14	5	63
TCR/CD3/MHC I/CD8/LCK/ZAP-70/CBL/ubiquitin	-0.016	0.08	0.28	7	-0.35	12	19
mol:DAG	-0.026	0.049	-10000	0	-0.25	15	15
RAP1A/GDP	-0.005	0.018	0.077	4	-0.055	4	8
PLCG1	-0.004	0.023	0.24	5	-10000	0	5
CD247	-0.006	0.005	-10000	0	-10000	0	0
cytotoxic T cell degranulation	-0.032	0.16	0.67	1	-0.96	14	15
RAP1A/GTP	-0.002	0.003	-10000	0	-10000	0	0
mol:PI-3-4-5-P3	-0.021	0.088	0.26	10	-0.36	16	26
LAT/GRAP2/SLP76/VAV1/PLCgamma1	-0.031	0.067	-10000	0	-0.33	15	15
NRAS	0.12	0.12	0.24	300	-10000	0	300
ZAP70	-0.006	0.002	-10000	0	-10000	0	0
GRB2/SOS1	0.001	0.036	0.17	24	-10000	0	24
LAT/GRAP2/SLP76/VAV1	-0.032	0.067	-10000	0	-0.33	16	16
MALT1	0.011	0.062	0.24	38	-10000	0	38
TRAF6	-0.005	0.015	0.24	2	-10000	0	2
CD8 heterodimer	-0.005	0.014	0.17	2	-10000	0	2
CARD11	-0.005	0.01	0.24	1	-10000	0	1
PRKCB	-0.02	0.035	-10000	0	-0.18	15	15
PRKCE	-0.019	0.038	-10000	0	-0.18	15	15
PRKCQ	-0.026	0.095	0.26	10	-0.39	17	27
LCP2	-0.015	0.053	-10000	0	-0.31	18	18
BCL10	-0.006	0	-10000	0	-10000	0	0
regulation of survival gene product expression	-0.016	0.07	0.23	10	-0.27	16	26
IKK complex	-0.003	0.027	0.12	10	-0.1	3	13
RAS family/GDP	-0.002	0.006	-10000	0	-0.034	3	3
MAP3K14	-0.015	0.053	0.2	8	-0.2	16	24
PDPK1	-0.019	0.075	0.24	10	-0.3	16	26
TCR/CD3/MHC I/CD8/Fyn	-0.023	0.094	0.3	7	-0.42	14	21

×

a4b1 and a4b7 Integrin signaling

Figure S88. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S88. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
ITGB1	-0.003	0.025	0.24	6	-10000	0	6
ITGB7	-0.006	0.016	0.24	1	-0.31	1	2
ITGA4	0.007	0.055	0.24	30	-10000	0	30
alpha4/beta7 Integrin	0.002	0.043	0.18	30	-0.21	1	31
alpha4/beta1 Integrin	0.004	0.046	0.18	34	-10000	0	34

×

Arf6 signaling events

Figure S89. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S89. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
CENTA1/KIF3B	-0.012	0.048	-10000	0	-0.17	47	47
ARNO/beta Arrestin1-2	-0.006	0.015	0.13	1	-0.13	7	8
EGFR	-0.03	0.083	0.24	1	-0.31	46	47
EPHA2	-0.005	0.01	0.24	1	-10000	0	1
USP6	-0.006	0	-10000	0	-10000	0	0
IQSEC1	-0.006	0	-10000	0	-10000	0	0
EGFR/EGFR/EGF/EGF	-0.021	0.061	0.2	7	-0.21	46	53
ARRB2	-0.001	0.009	0.16	2	-10000	0	2
mol:GTP	0.004	0.012	0.08	2	-10000	0	2
ARRB1	-0.009	0.035	0.24	1	-0.31	7	8
FBXO8	-0.006	0	-10000	0	-10000	0	0
TSHR	0.001	0.041	0.24	16	-10000	0	16
EGF	-0.003	0.027	0.24	7	-10000	0	7
somatostatin receptor activity	0	0	0	1	-0.001	15	16
ARAP2	0	0	0	1	0	13	14
mol:GDP	-0.013	0.051	-10000	0	-0.22	15	15
mol:PI-3-4-5-P3	0	0	0	1	-0.001	15	16
ITGA2B	-0.006	0	-10000	0	-10000	0	0
ARF6	-0.006	0.013	-10000	0	-0.31	1	1
Ephrin A1/EPHA2/NCK1/GIT1	0.029	0.049	0.29	3	-10000	0	3
ADAP1	0	0	-10000	0	0	10	10
KIF13B	-0.031	0.083	-10000	0	-0.31	47	47
HGF/MET	0.008	0.065	0.17	62	-0.21	12	74
PXN	-0.01	0.033	-10000	0	-0.31	7	7
ARF6/GTP	-0.017	0.054	0.13	1	-0.24	15	16
EGFR/EGFR/EGF/EGF/ARFGEP100	-0.006	0.053	0.16	6	-0.18	46	52
ADRB2	-0.006	0	-10000	0	-10000	0	0
receptor agonist activity	0	0	0	1	0	15	16
actin filament binding	0	0	-10000	0	0	15	15
SRC	-0.006	0	-10000	0	-10000	0	0
ITGB3	-0.041	0.11	0.24	12	-0.31	77	89
GNAQ	-0.012	0.043	-10000	0	-0.31	12	12
EFA6/PI-4-5-P2	0	0	0.001	2	-0.001	12	14
ARF6/GDP	0.003	0.032	-10000	0	-0.33	1	1
ARF6/GDP/GULP/ACAP1	-0.027	0.068	0.15	2	-0.21	28	30
alphaIIb/beta3 Integrin/paxillin/GIT1	-0.011	0.066	-10000	0	-0.16	81	81
ACAP1	0	0	0	1	-10000	0	1
ACAP2	0	0	0	1	0	13	14
LHCGR/beta Arrestin2	0.004	0.012	0.2	2	-10000	0	2
EFNA1	0.006	0.053	0.24	27	-10000	0	27
HGF	-0.004	0.021	0.24	4	-10000	0	4
CYTH3	0	0	0	1	-0.001	15	16
CYTH2	0	0.001	-10000	0	-0.004	16	16
NCK1	0.012	0.065	0.24	42	-10000	0	42
fibronectin binding	0	0	-10000	0	0	14	14
endosomal lumen acidification	0	0	0	1	0	12	13
microtubule-based process	0	0	-10000	0	-10000	0	0
GULP1	-0.046	0.11	0.24	3	-0.31	78	81
GNAQ/ARNO	0.001	0.003	-10000	0	-10000	0	0
mol:Phosphatidic acid	0	0	0	1	0	13	14
PIP3-E	-0.007	0.018	-10000	0	-0.31	2	2
MET	0.013	0.089	0.24	59	-0.31	12	71
GNA14	-0.005	0.015	0.24	2	-10000	0	2
GNA15	-0.006	0.016	0.24	1	-0.31	1	2
GIT1	-0.005	0.01	0.24	1	-10000	0	1
mol:PI-4-5-P2	0	0	0	1	-0.001	13	14
GNA11	-0.034	0.088	-10000	0	-0.31	53	53
LHCGR	-0.005	0.015	0.24	2	-10000	0	2
AGTR1	-0.006	0	-10000	0	-10000	0	0
desensitization of G-protein coupled receptor protein signaling pathway	0.004	0.012	0.2	2	-10000	0	2
IPCEF1/ARNO	-0.004	0.043	0.16	7	-0.13	48	55
alphaIIb/beta3 Integrin	-0.031	0.076	0.17	12	-0.21	77	89

×

Presenilin action in Notch and Wnt signaling

Figure S90. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S90. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
Delta 1/NOTCH/NOTCH(cleaved)	-0.01	0.078	-10000	0	-0.5	13	13
HDAC1	0.025	0.064	0.26	36	-10000	0	36
AES	-0.046	0.11	-10000	0	-0.3	89	89
FBXW11	-0.006	0	-10000	0	-10000	0	0
DTX1	-0.006	0	-10000	0	-10000	0	0
LRP6/FZD1	0.005	0.046	0.17	41	-10000	0	41
TLE1	0.002	0.03	0.25	6	-0.3	1	7
AP1	-0.017	0.08	0.23	6	-0.2	71	77
NCSTN	-0.006	0.01	0.24	1	-10000	0	1
ADAM10	-0.001	0.015	0.24	2	-10000	0	2
Beta Catenin/TCF1/CtBP/CBP/TLE1/AES/SMAD4	-0.12	0.17	-10000	0	-0.48	59	59
NICD/RBPSUH	-0.011	0.078	-10000	0	-0.5	13	13
WIF1	-0.002	0.033	0.24	10	-10000	0	10
NOTCH1	-0.014	0.081	-10000	0	-0.53	13	13
PSENEN	-0.016	0.054	-10000	0	-0.31	19	19
KREMEN2	-0.006	0	-10000	0	-10000	0	0
DKK1	0.002	0.043	0.24	18	-10000	0	18
beta catenin/beta TrCP1	-0.025	0.037	-10000	0	-10000	0	0
APH1B	-0.039	0.093	-10000	0	-0.31	61	61
APH1A	-0.006	0.01	0.24	1	-10000	0	1
AXIN1	-0.004	0.027	-10000	0	-10000	0	0
CtBP/CBP/TCF1/TLE1/AES	0.023	0.099	0.25	32	-10000	0	32
PSEN1	-0.006	0.01	0.24	1	-10000	0	1
FOS	-0.029	0.11	0.24	26	-0.31	65	91
JUN	-0.001	0.042	0.24	14	-0.31	2	16
MAP3K7	0.005	0.027	0.24	6	-10000	0	6
CTNNB1	-0.024	0.038	-10000	0	-10000	0	0
MAPK3	-0.013	0.047	-10000	0	-0.31	14	14
DKK2/LRP6/Kremen 2	0.014	0.04	0.16	41	-10000	0	41
HNF1A	0.002	0.012	-10000	0	-10000	0	0
CTBP1	0.002	0.012	-10000	0	-10000	0	0
MYC	-0.14	0.36	-10000	0	-1.2	59	59
NKD1	-0.001	0.012	0.24	1	-10000	0	1
FZD1	-0.006	0.001	-10000	0	-10000	0	0
NOTCH1 precursor/Deltex homolog 1	-0.012	0.077	-10000	0	-0.5	13	13
apoptosis	-0.017	0.08	0.23	6	-0.2	71	77
Delta 1/NOTCHprecursor	-0.012	0.077	-10000	0	-0.5	13	13
DLL1	-0.006	0	-10000	0	-10000	0	0
PPARD	-0.03	0.042	-10000	0	-10000	0	0
Gamma Secretase	-0.019	0.058	-10000	0	-0.16	78	78
APC	-0.004	0.027	-10000	0	-10000	0	0
DVL1	-0.006	0.011	-10000	0	-10000	0	0
CSNK2A1	-0.007	0.002	-10000	0	-10000	0	0
MAP3K7IP1	0.003	0.012	-10000	0	-10000	0	0
DKK1/LRP6/Kremen 2	0.018	0.047	0.16	57	-10000	0	57
LRP6	0.012	0.064	0.24	41	-10000	0	41
CSNK1A1	-0.006	0.015	0.24	2	-10000	0	2
NLK	0.013	0.027	0.16	9	-10000	0	9
CCND1	-0.32	0.52	0.52	1	-1.2	150	151
WNT1	-0.006	0.001	-10000	0	-10000	0	0
Axin1/APC/beta catenin	-0.027	0.041	-10000	0	-10000	0	0
DKK2	-0.006	0	-10000	0	-10000	0	0
NOTCH1 precursor/DVL1	-0.017	0.071	-10000	0	-0.46	13	13
GSK3B	-0.001	0.006	-10000	0	-10000	0	0
FRAT1	-0.001	0.015	-10000	0	-0.31	1	1
NOTCH/Deltex homolog 1	-0.01	0.078	-10000	0	-0.5	13	13
PPP2R5D	-0.003	0.01	-10000	0	-10000	0	0
MAPK1	-0.006	0.016	0.24	1	-0.31	1	2
WNT1/LRP6/FZD1	0.016	0.046	0.29	3	-10000	0	3
RBPJ	-0.005	0.01	0.24	1	-10000	0	1
CREBBP	-0.009	0.04	-10000	0	-0.3	11	11

×

Ceramide signaling pathway

Figure S91. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S91. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
SPHK2	-0.011	0.029	-10000	0	-0.21	12	12
MAP4K4	-0.033	0.074	-10000	0	-0.33	12	12
BAG4	-0.006	0	-10000	0	-10000	0	0
PKC zeta/ceramide	0.007	0.012	0.12	1	-10000	0	1
NFKBIA	-0.013	0.045	-10000	0	-0.31	13	13
BIRC3	-0.047	0.12	0.24	16	-0.31	90	106
BAX	0.004	0.007	-10000	0	-10000	0	0
RIPK1	-0.006	0	-10000	0	-10000	0	0
AKT1	-0.005	0.016	0.37	1	-10000	0	1
BAD	0.003	0.013	0.13	1	-10000	0	1
SMPD1	-0.014	0.033	-10000	0	-0.16	19	19
RB1	0.006	0.031	0.14	21	-0.14	4	25
FADD/Caspase 8	-0.034	0.076	-10000	0	-0.33	15	15
MAP2K4	-0.002	0.021	0.12	1	-0.14	9	10
NSMAF	-0.004	0.023	0.24	5	-10000	0	5
response to UV	0	0	-10000	0	-10000	0	0
RAF1	0	0.013	0.12	1	-10000	0	1
EGF	-0.003	0.027	0.24	7	-10000	0	7
mol:ceramide	0.005	0.014	0.097	12	-10000	0	12
MADD	-0.006	0	-10000	0	-10000	0	0
response to oxidative stress	0	0	-10000	0	-10000	0	0
mol:Free Fatty acid	-0.011	0.029	-10000	0	-0.21	12	12
ASAH1	-0.006	0	-10000	0	-10000	0	0
negative regulation of cell cycle	0.006	0.031	0.14	21	-0.14	4	25
cell proliferation	-0.022	0.043	0.12	3	-0.2	13	16
BID	-0.018	0.058	-10000	0	-0.35	3	3
MAP3K1	0.002	0.017	0.13	1	-0.14	3	4
EIF2A	0.045	0.06	0.12	226	-10000	0	226
TRADD	-0.01	0.036	-10000	0	-0.31	8	8
CRADD	-0.006	0	-10000	0	-10000	0	0
MAPK3	-0.017	0.037	-10000	0	-0.24	4	4
response to heat	0	0	-10000	0	-10000	0	0
MAPK1	-0.014	0.03	-10000	0	-10000	0	0
Cathepsin D/ceramide	0.007	0.012	0.12	1	-10000	0	1
FADD	-0.034	0.074	-10000	0	-0.33	12	12
KSR1	0.003	0.013	0.13	1	-10000	0	1
MAPK8	0.002	0.018	-10000	0	-10000	0	0
PRKRA	0.003	0.016	0.13	4	-10000	0	4
PDGFA	-0.012	0.043	-10000	0	-0.31	12	12
TRAF2	-0.006	0	-10000	0	-10000	0	0
IGF1	-0.016	0.06	0.24	3	-0.31	21	24
mol:GD3	0	0	-10000	0	-10000	0	0
ganglioside biosynthetic process	0.005	0.014	0.097	12	-10000	0	12
CTSD	-0.008	0.025	-10000	0	-0.31	4	4
regulation of nitric oxide biosynthetic process	-0.01	0.024	-10000	0	-0.21	8	8
response to radiation	0	0	-10000	0	-10000	0	0
ERK1/PKC delta	-0.023	0.046	-10000	0	-0.21	13	13
PRKCD	-0.006	0.021	0.24	1	-0.31	2	3
PRKCZ	-0.006	0	-10000	0	-10000	0	0
mol:GW4869	0	0	-10000	0	-10000	0	0
mol:sphingosine	-0.011	0.029	-10000	0	-0.21	12	12
RelA/NF kappa B1	-0.01	0.024	-10000	0	-0.21	8	8
mol:glutathione	0	0	-10000	0	-10000	0	0
PAWR	-0.006	0	-10000	0	-10000	0	0
TNF-alpha/TNFR1A/TRADD/MADD/cIAP2/RIP1/TRAF2/RAIDD	-0.034	0.079	-10000	0	-0.35	12	12
TNFR1A/BAG4/TNF-alpha	0.003	0.034	0.16	1	-0.18	19	20
mol:Sphingosine-1-phosphate	-0.011	0.029	-10000	0	-0.21	12	12
MAP2K1	-0.001	0.013	-10000	0	-10000	0	0
mol:C11AG	0	0	-10000	0	-10000	0	0
RELA	-0.006	0.013	-10000	0	-0.31	1	1
CYCS	0.023	0.048	0.13	93	-10000	0	93
TNFRSF1A	-0.016	0.054	-10000	0	-0.31	19	19
NFKB1	-0.01	0.033	-10000	0	-0.31	7	7
TNFR1A/BAG4	-0.014	0.037	-10000	0	-0.21	19	19
EIF2AK2	0.048	0.063	0.12	222	-10000	0	222
TNF-alpha/TNFR1A/FAN	0.004	0.037	0.16	6	-0.18	19	25
response to hydrogen peroxide	0	0	-10000	0	-10000	0	0
CASP8	-0.022	0.07	-10000	0	-0.44	9	9
MAP2K2	-0.023	0.049	0.11	1	-0.13	88	89
SMPD3	-0.016	0.04	-10000	0	-0.21	11	11
TNF	-0.005	0.01	0.24	1	-10000	0	1
PKC zeta/PAR4	-0.007	0	-10000	0	-10000	0	0
mol:PHOSPHOCHOLINE	-0.001	0.022	-10000	0	-0.15	6	6
NF kappa B1/RelA/I kappa B alpha	0.007	0.033	-10000	0	-0.17	19	19
AIFM1	0.027	0.054	0.14	94	-10000	0	94
BCL2	-0.055	0.11	0.24	1	-0.31	93	94

×

Atypical NF-kappaB pathway

Figure S92. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S92. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
BCL3/RelA	-0.008	0.02	-10000	0	-0.27	3	3
FBXW11	-0.006	0	-10000	0	-10000	0	0
NF kappa B1 p50/c-Rel	-0.01	0.021	0.14	2	-0.18	7	9
NF kappa B1 p50/RelA/I kappa B alpha	-0.014	0.033	-10000	0	-0.28	2	2
NFKBIA	-0.007	0.029	-10000	0	-0.17	18	18
MAPK14	-0.005	0.01	0.24	1	-10000	0	1
NF kappa B1 p105/p50	-0.01	0.021	0.14	2	-0.18	7	9
ARRB2	-0.002	0.007	0.16	1	-10000	0	1
REL	-0.006	0	-10000	0	-10000	0	0
response to oxidative stress	0	0	-10000	0	-10000	0	0
BCL3/NF kappa B1 p50	-0.011	0.024	0.14	2	-0.18	10	12
response to UV	0	0	-10000	0	-10000	0	0
NF kappa B1 p105/RelA	-0.01	0.022	0.14	2	-0.18	8	10
PIK3CA	0.047	0.1	0.24	122	-10000	0	122
NF kappa B1 p50 dimer	-0.009	0.026	0.2	2	-0.21	7	9
PIK3R1	-0.075	0.13	-10000	0	-0.31	131	131
NFKB1	-0.009	0.026	0.2	2	-0.21	7	9
RELA	-0.006	0.013	-10000	0	-0.31	1	1
positive regulation of anti-apoptosis	-0.006	0.022	-10000	0	-10000	0	0
NF kappa B1 p50/RelA/I kappa B alpha/beta Arrestin2	-0.014	0.032	-10000	0	-0.27	2	2
SRC	-0.006	0	-10000	0	-10000	0	0
PI3K	-0.015	0.12	0.17	98	-0.21	107	205
NF kappa B1 p50/RelA	-0.006	0.022	-10000	0	-10000	0	0
IKBKB	-0.005	0.015	0.24	2	-10000	0	2
beta TrCP1/SCF ubiquitin ligase complex	-0.006	0	-10000	0	-10000	0	0
SYK	-0.008	0.034	0.24	2	-0.31	6	8
I kappa B alpha/PIK3R1	-0.01	0.038	-10000	0	-0.2	19	19
cell death	-0.014	0.031	-10000	0	-0.26	2	2
NF kappa B1 p105/c-Rel	-0.01	0.021	0.14	2	-0.18	7	9
LCK	-0.006	0	-10000	0	-10000	0	0
BCL3	-0.007	0.022	-10000	0	-0.31	3	3

×

Syndecan-3-mediated signaling events

Figure S93. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S93. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
CTTN	-0.005	0.015	0.24	2	-10000	0	2
Syndecan-3/Src/Cortactin	0.006	0.084	-10000	0	-0.5	7	7
Syndecan-3/Neurocan	-0.015	0.057	-10000	0	-0.51	7	7
POMC	-0.005	0.01	0.24	1	-10000	0	1
EGFR	-0.03	0.083	0.24	1	-0.31	46	47
Syndecan-3/EGFR	-0.026	0.068	0.15	1	-0.53	7	8
AGRP	-0.006	0	-10000	0	-10000	0	0
NCSTN	-0.005	0.01	0.24	1	-10000	0	1
PSENEN	-0.016	0.054	-10000	0	-0.31	19	19
RP11-540L11.1	0	0	-10000	0	-10000	0	0
APH1B	-0.038	0.093	-10000	0	-0.31	61	61
APH1A	-0.005	0.01	0.24	1	-10000	0	1
NCAN	-0.006	0	-10000	0	-10000	0	0
long-term memory	-0.033	0.071	-10000	0	-0.5	7	7
Syndecan-3/IL8	0.001	0.076	-10000	0	-0.51	7	7
PSEN1	-0.005	0.01	0.24	1	-10000	0	1
Src/Cortactin	-0.006	0.01	0.17	2	-10000	0	2
FYN	-0.047	0.1	0.24	1	-0.31	79	80
limb bud formation	-0.014	0.059	-10000	0	-0.52	7	7
MC4R	0	0	-10000	0	-10000	0	0
SRC	-0.006	0	-10000	0	-10000	0	0
PTN	0.011	0.12	0.24	77	-0.31	32	109
FGFR/FGF/Syndecan-3	-0.014	0.059	-10000	0	-0.53	7	7
neuron projection morphogenesis	-0.01	0.076	-10000	0	-0.49	7	7
Syndecan-3/AgRP	-0.015	0.057	-10000	0	-0.51	7	7
Syndecan-3/AgRP/MC4R	-0.015	0.055	-10000	0	-0.49	7	7
Fyn/Cortactin	-0.034	0.072	0.17	3	-0.21	79	82
SDC3	-0.014	0.06	-10000	0	-0.53	7	7
GO:0007205	0	0	-10000	0	-10000	0	0
positive regulation of leukocyte migration	0.001	0.075	-10000	0	-0.5	7	7
IL8	0.019	0.074	0.24	57	-10000	0	57
Syndecan-3/Fyn/Cortactin	-0.034	0.073	-10000	0	-0.51	7	7
Syndecan-3/CASK	-0.013	0.057	-10000	0	-0.51	7	7
alpha-MSH/MC4R	-0.003	0.007	0.17	1	-10000	0	1
Gamma Secretase	-0.01	0.059	-10000	0	-0.15	79	79

×

HIV-1 Nef: Negative effector of Fas and TNF-alpha

Figure S94. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S94. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
BAG4	-0.006	0	-10000	0	-10000	0	0
Caspase 8 (4 units)	-0.013	0.036	-10000	0	-0.38	1	1
NEF	-0.002	0	-10000	0	-10000	0	0
NFKBIA	-0.023	0.06	-10000	0	-0.35	13	13
BIRC3	-0.059	0.16	0.45	16	-0.38	90	106
CYCS	-0.013	0.036	-10000	0	-0.37	1	1
RIPK1	-0.006	0	-10000	0	-10000	0	0
CD247	-0.008	0	-10000	0	-10000	0	0
MAP2K7	-0.01	0.043	-10000	0	-0.46	1	1
protein ubiquitination	-0.019	0.061	0.18	1	-0.26	6	7
CRADD	-0.006	0	-10000	0	-10000	0	0
DAXX	-0.005	0.015	0.24	2	-10000	0	2
FAS	-0.017	0.058	0.24	1	-0.31	21	22
BID	-0.012	0.036	-10000	0	-0.38	1	1
NF-kappa-B/RelA/I kappa B alpha	-0.049	0.088	-10000	0	-0.24	95	95
TRADD	-0.01	0.036	-10000	0	-0.31	8	8
MAP3K5	-0.006	0.023	0.24	2	-0.31	2	4
CFLAR	-0.006	0	-10000	0	-10000	0	0
FADD	-0.006	0	-10000	0	-10000	0	0
NF-kappa-B/RelA/I kappa B alpha/ubiquitin	-0.049	0.088	-10000	0	-0.24	95	95
MAPK8	-0.011	0.039	-10000	0	-0.44	1	1
APAF1	0.002	0.042	0.24	17	-10000	0	17
TRAF1	-0.006	0	-10000	0	-10000	0	0
TRAF2	-0.006	0	-10000	0	-10000	0	0
FAS/FADD/DAXX/Ask1/Caspase 8/Caspase 8/FASLG	-0.011	0.038	-10000	0	-0.19	22	22
TNFR1A/Caspase 2/TNF-alpha/FADD/TRADD/RIP1/cIAP2/TRAF1/TRAF2/Ask1/RAIDD	-0.024	0.07	-10000	0	-0.29	14	14
CHUK	-0.021	0.065	0.18	1	-0.28	6	7
FAS/FADD/DAXX/Ask1/Caspase 8/Caspase 8	0.007	0.036	-10000	0	-0.16	22	22
TCRz/NEF	-0.007	0	-10000	0	-10000	0	0
TNF	-0.005	0.01	0.24	1	-10000	0	1
FASLG	-0.007	0	-10000	0	-10000	0	0
NFKB1	-0.02	0.052	-10000	0	-0.37	7	7
TNFR1A/BAG4/TNF-alpha	0.003	0.034	0.16	1	-0.18	19	20
CASP6	0.024	0.075	-10000	0	-10000	0	0
CASP7	-0.07	0.17	0.33	15	-0.44	90	105
RELA	-0.016	0.037	-10000	0	-0.38	1	1
CASP2	0.001	0.041	0.24	16	-10000	0	16
CASP3	-0.069	0.17	0.33	15	-0.44	90	105
TNFRSF1A	-0.016	0.054	-10000	0	-0.31	19	19
TNFR1A/BAG4	-0.014	0.037	-10000	0	-0.21	19	19
CASP8	-0.006	0	-10000	0	-10000	0	0
CASP9	-0.005	0.01	0.24	1	-10000	0	1
MAP3K14	-0.024	0.066	-10000	0	-0.27	14	14
APAF-1/Caspase 9	-0.057	0.1	-10000	0	-0.28	89	89
BCL2	-0.032	0.058	-10000	0	-0.33	4	4

×

IL27-mediated signaling events

Figure S95. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S95. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
TGFB1	-0.054	0.11	-10000	0	-0.31	90	90
CD4-positive alpha-beta T cell lineage commitment	0	0.001	-10000	0	-10000	0	0
cytokine production during immune response	-0.002	0.085	0.51	5	-0.39	2	7
IL27/IL27R/JAK1	-0.01	0.095	0.48	1	-0.94	3	4
TBX21	0.043	0.1	0.44	5	-0.57	3	8
IL12B	-0.003	0.011	-10000	0	-10000	0	0
IL12A	0.007	0.045	0.2	28	-0.21	1	29
IL6ST	-0.012	0.053	-10000	0	-0.32	16	16
IL27RA/JAK1	-0.006	0.08	-10000	0	-1	3	3
IL27	-0.004	0.013	-10000	0	-10000	0	0
TYK2	-0.002	0.02	-10000	0	-10000	0	0
T-helper cell lineage commitment	-0.036	0.09	-10000	0	-0.49	2	2
T-helper 2 cell differentiation	-0.002	0.085	0.51	5	-0.39	2	7
T cell proliferation during immune response	-0.002	0.085	0.51	5	-0.39	2	7
MAPKKK cascade	0.002	0.085	0.39	2	-0.51	5	7
STAT3	-0.011	0.04	-10000	0	-0.31	10	10
STAT2	0.022	0.078	0.24	64	-10000	0	64
STAT1	0.13	0.12	0.24	314	-10000	0	314
IL12RB1	-0.004	0.006	-10000	0	-10000	0	0
positive regulation of tyrosine phosphorylation of STAT protein	0	0	-10000	0	-10000	0	0
IL12RB2	0.046	0.11	0.5	8	-0.57	3	11
IL27/IL27R/JAK2/TYK2	0.002	0.086	0.39	2	-0.51	5	7
positive regulation of T cell mediated cytotoxicity	0.002	0.085	0.39	2	-0.51	5	7
STAT1 (dimer)	0.06	0.12	0.47	5	-0.79	3	8
JAK2	-0.003	0.029	0.27	2	-0.31	2	4
JAK1	-0.007	0.018	-10000	0	-0.31	2	2
STAT2 (dimer)	0.017	0.095	0.38	10	-0.44	5	15
T cell proliferation	-0.001	0.085	0.42	2	-0.49	5	7
IL12/IL12R/TYK2/JAK2	0.026	0.075	0.42	3	-10000	0	3
IL17A	-0.036	0.09	-10000	0	-0.49	2	2
mast cell activation	-0.002	0.085	0.51	5	-0.39	2	7
IFNG	0.009	0.044	0.2	26	-10000	0	26
T cell differentiation	0	0.005	0.021	24	-0.023	3	27
STAT3 (dimer)	-0.003	0.082	0.34	2	-0.52	5	7
STAT5A (dimer)	-0.003	0.08	0.34	2	-0.49	5	7
STAT4 (dimer)	0	0.078	0.34	2	-0.47	5	7
STAT4	-0.004	0.018	0.24	3	-10000	0	3
T cell activation	0	0.012	0.12	3	-0.18	1	4
IL27R/JAK2/TYK2	-0.005	0.099	0.39	2	-0.97	3	5
GATA3	-0.003	0.033	-10000	0	-10000	0	0
IL18	0.036	0.08	0.2	108	-10000	0	108
positive regulation of mast cell cytokine production	-0.003	0.081	0.33	2	-0.5	5	7
IL27/EBI3	-0.003	0.023	0.15	1	-10000	0	1
IL27RA	-0.003	0.085	0.37	1	-1.1	3	4
IL6	-0.007	0.05	0.24	10	-0.31	9	19
STAT5A	-0.01	0.036	-10000	0	-0.31	8	8
monocyte differentiation	0.001	0.002	0.015	1	-10000	0	1
IL2	-0.001	0.041	0.45	3	-0.41	1	4
IL1B	0.011	0.052	0.2	40	-10000	0	40
EBI3	-0.004	0.013	-10000	0	-10000	0	0
TNF	-0.003	0.009	0.2	1	-10000	0	1

×

E-cadherin signaling in the nascent adherens junction

Figure S96. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S96. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
CTTN	-0.016	0.061	-10000	0	-0.39	13	13
KLHL20	-0.046	0.068	0.3	1	-0.31	6	7
CYFIP2	-0.012	0.042	-10000	0	-0.31	11	11
Rac1/GDP	-0.022	0.042	-10000	0	-0.24	15	15
ENAH	-0.017	0.06	-10000	0	-0.39	13	13
AP1M1	-0.004	0.018	0.24	3	-10000	0	3
RAP1B	-0.004	0.023	0.24	5	-10000	0	5
RAP1A	-0.005	0.01	0.24	1	-10000	0	1
CTNNB1	-0.005	0.015	0.24	2	-10000	0	2
CDC42/GTP	-0.023	0.029	-10000	0	-0.17	15	15
ABI1/Sra1/Nap1	-0.037	0.045	-10000	0	-0.11	99	99
E-cadherin/beta catenin/alpha catenin/beta7/alphaE Integrin	0.002	0.029	-10000	0	-0.16	14	14
RAPGEF1	-0.019	0.053	-10000	0	-0.35	13	13
CTNND1	-0.006	0.001	-10000	0	-10000	0	0
regulation of calcium-dependent cell-cell adhesion	-0.015	0.062	-10000	0	-0.4	13	13
CRK	-0.018	0.057	-10000	0	-0.37	13	13
E-cadherin/gamma catenin/alpha catenin	-0.005	0.042	-10000	0	-0.19	26	26
alphaE/beta7 Integrin	-0.007	0.011	0.17	1	-0.21	1	2
IQGAP1	-0.006	0.021	0.24	1	-0.31	2	3
NCKAP1	-0.002	0.031	0.24	9	-10000	0	9
Rap1/GTP/I-afadin	-0.003	0.04	0.15	6	-0.16	29	35
DLG1	-0.003	0.073	-10000	0	-0.39	13	13
ChemicalAbstracts:7440-70-2	0	0	-10000	0	-10000	0	0
mol:PI-3-4-5-P3	-0.031	0.039	-10000	0	-0.16	16	16
MLLT4	-0.021	0.066	-10000	0	-0.31	29	29
ARF6/GTP/NME1/Tiam1	0.011	0.035	0.15	31	-0.16	2	33
PI3K	-0.039	0.049	-10000	0	-0.2	16	16
ARF6	-0.006	0.013	-10000	0	-0.31	1	1
mol:Ca2+	0	0	-10000	0	-10000	0	0
E-cadherin/gamma catenin	-0.016	0.045	-10000	0	-0.23	24	24
TIAM1	-0.006	0.019	0.24	2	-0.31	1	3
E-cadherin(dimer)/Ca2+	0.001	0.028	0.14	1	-0.15	15	16
AKT1	-0.025	0.03	-10000	0	-0.12	15	15
PIK3R1	-0.075	0.13	-10000	0	-0.31	131	131
CDH1	-0.013	0.045	-10000	0	-0.31	13	13
RhoA/GDP	-0.02	0.041	-10000	0	-0.24	14	14
actin cytoskeleton organization	-0.034	0.051	0.25	1	-0.22	6	7
CDC42/GDP	-0.02	0.041	-10000	0	-0.24	15	15
E-cadherin/Ca2+/gamma catenin/alpha catenin/p120 catenin	-0.012	0.042	-10000	0	-0.2	26	26
ITGB7	-0.006	0.016	0.24	1	-0.31	1	2
RAC1	-0.006	0.013	-10000	0	-0.31	1	1
E-cadherin/beta catenin/alpha catenin/p120 catenin	0.001	0.03	0.15	2	-0.16	15	17
E-cadherin/Ca2+/beta catenin/alpha catenin	0	0.026	0.14	2	-0.15	15	17
mol:GDP	-0.021	0.047	-10000	0	-0.27	15	15
CDC42/GTP/IQGAP1	0.003	0.013	0.15	1	-0.18	2	3
JUP	-0.013	0.045	-10000	0	-0.31	13	13
p120 catenin/RhoA/GDP	-0.021	0.042	-10000	0	-0.24	14	14
RAC1/GTP/IQGAP1	0.002	0.015	0.15	1	-0.18	3	4
PIP5K1C/AP1M1	-0.006	0.013	0.17	3	-10000	0	3
RHOA	-0.007	0.018	-10000	0	-0.31	2	2
CDC42	-0.006	0	-10000	0	-10000	0	0
CTNNA1	-0.007	0.018	-10000	0	-0.31	2	2
positive regulation of S phase of mitotic cell cycle	-0.045	0.07	0.36	1	-0.16	136	137
NME1	0.007	0.054	0.24	29	-10000	0	29
clathrin coat assembly	0	0	-10000	0	-10000	0	0
TJP1	-0.016	0.061	-10000	0	-0.39	13	13
regulation of cell-cell adhesion	-0.021	0.026	-10000	0	-0.15	15	15
WASF2	-0.031	0.035	-10000	0	-0.12	33	33
Rap1/GTP	-0.022	0.035	-10000	0	-0.23	5	5
E-cadherin/gamma catenin/alpha catenin/beta7/alphaE Integrin	0.004	0.039	-10000	0	-0.16	27	27
CCND1	-0.056	0.086	0.39	1	-0.2	140	141
VAV2	-0.022	0.078	-10000	0	-0.44	16	16
RAP1/GDP	-0.02	0.039	-10000	0	-0.22	9	9
adherens junction assembly	-0.016	0.059	-10000	0	-0.38	13	13
homophilic cell adhesion	0	0	-10000	0	-10000	0	0
ABI1	-0.005	0.01	0.24	1	-10000	0	1
PIP5K1C	-0.006	0	-10000	0	-10000	0	0
regulation of heterotypic cell-cell adhesion	-0.019	0.034	-10000	0	-0.28	2	2
E-cadherin/beta catenin	-0.008	0.039	-10000	0	-0.27	12	12
mol:GTP	0	0	-10000	0	-10000	0	0
SRC	-0.017	0.06	-10000	0	-0.39	13	13
PIK3CA	0.047	0.1	0.24	122	-10000	0	122
Rac1/GTP	-0.07	0.1	0.4	1	-0.41	12	13
E-cadherin/beta catenin/alpha catenin	0	0.031	0.16	2	-0.18	15	17
ITGAE	-0.006	0	-10000	0	-10000	0	0
E-cadherin/Ca2+/beta catenin/alpha catenin/p120 catenin	-0.015	0.063	-10000	0	-0.41	13	13

×

Calcineurin-regulated NFAT-dependent transcription in lymphocytes

Figure S97. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S97. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
FOXP3	-0.005	0.025	0.19	7	-10000	0	7
NFATC2	-0.045	0.17	0.38	5	-0.54	16	21
NFATC3	0.005	0.046	0.29	3	-0.27	1	4
CD40LG	-0.015	0.17	0.63	6	-0.94	1	7
ITCH	-0.007	0.057	0.29	15	-10000	0	15
CBLB	-0.008	0.055	0.28	15	-10000	0	15
CD4-positive CD25-positive alpha-beta regulatory T cell lineage commitment	-0.037	0.14	0.57	10	-0.55	5	15
JUNB	-0.077	0.13	-10000	0	-0.31	135	135
CaM/Ca2+/Calcineurin A alpha-beta B1	-0.016	0.029	-10000	0	-0.22	11	11
T cell anergy	-0.01	0.07	0.36	13	-10000	0	13
TLE4	-0.059	0.18	0.4	1	-0.56	55	56
Jun/NFAT1-c-4/p21SNFT	-0.006	0.14	0.43	1	-0.94	1	2
AP-1/NFAT1-c-4	-0.01	0.19	0.57	6	-1.1	1	7
IKZF1	-0.028	0.11	-10000	0	-0.39	14	14
T-helper 2 cell differentiation	-0.021	0.13	-10000	0	-0.54	8	8
AP-1/NFAT1	-0.028	0.14	0.32	17	-0.37	30	47
CALM1	-0.014	0.049	-10000	0	-0.32	11	11
EGR2	-0.007	0.13	0.75	3	-0.86	1	4
EGR3	-0.008	0.12	0.7	2	-0.86	1	3
NFAT1/FOXP3	-0.028	0.12	0.4	7	-0.39	15	22
EGR1	-0.12	0.15	0.24	3	-0.31	212	215
JUN	0.005	0.047	0.24	15	-0.31	1	16
EGR4	-0.006	0.004	-10000	0	-10000	0	0
mol:Ca2+	-0.002	0.022	0.13	15	-10000	0	15
GBP3	-0.039	0.19	0.42	24	-0.56	43	67
FOSL1	-0.006	0	-10000	0	-10000	0	0
NFAT1-c-4/MAF/IRF4	-0.016	0.12	-10000	0	-0.94	1	1
DGKA	-0.024	0.12	0.43	7	-0.38	15	22
CREM	-0.005	0.01	0.24	1	-10000	0	1
NFAT1-c-4/PPARG	-0.015	0.12	-10000	0	-0.98	1	1
CTLA4	-0.024	0.11	0.51	7	-0.33	14	21
NFAT1-c-4 (dimer)/EGR1	-0.075	0.14	0.47	1	-1.1	1	2
NFAT1-c-4 (dimer)/EGR4	-0.017	0.12	0.47	1	-0.98	1	2
FOS	-0.019	0.11	0.25	26	-0.31	53	79
IFNG	-0.021	0.15	0.47	25	-0.49	8	33
T cell activation	-0.013	0.12	0.59	2	-0.58	1	3
MAF	-0.006	0	-10000	0	-10000	0	0
T-helper 2 cell lineage commitment	0	0	-10000	0	-10000	0	0
activation-induced cell death of T cells	0.003	0.11	1.2	1	-0.63	3	4
TNF	-0.072	0.14	0.6	2	-0.97	1	3
FASLG	-0.008	0.13	0.74	1	-0.93	1	2
TBX21	0.003	0.044	0.2	26	-10000	0	26
BATF3	0	0	-10000	0	-10000	0	0
PRKCQ	-0.01	0.048	0.24	5	-0.31	11	16
PTPN1	-0.028	0.11	-10000	0	-0.38	15	15
NFAT1-c-4/ICER1	-0.016	0.12	-10000	0	-0.98	1	1
GATA3	-0.005	0.015	0.24	2	-10000	0	2
T-helper 1 cell differentiation	-0.02	0.15	0.47	25	-0.48	8	33
IL2RA	-0.039	0.14	0.54	9	-0.49	13	22
T-helper 1 cell lineage commitment	0	0	-10000	0	-10000	0	0
CASP3	-0.024	0.12	0.43	9	-0.38	15	24
E2F1	-0.005	0.013	0.14	5	-10000	0	5
PPARG	-0.004	0.023	0.24	5	-10000	0	5
SLC3A2	-0.027	0.12	0.41	2	-0.39	14	16
IRF4	-0.005	0.015	0.24	2	-10000	0	2
PTGS2	-0.011	0.18	0.68	9	-0.76	2	11
CSF2	-0.015	0.17	0.63	6	-0.94	1	7
JunB/Fra1/NFAT1-c-4	-0.051	0.14	-10000	0	-0.8	2	2
IL4	-0.022	0.14	-10000	0	-0.56	8	8
IL5	-0.015	0.17	0.63	6	-0.94	1	7
IL2	-0.013	0.12	0.59	2	-0.58	1	3
IL3	-0.018	0.023	-10000	0	-10000	0	0
RNF128	-0.007	0.059	0.42	6	-10000	0	6
NFATC1	-0.003	0.11	0.63	3	-1.2	1	4
CDK4	0.008	0.11	0.62	4	-0.64	1	5
PTPRK	-0.03	0.13	0.4	3	-0.44	19	22
IL8	0.003	0.21	0.67	13	-0.94	1	14
POU2F1	-0.006	0	-10000	0	-10000	0	0

×

Ephrin A reverse signaling

Figure S98. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S98. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
MAPKKK cascade	0.006	0.018	0.15	4	-0.17	3	7
EFNA5	-0.006	0.03	0.24	4	-0.31	3	7
FYN	-0.028	0.055	0.14	4	-0.16	80	84
neuron projection morphogenesis	0.006	0.018	0.15	4	-0.17	3	7
cell-cell signaling	0	0	-10000	0	-10000	0	0
Ephrin A5/EPHA5	0.006	0.018	0.15	4	-0.18	3	7
EPHA5	-0.006	0	-10000	0	-10000	0	0

×

Regulation of p38-alpha and p38-beta

Figure S99. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S99. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
RIP1/MEKK3	0.006	0	-10000	0	-10000	0	0
response to insulin stimulus	0	0	-10000	0	-10000	0	0
RIPK1	-0.006	0	-10000	0	-10000	0	0
response to stress	0	0	-10000	0	-10000	0	0
MAP2K6	0.03	0.087	0.24	82	-10000	0	82
mol:GTP	0	0	-10000	0	-10000	0	0
MAP2K4	-0.009	0.031	-10000	0	-0.31	6	6
RAC1-CDC42/GTP/PAK family	-0.045	0.076	-10000	0	-0.17	158	158
response to UV	0	0	-10000	0	-10000	0	0
YES1	0.006	0.052	0.24	26	-10000	0	26
interleukin-1 receptor activity	0	0	-10000	0	-10000	0	0
tumor necrosis factor receptor activity	0	0	-10000	0	-10000	0	0
MAP3K3	-0.006	0	-10000	0	-10000	0	0
FYN	-0.047	0.1	0.24	1	-0.31	79	80
MAP3K12	-0.006	0	-10000	0	-10000	0	0
FGR	-0.006	0	-10000	0	-10000	0	0
p38 alpha/TAB1	-0.019	0.056	-10000	0	-0.24	4	4
PRKG1	-0.005	0.01	0.24	1	-10000	0	1
DUSP8	-0.006	0	-10000	0	-10000	0	0
PGK/cGMP/p38 alpha	-0.025	0.047	0.13	1	-0.24	4	5
apoptosis	-0.02	0.053	-10000	0	-0.24	4	4
RAL/GTP	0.006	0.009	0.15	2	-10000	0	2
LYN	-0.014	0.048	-10000	0	-0.31	15	15
DUSP1	-0.065	0.12	0.24	3	-0.31	114	117
PAK1	0.002	0.043	0.24	18	-10000	0	18
SRC	-0.006	0	-10000	0	-10000	0	0
RAC1/OSM/MEKK3/MKK3	0.01	0.012	-10000	0	-0.16	3	3
TRAF6	-0.005	0.015	0.24	2	-10000	0	2
RAC1	-0.006	0.013	-10000	0	-0.31	1	1
epidermal growth factor receptor activity	0	0	-10000	0	-10000	0	0
mol:LPS	0	0	-10000	0	-10000	0	0
mol:cGMP	0	0	-10000	0	-10000	0	0
CCM2	-0.006	0	-10000	0	-10000	0	0
RAC1-CDC42/GTP	0.006	0.008	-10000	0	-0.18	1	1
MAPK11	-0.024	0.078	0.17	6	-0.24	22	28
BLK	-0.005	0.01	0.24	1	-10000	0	1
HCK	-0.005	0.01	0.24	1	-10000	0	1
MAP2K3	-0.007	0.018	-10000	0	-0.31	2	2
DUSP16	-0.004	0.023	0.24	5	-10000	0	5
DUSP10	0.003	0.047	0.24	21	-10000	0	21
TRAF6/MEKK3	0.006	0.008	0.15	2	-10000	0	2
MAP3K7IP1	-0.006	0	-10000	0	-10000	0	0
MAPK14	-0.018	0.06	-10000	0	-0.26	4	4
positive regulation of innate immune response	-0.028	0.084	0.18	5	-0.26	22	27
LCK	-0.006	0	-10000	0	-10000	0	0
p38alpha-beta/MKP7	-0.027	0.084	0.21	4	-0.25	22	26
p38alpha-beta/MKP5	-0.024	0.084	0.22	2	-0.25	21	23
PGK/cGMP	-0.003	0.007	0.17	1	-10000	0	1
PAK2	-0.004	0.018	0.24	3	-10000	0	3
p38alpha-beta/MKP1	-0.042	0.098	-10000	0	-0.28	38	38
CDC42	-0.006	0	-10000	0	-10000	0	0
RALB	-0.006	0	-10000	0	-10000	0	0
RALA	-0.005	0.015	0.24	2	-10000	0	2
PAK3	-0.094	0.14	0.24	2	-0.31	167	169

×

Signaling events mediated by VEGFR1 and VEGFR2

Figure S100. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S100. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
alphaV beta3 Integrin	-0.026	0.088	0.19	28	-0.22	78	106
AKT1	-0.049	0.11	-10000	0	-0.36	3	3
PTK2B	-0.049	0.1	0.26	8	-0.28	40	48
VEGFR2 homodimer/Frs2	-0.045	0.078	0.27	2	-0.25	2	4
CAV1	-0.053	0.11	0.24	2	-0.31	90	92
CALM1	-0.012	0.042	-10000	0	-0.31	11	11
VEGFR2 homodimer/VEGFA homodimer/Frs2	-0.032	0.087	0.35	2	-0.28	2	4
endothelial cell proliferation	-0.041	0.089	-10000	0	-0.32	5	5
mol:Ca2+	-0.037	0.077	0.36	1	-0.34	2	3
VEGFR2 homodimer/VEGFA homodimer/IQGAP1/Rac	-0.035	0.083	0.3	2	-0.28	4	6
RP11-342D11.1	-0.037	0.077	0.29	2	-0.34	2	4
CDH5	-0.006	0	-10000	0	-10000	0	0
VEGFA homodimer	0.023	0.043	0.15	53	-0.16	3	56
SHC1	-0.006	0	-10000	0	-10000	0	0
SHC2	-0.023	0.071	-10000	0	-0.31	33	33
HRAS/GDP	-0.046	0.054	-10000	0	-0.31	2	2
SH2D2A	-0.006	0	-10000	0	-10000	0	0
VEGFR2 homodimer/VEGFA homodimer/SHP1/eNOS	-0.034	0.08	0.26	1	-0.31	4	5
VEGFR2 homodimer/VEGFA homodimer/TsAd	-0.036	0.085	0.39	1	-0.28	2	3
VEGFR1 homodimer	-0.006	0	-10000	0	-10000	0	0
SHC/GRB2/SOS1	-0.034	0.077	0.24	2	-0.33	2	4
GRB10	-0.038	0.077	0.36	1	-0.34	2	3
PTPN11	-0.006	0	-10000	0	-10000	0	0
GRB2	-0.006	0	-10000	0	-10000	0	0
PAK1	0.002	0.043	0.24	18	-10000	0	18
VEGFR2 homodimer/VEGFA homodimer/IQGAP1/Cadherin/beta catenin	-0.035	0.079	0.29	2	-0.26	3	5
HRAS	-0.006	0	-10000	0	-10000	0	0
VEGF/Rho/ROCK1/Integrin Complex	-0.041	0.1	0.28	2	-0.3	37	39
HIF1A	-0.007	0.022	-10000	0	-0.31	3	3
FRS2	0.001	0.04	0.24	15	-10000	0	15
oxygen and reactive oxygen species metabolic process	-0.036	0.079	-10000	0	-0.28	4	4
mol:GTP	0	0	-10000	0	-10000	0	0
FLT4	-0.006	0	-10000	0	-10000	0	0
Nck/Pak	0.012	0.054	0.17	60	-10000	0	60
VEGFR2 homodimer/VEGFA homodimer/Fyn	-0.056	0.098	0.39	1	-0.31	19	20
mol:GDP	-0.037	0.07	-10000	0	-0.32	2	2
mol:NADP	-0.032	0.069	0.25	1	-10000	0	1
eNOS/Hsp90	-0.032	0.067	0.24	1	-10000	0	1
PIK3R1	-0.075	0.13	-10000	0	-0.31	131	131
mol:IP3	-0.038	0.077	0.36	1	-0.35	2	3
HIF1A/ARNT	-0.008	0.017	0.17	1	-0.21	3	4
SHB	-0.006	0	-10000	0	-10000	0	0
VEGFA	0.013	0.07	0.24	49	-10000	0	49
VEGFC	-0.047	0.1	-10000	0	-0.31	77	77
FAK1/Vinculin	-0.05	0.12	0.31	3	-0.33	37	40
mol:Ca ++	0	0	-10000	0	-10000	0	0
RHOA	-0.007	0.018	-10000	0	-0.31	2	2
VEGFR2 homodimer/VEGFA homodimer/alphaV beta3 Integrin	-0.046	0.11	0.31	8	-0.3	39	47
PTPN6	-0.006	0	-10000	0	-10000	0	0
EPAS1	-0.08	0.13	0.18	2	-0.31	132	134
mol:L-citrulline	-0.032	0.069	0.25	1	-10000	0	1
ITGAV	0.001	0.05	0.24	19	-0.31	3	22
PIK3CA	0.047	0.1	0.24	122	-10000	0	122
VEGFR2 homodimer/VEGFA homodimer/Frs2/GRB2	-0.031	0.083	0.3	3	-0.26	2	5
VEGFR2 homodimer/VEGFA homodimer	-0.038	0.088	0.32	2	-0.37	2	4
VEGFR2/3 heterodimer	-0.05	0.075	0.27	2	-0.25	2	4
VEGFB	-0.017	0.057	-10000	0	-0.31	21	21
MAPK11	-0.038	0.081	0.39	1	-0.36	2	3
VEGFR2 homodimer	-0.057	0.092	0.4	2	-0.29	2	4
FLT1	-0.006	0	-10000	0	-10000	0	0
NEDD4	-0.007	0.016	0.24	2	-10000	0	2
MAPK3	-0.037	0.074	0.35	1	-0.32	2	3
MAPK1	-0.036	0.072	0.35	1	-0.32	2	3
VEGFA145/NRP2	0.016	0.064	0.18	74	-10000	0	74
VEGFR1/2 heterodimer	-0.05	0.075	0.27	2	-0.25	2	4
KDR	-0.057	0.092	0.41	2	-0.29	2	4
VEGFA165/NRP1/VEGFR2 homodimer	-0.028	0.089	0.31	4	-0.34	2	6
SRC	-0.006	0	-10000	0	-10000	0	0
platelet activating factor biosynthetic process	-0.037	0.074	0.36	1	-0.33	2	3
PI3K	-0.041	0.11	-10000	0	-0.36	3	3
VEGFR2 homodimer/VEGFA homodimer/NCK1	-0.024	0.098	0.32	5	-0.28	2	7
FES	-0.039	0.078	0.36	1	-0.35	2	3
GAB1	-0.04	0.087	0.28	2	-0.37	4	6
VEGFR2 homodimer/VEGFA homodimer/Src	-0.036	0.085	0.39	1	-0.28	2	3
CTNNB1	-0.005	0.015	0.24	2	-10000	0	2
SOS1	0.005	0.05	0.24	24	-10000	0	24
ARNT	-0.005	0.01	0.24	1	-10000	0	1
eNOS/Caveolin-1	-0.048	0.084	-10000	0	-0.35	4	4
VEGFR2 homodimer/VEGFA homodimer/Yes	-0.029	0.087	0.39	1	-0.28	2	3
PI3K/GAB1	-0.069	0.14	-10000	0	-0.37	32	32
VEGFR2 homodimer/VEGFA homodimer/Frs2/Nck/Pak	-0.016	0.095	0.28	13	-0.26	2	15
PRKACA	-0.006	0	-10000	0	-10000	0	0
VEGFR2/3 heterodimer/VEGFC homodimer	-0.068	0.083	-10000	0	-0.3	21	21
HSP90AA1	-0.006	0.013	-10000	0	-0.31	1	1
CDC42	-0.039	0.078	0.36	1	-0.35	2	3
actin cytoskeleton reorganization	-0.036	0.084	0.39	1	-0.28	2	3
PTK2	-0.052	0.12	0.33	3	-0.35	37	40
EDG1	-0.04	0.084	0.36	1	-0.43	6	7
mol:DAG	-0.038	0.077	0.36	1	-0.35	2	3
CaM/Ca2+	-0.04	0.071	-10000	0	-0.29	5	5
MAP2K3	-0.038	0.076	0.29	2	-0.34	2	4
VEGFR2 homodimer/VEGFA homodimer/GRB10/NEDD4	-0.037	0.084	0.31	2	-0.35	2	4
PLCG1	-0.038	0.078	0.36	1	-0.35	2	3
VEGFR2 homodimer/VEGFA homodimer/Src/Shb	-0.034	0.081	0.3	2	-0.26	2	4
IQGAP1	-0.006	0.021	0.24	1	-0.31	2	3
YES1	0.006	0.052	0.24	26	-10000	0	26
VEGFR2 homodimer/VEGFA homodimer/SHP2	-0.036	0.085	0.39	1	-0.28	2	3
VEGFR2 homodimer/VEGFA homodimer/SHP1	-0.036	0.085	0.39	1	-0.28	2	3
cell migration	-0.05	0.11	0.3	3	-0.4	9	12
mol:PI-3-4-5-P3	-0.038	0.1	-10000	0	-0.34	3	3
FYN	-0.047	0.1	0.24	1	-0.31	79	80
VEGFB/NRP1	-0.041	0.079	0.33	1	-0.29	12	13
mol:NO	-0.032	0.069	0.25	1	-10000	0	1
PXN	-0.01	0.033	-10000	0	-0.31	7	7
HRAS/GTP	-0.045	0.054	-10000	0	-0.31	2	2
VEGFR2 homodimer/VEGFA homodimer/GRB10	-0.037	0.084	0.39	1	-0.35	2	3
VHL	-0.004	0.018	0.24	3	-10000	0	3
ITGB3	-0.041	0.11	0.24	12	-0.31	77	89
NOS3	-0.035	0.074	0.26	1	-10000	0	1
VEGFR2 homodimer/VEGFA homodimer/Sck	-0.044	0.092	0.39	1	-0.3	10	11
RAC1	-0.006	0.013	-10000	0	-0.31	1	1
PRKCA	-0.037	0.076	0.29	2	-0.31	4	6
PRKCB	-0.036	0.072	0.34	1	-0.33	2	3
VCL	-0.005	0.015	0.24	2	-10000	0	2
VEGFA165/NRP1	-0.034	0.082	0.38	1	-0.34	2	3
VEGFR1/2 heterodimer/VEGFA homodimer	-0.036	0.085	0.39	1	-0.28	2	3
VEGFA165/NRP2	0.016	0.064	0.18	74	-10000	0	74
MAPKKK cascade	-0.033	0.076	0.34	1	-0.31	2	3
NRP2	0.006	0.054	0.24	28	-10000	0	28
VEGFC homodimer	-0.047	0.1	-10000	0	-0.31	77	77
NCK1	0.012	0.065	0.24	42	-10000	0	42
ROCK1	-0.005	0.01	0.24	1	-10000	0	1
FAK1/Paxillin	-0.052	0.12	0.31	3	-0.33	40	43
MAP3K13	-0.037	0.081	0.32	2	-0.35	2	4
PDPK1	-0.039	0.094	-10000	0	-0.31	3	3

×

FOXA2 and FOXA3 transcription factor networks

Figure S101. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S101. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
ACADVL	0.097	0.22	0.58	9	-10000	0	9
PCK1	0.15	0.21	0.56	54	-10000	0	54
HNF4A	0.13	0.26	0.67	18	-10000	0	18
KCNJ11	0.1	0.24	0.61	6	-10000	0	6
AKT1	0.072	0.15	0.37	23	-10000	0	23
response to starvation	0.015	0.029	0.14	2	-10000	0	2
DLK1	0.12	0.26	0.74	17	-10000	0	17
NKX2-1	0.073	0.15	-10000	0	-10000	0	0
ACADM	0.1	0.23	0.57	14	-10000	0	14
TAT	0.1	0.17	0.51	11	-10000	0	11
CEBPB	-0.007	0.028	0.24	1	-0.31	4	5
CEBPA	-0.006	0.008	-10000	0	-10000	0	0
TTR	0.092	0.14	0.99	2	-10000	0	2
PKLR	0.096	0.22	0.57	7	-10000	0	7
APOA1	0.16	0.31	0.77	44	-10000	0	44
CPT1C	0.1	0.23	0.62	14	-10000	0	14
ALAS1	0.067	0.16	0.78	2	-10000	0	2
TFRC	0.21	0.3	0.76	75	-10000	0	75
FOXF1	-0.006	0	-10000	0	-10000	0	0
NF1	-0.019	0.065	0.18	4	-0.31	26	30
HNF1A (dimer)	-0.007	0.009	-10000	0	-0.22	1	1
CPT1A	0.095	0.22	0.56	8	-0.94	1	9
HMGCS1	0.12	0.25	0.61	39	-10000	0	39
NR3C1	-0.012	0.04	-10000	0	-0.31	10	10
CPT1B	0.096	0.22	0.56	8	-10000	0	8
chromatin remodeling	0	0	-10000	0	-10000	0	0
SP1	-0.007	0.009	-10000	0	-0.22	1	1
GCK	0.096	0.22	0.56	8	-10000	0	8
CREB1	0.027	0.07	0.18	104	-10000	0	104
IGFBP1	0.073	0.15	0.49	2	-10000	0	2
PDX1	0.07	0.16	-10000	0	-1	1	1
UCP2	-0.007	0.37	0.56	8	-0.76	63	71
ALDOB	0.1	0.24	0.61	5	-10000	0	5
AFP	0.037	0.053	0.56	1	-10000	0	1
BDH1	0.095	0.23	0.58	9	-0.77	1	10
HADH	0.083	0.27	0.61	5	-0.92	5	10
F2	0.13	0.27	0.72	12	-10000	0	12
HNF1A	-0.007	0.009	-10000	0	-0.22	1	1
G6PC	0.038	0.062	-10000	0	-10000	0	0
SLC2A2	0.082	0.18	0.52	1	-10000	0	1
INS	-0.005	0.015	-10000	0	-0.19	2	2
FOXA1	-0.006	0.025	0.31	3	-10000	0	3
FOXA3	0.091	0.12	0.37	34	-10000	0	34
FOXA2	0.15	0.32	0.83	23	-10000	0	23
ABCC8	0.1	0.24	0.61	5	-10000	0	5
ALB	0.037	0.055	0.49	2	-10000	0	2

×

BCR signaling pathway

Figure S102. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S102. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
JUN	-0.007	0.054	-10000	0	-0.25	13	13
IKBKB	-0.001	0.041	-10000	0	-10000	0	0
AKT1	-0.029	0.059	0.17	5	-0.17	14	19
IKBKG	-0.004	0.035	-10000	0	-10000	0	0
CALM1	-0.011	0.051	-10000	0	-0.23	17	17
PIK3CA	0.047	0.1	0.24	122	-10000	0	122
MAP3K1	-0.01	0.074	0.21	1	-0.36	13	14
MAP3K7	-0.003	0.025	0.24	6	-10000	0	6
mol:Ca2+	-0.007	0.05	-10000	0	-0.24	16	16
DOK1	-0.007	0.018	-10000	0	-0.31	2	2
AP-1	-0.01	0.047	0.17	4	-0.17	15	19
LYN	-0.014	0.048	-10000	0	-0.31	15	15
BLNK	-0.014	0.048	-10000	0	-0.31	15	15
SHC1	-0.006	0	-10000	0	-10000	0	0
BCR complex	-0.004	0.02	0.17	7	-10000	0	7
CD22	-0.054	0.095	0.22	3	-0.34	19	22
CAMK2G	-0.013	0.048	-10000	0	-0.22	17	17
CSNK2A1	-0.006	0	-10000	0	-10000	0	0
INPP5D	0	0	-10000	0	-10000	0	0
SHC/GRB2/SOS1	-0.022	0.033	-10000	0	-0.15	31	31
GO:0007205	-0.007	0.051	-10000	0	-0.24	16	16
SYK	-0.008	0.034	0.24	2	-0.31	6	8
ELK1	-0.009	0.048	-10000	0	-0.23	16	16
NFATC1	-0.01	0.058	0.19	1	-0.26	16	17
B-cell antigen/BCR complex	-0.004	0.02	0.17	7	-10000	0	7
PAG1/CSK	-0.007	0.007	0.17	1	-10000	0	1
NFKBIB	0	0.021	-10000	0	-0.13	9	9
HRAS	-0.01	0.045	-10000	0	-0.22	15	15
NFKBIA	0.001	0.019	-10000	0	-0.12	6	6
NF-kappa-B/RelA/I kappa B beta	0	0.02	-10000	0	-0.13	8	8
RasGAP/Csk	0.021	0.038	0.28	2	-0.15	4	6
mol:GDP	-0.007	0.049	-10000	0	-0.23	16	16
PTEN	-0.012	0.042	-10000	0	-0.31	11	11
CD79B	-0.006	0	-10000	0	-10000	0	0
NF-kappa-B/RelA/I kappa B alpha	0.001	0.019	-10000	0	-0.12	8	8
GRB2	-0.006	0	-10000	0	-10000	0	0
PI3K/BCAP/CD19	-0.072	0.13	0.22	1	-0.34	59	60
PIK3R1	-0.075	0.13	-10000	0	-0.31	131	131
mol:IP3	-0.007	0.051	-10000	0	-0.24	16	16
CSK	-0.006	0	-10000	0	-10000	0	0
FOS	-0.019	0.068	-10000	0	-0.25	21	21
CHUK	0	0.04	0.18	1	-10000	0	1
IBTK	-0.001	0.036	0.24	12	-10000	0	12
CARD11/BCL10/MALT1/TAK1	0.002	0.055	0.17	4	-0.21	15	19
PTPN6	-0.053	0.091	0.2	3	-0.33	19	22
RELA	-0.006	0.013	-10000	0	-0.31	1	1
BCL2A1	0	0.018	0.093	1	-0.13	2	3
VAV2	-0.011	0.076	0.23	1	-0.35	17	18
ubiquitin-dependent protein catabolic process	0	0.021	-10000	0	-0.13	8	8
BTK	0.008	0.032	-10000	0	-10000	0	0
CD19	-0.01	0.075	0.22	3	-0.36	14	17
MAP4K1	-0.005	0.015	0.24	2	-10000	0	2
CD72	-0.006	0	-10000	0	-10000	0	0
PAG1	-0.005	0.01	0.24	1	-10000	0	1
MAPK14	-0.01	0.067	0.2	1	-0.31	13	14
SH3BP5	-0.007	0.022	-10000	0	-0.31	3	3
PIK3AP1	-0.009	0.055	-10000	0	-0.27	16	16
B-cell antigen/BCR complex/Btk/LYN/SYK/BLNK/PLCgamma2/CD72	-0.01	0.062	-10000	0	-0.29	21	21
RAF1	-0.011	0.043	-10000	0	-0.21	15	15
RasGAP/p62DOK/SHIP	0.008	0.035	-10000	0	-0.14	6	6
CD79A	-0.003	0.027	0.24	7	-10000	0	7
re-entry into mitotic cell cycle	-0.01	0.046	0.16	4	-0.16	16	20
RASA1	-0.007	0.022	-10000	0	-0.31	3	3
MAPK3	-0.016	0.041	-10000	0	-0.25	3	3
MAPK1	-0.013	0.038	-10000	0	-0.25	3	3
CD72/SHP1	-0.053	0.087	0.19	3	-0.32	19	22
NFKB1	-0.01	0.033	-10000	0	-0.31	7	7
MAPK8	-0.009	0.065	0.2	1	-0.31	10	11
actin cytoskeleton organization	-0.012	0.069	0.22	1	-0.32	16	17
NF-kappa-B/RelA	-0.001	0.047	-10000	0	-0.25	10	10
Calcineurin	-0.015	0.046	-10000	0	-0.21	17	17
PI3K	-0.069	0.073	-10000	0	-0.25	39	39
B-cell antigen/BCR complex/Btk/LYN/SYK/BLNK/PLCgamma2	-0.009	0.056	-10000	0	-0.28	16	16
SOS1	0.005	0.05	0.24	24	-10000	0	24
Bam32/HPK1	-0.006	0.086	-10000	0	-0.44	13	13
DAPP1	-0.008	0.093	-10000	0	-0.49	13	13
cytokine secretion	-0.009	0.056	0.19	1	-0.25	16	17
mol:DAG	-0.007	0.051	-10000	0	-0.24	16	16
PLCG2	-0.006	0	-10000	0	-10000	0	0
MAP2K1	-0.012	0.041	-10000	0	-0.2	15	15
B-cell antigen/BCR complex/FcgammaRIIB	0.018	0.037	0.16	37	-0.18	1	38
mol:PI-3-4-5-P3	-0.044	0.067	0.18	4	-0.18	37	41
ETS1	-0.012	0.048	0.16	1	-0.2	17	18
B-cell antigen/BCR complex/LYN/SYK/BLNK	0.005	0.046	-10000	0	-0.16	33	33
B-cell antigen/BCR complex/LYN	-0.013	0.074	0.21	2	-0.37	14	16
MALT1	0.011	0.062	0.24	38	-10000	0	38
TRAF6	-0.005	0.015	0.24	2	-10000	0	2
RAC1	-0.013	0.072	0.22	1	-0.33	16	17
B-cell antigen/BCR complex/LYN/SYK	-0.06	0.073	-10000	0	-0.27	19	19
CARD11	-0.009	0.049	-10000	0	-0.23	16	16
FCGR2B	0.008	0.06	0.24	34	-0.31	1	35
PPP3CA	-0.008	0.025	-10000	0	-0.31	4	4
BCL10	-0.006	0	-10000	0	-10000	0	0
IKK complex	0.001	0.022	0.1	2	-10000	0	2
PTPRC	-0.004	0.11	0.24	53	-0.31	41	94
PDPK1	-0.03	0.055	0.16	5	-0.15	17	22
PPP3CB	-0.006	0	-10000	0	-10000	0	0
PPP3CC	-0.006	0	-10000	0	-10000	0	0
POU2F2	-0.002	0.015	-10000	0	-0.13	2	2

×

Arf6 downstream pathway

Figure S103. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S103. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
PLAUR	0.004	0.081	0.5	13	-10000	0	13
regulation of axonogenesis	-0.011	0.043	0.32	1	-0.16	16	17
myoblast fusion	-0.005	0.045	-10000	0	-0.28	13	13
mol:GTP	0.008	0.029	0.18	13	-0.29	1	14
regulation of calcium-dependent cell-cell adhesion	-0.019	0.048	0.18	2	-0.23	13	15
ARF1/GTP	0	0.048	0.15	11	-0.19	28	39
mol:GM1	0.003	0.026	0.16	13	-0.22	1	14
mol:Choline	0.007	0.044	0.15	47	-0.2	1	48
lamellipodium assembly	0.003	0.049	0.29	13	-0.4	1	14
MAPK3	-0.001	0.057	0.32	13	-0.19	14	27
ARF6/GTP/NME1/Tiam1	0.019	0.048	0.24	13	-0.18	2	15
ARF1	-0.021	0.066	-10000	0	-0.31	29	29
ARF6/GDP	0.005	0.045	0.28	13	-10000	0	13
ARF1/GDP	0.002	0.043	0.24	11	-0.21	6	17
ARF6	0.008	0.016	-10000	0	-10000	0	0
RAB11A	-0.006	0	-10000	0	-10000	0	0
TIAM1	-0.005	0.02	0.24	2	-0.31	1	3
fibronectin binding	0	0	-10000	0	-10000	0	0
MAPK1	0.004	0.05	0.31	14	-0.2	2	16
actin filament bundle formation	0.001	0.02	0.28	1	-10000	0	1
KALRN	-0.004	0.02	0.13	4	-0.28	1	5
RAB11FIP3/RAB11A	-0.007	0	-10000	0	-10000	0	0
RhoA/GDP	-0.001	0.02	-10000	0	-0.28	1	1
NME1	0.007	0.055	0.24	29	-10000	0	29
Rac1/GDP	-0.001	0.019	-10000	0	-0.28	1	1
substrate adhesion-dependent cell spreading	0.008	0.029	0.18	13	-0.29	1	14
cortical actin cytoskeleton organization	0.003	0.049	0.29	13	-0.4	1	14
RAC1	-0.006	0.013	-10000	0	-0.31	1	1
liver development	0.008	0.029	0.18	13	-0.29	1	14
ARF6/GTP	0.008	0.029	0.18	13	-0.29	1	14
RhoA/GTP	0.009	0.027	0.15	13	-0.2	3	16
mol:GDP	0.007	0.051	0.33	13	-0.3	1	14
ARF6/GTP/RAB11FIP3/RAB11A	0.012	0.022	0.14	13	-0.2	1	14
RHOA	-0.007	0.018	-10000	0	-0.31	2	2
PLD1	0.011	0.051	0.18	47	-0.23	1	48
RAB11FIP3	-0.006	0	-10000	0	-10000	0	0
tube morphogenesis	0.003	0.049	0.29	13	-0.4	1	14
ruffle organization	0.011	0.043	0.16	16	-0.32	1	17
regulation of epithelial cell migration	0.008	0.029	0.18	13	-0.29	1	14
PLD2	0	0.027	0.16	13	-0.23	1	14
PIP5K1A	0.011	0.043	0.16	16	-0.32	1	17
mol:Phosphatidic acid	0.007	0.044	0.15	47	-0.2	1	48
Rac1/GTP	0.003	0.049	0.29	13	-0.41	1	14

×

Calcium signaling in the CD4+ TCR pathway

Figure S104. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S104. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
NFATC1	-0.007	0.034	0.2	2	-0.18	9	11
NFATC2	-0.014	0.048	0.2	2	-0.18	31	33
NFATC3	-0.007	0.034	0.2	2	-0.18	8	10
CD40LG	-0.03	0.11	0.46	6	-10000	0	6
PTGS2	-0.028	0.12	0.5	13	-0.44	1	14
JUNB	-0.077	0.13	-10000	0	-0.31	135	135
CaM/Ca2+/Calcineurin A alpha-beta B1	-0.01	0.026	-10000	0	-0.2	11	11
CaM/Ca2+	-0.01	0.026	-10000	0	-0.2	11	11
CALM1	-0.01	0.039	-10000	0	-0.31	9	9
JUN	0	0.042	0.24	14	-0.31	1	15
mol:Ca2+	0	0.007	-10000	0	-10000	0	0
Calcineurin A alpha-beta B1/FKBP12/FK506	-0.002	0.005	-10000	0	-10000	0	0
FOSL1	-0.006	0	-10000	0	-10000	0	0
CREM	-0.005	0.01	0.24	1	-10000	0	1
Jun/NFAT1-c-4/p21SNFT	-0.017	0.073	0.25	29	-10000	0	29
FOS	-0.026	0.11	0.24	26	-0.31	58	84
IFNG	-0.02	0.14	0.5	20	-10000	0	20
AP-1/NFAT1-c-4	-0.027	0.13	0.54	6	-10000	0	6
FASLG	-0.03	0.11	0.46	6	-10000	0	6
NFAT1-c-4/ICER1	-0.018	0.058	0.21	5	-10000	0	5
IL2RA	-0.028	0.12	0.49	11	-10000	0	11
FKBP12/FK506	-0.003	0	-10000	0	-10000	0	0
CSF2	-0.03	0.11	0.46	6	-10000	0	6
JunB/Fra1/NFAT1-c-4	-0.05	0.08	0.2	5	-0.28	18	23
IL4	-0.03	0.11	0.46	6	-10000	0	6
IL2	-0.004	0.005	-10000	0	-10000	0	0
IL3	-0.008	0.009	-10000	0	-10000	0	0
FKBP1A	-0.006	0	-10000	0	-10000	0	0
BATF3	0	0	-10000	0	-10000	0	0
mol:FK506	0	0	-10000	0	-10000	0	0
POU2F1	-0.006	0	-10000	0	-10000	0	0

×

VEGFR1 specific signals

Figure S105. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S105. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
VEGFR1 homodimer/VEGFB homodimer	-0.015	0.034	-10000	0	-10000	0	0
VEGFR1 homodimer/NRP1	-0.006	0.012	-10000	0	-10000	0	0
mol:DAG	-0.009	0.019	-10000	0	-10000	0	0
VEGFR1 homodimer/NRP1/VEGFR 121	0.006	0.046	0.15	49	-10000	0	49
CaM/Ca2+	-0.013	0.026	-10000	0	-10000	0	0
HIF1A	-0.01	0.022	-10000	0	-0.31	3	3
GAB1	-0.007	0.018	-10000	0	-0.31	2	2
AKT1	-0.025	0.089	-10000	0	-0.3	2	2
PLCG1	-0.009	0.019	-10000	0	-10000	0	0
NOS3	-0.015	0.046	-10000	0	-0.27	3	3
CBL	-0.006	0	-10000	0	-10000	0	0
mol:NO	-0.015	0.045	-10000	0	-0.26	3	3
FLT1	-0.008	0.015	-10000	0	-10000	0	0
PGF	-0.006	0.013	-10000	0	-0.31	1	1
VEGFR1 homodimer/NRP2/VEGFR121	0.012	0.059	0.16	74	-10000	0	74
CALM1	-0.012	0.042	-10000	0	-0.31	11	11
PIK3CA	0.047	0.1	0.24	122	-10000	0	122
eNOS/Hsp90	-0.016	0.045	-10000	0	-0.26	3	3
endothelial cell proliferation	-0.011	0.028	0.22	1	-10000	0	1
mol:Ca2+	-0.009	0.019	-10000	0	-10000	0	0
MAPK3	-0.015	0.034	0.24	1	-0.28	1	2
MAPK1	-0.012	0.027	0.24	1	-10000	0	1
PIK3R1	-0.075	0.13	-10000	0	-0.31	131	131
PLGF homodimer	-0.006	0.013	-10000	0	-0.31	1	1
PRKACA	-0.006	0	-10000	0	-10000	0	0
RP11-342D11.1	0	0	-10000	0	-10000	0	0
CAV1	-0.053	0.11	0.24	2	-0.31	90	92
VEGFA homodimer	0.015	0.069	0.24	49	-10000	0	49
VEGFR1 homodimer/VEGFA homodimer	0.006	0.051	-10000	0	-10000	0	0
platelet activating factor biosynthetic process	-0.016	0.033	0.23	1	-0.27	1	2
PI3K	-0.012	0.091	-10000	0	-0.29	2	2
PRKCA	-0.01	0.027	0.27	1	-10000	0	1
PRKCB	-0.008	0.017	-10000	0	-10000	0	0
VEGFR1 homodimer/PLGF homodimer	-0.009	0.014	-10000	0	-10000	0	0
VEGFA	0.016	0.069	0.24	49	-10000	0	49
VEGFB	-0.017	0.057	-10000	0	-0.31	21	21
mol:IP3	-0.009	0.019	-10000	0	-10000	0	0
RASA1	-0.017	0.032	-10000	0	-10000	0	0
NRP2	0.006	0.054	0.24	28	-10000	0	28
VEGFR1 homodimer	-0.008	0.015	-10000	0	-10000	0	0
VEGFB homodimer	-0.017	0.057	-10000	0	-0.31	21	21
NCK1	0.012	0.065	0.24	42	-10000	0	42
eNOS/Caveolin-1	-0.033	0.069	-10000	0	-0.33	4	4
PTPN11	-0.006	0	-10000	0	-10000	0	0
mol:PI-3-4-5-P3	-0.012	0.09	-10000	0	-0.29	2	2
mol:L-citrulline	-0.015	0.045	-10000	0	-0.26	3	3
VEGFR1 homodimer/VEGFA homodimer/CBL/CD2AP	0.003	0.049	0.29	1	-10000	0	1
VEGFR1 homodimer/VEGFA homodimer/NCK1	0.016	0.064	0.3	4	-10000	0	4
CD2AP	-0.004	0.026	0.24	5	-0.31	1	6
PI3K/GAB1	-0.014	0.088	-10000	0	-0.28	2	2
PDPK1	-0.017	0.078	-10000	0	-0.27	2	2
VEGFR1 homodimer/VEGFA homodimer/SHP2	0.004	0.047	0.15	49	-10000	0	49
mol:NADP	-0.015	0.045	-10000	0	-0.26	3	3
HSP90AA1	-0.006	0.013	-10000	0	-0.31	1	1
ubiquitin-dependent protein catabolic process	0.003	0.048	0.28	1	-10000	0	1
VEGFR1 homodimer/NRP2	0	0.04	-10000	0	-10000	0	0

×

Noncanonical Wnt signaling pathway

Figure S106. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S106. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
NFATC2	-0.018	0.06	-10000	0	-0.31	23	23
GNB1/GNG2	0.016	0.05	0.18	10	-10000	0	10
mol:DAG	0.013	0.048	0.18	11	-10000	0	11
PLCG1	0.014	0.049	0.18	11	-10000	0	11
YES1	0.024	0.06	0.22	18	-10000	0	18
FZD3	0.013	0.074	0.24	48	-0.31	4	52
FZD6	0.008	0.059	0.24	33	-0.31	1	34
G protein	0.013	0.049	0.18	10	-10000	0	10
MAP3K7	0.009	0.045	0.17	15	-10000	0	15
mol:Ca2+	0.013	0.047	0.18	11	-10000	0	11
mol:IP3	0.013	0.048	0.18	11	-10000	0	11
NLK	0.007	0.012	-10000	0	-10000	0	0
GNB1	-0.006	0.013	-10000	0	-0.31	1	1
CAMK2A	0.011	0.045	0.17	11	-10000	0	11
MAP3K7IP1	-0.006	0	-10000	0	-10000	0	0
Noncanonical Wnts/FZD	0.021	0.055	0.22	10	-0.18	5	15
CSNK1A1	-0.005	0.015	0.24	2	-10000	0	2
GNAS	0.017	0.052	0.2	10	-10000	0	10
GO:0007205	0.014	0.047	0.18	11	-10000	0	11
WNT6	-0.006	0	-10000	0	-10000	0	0
WNT4	-0.006	0	-10000	0	-10000	0	0
NFAT1/CK1 alpha	0.012	0.059	0.19	17	-10000	0	17
GNG2	-0.005	0.01	0.24	1	-10000	0	1
WNT5A	-0.003	0.025	0.24	6	-10000	0	6
WNT11	0.016	0.07	0.24	50	-10000	0	50
CDC42	0.02	0.057	0.21	18	-10000	0	18

×

EPO signaling pathway

Figure S107. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S107. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
BCL2L1	-0.012	0.14	0.49	2	-0.48	2	4
CRKL	-0.027	0.041	0.21	2	-10000	0	2
mol:DAG	-0.036	0.067	0.27	2	-0.33	4	6
HRAS	-0.027	0.041	0.22	1	-10000	0	1
MAPK8	-0.018	0.031	0.16	4	-0.17	12	16
RAP1A	-0.027	0.041	0.21	2	-10000	0	2
GAB1	-0.028	0.041	0.21	2	-10000	0	2
MAPK14	-0.02	0.033	0.36	1	-0.17	15	16
EPO	-0.01	0.009	-10000	0	-10000	0	0
PLCG1	-0.037	0.068	0.27	2	-0.25	12	14
EPOR/TRPC2/IP3 Receptors	-0.01	0.014	0.26	1	-10000	0	1
RAPGEF1	-0.006	0	-10000	0	-10000	0	0
EPO/EPOR (dimer)/SOCS3	-0.012	0.019	0.17	3	-0.2	2	5
GAB1/SHC/GRB2/SOS1	-0.025	0.043	-10000	0	-10000	0	0
EPO/EPOR (dimer)	-0.012	0.016	0.24	1	-10000	0	1
IRS2	-0.027	0.041	0.21	2	-10000	0	2
STAT1	0.029	0.12	0.4	2	-0.37	4	6
STAT5B	-0.051	0.093	0.34	2	-0.25	63	65
cell proliferation	-0.019	0.03	0.18	4	-0.16	12	16
GAB1/SHIP/PIK3R1/SHP2/SHC	-0.058	0.06	-10000	0	-0.22	21	21
TEC	-0.016	0.057	0.29	2	-10000	0	2
SOCS3	-0.006	0.023	0.24	2	-0.31	2	4
STAT1 (dimer)	0.029	0.12	0.39	2	-0.37	4	6
JAK2	-0.01	0.023	0.22	2	-0.31	2	4
PIK3R1	-0.075	0.13	-10000	0	-0.31	131	131
EPO/EPOR (dimer)/JAK2	-0.026	0.048	0.39	2	-10000	0	2
EPO/EPOR	-0.012	0.016	0.24	1	-10000	0	1
LYN	-0.017	0.049	-10000	0	-0.31	15	15
TEC/VAV2	-0.018	0.056	0.29	2	-10000	0	2
elevation of cytosolic calcium ion concentration	-0.01	0.014	0.26	1	-10000	0	1
SHC1	-0.006	0	-10000	0	-10000	0	0
EPO/EPOR (dimer)/LYN	-0.02	0.037	0.26	2	-0.19	15	17
mol:IP3	-0.036	0.067	0.27	2	-0.33	4	6
PI3K regualtory subunit polypeptide 1/IRS2/SHIP	-0.056	0.064	0.14	1	-0.23	21	22
SH2B3	-0.01	0.007	-10000	0	-10000	0	0
NFKB1	-0.022	0.039	0.19	1	-0.21	17	18
EPO/EPOR (dimer)/JAK2/SOCS3	-0.003	0.016	-10000	0	-0.18	3	3
PTPN6	-0.026	0.043	0.22	2	-10000	0	2
TEC/VAV2/GRB2	-0.019	0.054	0.28	2	-10000	0	2
EPOR	-0.01	0.014	0.26	1	-10000	0	1
INPP5D	0	0	-10000	0	-10000	0	0
mol:GDP	-0.026	0.042	-10000	0	-10000	0	0
SOS1	0.005	0.05	0.24	24	-10000	0	24
PLCG2	-0.006	0	-10000	0	-10000	0	0
CRKL/CBL/C3G	-0.029	0.039	0.22	2	-10000	0	2
VAV2	-0.028	0.042	0.21	2	-10000	0	2
CBL	-0.027	0.041	0.21	2	-10000	0	2
SHC/Grb2/SOS1	-0.028	0.035	0.15	1	-10000	0	1
STAT5A	-0.05	0.092	0.34	2	-0.25	63	65
GRB2	-0.006	0	-10000	0	-10000	0	0
STAT5 (dimer)	-0.075	0.14	0.46	2	-0.36	95	97
LYN/PLCgamma2	-0.014	0.033	-10000	0	-0.21	15	15
PTPN11	-0.006	0	-10000	0	-10000	0	0
BTK	-0.021	0.052	0.22	3	-10000	0	3
BCL2	-0.085	0.29	0.49	2	-0.72	93	95

×

S1P1 pathway

Figure S108. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S108. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
VEGFR2 homodimer/VEGFA homodimer	0.005	0.059	0.18	50	-0.24	6	56
PDGFRB	-0.007	0.035	-10000	0	-0.31	7	7
SPHK1	0	0.01	-10000	0	-10000	0	0
mol:S1P	0	0.022	0.28	1	-10000	0	1
S1P1/S1P/Gi	0.02	0.083	0.39	11	-0.47	4	15
GNAO1	-0.001	0.029	0.24	6	-0.31	1	7
PDGFB-D/PDGFRB/PLCgamma1	0.014	0.079	0.34	12	-0.45	4	16
PLCG1	0.017	0.08	0.36	12	-0.44	4	16
mol:GTP	0	0	-10000	0	-10000	0	0
PDGFB-D/PDGFRB	-0.007	0.035	-10000	0	-0.31	7	7
GNAI2	-0.003	0.008	-10000	0	-10000	0	0
GNAI3	0.037	0.092	0.24	96	-10000	0	96
GNAI1	-0.002	0.041	0.24	8	-0.31	5	13
mol:GDP	0	0	-10000	0	-10000	0	0
EDG1	0.001	0.065	0.26	2	-0.43	6	8
S1P1/S1P	0.009	0.066	0.23	15	-0.38	6	21
negative regulation of cAMP metabolic process	0.02	0.082	0.38	11	-0.46	4	15
MAPK3	0.014	0.095	0.45	11	-0.59	4	15
calcium-dependent phospholipase C activity	0	0.003	-10000	0	-10000	0	0
Rac1/GDP	-0.004	0.009	-10000	0	-0.21	1	1
RhoA/GDP	-0.004	0.012	-10000	0	-0.21	2	2
KDR	-0.008	0.021	0.24	2	-0.15	2	4
PLCB2	0.006	0.061	0.24	7	-0.35	6	13
RAC1	-0.006	0.013	-10000	0	-0.31	1	1
RhoA/GTP	-0.009	0.037	-10000	0	-0.33	6	6
receptor internalization	0.008	0.062	0.22	15	-0.36	6	21
PTGS2	0.014	0.11	0.53	11	-0.99	3	14
Rac1/GTP	-0.009	0.037	-10000	0	-0.33	6	6
RHOA	-0.007	0.018	-10000	0	-0.31	2	2
VEGFA	0.013	0.072	0.24	49	-0.15	4	53
negative regulation of T cell proliferation	0.02	0.082	0.38	11	-0.46	4	15
GO:0007205	0	0	-10000	0	-10000	0	0
GNAZ	-0.005	0.027	-10000	0	-0.31	4	4
MAPK1	0.017	0.094	0.45	11	-0.59	4	15
S1P1/S1P/PDGFB-D/PDGFRB	0.01	0.076	0.26	14	-0.4	7	21
ABCC1	0	0.029	0.24	8	-10000	0	8

×

Signaling mediated by p38-alpha and p38-beta

Figure S109. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S109. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
PTGS2	0.004	0.093	0.46	11	-0.88	3	14
MKNK1	-0.006	0	-10000	0	-10000	0	0
MAPK14	-0.003	0.039	0.19	11	-0.28	3	14
ATF2/c-Jun	0.005	0.075	0.43	14	-0.38	2	16
MAPK11	-0.003	0.038	0.18	10	-0.28	3	13
MITF	0.001	0.043	0.21	10	-0.33	3	13
MAPKAPK5	0.001	0.043	0.21	10	-0.33	3	13
KRT8	0.002	0.046	0.21	10	-0.33	3	13
MAPKAPK3	-0.006	0	-10000	0	-10000	0	0
MAPKAPK2	-0.006	0	-10000	0	-10000	0	0
p38alpha-beta/CK2	-0.003	0.052	0.25	10	-0.4	3	13
CEBPB	0	0.048	0.21	10	-0.28	7	17
SLC9A1	0.001	0.043	0.21	10	-0.33	3	13
mol:GDP	0	0	-10000	0	-10000	0	0
ATF2	0.005	0.06	0.26	24	-0.33	3	27
p38alpha-beta/MNK1	-0.004	0.044	0.22	10	-0.32	3	13
JUN	0.005	0.076	0.44	14	-0.38	2	16
PPARGC1A	0.003	0.047	0.21	10	-0.33	3	13
USF1	0.002	0.045	0.21	10	-0.33	3	13
RAB5/GDP/GDI1	-0.005	0.024	-10000	0	-0.22	5	5
NOS2	0.002	0.043	0.21	10	-0.33	3	13
DDIT3	0.02	0.071	0.27	11	-0.33	3	14
RAB5A	-0.006	0	-10000	0	-10000	0	0
HSPB1	-0.005	0.039	-10000	0	-0.27	3	3
p38alpha-beta/HBP1	0.002	0.053	0.22	10	-0.32	3	13
CREB1	0.004	0.044	-10000	0	-0.36	3	3
RAB5/GDP	-0.003	0	-10000	0	-10000	0	0
EIF4E	-0.007	0.033	-10000	0	-0.28	3	3
RPS6KA4	0.001	0.043	0.21	10	-0.33	3	13
PLA2G4A	-0.088	0.092	0.32	1	-0.34	4	5
GDI1	0.001	0.046	0.21	10	-0.3	5	15
TP53	-0.001	0.05	0.23	9	-0.45	3	12
RPS6KA5	0.001	0.043	0.21	10	-0.33	3	13
ESR1	-0.029	0.09	0.21	8	-0.24	76	84
HBP1	0.003	0.046	0.24	20	-10000	0	20
MEF2C	-0.007	0.065	0.21	10	-0.27	21	31
MEF2A	0.001	0.043	0.21	10	-0.33	3	13
EIF4EBP1	0.004	0.044	-10000	0	-0.36	3	3
KRT19	-0.01	0.067	0.21	10	-0.25	30	40
ELK4	0.001	0.043	0.21	10	-0.33	3	13
ATF6	0.001	0.043	0.21	10	-0.33	3	13
ATF1	0.004	0.044	-10000	0	-0.36	3	3
p38alpha-beta/MAPKAPK2	-0.004	0.044	0.22	10	-0.32	3	13
p38alpha-beta/MAPKAPK3	-0.004	0.044	0.22	10	-0.32	3	13

×

E-cadherin signaling events

Figure S110. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S110. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
E-cadherin/beta catenin-gamma catenin	0.001	0.042	0.16	2	-0.19	24	26
E-cadherin/beta catenin	-0.011	0.032	0.17	2	-0.21	13	15
CTNNB1	-0.005	0.015	0.24	2	-10000	0	2
JUP	-0.013	0.045	-10000	0	-0.31	13	13
CDH1	-0.013	0.045	-10000	0	-0.31	13	13

×

Arf1 pathway

Figure S111. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S111. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
coatomer protein complex	-0.001	0.007	-10000	0	-10000	0	0
EntrezGene:79658	0	0	-10000	0	-10000	0	0
ARF1/GDP/Membrin/GBF1/p115/Brefeldin A	-0.008	0.051	-10000	0	-0.22	29	29
AP2	-0.018	0.053	0.17	6	-0.21	35	41
mol:DAG	0	0	-10000	0	-10000	0	0
Arfaptin 2/Rac/GTP	-0.007	0.008	-10000	0	-0.18	1	1
CLTB	-0.006	0	-10000	0	-10000	0	0
coatomer protein complex/ARF1/GTP/ER cargo protein	-0.012	0.043	-10000	0	-0.19	29	29
CD4	-0.002	0.036	0.24	11	-0.31	1	12
CLTA	-0.006	0	-10000	0	-10000	0	0
mol:GTP	-0.002	0.005	-10000	0	-10000	0	0
ARFGAP1	-0.003	0	-10000	0	-10000	0	0
mol:PI-4-5-P2	-0.002	0.029	0.11	22	-10000	0	22
ARF1/GTP	-0.013	0.038	-10000	0	-0.18	29	29
coatomer protein complex/ARF1/GTP/ARF-GAP1/ER cargo protein	-0.012	0.037	-10000	0	-0.17	29	29
mol:Choline	-0.002	0.028	0.11	22	-10000	0	22
mol:GDP	0	0	-10000	0	-10000	0	0
ARF1	-0.022	0.068	-10000	0	-0.32	29	29
DDEF1	-0.001	0.028	0.11	4	-10000	0	4
ARF1/GDP	0.001	0.007	-10000	0	-10000	0	0
AP2M1	-0.003	0.025	0.24	6	-10000	0	6
EntrezGene:1313	0	0	-10000	0	-10000	0	0
actin filament polymerization	-0.013	0.034	-10000	0	-0.16	30	30
Rac/GTP	-0.005	0.009	-10000	0	-0.22	1	1
ARF1/GTP/GGA3/ARF-GAP1	-0.014	0.031	-10000	0	-0.15	29	29
ARFIP2	-0.007	0.003	-10000	0	-10000	0	0
COPA	-0.005	0.015	0.24	2	-10000	0	2
RAC1	-0.006	0.013	-10000	0	-0.31	1	1
ARF1/GTP/coatomer protein complex	-0.008	0.04	-10000	0	-0.18	29	29
ARF1/GTP/ARHGAP10	-0.012	0.038	-10000	0	-0.18	29	29
GGA3	-0.006	0	-10000	0	-10000	0	0
ARF1/GTP/Membrin	-0.005	0.035	-10000	0	-0.16	29	29
AP2A1	-0.024	0.073	-10000	0	-0.31	35	35
coatomer protein complex/ARF1/GTP/ARF-GAP1	-0.01	0.037	-10000	0	-0.17	29	29
ARF1/GDP/Membrin	-0.004	0.033	-10000	0	-0.15	29	29
Arfaptin 2/Rac/GDP	0.005	0.008	-10000	0	-0.17	1	1
CYTH2	-0.002	0.005	-10000	0	-10000	0	0
ARF1/GTP/GGA3	-0.015	0.038	-10000	0	-0.18	29	29
mol:ATP	0	0	-10000	0	-10000	0	0
Rac/GDP	-0.004	0.009	-10000	0	-0.21	1	1
mol:Brefeldin A	0	0	-10000	0	-10000	0	0
CD4/HIV Nef/AP2/vacuolar proton-transporting V-type ATPase complex/Coatomer protein complex/ARF1/GTP	-0.016	0.053	-10000	0	-0.3	4	4
PLD2	-0.002	0.029	0.11	22	-10000	0	22
ARF-GAP1/v-SNARE	-0.003	0	-10000	0	-10000	0	0
PIP5K1A	-0.002	0.029	0.11	22	-10000	0	22
ARF1/GTP/Membrin/GBF1/p115	-0.011	0.035	-10000	0	-0.16	29	29
mol:Phosphatic acid	0	0	-10000	0	-10000	0	0
mol:Phosphatidic acid	-0.002	0.028	0.11	22	-10000	0	22
KDEL Receptor/Ligand/ARF-GAP1	-0.003	0	-10000	0	-10000	0	0
GOSR2	0.001	0.014	-10000	0	-10000	0	0
USO1	0.002	0.025	-10000	0	-0.37	1	1
GBF1	0	0.026	-10000	0	-0.37	2	2
ARF1/GTP/Arfaptin 2	-0.015	0.038	-10000	0	-0.18	29	29
CD4/HIV Nef/AP2/vacuolar proton-transporting V-type ATPase complex	0.002	0.051	0.16	15	-0.18	34	49

×

Signaling events mediated by HDAC Class I

Figure S112. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S112. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
NF kappa B/RelA	-0.002	0.054	-10000	0	-0.26	19	19
Ran/GTP/Exportin 1/HDAC1	-0.007	0.003	-10000	0	-10000	0	0
NF kappa B1 p50/RelA/I kappa B alpha	-0.021	0.064	-10000	0	-0.31	20	20
SUMO1	-0.006	0	-10000	0	-10000	0	0
ZFPM1	-0.006	0	-10000	0	-10000	0	0
NPC/RanGAP1/SUMO1/Ubc9	-0.001	0.006	-10000	0	-10000	0	0
FKBP3	-0.001	0.034	0.24	11	-10000	0	11
Histones	0.007	0.059	0.28	7	-10000	0	7
YY1/LSF	0.003	0.054	0.17	38	-0.18	16	54
SMG5	-0.004	0.018	0.24	3	-10000	0	3
RAN	-0.006	0	-10000	0	-10000	0	0
I kappa B alpha/HDAC3	-0.015	0.049	-10000	0	-0.25	13	13
I kappa B alpha/HDAC1	-0.005	0.062	0.16	31	-0.35	8	39
SAP18	-0.006	0.013	-10000	0	-0.31	1	1
RELA	-0.012	0.048	-10000	0	-0.23	14	14
HDAC1/Smad7	0.018	0.036	0.16	36	-10000	0	36
RANGAP1	-0.006	0	-10000	0	-10000	0	0
HDAC3/TR2	-0.009	0.024	0.16	2	-10000	0	2
NuRD/MBD3 Complex	0.005	0.041	0.17	13	-10000	0	13
NF kappa B1 p50/RelA	-0.014	0.049	-10000	0	-0.23	18	18
EntrezGene:23225	0	0	-10000	0	-10000	0	0
GATA2	-0.009	0.035	0.24	1	-0.31	7	8
GATA1	-0.006	0	-10000	0	-10000	0	0
Mad/Max	-0.006	0.015	0.17	4	-10000	0	4
NuRD/MBD3 Complex/GATA1/Fog1	0.003	0.041	0.18	12	-10000	0	12
RBBP7	-0.007	0.018	-10000	0	-0.31	2	2
NPC	0.003	0.008	0.13	2	-10000	0	2
RBBP4	0.002	0.043	0.24	18	-10000	0	18
MAX	-0.006	0	-10000	0	-10000	0	0
EntrezGene:9972	0	0	-10000	0	-10000	0	0
FBXW11	-0.006	0	-10000	0	-10000	0	0
NFKBIA	-0.014	0.056	-10000	0	-0.34	13	13
KAT2B	0	0	-10000	0	-10000	0	0
mol:GTP	0	0	-10000	0	-10000	0	0
SIN3/HDAC complex	0.007	0.04	0.19	12	-10000	0	12
SIN3 complex	0.011	0.009	0.15	1	-0.16	1	2
SMURF1	-0.006	0	-10000	0	-10000	0	0
CHD3	-0.011	0.04	-10000	0	-0.31	10	10
SAP30	-0.006	0	-10000	0	-10000	0	0
EntrezGene:23636	0	0	-10000	0	-10000	0	0
NCOR1	-0.007	0.018	-10000	0	-0.31	2	2
YY1/HDAC3	-0.011	0.032	-10000	0	-0.27	1	1
YY1/HDAC2	-0.005	0.037	0.17	11	-0.19	14	25
YY1/HDAC1	0.003	0.051	0.17	36	-0.19	13	49
NuRD/MBD2 Complex (MeCP1)	0.005	0.041	0.17	13	-10000	0	13
PPARG	-0.012	0.049	-10000	0	-0.24	20	20
HDAC8/hEST1B	0.016	0.032	0.16	29	-10000	0	29
UBE2I	-0.006	0	-10000	0	-10000	0	0
beta TrCP1/SCF ubiquitin ligase complex	-0.006	0	-10000	0	-10000	0	0
TNFRSF1A	-0.016	0.054	-10000	0	-0.31	19	19
HDAC3/SMRT (N-CoR2)	-0.011	0.028	-10000	0	-10000	0	0
MBD3L2	-0.006	0	-10000	0	-10000	0	0
ubiquitin-dependent protein catabolic process	0.018	0.036	0.16	36	-10000	0	36
CREBBP	-0.012	0.042	-10000	0	-0.31	11	11
NuRD/MBD3/MBD3L2 Complex	0.003	0.043	0.18	13	-10000	0	13
HDAC1	0.01	0.06	0.24	36	-10000	0	36
HDAC3	-0.008	0.025	-10000	0	-10000	0	0
HDAC2	-0.002	0.036	0.24	11	-0.31	1	12
YY1	-0.006	0.032	-10000	0	-0.22	13	13
HDAC8	0.006	0.052	0.24	26	-10000	0	26
SMAD7	-0.006	0	-10000	0	-10000	0	0
NCOR2	-0.011	0.038	-10000	0	-0.31	9	9
MXD1	-0.004	0.021	0.24	4	-10000	0	4
STAT3	-0.012	0.05	-10000	0	-0.26	22	22
NFKB1	-0.01	0.033	-10000	0	-0.31	7	7
EntrezGene:8021	0	0	-10000	0	-10000	0	0
RANBP2	-0.005	0.015	0.24	2	-10000	0	2
YY1/LSF/HDAC1	0.01	0.067	0.17	66	-0.17	13	79
YY1/SAP30/HDAC1	0.001	0.047	0.15	36	-0.17	13	49
EP300	-0.007	0.018	-10000	0	-0.31	2	2
STAT3 (dimer non-phopshorylated)	-0.012	0.05	-10000	0	-0.25	22	22
proteasomal ubiquitin-dependent protein catabolic process	-0.014	0.056	-10000	0	-0.34	13	13
histone deacetylation	0.005	0.04	0.17	13	-10000	0	13
STAT3 (dimer non-phopshorylated)/HDAC3	-0.015	0.042	-10000	0	-0.34	2	2
nuclear export	-0.016	0.032	-10000	0	-0.16	29	29
PRKACA	-0.006	0	-10000	0	-10000	0	0
GATAD2B	-0.006	0.013	-10000	0	-0.31	1	1
GATAD2A	-0.005	0.01	0.24	1	-10000	0	1
GATA2/HDAC3	-0.011	0.028	0.16	1	-10000	0	1
GATA1/HDAC1	0.004	0.043	0.17	36	-10000	0	36
GATA1/HDAC3	-0.009	0.022	-10000	0	-10000	0	0
CHD4	-0.005	0.01	0.24	1	-10000	0	1
TNF-alpha/TNFR1A	-0.013	0.038	0.17	1	-0.21	19	20
SIN3/HDAC complex/Mad/Max	0.008	0.037	0.18	13	-10000	0	13
NuRD Complex	0.003	0.043	0.18	13	-10000	0	13
positive regulation of chromatin silencing	0.007	0.057	0.27	7	-10000	0	7
SIN3B	-0.005	0.01	0.24	1	-10000	0	1
MTA2	-0.006	0	-10000	0	-10000	0	0
SIN3A	-0.006	0	-10000	0	-10000	0	0
XPO1	0.014	0.068	0.24	46	-10000	0	46
SUMO1/HDAC1	0.014	0.036	0.15	36	-10000	0	36
HDAC complex	0.026	0.054	0.18	51	-0.16	3	54
GATA1/Fog1	-0.007	0	-10000	0	-10000	0	0
FKBP25/HDAC1/HDAC2	0.023	0.043	0.16	53	-10000	0	53
TNF	-0.005	0.01	0.24	1	-10000	0	1
negative regulation of cell growth	0.008	0.037	0.18	13	-10000	0	13
NuRD/MBD2/PRMT5 Complex	0.005	0.041	0.17	13	-10000	0	13
Ran/GTP/Exportin 1	0.007	0.039	0.14	46	-10000	0	46
NF kappa B/RelA/I kappa B alpha	-0.018	0.061	-10000	0	-0.3	20	20
SIN3/HDAC complex/NCoR1	0.007	0.039	0.19	12	-10000	0	12
TFCP2	0.009	0.066	0.24	38	-0.31	3	41
NR2C1	-0.005	0.015	0.24	2	-10000	0	2
MBD3	-0.006	0	-10000	0	-10000	0	0
MBD2	-0.006	0	-10000	0	-10000	0	0

×

Sphingosine 1-phosphate (S1P) pathway

Figure S113. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S113. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
SPHK2	-0.006	0	-10000	0	-10000	0	0
SPHK1	-0.005	0.01	0.24	1	-10000	0	1
GNAI2	-0.006	0	-10000	0	-10000	0	0
mol:S1P	0.001	0.017	-10000	0	-10000	0	0
GNAO1	-0.004	0.028	0.24	6	-0.31	1	7
mol:Sphinganine-1-P	-0.007	0.009	0.2	1	-10000	0	1
growth factor activity	0	0	-10000	0	-10000	0	0
S1P/S1P2/G12/G13	-0.004	0.013	-10000	0	-10000	0	0
GNAI3	0.036	0.093	0.24	96	-10000	0	96
G12/G13	-0.007	0.009	-10000	0	-0.21	1	1
S1PR3	0	0	-10000	0	-10000	0	0
S1PR2	0	0	-10000	0	-10000	0	0
EDG1	-0.009	0.031	-10000	0	-0.31	6	6
S1P1/S1P	-0.004	0.021	-10000	0	-0.17	6	6
S1PR5	0	0	-10000	0	-10000	0	0
S1PR4	0	0	-10000	0	-10000	0	0
GNAI1	-0.005	0.041	0.24	8	-0.31	5	13
S1P/S1P5/G12	-0.003	0	-10000	0	-10000	0	0
S1P/S1P3/Gq	-0.019	0.066	-10000	0	-0.2	60	60
S1P/S1P4/Gi	0.014	0.043	0.18	2	-0.18	6	8
GNAQ	-0.012	0.043	-10000	0	-0.31	12	12
GNAZ	-0.008	0.025	-10000	0	-0.31	4	4
GNA14	-0.005	0.015	0.24	2	-10000	0	2
GNA15	-0.006	0.016	0.24	1	-0.31	1	2
GNA12	-0.006	0	-10000	0	-10000	0	0
GNA13	-0.006	0.013	-10000	0	-0.31	1	1
GNA11	-0.034	0.088	-10000	0	-0.31	53	53
ABCC1	-0.002	0.029	0.24	8	-10000	0	8

×

Signaling events mediated by HDAC Class III

Figure S114. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S114. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
EP300	-0.007	0.018	-10000	0	-0.31	2	2
HDAC4	-0.006	0	-10000	0	-10000	0	0
induction of apoptosis	0	0	-10000	0	-10000	0	0
regulation of S phase of mitotic cell cycle	0.001	0.019	-10000	0	-0.12	14	14
CDKN1A	-0.005	0.093	-10000	0	-0.52	16	16
KAT2B	0	0	-10000	0	-10000	0	0
BAX	-0.006	0	-10000	0	-10000	0	0
FOXO3	0	0.026	0.3	2	-0.16	8	10
FOXO1	-0.009	0.031	-10000	0	-0.31	6	6
FOXO4	-0.006	0.032	-10000	0	-0.22	13	13
response to UV	0	0	-10000	0	-10000	0	0
XRCC6	-0.006	0	-10000	0	-10000	0	0
TAT	-0.006	0	-10000	0	-10000	0	0
mol:Lysophosphatidic acid	0	0	-10000	0	-10000	0	0
MYOD1	-0.003	0	-10000	0	-10000	0	0
PPARGC1A	-0.003	0.025	0.24	6	-10000	0	6
FHL2	-0.005	0.015	0.24	2	-10000	0	2
response to nutrient levels	0	0	-10000	0	-10000	0	0
KU70/SIRT1	-0.004	0.02	-10000	0	-10000	0	0
HIST2H4A	-0.001	0.019	0.12	14	-10000	0	14
SIRT1/FOXO3a	-0.002	0.027	0.21	2	-10000	0	2
SIRT1	-0.003	0.027	0.16	14	-10000	0	14
response to hypoxia	0	0	-10000	0	-10000	0	0
SIRT1/MEF2D/HDAC4	0.009	0.018	-10000	0	-10000	0	0
SIRT1/Histone H1b	-0.004	0.036	-10000	0	-0.19	13	13
apoptosis	0.006	0.019	-10000	0	-10000	0	0
SIRT1/PGC1A	-0.001	0.024	0.12	20	-10000	0	20
p53/SIRT1	-0.031	0.092	0.32	14	-0.22	83	97
SIRT1/FOXO4	-0.005	0.034	-10000	0	-0.19	13	13
FOXO1/FHL2/SIRT1	0.01	0.024	0.15	2	-0.16	5	7
HIST1H1E	-0.005	0.036	0.14	8	-0.22	13	21
SIRT1/p300	-0.005	0.024	-10000	0	-0.21	2	2
muscle cell differentiation	0.003	0.018	-10000	0	-0.11	14	14
TP53	-0.047	0.11	0.17	15	-0.31	83	98
KU70/SIRT1/BAX	0.009	0.018	-10000	0	-10000	0	0
CREBBP	-0.012	0.042	-10000	0	-0.31	11	11
MEF2D	-0.006	0	-10000	0	-10000	0	0
HIV-1 Tat/SIRT1	-0.004	0.02	-10000	0	-10000	0	0
ACSS2	-0.005	0.022	-10000	0	-0.21	1	1
SIRT1/PCAF/MYOD	-0.003	0.018	0.11	14	-10000	0	14

×

Nephrin/Neph1 signaling in the kidney podocyte

Figure S115. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S115. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
positive regulation of NF-kappaB transcription factor activity	0.006	0.036	0.25	1	-0.16	21	22
KIRREL	-0.003	0.044	0.22	19	-0.34	1	20
Nephrin/NEPH1Par3/Par6/Atypical PKCs	-0.006	0.036	0.16	21	-0.26	1	22
PLCG1	-0.004	0.023	0.24	5	-10000	0	5
ARRB2	-0.006	0	-10000	0	-10000	0	0
WASL	-0.006	0	-10000	0	-10000	0	0
Nephrin/NEPH1/podocin/CD2AP	0.009	0.034	0.18	4	-0.18	1	5
ChemicalAbstracts:57-88-5	0	0	-10000	0	-10000	0	0
Nephrin/NEPH1/podocin/NCK1-2/N-WASP	0.005	0.037	0.2	1	-0.21	1	2
FYN	-0.003	0.025	0.16	2	-0.28	1	3
mol:Ca2+	0.008	0.034	0.17	5	-0.2	1	6
mol:DAG	0.009	0.034	0.17	5	-0.2	1	6
NPHS2	-0.009	0.01	-10000	0	-10000	0	0
mol:IP3	0.009	0.034	0.17	5	-0.2	1	6
regulation of endocytosis	-0.017	0.044	0.13	19	-0.26	1	20
Nephrin/NEPH1/podocin/Cholesterol	0.006	0.032	0.14	21	-0.2	1	22
establishment of cell polarity	-0.006	0.036	0.16	21	-0.25	1	22
Nephrin/NEPH1/podocin/NCK1-2	0.021	0.048	0.17	8	-0.18	1	9
Nephrin/NEPH1/beta Arrestin2	-0.017	0.045	0.13	19	-0.27	1	20
NPHS1	-0.008	0.019	0.22	3	-10000	0	3
Nephrin/NEPH1/podocin	-0.004	0.05	0.25	1	-0.28	1	2
TJP1	-0.005	0.019	0.24	2	-0.31	1	3
NCK1	0.012	0.065	0.24	42	-10000	0	42
NCK2	-0.006	0	-10000	0	-10000	0	0
heterophilic cell adhesion	0	0	-10000	0	-10000	0	0
Nephrin/NEPH1/podocin/PLCgamma1	0.009	0.035	0.17	7	-0.2	1	8
CD2AP	-0.004	0.026	0.24	5	-0.31	1	6
Nephrin/NEPH1/podocin/GRB2	0.008	0.033	0.25	1	-0.2	1	2
GRB2	-0.006	0	-10000	0	-10000	0	0
homophilic cell adhesion	0	0	-10000	0	-10000	0	0
TRPC6	-0.008	0.028	0.15	4	-0.18	1	5
cytoskeleton organization	-0.001	0.036	0.22	1	-0.22	1	2
Nephrin/NEPH1	0.006	0.028	0.13	21	-0.17	1	22
Nephrin/NEPH1/ZO-1	-0.007	0.033	0.14	21	-0.2	2	23

×

Angiopoietin receptor Tie2-mediated signaling

Figure S116. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S116. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
AKT1	-0.028	0.097	0.77	2	-10000	0	2
NCK1/PAK1/Dok-R	-0.028	0.043	-10000	0	-0.26	1	1
NCK1/Dok-R	0.003	0.05	-10000	0	-10000	0	0
PIK3CA	0.047	0.1	0.24	122	-10000	0	122
mol:beta2-estradiol	-0.001	0.018	-10000	0	-0.16	7	7
RELA	-0.006	0.013	-10000	0	-0.31	1	1
SHC1	-0.003	0.006	-10000	0	-10000	0	0
Rac/GDP	-0.004	0.009	-10000	0	-0.21	1	1
F2	0.003	0.027	0.25	1	-0.19	7	8
TNIP2	-0.005	0.01	0.24	1	-10000	0	1
NF kappa B/RelA	-0.014	0.027	-10000	0	-10000	0	0
FN1	0.075	0.13	0.24	200	-0.31	12	212
PLD2	-0.005	0.044	0.72	1	-10000	0	1
PTPN11	-0.006	0	-10000	0	-10000	0	0
GRB14	0.006	0.052	0.24	26	-10000	0	26
ELK1	-0.009	0.043	0.65	1	-10000	0	1
GRB7	-0.006	0.03	0.24	4	-0.31	3	7
PAK1	0.002	0.043	0.24	18	-10000	0	18
Tie2/Ang1/alpha5/beta1 Integrin	0.041	0.088	0.41	1	-10000	0	1
CDKN1A	-0.031	0.14	0.77	2	-0.74	16	18
ITGA5	-0.003	0.025	0.24	6	-10000	0	6
mol:GTP	0	0	-10000	0	-10000	0	0
RasGAP/Dok-R	-0.009	0.033	-10000	0	-10000	0	0
CRK	-0.005	0.01	0.24	1	-10000	0	1
mol:NO	-0.026	0.087	0.49	6	-10000	0	6
PLG	-0.009	0.048	0.72	1	-10000	0	1
mol:GDP	0	0	-10000	0	-10000	0	0
chemokinesis	-0.012	0.078	0.69	2	-10000	0	2
GRB2	-0.006	0	-10000	0	-10000	0	0
PIK3R1	-0.075	0.13	-10000	0	-0.31	131	131
ANGPT2	-0.005	0.07	0.58	6	-10000	0	6
BMX	-0.005	0.044	0.72	1	-10000	0	1
ANGPT1	0.003	0.051	0.42	7	-10000	0	7
tube development	-0.036	0.1	0.56	6	-10000	0	6
ANGPT4	-0.006	0.005	-10000	0	-10000	0	0
response to hypoxia	-0.001	0.006	0.11	1	-10000	0	1
Tie2/Ang1/GRB14	0.002	0.054	0.65	1	-10000	0	1
alpha5/beta1 Integrin	-0.003	0.025	0.17	12	-10000	0	12
FGF2	-0.011	0.04	-10000	0	-0.31	10	10
STAT5A (dimer)	-0.031	0.12	0.77	2	-0.57	16	18
mol:L-citrulline	-0.026	0.087	0.49	6	-10000	0	6
AGTR1	-0.005	0.007	-10000	0	-10000	0	0
MAPK14	-0.006	0.056	0.84	1	-10000	0	1
Tie2/SHP2	-0.007	0.027	-10000	0	-10000	0	0
TEK	-0.004	0.044	0.73	1	-10000	0	1
RPS6KB1	-0.024	0.095	0.72	2	-10000	0	2
Angiotensin II/AT1	-0.002	0.015	0.14	6	-10000	0	6
Tie2/Ang1/GRB2	-0.006	0.042	0.65	1	-10000	0	1
MAPK3	-0.011	0.046	0.66	1	-10000	0	1
MAPK1	-0.007	0.042	0.66	1	-10000	0	1
Tie2/Ang1/GRB7	-0.007	0.03	-10000	0	-10000	0	0
NFKB1	-0.01	0.033	-10000	0	-0.31	7	7
MAPK8	-0.004	0.046	0.72	1	-10000	0	1
PI3K	-0.026	0.099	0.76	2	-10000	0	2
FES	-0.007	0.057	0.85	1	-10000	0	1
Crk/Dok-R	-0.008	0.032	-10000	0	-10000	0	0
Tie2/Ang1/ABIN2	-0.005	0.042	0.65	1	-10000	0	1
blood circulation	0	0	-10000	0	-10000	0	0
negative regulation of caspase activity	-0.027	0.094	0.76	2	-10000	0	2
STAT5A	-0.01	0.036	-10000	0	-0.31	8	8
mol:ROS	0	0	-10000	0	-10000	0	0
PTK2	-0.021	0.099	0.72	2	-10000	0	2
Tie2/Ang2	-0.023	0.1	0.83	2	-10000	0	2
Tie2/Ang1	-0.003	0.049	0.83	1	-10000	0	1
FOXO1	-0.031	0.097	0.6	4	-10000	0	4
ELF1	-0.008	0.027	0.2	1	-0.31	4	5
ELF2	-0.003	0.047	0.8	1	-10000	0	1
mol:Choline	-0.005	0.044	0.72	1	-10000	0	1
cell migration	-0.016	0.026	-10000	0	-10000	0	0
FYN	-0.039	0.1	0.57	6	-10000	0	6
DOK2	-0.005	0.01	0.24	1	-10000	0	1
negative regulation of cell cycle	-0.028	0.13	0.56	5	-0.66	16	21
ETS1	-0.001	0.037	0.22	15	-10000	0	15
PXN	-0.022	0.094	0.69	2	-10000	0	2
ITGB1	-0.003	0.025	0.24	6	-10000	0	6
NOS3	-0.028	0.091	0.73	2	-10000	0	2
RAC1	-0.006	0.013	-10000	0	-0.31	1	1
TNF	-0.004	0.021	0.17	8	-10000	0	8
MAPKKK cascade	-0.005	0.044	0.72	1	-10000	0	1
RASA1	-0.007	0.022	-10000	0	-0.31	3	3
Tie2/Ang1/Shc	-0.004	0.044	0.69	1	-10000	0	1
NCK1	0.012	0.065	0.24	42	-10000	0	42
vasculogenesis	-0.024	0.084	0.49	6	-10000	0	6
mol:Phosphatidic acid	-0.005	0.044	0.72	1	-10000	0	1
mol:Angiotensin II	0	0.006	-10000	0	-10000	0	0
mol:NADP	-0.026	0.087	0.49	6	-10000	0	6
Rac1/GTP	-0.032	0.07	-10000	0	-10000	0	0
MMP2	-0.015	0.073	0.72	1	-10000	0	1

×

Hedgehog signaling events mediated by Gli proteins

Figure S117. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S117. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
HDAC1	0.011	0.06	0.24	36	-10000	0	36
HDAC2	-0.001	0.037	0.24	11	-0.31	1	12
GNB1/GNG2	0.007	0.012	0.16	1	-0.19	1	2
forebrain development	-0.007	0.077	-10000	0	-0.43	7	7
GNAO1	-0.004	0.028	0.24	6	-0.31	1	7
SMO/beta Arrestin2	-0.008	0.004	-10000	0	-10000	0	0
SMO	-0.007	0.003	-10000	0	-10000	0	0
ARRB2	-0.006	0.002	-10000	0	-10000	0	0
GLI3/SPOP	-0.004	0.046	-10000	0	-0.23	12	12
mol:GTP	-0.001	0.002	-10000	0	-10000	0	0
GSK3B	-0.006	0	-10000	0	-10000	0	0
GNAI2	-0.006	0.002	-10000	0	-10000	0	0
SIN3/HDAC complex	0.012	0.01	0.15	1	-0.16	1	2
GNAI1	-0.006	0.041	0.24	8	-0.31	5	13
XPO1	0.013	0.067	0.24	46	-10000	0	46
GLI1/Su(fu)	-0.013	0.068	-10000	0	-0.41	7	7
SAP30	-0.005	0.003	-10000	0	-10000	0	0
mol:GDP	-0.007	0.003	-10000	0	-10000	0	0
MIM/GLI2A	-0.01	0.035	0.24	6	-10000	0	6
IFT88	-0.015	0.053	-10000	0	-0.31	18	18
GNAI3	0.035	0.093	0.24	96	-10000	0	96
GLI2	-0.002	0.005	-10000	0	-10000	0	0
GLI3	-0.007	0.047	-10000	0	-0.24	12	12
CSNK1D	-0.006	0	-10000	0	-10000	0	0
CSNK1E	-0.006	0	-10000	0	-10000	0	0
SAP18	-0.005	0.013	-10000	0	-0.31	1	1
embryonic digit morphogenesis	-0.015	0.053	-10000	0	-0.31	18	18
GNG2	-0.005	0.01	0.24	1	-10000	0	1
Gi family/GTP	0.009	0.043	0.18	1	-10000	0	1
SIN3B	-0.004	0.011	0.24	1	-10000	0	1
SIN3A	-0.005	0.003	-10000	0	-10000	0	0
GLI3/Su(fu)	-0.009	0.042	-10000	0	-0.33	1	1
GLI2/Su(fu)	-0.005	0.009	0.19	1	-10000	0	1
FOXA2	-0.056	0.22	-10000	0	-0.9	36	36
neural tube patterning	-0.007	0.077	-10000	0	-0.43	7	7
SPOP	-0.006	0	-10000	0	-10000	0	0
Su(fu)/PIAS1	-0.006	0.01	0.16	1	-10000	0	1
GNB1	-0.006	0.013	-10000	0	-0.31	1	1
CSNK1G2	-0.006	0	-10000	0	-10000	0	0
CSNK1G3	-0.006	0	-10000	0	-10000	0	0
MTSS1	-0.01	0.035	0.24	6	-10000	0	6
embryonic limb morphogenesis	-0.007	0.077	-10000	0	-0.43	7	7
SUFU	-0.005	0.008	0.16	1	-10000	0	1
LGALS3	-0.032	0.086	-10000	0	-0.31	50	50
catabolic process	-0.007	0.037	-10000	0	-0.28	1	1
GLI3A/CBP	-0.015	0.042	-10000	0	-0.31	11	11
KIF3A	-0.005	0.015	0.24	2	-10000	0	2
GLI1	-0.007	0.078	-10000	0	-0.44	7	7
RAB23	-0.006	0	-10000	0	-10000	0	0
CSNK1A1	-0.005	0.015	0.24	2	-10000	0	2
IFT172	-0.007	0.018	-10000	0	-0.31	2	2
RBBP7	-0.006	0.018	-10000	0	-0.31	2	2
Su(fu)/Galectin3	-0.02	0.043	-10000	0	-0.18	1	1
GNAZ	-0.009	0.025	-10000	0	-0.31	4	4
RBBP4	0.003	0.043	0.24	18	-10000	0	18
CSNK1G1	-0.006	0	-10000	0	-10000	0	0
PIAS1	-0.005	0.01	0.24	1	-10000	0	1
PRKACA	-0.006	0	-10000	0	-10000	0	0
GLI2/SPOP	-0.004	0.005	-10000	0	-10000	0	0
STK36	-0.007	0.011	0.24	1	-10000	0	1
Gi family/GNB1/GNG2/GDP	0.011	0.043	0.27	1	-10000	0	1
PTCH1	-0.015	0.13	-10000	0	-0.99	8	8
MIM/GLI1	-0.02	0.11	-10000	0	-0.4	37	37
CREBBP	-0.015	0.042	-10000	0	-0.31	11	11
Su(fu)/SIN3/HDAC complex	0.009	0.038	0.18	12	-10000	0	12

×

S1P5 pathway

Figure S118. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S118. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
mol:S1P	0	0	-10000	0	-10000	0	0
telencephalon oligodendrocyte cell migration	-0.009	0.038	0.15	6	-10000	0	6
GNAI2	-0.006	0	-10000	0	-10000	0	0
S1P/S1P5/G12	0.003	0	-10000	0	-10000	0	0
mol:GDP	0	0	-10000	0	-10000	0	0
GNAO1	-0.004	0.028	0.24	6	-0.31	1	7
RhoA/GTP	0.009	0.038	-10000	0	-0.15	6	6
negative regulation of cAMP metabolic process	0.014	0.043	0.18	2	-0.17	6	8
GNAZ	-0.008	0.025	-10000	0	-0.31	4	4
GNAI3	0.036	0.093	0.24	96	-10000	0	96
GNA12	-0.006	0	-10000	0	-10000	0	0
S1PR5	0	0	-10000	0	-10000	0	0
mol:GTP	0	0	-10000	0	-10000	0	0
S1P/S1P5/Gi	0.014	0.043	0.18	2	-0.17	6	8
RhoA/GDP	-0.004	0.012	-10000	0	-0.21	2	2
RHOA	-0.007	0.018	-10000	0	-0.31	2	2
GNAI1	-0.005	0.041	0.24	8	-0.31	5	13

×

Signaling events mediated by HDAC Class II

Figure S119. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S119. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
G beta1gamma2/HDAC5	0.01	0.019	0.15	1	-0.16	6	7
HDAC3	-0.006	0	-10000	0	-10000	0	0
Ran/GTP/Exportin 1/HDAC4	-0.007	0.002	-10000	0	-10000	0	0
GATA1/HDAC4	-0.007	0	-10000	0	-10000	0	0
GATA1/HDAC5	-0.009	0.019	-10000	0	-0.21	5	5
GATA2/HDAC5	-0.011	0.03	0.17	1	-0.21	12	13
HDAC5/BCL6/BCoR	0.003	0.034	0.16	1	-0.18	19	20
HDAC9	0.004	0.048	0.24	22	-10000	0	22
Glucocorticoid receptor/Hsp90/HDAC6	0.006	0.029	0.16	5	-0.18	11	16
HDAC4/ANKRA2	-0.007	0.011	0.17	1	-0.21	1	2
HDAC5/YWHAB	-0.008	0.021	0.17	1	-0.21	5	6
NPC/RanGAP1/SUMO1/Ubc9	-0.001	0.006	-10000	0	-10000	0	0
GATA2	-0.009	0.035	0.24	1	-0.31	7	8
HDAC4/RFXANK	-0.006	0.01	0.17	2	-10000	0	2
BCOR	-0.005	0.01	0.24	1	-10000	0	1
mol:GTP	0	0	-10000	0	-10000	0	0
HDAC10	-0.006	0	-10000	0	-10000	0	0
HDAC5	-0.008	0.028	-10000	0	-0.31	5	5
GNB1/GNG2	-0.007	0.011	0.17	1	-0.21	1	2
Histones	0	0.026	0.18	1	-0.18	4	5
ADRBK1	-0.006	0	-10000	0	-10000	0	0
HDAC4	-0.006	0	-10000	0	-10000	0	0
XPO1	0.014	0.068	0.24	46	-10000	0	46
HDAC5/ANKRA2	-0.009	0.022	0.17	1	-0.21	6	7
HDAC4/Ubc9	-0.007	0	-10000	0	-10000	0	0
HDAC7	0	0	-10000	0	-10000	0	0
HDAC5/14-3-3 E	-0.009	0.021	-10000	0	-0.21	6	6
TUBA1B	-0.006	0	-10000	0	-10000	0	0
HDAC6	-0.004	0.023	0.24	5	-10000	0	5
HDAC5/RFXANK	-0.008	0.022	0.17	2	-0.21	5	7
CAMK4	-0.002	0.031	0.24	9	-10000	0	9
Tubulin/HDAC6	0.01	0.015	0.16	6	-10000	0	6
SUMO1	-0.006	0	-10000	0	-10000	0	0
EntrezGene:9972	0	0	-10000	0	-10000	0	0
YWHAB	-0.005	0.01	0.24	1	-10000	0	1
GATA1	-0.006	0	-10000	0	-10000	0	0
EntrezGene:8021	0	0	-10000	0	-10000	0	0
YWHAE	-0.006	0.013	-10000	0	-0.31	1	1
NR3C1	-0.011	0.04	-10000	0	-0.31	10	10
SUMO1/HDAC4	0.005	0	-10000	0	-10000	0	0
SRF	-0.007	0.022	-10000	0	-0.31	3	3
HDAC4/YWHAB	-0.007	0.007	0.17	1	-10000	0	1
Tubulin	-0.007	0.007	0.17	1	-10000	0	1
HDAC4/14-3-3 E	-0.007	0.009	-10000	0	-0.21	1	1
GNB1	-0.006	0.013	-10000	0	-0.31	1	1
RANGAP1	-0.006	0	-10000	0	-10000	0	0
BCL6/BCoR	-0.012	0.033	0.17	1	-0.21	14	15
HDAC4/HDAC3/SMRT (N-CoR2)	0.006	0.023	-10000	0	-0.18	9	9
HDAC4/SRF	0.01	0.023	0.16	9	-0.18	3	12
HDAC4/ER alpha	-0.034	0.069	-10000	0	-0.21	75	75
EntrezGene:23225	0	0	-10000	0	-10000	0	0
positive regulation of chromatin silencing	0	0.026	0.18	1	-0.18	4	5
cell motility	0.01	0.015	0.16	6	-10000	0	6
EntrezGene:23636	0	0	-10000	0	-10000	0	0
UBE2I	-0.006	0	-10000	0	-10000	0	0
HDAC7/HDAC3	-0.003	0	-10000	0	-10000	0	0
BCL6	-0.013	0.047	-10000	0	-0.31	14	14
HDAC4/CaMK II delta B	-0.006	0	-10000	0	-10000	0	0
Hsp90/HDAC6	-0.006	0.019	0.17	5	-0.21	1	6
ESR1	-0.046	0.1	-10000	0	-0.31	75	75
HDAC6/HDAC11	-0.005	0.017	0.17	5	-10000	0	5
Ran/GTP/Exportin 1	0.007	0.039	0.14	46	-10000	0	46
NPC	0.003	0.008	0.13	2	-10000	0	2
MEF2C	-0.017	0.057	-10000	0	-0.31	21	21
RAN	-0.006	0	-10000	0	-10000	0	0
HDAC4/MEF2C	0.004	0.037	-10000	0	-0.15	30	30
GNG2	-0.005	0.01	0.24	1	-10000	0	1
NCOR2	-0.011	0.038	-10000	0	-0.31	9	9
TUBB2A	-0.005	0.01	0.24	1	-10000	0	1
HDAC11	-0.006	0	-10000	0	-10000	0	0
HSP90AA1	-0.006	0.013	-10000	0	-0.31	1	1
RANBP2	-0.005	0.015	0.24	2	-10000	0	2
ANKRA2	-0.006	0.016	0.24	1	-0.31	1	2
RFXANK	-0.005	0.015	0.24	2	-10000	0	2
nuclear import	0.007	0.022	0.21	6	-10000	0	6

×

Class I PI3K signaling events mediated by Akt

Figure S120. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S120. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
BCL2L1	-0.007	0.009	0.2	1	-10000	0	1
BAD/BCL-XL/YWHAZ	-0.009	0.006	0.13	1	-10000	0	1
CDKN1B	0.018	0.05	0.25	1	-10000	0	1
CDKN1A	0.014	0.052	-10000	0	-10000	0	0
FRAP1	-0.006	0	-10000	0	-10000	0	0
PRKDC	0.036	0.093	0.24	97	-10000	0	97
FOXO3	0.016	0.051	-10000	0	-10000	0	0
AKT1	0.021	0.051	0.17	2	-10000	0	2
BAD	-0.006	0	-10000	0	-10000	0	0
AKT3	-0.14	0.12	0.16	4	-0.24	323	327
mol:GTP	0	0	-10000	0	-10000	0	0
FOXO4	0.018	0.048	-10000	0	-10000	0	0
AKT1/ASK1	0.016	0.046	-10000	0	-10000	0	0
BAD/YWHAZ	0.009	0	-10000	0	-10000	0	0
RICTOR	-0.003	0.025	0.24	6	-10000	0	6
RAF1	-0.006	0	-10000	0	-10000	0	0
JNK cascade	0.003	0.012	-10000	0	-10000	0	0
TSC1	0.017	0.048	-10000	0	-10000	0	0
YWHAZ	-0.006	0	-10000	0	-10000	0	0
AKT1/RAF1	0.018	0.048	-10000	0	-10000	0	0
EP300	-0.007	0.018	-10000	0	-0.31	2	2
mol:GDP	0.021	0.051	0.17	2	-10000	0	2
mol:PI-3-4-5-P3	0	0	-10000	0	-10000	0	0
TSC2	0.018	0.048	-10000	0	-10000	0	0
YWHAQ	-0.006	0	-10000	0	-10000	0	0
TBC1D4	-0.003	0.014	0.13	6	-10000	0	6
MAP3K5	-0.006	0.023	0.24	2	-0.31	2	4
MAPKAP1	-0.006	0	-10000	0	-10000	0	0
negative regulation of cell cycle	-0.01	0.029	-10000	0	-10000	0	0
YWHAH	-0.007	0.022	-10000	0	-0.31	3	3
AKT1S1	0.018	0.048	-10000	0	-10000	0	0
CASP9	0.018	0.048	-10000	0	-10000	0	0
YWHAB	-0.005	0.01	0.24	1	-10000	0	1
p27Kip1/KPNA1	0.016	0.049	0.23	1	-10000	0	1
GBL	-0.006	0	-10000	0	-10000	0	0
PDK1/Src/Hsp90	0.008	0.008	-10000	0	-0.18	1	1
YWHAE	-0.006	0.013	-10000	0	-0.31	1	1
SRC	-0.006	0	-10000	0	-10000	0	0
AKT2/p21CIP1	0.012	0.05	0.19	3	-10000	0	3
KIAA1303	-0.006	0	-10000	0	-10000	0	0
mTOR/RHEB/GTP/Raptor/GBL	0.016	0.029	-10000	0	-10000	0	0
CHUK	0.022	0.055	0.25	8	-10000	0	8
BAD/BCL-XL	0.014	0.047	-10000	0	-10000	0	0
mTORC2	0.013	0.014	0.15	6	-10000	0	6
AKT2	0	0.015	0.16	5	-10000	0	5
FOXO1-3a-4/14-3-3 family	0.014	0.042	-10000	0	-10000	0	0
PDPK1	-0.006	0	-10000	0	-10000	0	0
MDM2	0.018	0.049	-10000	0	-10000	0	0
MAPKKK cascade	-0.017	0.047	-10000	0	-10000	0	0
MDM2/Cbp/p300	0.01	0.052	-10000	0	-10000	0	0
TSC1/TSC2	0.015	0.047	-10000	0	-10000	0	0
proteasomal ubiquitin-dependent protein catabolic process	0.01	0.049	-10000	0	-10000	0	0
glucose import	-0.005	0.012	0.14	1	-10000	0	1
mTOR/RHEB/GDP/Raptor/GBL/PRAS40	0.019	0.038	0.17	1	-10000	0	1
response to stress	0	0	-10000	0	-10000	0	0
SLC2A4	-0.005	0.012	0.14	1	-10000	0	1
GSK3A	0.017	0.048	-10000	0	-10000	0	0
FOXO1	0.016	0.05	-10000	0	-10000	0	0
GSK3B	0.018	0.048	-10000	0	-10000	0	0
SFN	0.003	0.047	0.24	21	-10000	0	21
G1/S transition of mitotic cell cycle	0.015	0.046	-10000	0	-10000	0	0
p27Kip1/14-3-3 family	0.006	0.024	-10000	0	-10000	0	0
PRKACA	-0.006	0	-10000	0	-10000	0	0
KPNA1	-0.005	0.015	0.24	2	-10000	0	2
HSP90AA1	-0.006	0.013	-10000	0	-0.31	1	1
YWHAG	-0.006	0	-10000	0	-10000	0	0
RHEB	0.006	0.052	0.24	26	-10000	0	26
CREBBP	-0.012	0.042	-10000	0	-0.31	11	11

×

S1P4 pathway

Figure S121. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S121. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
mol:S1P	0	0	-10000	0	-10000	0	0
GNAO1	-0.004	0.028	0.24	6	-0.31	1	7
CDC42/GTP	0.009	0.037	-10000	0	-0.15	6	6
PLCG1	0.012	0.042	0.15	7	-0.16	6	13
mol:GTP	0	0	-10000	0	-10000	0	0
GNAI2	-0.006	0	-10000	0	-10000	0	0
GNAI3	0.036	0.093	0.24	96	-10000	0	96
G12/G13	-0.007	0.009	-10000	0	-0.21	1	1
cell migration	0.009	0.037	-10000	0	-0.15	6	6
S1PR5	0	0	-10000	0	-10000	0	0
S1PR4	0	0	-10000	0	-10000	0	0
MAPK3	0.008	0.043	0.17	2	-0.16	6	8
MAPK1	0.011	0.041	0.16	3	-0.16	6	9
S1P/S1P5/Gi	0.014	0.043	0.18	2	-0.17	6	8
GNAI1	-0.005	0.041	0.24	8	-0.31	5	13
CDC42/GDP	-0.003	0	-10000	0	-10000	0	0
S1P/S1P5/G12	0.003	0	-10000	0	-10000	0	0
RHOA	-0.007	0.006	-10000	0	-0.15	1	1
S1P/S1P4/Gi	0.014	0.043	0.18	2	-0.17	6	8
mol:GDP	0	0	-10000	0	-10000	0	0
GNAZ	-0.008	0.025	-10000	0	-0.31	4	4
S1P/S1P4/G12/G13	0.005	0.007	-10000	0	-0.16	1	1
GNA12	-0.006	0	-10000	0	-10000	0	0
GNA13	-0.006	0.013	-10000	0	-0.31	1	1
CDC42	-0.006	0	-10000	0	-10000	0	0

×

p38 MAPK signaling pathway

Figure S122. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S122. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
TRAF6/ASK1	-0.003	0.012	0.14	2	-0.14	2	4
TRAF2/ASK1	0.006	0.014	0.15	2	-0.18	2	4
ATM	0.002	0.043	0.24	18	-10000	0	18
MAP2K3	0	0.036	0.19	1	-0.31	4	5
response to stress	0	0	-10000	0	-10000	0	0
MAP2K6	0.011	0.042	0.2	3	-0.21	5	8
hyperosmotic response	0	0	-10000	0	-10000	0	0
response to oxidative stress	0	0	-10000	0	-10000	0	0
GADD45G	-0.01	0.036	-10000	0	-0.31	8	8
TXN	-0.009	0.044	-10000	0	-0.24	20	20
CALM1	-0.012	0.042	-10000	0	-0.31	11	11
GADD45A	0.015	0.069	0.24	48	-10000	0	48
GADD45B	-0.004	0.021	0.24	4	-10000	0	4
MAP3K1	-0.008	0.025	-10000	0	-0.31	4	4
MAP3K6	-0.006	0	-10000	0	-10000	0	0
MAP3K7	-0.003	0.025	0.24	6	-10000	0	6
MAP3K4	-0.006	0	-10000	0	-10000	0	0
mol:Ca2+	0	0	-10000	0	-10000	0	0
ASK1/ASK2	-0.007	0.016	0.17	2	-0.21	2	4
TAK1/TAB family	0.004	0.015	-10000	0	-10000	0	0
RAC1/OSM/MEKK3	0.008	0.007	-10000	0	-0.16	1	1
TRAF2	-0.006	0	-10000	0	-10000	0	0
RAC1/OSM/MEKK3/MKK3	-0.009	0.024	-10000	0	-0.25	4	4
TRAF6	0	0.015	0.16	5	-10000	0	5
RAC1	-0.006	0.013	-10000	0	-0.31	1	1
mol:LPS	0	0	-10000	0	-10000	0	0
CAMK2B	-0.006	0	-10000	0	-10000	0	0
CCM2	-0.006	0	-10000	0	-10000	0	0
CaM/Ca2+/CAMKIIB	0.002	0.025	-10000	0	-0.18	11	11
MAPK11	-0.006	0	-10000	0	-10000	0	0
response to DNA damage stimulus	0	0	-10000	0	-10000	0	0
CaM/Ca2+/CAMKIIB/ASK1	0.005	0.026	0.15	2	-0.16	13	15
OSM/MEKK3	-0.007	0	-10000	0	-10000	0	0
TAOK1	0.003	0.03	0.16	19	-0.24	1	20
TAOK2	0.003	0.028	0.16	18	-10000	0	18
TAOK3	0.003	0.028	0.16	18	-10000	0	18
MAP3K7IP1	-0.006	0	-10000	0	-10000	0	0
MAPK14	-0.005	0.01	0.24	1	-10000	0	1
MAP3K7IP2	-0.004	0.018	0.24	3	-10000	0	3
MAP3K5	-0.006	0.023	0.24	2	-0.31	2	4
MAP3K10	-0.006	0	-10000	0	-10000	0	0
MAP3K3	-0.006	0	-10000	0	-10000	0	0
TRX/ASK1	-0.01	0.04	0.17	2	-0.2	22	24
GADD45/MTK1/MTK1	0.02	0.043	0.15	49	-0.15	7	56

×

Class IB PI3K non-lipid kinase events

Figure S123. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S123. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
cAMP biosynthetic process	0.003	0.025	-10000	0	-0.24	6	6
PI3K Class IB/PDE3B	-0.003	0.025	0.24	6	-10000	0	6
PDE3B	-0.003	0.025	0.24	6	-10000	0	6

×

Sumoylation by RanBP2 regulates transcriptional repression

Figure S124. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S124. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
HDAC1	0.01	0.06	0.24	36	-10000	0	36
Ran/GTP/Exportin 1/HDAC4	-0.008	0.002	-10000	0	-10000	0	0
MDM2/SUMO1	0.005	0.012	0.15	2	-10000	0	2
HDAC4	-0.006	0	-10000	0	-10000	0	0
Ran/GTP/Exportin 1/HDAC1	-0.008	0.003	-10000	0	-10000	0	0
SUMO1	-0.006	0	-10000	0	-10000	0	0
NPC/RanGAP1/SUMO1	-0.001	0.006	-10000	0	-10000	0	0
mol:GTP	0	0	-10000	0	-10000	0	0
XPO1	0.007	0.035	0.12	46	-10000	0	46
EntrezGene:23636	0	0	-10000	0	-10000	0	0
RAN	-0.006	0	-10000	0	-10000	0	0
EntrezGene:8021	0	0	-10000	0	-10000	0	0
RANBP2	-0.005	0.015	0.24	2	-10000	0	2
SUMO1/HDAC4	0.005	0	-10000	0	-10000	0	0
SUMO1/HDAC1	0.014	0.036	0.15	36	-10000	0	36
RANGAP1	-0.006	0	-10000	0	-10000	0	0
MDM2/SUMO1/SUMO1	0.012	0.019	-10000	0	-0.16	2	2
NPC/RanGAP1/SUMO1/RanBP2/Ubc9	-0.001	0.006	-10000	0	-10000	0	0
Ran/GTP	-0.003	0.005	-10000	0	-10000	0	0
EntrezGene:23225	0	0	-10000	0	-10000	0	0
MDM2	-0.006	0.023	0.24	2	-0.31	2	4
UBE2I	-0.006	0	-10000	0	-10000	0	0
Ran/GTP/Exportin 1	0.004	0.032	-10000	0	-10000	0	0
NPC	0.003	0.008	0.13	2	-10000	0	2
PIAS2	-0.004	0.021	0.24	4	-10000	0	4
PIAS1	-0.005	0.01	0.24	1	-10000	0	1
EntrezGene:9972	0	0	-10000	0	-10000	0	0

×

Arf6 trafficking events

Figure S125. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S125. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
SLC2A4	-0.006	0	-10000	0	-10000	0	0
CLTC	0.006	0.032	0.18	1	-0.48	1	2
calcium ion-dependent exocytosis	0.003	0.02	-10000	0	-0.17	1	1
Dynamin 2/GTP	0	0.031	0.13	30	-0.16	1	31
EXOC4	-0.004	0.021	0.24	4	-10000	0	4
CD59	0.004	0.026	-10000	0	-0.43	1	1
CPE	-0.008	0.052	0.17	22	-0.18	31	53
CTNNB1	-0.005	0.015	0.24	2	-10000	0	2
membrane fusion	0.003	0.02	-10000	0	-0.15	1	1
CTNND1	-0.002	0.029	0.12	30	-0.15	1	31
DNM2	-0.005	0.01	0.24	1	-10000	0	1
mol:PI-4-5-P2	0.002	0.021	-10000	0	-0.32	1	1
TSHR	-0.001	0.029	0.17	16	-0.17	1	17
INS	0.003	0.007	-10000	0	-10000	0	0
BIN1	-0.007	0.018	-10000	0	-0.31	2	2
mol:Choline	0.003	0.02	-10000	0	-0.15	1	1
growth hormone secretagogue receptor activity	0	0	-10000	0	-10000	0	0
mol:GDP	0.003	0.038	0.17	29	-0.17	1	30
membrane depolarization	0	0	-10000	0	-10000	0	0
ARF6	-0.006	0.013	-10000	0	-0.31	1	1
mol:Ca2+	0	0.031	0.13	30	-0.16	1	31
JUP	0	0.034	-10000	0	-0.43	1	1
ASAP2/amphiphysin II	0.005	0.012	-10000	0	-0.16	3	3
ARF6/GTP	-0.004	0.009	-10000	0	-0.21	1	1
CDH1	0.001	0.033	-10000	0	-0.43	1	1
clathrin-independent pinocytosis	-0.004	0.009	-10000	0	-0.21	1	1
MAPK8IP3	-0.006	0	-10000	0	-10000	0	0
positive regulation of endocytosis	-0.004	0.009	-10000	0	-0.21	1	1
EXOC2	-0.001	0.034	0.24	11	-10000	0	11
substrate adhesion-dependent cell spreading	0.006	0.03	0.2	1	-10000	0	1
insulin receptor binding	0	0	-10000	0	-10000	0	0
SPAG9	-0.005	0.01	0.24	1	-10000	0	1
regulation of calcium-dependent cell-cell adhesion	0.007	0.024	0.4	1	-10000	0	1
positive regulation of phagocytosis	-0.006	0.007	-10000	0	-0.17	1	1
ARF6/GTP/JIP3	0.006	0.008	-10000	0	-0.18	1	1
ACAP1	0.003	0.017	-10000	0	-10000	0	0
mol:GTP	0	0	-10000	0	-10000	0	0
CHRM2	0.004	0.026	-10000	0	-0.43	1	1
clathrin heavy chain/ACAP1	0.005	0.029	0.16	1	-0.4	1	2
JIP4/KLC1	0.009	0.011	0.15	2	-0.16	1	3
EXOC1	-0.002	0.031	0.24	9	-10000	0	9
exocyst	0.006	0.03	0.2	1	-10000	0	1
RALA/GTP	-0.003	0.01	0.17	2	-10000	0	2
ARF6/GTP/ARF6/GTP/JIP4/Dynactin Complex	0.006	0.01	0.15	1	-0.18	1	2
receptor recycling	-0.004	0.009	-10000	0	-0.21	1	1
CTNNA1	-0.003	0.031	0.12	30	-0.15	3	33
NME1	0.003	0.039	0.17	29	-0.17	1	30
clathrin coat assembly	0.006	0.032	0.18	1	-0.48	1	2
IL2RA	0.005	0.028	-10000	0	-0.43	1	1
VAMP3	-0.006	0.007	-10000	0	-0.17	1	1
GLUT4/clathrin heavy chain/ACAP1	-0.004	0.016	-10000	0	-0.38	1	1
EXOC6	0.003	0.046	0.24	20	-10000	0	20
PLD1	0.006	0.028	-10000	0	-10000	0	0
PLD2	-0.001	0.007	-10000	0	-10000	0	0
EXOC5	-0.005	0.015	0.24	2	-10000	0	2
PIP5K1C	0.002	0.021	-10000	0	-0.33	1	1
SDC1	0.004	0.028	-10000	0	-0.43	1	1
ARF6/GDP	0.002	0.033	0.14	29	-0.18	1	30
EXOC7	-0.006	0	-10000	0	-10000	0	0
E-cadherin/beta catenin	-0.002	0.036	-10000	0	-0.42	1	1
mol:Phosphatidic acid	0.003	0.02	-10000	0	-0.15	1	1
endocytosis	-0.005	0.012	0.16	3	-10000	0	3
SCAMP2	-0.006	0	-10000	0	-10000	0	0
ADRB2	0.004	0.031	-10000	0	-0.46	1	1
EXOC3	-0.005	0.01	0.24	1	-10000	0	1
ASAP2	0	0	-10000	0	-10000	0	0
Dynamin 2/GDP	0	0.034	0.14	30	-0.16	1	31
KLC1	-0.005	0.01	0.24	1	-10000	0	1
AVPR2	0.004	0.031	-10000	0	-0.46	1	1
RALA	-0.005	0.015	0.24	2	-10000	0	2
E-cadherin/Ca2+/beta catenin/alpha catenin/p120 catenin	-0.006	0.035	-10000	0	-0.4	1	1

×

JNK signaling in the CD4+ TCR pathway

Figure S126. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S126. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
LAT/GRAP2/SLP76/HPK1	0.006	0.03	0.15	1	-0.16	17	18
MAP4K1	-0.005	0.015	0.24	2	-10000	0	2
MAP3K8	-0.006	0	-10000	0	-10000	0	0
PRKCB	0	0	-10000	0	-10000	0	0
DBNL	-0.006	0	-10000	0	-10000	0	0
CRKL	-0.006	0	-10000	0	-10000	0	0
MAP3K1	-0.011	0.032	-10000	0	-10000	0	0
JUN	0.001	0.027	-10000	0	-10000	0	0
MAP3K7	-0.009	0.033	-10000	0	-10000	0	0
GRAP2	-0.006	0	-10000	0	-10000	0	0
CRK	-0.005	0.01	0.24	1	-10000	0	1
MAP2K4	-0.011	0.034	-10000	0	-10000	0	0
LAT	-0.006	0	-10000	0	-10000	0	0
LCP2	-0.015	0.053	-10000	0	-0.31	18	18
MAPK8	0	0.017	-10000	0	-10000	0	0
LAT/GRAP2/SLP76/HPK1/HIP-55/CRK family	-0.008	0.031	-10000	0	-0.18	17	17
LAT/GRAP2/SLP76/HPK1/HIP-55	0.008	0.029	-10000	0	-0.15	17	17

×

Alternative NF-kappaB pathway

Figure S127. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S127. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
IKK alpha homodimer	-0.001	0.031	0.17	18	-10000	0	18
FBXW11	-0.006	0	-10000	0	-10000	0	0
proteasomal ubiquitin-dependent protein catabolic process	0	0	-10000	0	-10000	0	0
beta TrCP1/SCF ubiquitin ligase complex	-0.006	0	-10000	0	-10000	0	0
CHUK	0.002	0.043	0.24	18	-10000	0	18
NF kappa B2 p100/RelB	0.016	0.025	-10000	0	-0.15	2	2
NFKB1	-0.01	0.033	-10000	0	-0.31	7	7
MAP3K14	-0.006	0	-10000	0	-10000	0	0
NF kappa B1 p50/RelB	-0.01	0.026	-10000	0	-0.21	9	9
RELB	-0.007	0.018	-10000	0	-0.31	2	2
NFKB2	-0.006	0	-10000	0	-10000	0	0
NF kappa B2 p52/RelB	0.005	0.011	-10000	0	-0.18	2	2
regulation of B cell activation	0.005	0.011	-10000	0	-0.17	2	2

×

Visual signal transduction: Rods

Figure S128. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S128. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
mol:K +	-0.006	0	-10000	0	-10000	0	0
GNAT1/GTP	-0.003	0	-10000	0	-10000	0	0
Metarhodopsin II/Arrestin	0.006	0	-10000	0	-10000	0	0
PDE6G/GNAT1/GTP	0.006	0.006	0.15	1	-10000	0	1
mol:GTP	0	0	-10000	0	-10000	0	0
absorption of light	0	0	-10000	0	-10000	0	0
GNAT1	-0.006	0	-10000	0	-10000	0	0
GRK1	0	0	-10000	0	-10000	0	0
CNG Channel	-0.014	0.016	-10000	0	-0.14	9	9
mol:Na +	-0.016	0.016	-10000	0	-0.14	9	9
mol:ADP	0	0	-10000	0	-10000	0	0
RGS9-1/Gbeta5/R9AP	0.007	0.019	-10000	0	-0.18	6	6
mol:GDP	0	0	-10000	0	-10000	0	0
cGMP/CNG Channel	-0.016	0.018	-10000	0	-10000	0	0
CNGB1	-0.006	0	-10000	0	-10000	0	0
RDH5	0.002	0.043	0.24	18	-10000	0	18
SAG	-0.006	0	-10000	0	-10000	0	0
mol:Ca2+	-0.017	0.017	-10000	0	-10000	0	0
Na + (4 Units)	-0.017	0.015	-10000	0	-10000	0	0
RGS9	-0.006	0	-10000	0	-10000	0	0
GNB1/GNGT1	-0.005	0.021	0.17	7	-0.21	1	8
GNAT1/GDP	0.008	0.016	-10000	0	-0.15	6	6
GUCY2D	-0.006	0	-10000	0	-10000	0	0
GNGT1	-0.003	0.027	0.24	7	-10000	0	7
GUCY2F	-0.006	0	-10000	0	-10000	0	0
GNB5	-0.009	0.031	-10000	0	-0.31	6	6
mol:GMP (4 units)	-0.008	0.01	0.13	3	-10000	0	3
mol:11-cis-retinal	0.002	0.043	0.24	18	-10000	0	18
mol:cGMP	-0.011	0.009	0.15	2	-10000	0	2
GNB1	-0.006	0.013	-10000	0	-0.31	1	1
Rhodopsin	-0.001	0.031	0.17	18	-10000	0	18
SLC24A1	-0.006	0	-10000	0	-10000	0	0
CNGA1	-0.011	0.038	-10000	0	-0.31	9	9
Metarhodopsin II	0.003	0	-10000	0	-10000	0	0
mol:Ca ++	0	0	-10000	0	-10000	0	0
GC1/GCAP Family	0.012	0.008	-10000	0	-10000	0	0
RGS9BP	-0.006	0	-10000	0	-10000	0	0
Metarhodopsin II/Transducin	-0.001	0.014	-10000	0	-0.18	1	1
GCAP Family/Ca ++	0.009	0.008	0.15	2	-10000	0	2
PDE6A/B	-0.006	0.01	0.17	2	-10000	0	2
mol:Pi	0.007	0.019	-10000	0	-0.18	6	6
mol:all-trans-retinal	0	0	-10000	0	-10000	0	0
Transducin	0.01	0.017	0.15	7	-0.16	1	8
PDE6B	-0.005	0.01	0.24	1	-10000	0	1
PDE6A	-0.005	0.01	0.24	1	-10000	0	1
PDE6G	-0.005	0.01	0.24	1	-10000	0	1
RHO	-0.006	0	-10000	0	-10000	0	0
PDE6	-0.013	0.017	-10000	0	-10000	0	0
GUCA1A	-0.006	0	-10000	0	-10000	0	0
GC2/GCAP Family	0.012	0.008	-10000	0	-10000	0	0
GUCA1C	-0.005	0.015	0.24	2	-10000	0	2
GUCA1B	-0.006	0	-10000	0	-10000	0	0

×

Visual signal transduction: Cones

Figure S129. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S129. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
Cone Metarhodopsin II/Cone Transducin	0.008	0	-9999	-10000	0	0
RGS9BP	-0.006	0	-9999	-10000	0	0
mol:GTP	0	0	-9999	-10000	0	0
GRK1	0	0	-9999	-10000	0	0
mol:Na +	0.006	0	-9999	-10000	0	0
mol:ADP	-0.003	0	-9999	-10000	0	0
GNAT2	-0.006	0	-9999	-10000	0	0
RGS9-1/Gbeta5/R9AP	0.007	0.019	-9999	-0.18	6	6
mol:GDP	0	0	-9999	-10000	0	0
PDE6H/GNAT2/GTP	0.006	0	-9999	-10000	0	0
GRK7	-0.006	0	-9999	-10000	0	0
CNGB3	-0.006	0	-9999	-10000	0	0
Cone Metarhodopsin II/X-Arrestin	-0.003	0	-9999	-10000	0	0
mol:Ca2+	-0.007	0	-9999	-10000	0	0
Cone PDE6	0.011	0.017	-9999	-0.15	6	6
Cone Metarhodopsin II	0.003	0	-9999	-10000	0	0
Na + (4 Units)	0.008	0	-9999	-10000	0	0
GNAT2/GDP	0.008	0.016	-9999	-0.15	6	6
GNB5	-0.009	0.031	-9999	-0.31	6	6
mol:GMP (4 units)	-0.007	0	-9999	-10000	0	0
Cone Transducin	0.008	0	-9999	-10000	0	0
SLC24A2	-0.006	0	-9999	-10000	0	0
GNB3/GNGT2	-0.007	0	-9999	-10000	0	0
GNB3	-0.006	0	-9999	-10000	0	0
GNAT2/GTP	-0.003	0	-9999	-10000	0	0
CNGA3	-0.006	0	-9999	-10000	0	0
ARR3	-0.006	0	-9999	-10000	0	0
absorption of light	0	0	-9999	-10000	0	0
cGMP/Cone CNG Channel	0.006	0	-9999	-10000	0	0
mol:Pi	0.007	0.019	-9999	-0.18	6	6
Cone CNG Channel	-0.011	0	-9999	-10000	0	0
mol:all-trans-retinal	0	0	-9999	-10000	0	0
mol:K +	-0.006	0	-9999	-10000	0	0
RGS9	-0.006	0	-9999	-10000	0	0
PDE6C	-0.006	0	-9999	-10000	0	0
GNGT2	-0.006	0	-9999	-10000	0	0
mol:cGMP (4 units)	0	0	-9999	-10000	0	0
PDE6H	-0.006	0	-9999	-10000	0	0

×

Glypican 2 network

Figure S130. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S130. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Total.Perturbations
MDK	-0.005	0.01	0.24	1	-9999	1
GPC2	-0.006	0	-10000	0	-9999	0
GPC2/Midkine	-0.007	0.007	0.17	1	-9999	1
neuron projection morphogenesis	-0.007	0.007	0.17	1	-9999	1

×

Rapid glucocorticoid signaling

Figure S131. Get High-res Image This plot shows pathway concept perturbations across all samples against a permutation model. The concepts along the x-axis are sorted by lowest to highest mean activity for the real patient samples. Mean inferred activities are plotted along the y-axis as a colored band showing the average level and one standard deviation range. Real samples are shown in red and permuted samples in black.

Table S131. Get Full Table This table displays mean, standard deviation, and perturbation statistics for Inferred Pathway Levels (IPLs). A mean perturbation of -9999 implies that the IPLs across all the real samples did not differ enough from the IPLs generated by a background model of permuted samples (> 1 Std.Dev from the permuted sample IPLs).

Entity	Mean	Std.Dev	Mean.of.Up.Perturbations	Number.of.Up.Perturbations	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
Gs family/GDP/Gbeta gamma	0.008	0.009	0.14	1	-0.15	1	2
MAPK9	-0.001	0.012	0.16	1	-0.24	1	2
adrenocorticotropin secretion	-0.003	0.008	0.2	1	-10000	0	1
GNB1/GNG2	0.006	0.01	0.15	1	-0.18	1	2
GNB1	-0.006	0.013	-10000	0	-0.31	1	1
regulation of calcium ion transport via voltage-gated calcium channel activity	0	0	-10000	0	-10000	0	0
mol:GDP	0	0	-10000	0	-10000	0	0
MAPK14	-0.001	0.007	0.16	1	-10000	0	1
Gs family/GTP	0.003	0	-10000	0	-10000	0	0
EntrezGene:2778	0	0	-10000	0	-10000	0	0
vasopressin secretion	0	0	-10000	0	-10000	0	0
G-protein coupled receptor activity	0	0	-10000	0	-10000	0	0
ChemicalAbstracts:86-01-1	0	0	-10000	0	-10000	0	0
glutamate secretion	0.001	0	-10000	0	-10000	0	0
GNAL	-0.006	0	-10000	0	-10000	0	0
GNG2	-0.005	0.01	0.24	1	-10000	0	1
CRH	-0.005	0.01	0.24	1	-10000	0	1
mol:cortisol	0	0	-10000	0	-10000	0	0
MAPK8	0.001	0.016	0.16	6	-10000	0	6
MAPK11	-0.001	0	-10000	0	-10000	0	0

pid_entity	TCGA.61.2614	TCGA.61.2613	TCGA.61.2612	TCGA.61.2113
109_MAP3K5	-0.0032	-0.0032	-0.0032	-0.0032
47_PPARGC1A	-0.0058	-0.0058	-0.0058	-0.0058
105_BMP4	-0.0058	-0.0058	-0.0058	-0.0058
105_BMP6	-0.0058	-0.0058	-0.0058	-0.0058
105_BMP7	0.24	-0.0058	-0.0058	-0.0058
105_BMP2	-0.0058	-0.0058	-0.0058	-0.0058
131_RELN/VLDLR	0.011	0.011	0.011	0.011
30_TGFB1/TGF beta receptor Type II	-0.0058	-0.0058	-0.0058	-0.0058
84_STAT5B	-0.041	-0.041	-0.041	0.065
84_STAT5A	-0.041	-0.041	-0.041	0.065