Lung Squamous Cell Carcinoma: PARADIGM pathway analysis of mRNA expression and copy number data

Pathway.Name	Avg.Num.Perturbations
HIF-1-alpha transcription factor network	30
TCGA08_retinoblastoma	26
Signaling events mediated by the Hedgehog family	22
IL23-mediated signaling events	21
IL4-mediated signaling events	20
Osteopontin-mediated events	19
Signaling mediated by p38-alpha and p38-beta	19
Calcineurin-regulated NFAT-dependent transcription in lymphocytes	19
Noncanonical Wnt signaling pathway	18
Wnt signaling	18

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
HIF-1-alpha transcription factor network	30	2296	76	-0.3	0.036	1000	-1000	-0.018	-1000
TCGA08_retinoblastoma	26	212	8	-0.074	0.085	1000	-1000	-0.003	-1000
Signaling events mediated by the Hedgehog family	22	1186	52	-0.25	0.053	1000	-1000	-0.03	-1000
IL23-mediated signaling events	21	1291	60	-0.5	0.036	1000	-1000	-0.063	-1000
IL4-mediated signaling events	20	1884	91	-0.56	0.51	1000	-1000	-0.08	-1000
Osteopontin-mediated events	19	729	38	-0.2	0.037	1000	-1000	-0.033	-1000
Signaling mediated by p38-alpha and p38-beta	19	876	44	-0.16	0.036	1000	-1000	-0.021	-1000
Calcineurin-regulated NFAT-dependent transcription in lymphocytes	19	1294	68	-0.39	0.18	1000	-1000	-0.079	-1000
Noncanonical Wnt signaling pathway	18	483	26	-0.13	0.037	1000	-1000	-0.054	-1000
Wnt signaling	18	129	7	-0.13	0.03	1000	-1000	-0.006	-1000
Fc-epsilon receptor I signaling in mast cells	17	1699	97	-0.11	0.047	1000	-1000	-0.058	-1000
Glucocorticoid receptor regulatory network	17	2015	114	-0.46	0.28	1000	-1000	-0.049	-1000
Endothelins	17	1676	96	-0.24	0.037	1000	-1000	-0.043	-1000
IGF1 pathway	16	912	57	-0.065	0.066	1000	-1000	-0.042	-1000
FOXM1 transcription factor network	16	851	51	-0.25	0.048	1000	-1000	-0.065	-1000
Syndecan-1-mediated signaling events	15	539	34	-0.13	0.04	1000	-1000	-0.029	-1000
Thromboxane A2 receptor signaling	15	1656	105	-0.16	0.055	1000	-1000	-0.036	-1000
Ephrin B reverse signaling	15	735	48	-0.098	0.046	1000	-1000	-0.025	-1000
EPHB forward signaling	15	1295	85	-0.11	0.077	1000	-1000	-0.058	-1000
BCR signaling pathway	15	1493	99	-0.2	0.054	1000	-1000	-0.049	-1000
EGFR-dependent Endothelin signaling events	13	280	21	-0.076	0.051	1000	-1000	-0.024	-1000
Signaling events mediated by Stem cell factor receptor (c-Kit)	13	1016	78	-0.17	0.072	1000	-1000	-0.059	-1000
IL12-mediated signaling events	12	1060	87	-0.21	0.038	1000	-1000	-0.054	-1000
Nectin adhesion pathway	12	786	63	-0.088	0.057	1000	-1000	-0.048	-1000
TCGA08_p53	12	88	7	-0.039	0.037	1000	-1000	-0.006	-1000
TCR signaling in naïve CD8+ T cells	12	1207	93	-0.1	0.051	1000	-1000	-0.041	-1000
Calcium signaling in the CD4+ TCR pathway	12	372	31	-0.2	0.041	1000	-1000	-0.05	-1000
Glypican 1 network	11	558	48	-0.043	0.036	1000	-1000	-0.021	-1000
IL1-mediated signaling events	11	684	62	-0.15	0.075	1000	-1000	-0.033	-1000
HIF-2-alpha transcription factor network	11	499	43	-0.073	0.055	1000	-1000	-0.038	-1000
LPA receptor mediated events	11	1223	102	-0.2	0.037	1000	-1000	-0.039	-1000
BMP receptor signaling	10	881	81	-0.15	0.059	1000	-1000	-0.036	-1000
IFN-gamma pathway	10	701	68	-0.1	0.05	1000	-1000	-0.049	-1000
S1P1 pathway	10	383	36	-0.2	0.036	1000	-1000	-0.039	-1000
IL27-mediated signaling events	10	560	51	-0.18	0.12	1000	-1000	-0.05	-1000
Syndecan-4-mediated signaling events	10	727	67	-0.073	0.039	1000	-1000	-0.032	-1000
Syndecan-2-mediated signaling events	9	655	69	-0.12	0.039	1000	-1000	-0.03	-1000
amb2 Integrin signaling	9	748	82	-0.11	0.041	1000	-1000	-0.029	-1000
Caspase cascade in apoptosis	8	636	74	-0.06	0.05	1000	-1000	-0.042	-1000
Arf6 signaling events	8	540	62	-0.071	0.075	1000	-1000	-0.011	-1000
FAS signaling pathway (CD95)	8	393	47	-0.16	0.04	1000	-1000	-0.03	-1000
Stabilization and expansion of the E-cadherin adherens junction	8	624	74	-0.11	0.055	1000	-1000	-0.063	-1000
Signaling events mediated by PTP1B	7	604	76	-0.09	0.071	1000	-1000	-0.033	-1000
Hedgehog signaling events mediated by Gli proteins	7	463	65	-0.15	0.079	1000	-1000	-0.033	-1000
Arf6 downstream pathway	7	316	43	-0.049	0.052	1000	-1000	-0.026	-1000
Signaling events mediated by VEGFR1 and VEGFR2	7	936	125	-0.035	0.042	1000	-1000	-0.029	-1000
IL6-mediated signaling events	7	592	75	-0.083	0.051	1000	-1000	-0.034	-1000
E-cadherin signaling events	7	39	5	-0.004	0.031	1000	-1000	0.017	-1000
Regulation of nuclear SMAD2/3 signaling	6	818	136	-0.4	0.094	1000	-1000	-0.039	-1000
Sphingosine 1-phosphate (S1P) pathway	6	170	28	-0.036	0.047	1000	-1000	-0.013	-1000
Presenilin action in Notch and Wnt signaling	6	399	61	-0.12	0.073	1000	-1000	-0.04	-1000
PDGFR-alpha signaling pathway	6	290	44	-0.12	0.058	1000	-1000	-0.03	-1000
mTOR signaling pathway	6	342	53	-0.021	0.093	1000	-1000	-0.039	-1000
Reelin signaling pathway	6	353	56	-0.074	0.085	1000	-1000	-0.036	-1000
TRAIL signaling pathway	6	301	48	-0.026	0.05	1000	-1000	-0.033	-1000
Signaling mediated by p38-gamma and p38-delta	6	91	15	-0.025	0.035	1000	-1000	-0.033	-1000
Syndecan-3-mediated signaling events	6	219	35	-0.13	0.073	1000	-1000	-0.038	-1000
Integrins in angiogenesis	6	555	84	-0.1	0.071	1000	-1000	-0.031	-1000
HIV-1 Nef: Negative effector of Fas and TNF-alpha	6	285	45	-0.056	0.043	1000	-1000	-0.047	-1000
Canonical Wnt signaling pathway	6	328	51	-0.12	0.077	1000	-1000	-0.044	-1000
Glypican 2 network	6	24	4	0	0.006	1000	-1000	0	-1000
Plasma membrane estrogen receptor signaling	6	580	86	-0.057	0.053	1000	-1000	-0.052	-1000
VEGFR1 specific signals	6	390	56	-0.043	0.043	1000	-1000	-0.041	-1000
E-cadherin signaling in keratinocytes	6	294	43	-0.04	0.052	1000	-1000	-0.037	-1000
ErbB2/ErbB3 signaling events	5	338	65	-0.04	0.051	1000	-1000	-0.058	-1000
Coregulation of Androgen receptor activity	5	442	76	-0.19	0.059	1000	-1000	-0.024	-1000
PLK2 and PLK4 events	5	16	3	-0.006	0.035	1000	-1000	-0.001	-1000
Visual signal transduction: Cones	5	215	38	-0.021	0.05	1000	-1000	-0.003	-1000
Cellular roles of Anthrax toxin	5	215	39	-0.052	0.036	1000	-1000	-0.02	-1000
FoxO family signaling	5	332	64	-0.12	0.067	1000	-1000	-0.036	-1000
Nongenotropic Androgen signaling	5	286	52	-0.08	0.066	1000	-1000	-0.032	-1000
E-cadherin signaling in the nascent adherens junction	5	429	76	-0.068	0.06	1000	-1000	-0.054	-1000
IL2 signaling events mediated by STAT5	5	114	22	-0.067	0.042	1000	-1000	-0.025	-1000
Neurotrophic factor-mediated Trk receptor signaling	5	627	120	-0.14	0.095	1000	-1000	-0.045	-1000
Visual signal transduction: Rods	5	282	52	-0.07	0.053	1000	-1000	-0.033	-1000
Ras signaling in the CD4+ TCR pathway	5	89	17	-0.01	0.037	1000	-1000	-0.023	-1000
Aurora B signaling	5	369	67	-0.099	0.059	1000	-1000	-0.022	-1000
ErbB4 signaling events	4	276	69	-0.083	0.052	1000	-1000	-0.032	-1000
Lissencephaly gene (LIS1) in neuronal migration and development	4	229	54	-0.058	0.052	1000	-1000	-0.038	-1000
JNK signaling in the CD4+ TCR pathway	4	73	17	-0.018	0.061	1000	-1000	-0.023	-1000
Signaling events activated by Hepatocyte Growth Factor Receptor (c-Met)	4	358	85	-0.095	0.082	1000	-1000	-0.038	-1000
p75(NTR)-mediated signaling	4	617	125	-0.13	0.088	1000	-1000	-0.041	-1000
FOXA2 and FOXA3 transcription factor networks	4	227	46	-0.066	0.05	1000	-1000	-0.073	-1000
PLK1 signaling events	4	366	85	-0.028	0.1	1000	-1000	-0.031	-1000
Ceramide signaling pathway	4	341	76	-0.047	0.068	1000	-1000	-0.036	-1000
Signaling events mediated by HDAC Class III	4	164	40	-0.065	0.066	1000	-1000	-0.028	-1000
RXR and RAR heterodimerization with other nuclear receptor	4	253	52	-0.024	0.087	1000	-1000	-0.031	-1000
Retinoic acid receptors-mediated signaling	4	260	58	-0.056	0.067	1000	-1000	-0.043	-1000
IL2 signaling events mediated by PI3K	4	254	58	-0.08	0.039	1000	-1000	-0.035	-1000
TCGA08_rtk_signaling	4	107	26	-0.069	0.067	1000	-1000	-0.003	-1000
Class I PI3K signaling events	4	361	73	-0.032	0.043	1000	-1000	-0.034	-1000
S1P3 pathway	4	192	42	-0.045	0.047	1000	-1000	-0.032	-1000
Hypoxic and oxygen homeostasis regulation of HIF-1-alpha	4	146	33	-0.068	0.079	1000	-1000	-0.027	-1000
PDGFR-beta signaling pathway	4	428	97	-0.059	0.089	1000	-1000	-0.037	-1000
Regulation of Androgen receptor activity	4	304	70	-0.2	0.058	1000	-1000	-0.056	-1000
a4b1 and a4b7 Integrin signaling	3	18	5	0.016	0.038	1000	-1000	0.016	-1000
Paxillin-independent events mediated by a4b1 and a4b7	3	122	37	-0.035	0.064	1000	-1000	-0.035	-1000
S1P5 pathway	3	66	17	-0.007	0.036	1000	-1000	-0.01	-1000
ceramide signaling pathway	3	178	49	-0.025	0.049	1000	-1000	-0.033	-1000
Paxillin-dependent events mediated by a4b1	3	121	36	-0.051	0.067	1000	-1000	-0.031	-1000
Regulation of Telomerase	3	364	102	-0.095	0.085	1000	-1000	-0.047	-1000
Insulin Pathway	3	283	74	-0.044	0.093	1000	-1000	-0.038	-1000
Angiopoietin receptor Tie2-mediated signaling	3	341	88	-0.044	0.041	1000	-1000	-0.067	-1000
S1P4 pathway	3	93	25	-0.013	0.047	1000	-1000	-0.023	-1000
LPA4-mediated signaling events	2	32	12	-0.016	0.055	1000	-1000	-0.022	-1000
Aurora A signaling	2	158	60	-0.01	0.061	1000	-1000	-0.02	-1000
EPO signaling pathway	2	151	55	-0.002	0.066	1000	-1000	-0.034	-1000
Insulin-mediated glucose transport	2	76	32	-0.024	0.043	1000	-1000	-0.022	-1000
Class I PI3K signaling events mediated by Akt	2	173	68	-0.044	0.073	1000	-1000	-0.03	-1000
Signaling events regulated by Ret tyrosine kinase	2	177	82	-0.027	0.065	1000	-1000	-0.049	-1000
Role of Calcineurin-dependent NFAT signaling in lymphocytes	2	171	83	-0.024	0.066	1000	-1000	-0.028	-1000
Atypical NF-kappaB pathway	2	91	31	-0.003	0.037	1000	-1000	-0.019	-1000
Regulation of p38-alpha and p38-beta	2	127	54	-0.003	0.08	1000	-1000	-0.03	-1000
Arf6 trafficking events	2	177	71	-0.036	0.042	1000	-1000	-0.028	-1000
p38 MAPK signaling pathway	2	89	44	-0.01	0.066	1000	-1000	-0.024	-1000
Regulation of cytoplasmic and nuclear SMAD2/3 signaling	1	29	23	0.003	0.061	1000	-1000	-0.02	-1000
Nephrin/Neph1 signaling in the kidney podocyte	1	34	34	-0.045	0.072	1000	-1000	-0.026	-1000
BARD1 signaling events	1	70	57	-0.051	0.079	1000	-1000	-0.033	-1000
Circadian rhythm pathway	1	36	22	-0.01	0.053	1000	-1000	-0.033	-1000
Ephrin A reverse signaling	1	7	7	0	0.034	1000	-1000	-0.001	-1000
Signaling events mediated by HDAC Class I	1	181	104	-0.047	0.085	1000	-1000	-0.027	-1000
Sumoylation by RanBP2 regulates transcriptional repression	1	34	27	0	0.072	1000	-1000	-0.031	-1000
Rapid glucocorticoid signaling	1	20	20	0	0.049	1000	-1000	-0.002	-1000
Signaling events mediated by PRL	1	61	34	-0.026	0.052	1000	-1000	-0.029	-1000
Class IB PI3K non-lipid kinase events	1	3	3	-0.031	0.031	1000	-1000	-0.021	-1000
Alternative NF-kappaB pathway	1	21	13	0	0.081	1000	-1000	0	-1000
Canonical NF-kappaB pathway	0	30	39	0	0.074	1000	-1000	-0.018	-1000
Signaling events mediated by HDAC Class II	0	73	75	-0.041	0.067	1000	-1000	-0.02	-1000
Aurora C signaling	0	4	7	0	0.06	1000	-1000	-0.014	-1000
Effects of Botulinum toxin	0	20	26	-0.005	0.059	1000	-1000	-0.002	-1000
Arf1 pathway	0	40	54	-0.002	0.048	1000	-1000	-0.018	-1000
Total	935	58642	7203	-12	8.3	131000	-131000	-4.2	-131000

HIF-1-alpha 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	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
PKM2	-0.25	0.52	-9999	-0.96	43	43
HDAC7	-0.001	0.007	-9999	-10000	0	0
HIF1A/ARNT/Cbp/p300/Src-1	-0.17	0.46	-9999	-0.81	38	38
SMAD4	0.032	0.044	-9999	-0.5	1	1
ID2	-0.26	0.53	-9999	-0.97	43	43
AP1	-0.031	0.16	-9999	-0.42	18	18
ABCG2	-0.26	0.52	-9999	-0.95	44	44
HIF1A	-0.031	0.13	-9999	-0.6	4	4
TFF3	-0.28	0.55	-9999	-0.96	49	49
GATA2	0.021	0.028	-9999	-10000	0	0
AKT1	-0.027	0.12	-9999	-0.44	4	4
response to hypoxia	-0.035	0.083	-9999	-0.18	14	14
MCL1	-0.25	0.52	-9999	-0.95	44	44
NDRG1	-0.28	0.54	-9999	-0.98	47	47
SERPINE1	-0.27	0.54	-9999	-0.98	45	45
FECH	-0.26	0.53	-9999	-0.97	43	43
FURIN	-0.26	0.53	-9999	-0.95	45	45
NCOA2	0.029	0.062	-9999	-0.5	2	2
EP300	-0.032	0.14	-9999	-0.33	18	18
HMOX1	-0.26	0.53	-9999	-0.98	42	42
BHLHE40	-0.27	0.51	-9999	-0.94	45	45
BHLHE41	-0.27	0.51	-9999	-0.94	45	45
HIF1A/ARNT/SMAD3/SMAD4/SP1	0.014	0.19	-9999	-0.4	11	11
ENG	-0.034	0.14	-9999	-0.37	11	11
JUN	-0.001	0.12	-9999	-0.51	7	7
RORA	-0.29	0.55	-9999	-0.99	47	47
ABCB1	-0.027	0.17	-9999	-1.1	2	2
TFRC	-0.29	0.48	-9999	-0.99	39	39
CXCR4	-0.28	0.55	-9999	-1	46	46
TF	-0.26	0.5	-9999	-0.94	41	41
CITED2	-0.25	0.52	-9999	-0.95	44	44
HIF1A/ARNT	-0.28	0.71	-9999	-1.2	42	42
LDHA	-0.051	0.31	-9999	-1.1	10	10
ETS1	-0.25	0.52	-9999	-0.96	44	44
PGK1	-0.25	0.53	-9999	-0.96	44	44
NOS2	-0.27	0.51	-9999	-0.94	45	45
ITGB2	-0.26	0.54	-9999	-0.98	44	44
ALDOA	-0.25	0.52	-9999	-0.95	44	44
Cbp/p300/CITED2	-0.26	0.54	-9999	-1	41	41
FOS	-0.037	0.16	-9999	-0.51	14	14
HK2	-0.25	0.53	-9999	-0.96	43	43
SP1	0.036	0.063	-9999	-0.5	2	2
GCK	-0.04	0.21	-9999	-0.88	3	3
HK1	-0.25	0.52	-9999	-0.96	43	43
NPM1	-0.25	0.52	-9999	-0.96	43	43
EGLN1	-0.25	0.53	-9999	-0.95	44	44
CREB1	0.034	0.051	-9999	-0.5	1	1
PGM1	-0.25	0.52	-9999	-0.95	44	44
SMAD3	0.014	0.11	-9999	-0.5	6	6
EDN1	-0.17	0.46	-9999	-1.3	21	21
IGFBP1	-0.25	0.52	-9999	-0.96	43	43
VEGFA	-0.18	0.37	-9999	-0.67	44	44
HIF1A/JAB1	0	0.11	-9999	-0.45	4	4
CP	-0.3	0.5	-9999	-0.94	46	46
CXCL12	-0.28	0.55	-9999	-0.99	46	46
COPS5	0.036	0.01	-9999	-10000	0	0
SMAD3/SMAD4	0.03	0.091	-9999	-0.37	7	7
BNIP3	-0.27	0.53	-9999	-0.95	47	47
EGLN3	-0.29	0.55	-9999	-0.97	50	50
CA9	-0.29	0.54	-9999	-1	44	44
TERT	-0.24	0.51	-9999	-0.94	42	42
ENO1	-0.25	0.53	-9999	-0.98	42	42
PFKL	-0.25	0.52	-9999	-0.95	44	44
NCOA1	0.036	0.008	-9999	-10000	0	0
ADM	-0.28	0.54	-9999	-0.95	49	49
ARNT	-0.019	0.099	-9999	-0.39	1	1
HNF4A	0.036	0.02	-9999	-10000	0	0
ADFP	-0.27	0.55	-9999	-1	43	43
SLC2A1	-0.2	0.4	-9999	-0.72	46	46
LEP	-0.26	0.52	-9999	-0.96	44	44
HIF1A/ARNT/Cbp/p300	-0.19	0.48	-9999	-0.83	40	40
EPO	-0.094	0.31	-9999	-0.68	15	15
CREBBP	-0.018	0.12	-9999	-0.28	10	10
HIF1A/ARNT/Cbp/p300/HDAC7	-0.19	0.47	-9999	-0.81	42	42
PFKFB3	-0.25	0.53	-9999	-0.97	43	43
NT5E	-0.26	0.53	-9999	-0.97	44	44

×

TCGA08_retinoblastoma

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
CDKN2B	0.007	0.054	-10000	0	-0.46	1	1
CDKN2C	0.03	0.03	-10000	0	-10000	0	0
CDKN2A	-0.032	0.14	-10000	0	-0.49	13	13
CCND2	0.047	0.1	0.23	32	-10000	0	32
RB1	-0.074	0.14	0.42	2	-0.26	44	46
CDK4	0.062	0.12	0.27	35	-10000	0	35
CDK6	0.051	0.13	0.28	32	-0.67	1	33
G1/S progression	0.085	0.14	0.26	50	-0.42	2	52

×

Signaling events mediated by the Hedgehog family

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
TGFB2	-0.14	0.27	-10000	0	-0.57	41	41
IHH	-0.008	0.093	-10000	0	-0.27	5	5
SHH Np/Cholesterol/GAS1	-0.044	0.14	-10000	0	-0.32	30	30
LRPAP1	0.033	0.012	-10000	0	-10000	0	0
dorsoventral neural tube patterning	0.044	0.14	0.32	30	-10000	0	30
SMO/beta Arrestin2	-0.12	0.24	-10000	0	-0.43	45	45
SMO	-0.13	0.24	-10000	0	-0.42	53	53
AKT1	-0.076	0.23	-10000	0	-0.7	15	15
ARRB2	0.034	0.011	-10000	0	-10000	0	0
BOC	0.023	0.03	-10000	0	-10000	0	0
ADRBK1	0.037	0.004	-10000	0	-10000	0	0
heart looping	-0.13	0.24	-10000	0	-0.42	53	53
STIL	-0.079	0.16	-10000	0	-0.3	47	47
DHH N/PTCH2	0.053	0.012	-10000	0	-10000	0	0
DHH N/PTCH1	-0.059	0.16	-10000	0	-0.3	43	43
PIK3CA	0.009	0.062	-10000	0	-0.51	2	2
DHH	0.037	0.004	-10000	0	-10000	0	0
PTHLH	-0.25	0.45	-10000	0	-0.99	41	41
determination of left/right symmetry	-0.13	0.24	-10000	0	-0.42	53	53
PIK3R1	0.01	0.091	-10000	0	-0.51	4	4
skeletal system development	-0.25	0.44	-10000	0	-0.97	41	41
IHH N/Hhip	-0.054	0.16	-10000	0	-0.42	21	21
DHH N/Hhip	-0.024	0.14	-10000	0	-0.37	20	20
mol:Cholesterol	0	0	-10000	0	-10000	0	0
heart development	-0.13	0.24	-10000	0	-0.42	53	53
pancreas development	-0.058	0.18	-10000	0	-0.5	20	20
HHAT	-0.006	0.14	-10000	0	-0.51	12	12
PI3K	0.005	0.071	-10000	0	-0.37	4	4
EntrezGene:84976	0	0	-10000	0	-10000	0	0
GAS1	-0.054	0.19	-10000	0	-0.51	22	22
somite specification	-0.13	0.24	-10000	0	-0.42	53	53
SHH Np/Cholesterol/PTCH1	-0.08	0.16	-10000	0	-0.3	48	48
SHH Np/Cholesterol/PTCH2	0.008	0.09	-10000	0	-0.29	13	13
SHH Np/Cholesterol/Megalin	0.001	0.096	-10000	0	-0.29	14	14
SHH	-0.014	0.11	-10000	0	-0.37	13	13
catabolic process	-0.083	0.16	-10000	0	-0.34	43	43
SMO/Vitamin D3	-0.11	0.21	-10000	0	-0.38	46	46
SHH Np/Cholesterol/Hhip	-0.046	0.13	-10000	0	-0.3	30	30
LRP2	0.023	0.056	-10000	0	-0.51	1	1
receptor-mediated endocytosis	-0.11	0.2	-10000	0	-0.38	46	46
SHH Np/Cholesterol/BOC	0	0.086	-10000	0	-0.29	12	12
SHH Np/Cholesterol/CDO	0.006	0.091	-10000	0	-0.29	13	13
mesenchymal cell differentiation	0.046	0.13	0.3	30	-10000	0	30
mol:Vitamin D3	-0.078	0.17	-10000	0	-0.3	48	48
IHH N/PTCH2	0.02	0.064	-10000	0	-0.32	1	1
CDON	0.032	0.025	-10000	0	-10000	0	0
IHH N/PTCH1	-0.068	0.18	-10000	0	-0.34	43	43
Megalin/LRPAP1	0.037	0.048	-10000	0	-0.37	1	1
PTCH2	0.036	0.007	-10000	0	-10000	0	0
SHH Np/Cholesterol	-0.004	0.085	-10000	0	-0.28	13	13
PTCH1	-0.083	0.17	-10000	0	-0.34	43	43
HHIP	-0.058	0.18	-10000	0	-0.51	20	20

×

IL23-mediated signaling 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
CCL2	-0.38	0.51	-10000	0	-1.3	28	28
IL23A	-0.47	0.57	-10000	0	-1.2	45	45
NF kappa B1 p50/RelA/I kappa B alpha	-0.36	0.51	-10000	0	-1.1	35	35
positive regulation of T cell mediated cytotoxicity	-0.41	0.57	-10000	0	-1.3	34	34
ITGA3	-0.41	0.52	-10000	0	-1.2	37	37
IL17F	-0.18	0.33	-10000	0	-0.71	28	28
IL12B	-0.012	0.09	-10000	0	-0.54	3	3
STAT1 (dimer)	-0.4	0.55	-10000	0	-1.3	33	33
CD4	-0.34	0.47	-10000	0	-1.1	28	28
IL23	-0.45	0.55	-10000	0	-1.2	43	43
IL23R	-0.054	0.21	-10000	0	-0.98	6	6
IL1B	-0.47	0.61	-10000	0	-1.4	38	38
T-helper cell lineage commitment	0	0	-10000	0	-10000	0	0
IL24	-0.35	0.47	-10000	0	-1.1	28	28
TYK2	-0.005	0.044	-10000	0	-10000	0	0
STAT4	0.016	0.098	-10000	0	-0.51	5	5
STAT3	0.036	0.008	-10000	0	-10000	0	0
IL18RAP	-0.051	0.18	-10000	0	-0.52	20	20
IL12RB1	-0.003	0.042	-10000	0	-10000	0	0
PIK3CA	0.009	0.062	-10000	0	-0.51	2	2
IL12Rbeta1/TYK2	0.001	0.055	-10000	0	-10000	0	0
IL23R/JAK2	-0.049	0.2	-10000	0	-0.92	5	5
positive regulation of chronic inflammatory response	-0.41	0.57	-10000	0	-1.3	34	34
natural killer cell activation	0.005	0.009	0.084	1	-10000	0	1
JAK2	-0.001	0.05	-10000	0	-10000	0	0
PIK3R1	0.011	0.091	-10000	0	-0.5	4	4
NFKB1	0.033	0.009	-10000	0	-10000	0	0
RELA	0.035	0.004	-10000	0	-10000	0	0
positive regulation of dendritic cell antigen processing and presentation	-0.42	0.52	-10000	0	-1.1	44	44
ALOX12B	-0.35	0.47	-10000	0	-1.1	28	28
CXCL1	-0.5	0.61	-10000	0	-1.3	48	48
T cell proliferation	-0.41	0.57	-10000	0	-1.3	34	34
NFKBIA	0.029	0.046	-10000	0	-0.51	1	1
IL17A	-0.16	0.26	-10000	0	-0.55	27	27
PI3K	-0.34	0.48	-10000	0	-1.2	28	28
IFNG	-0.04	0.061	0.15	1	-0.13	38	39
STAT3 (dimer)	-0.32	0.46	-10000	0	-1.1	28	28
IL18R1	0	0.12	-10000	0	-0.51	7	7
IL23/IL23R/JAK2/TYK2/SOCS3	-0.21	0.34	-10000	0	-0.87	17	17
IL18/IL18R	-0.056	0.2	-10000	0	-0.39	32	32
macrophage activation	-0.021	0.023	-10000	0	-0.049	39	39
TNF	-0.41	0.51	-10000	0	-1.2	34	34
STAT3/STAT4	-0.36	0.52	-10000	0	-1.2	33	33
STAT4 (dimer)	-0.39	0.55	-10000	0	-1.3	33	33
IL18	-0.018	0.15	-10000	0	-0.51	12	12
IL19	-0.36	0.47	-10000	0	-1.1	29	29
STAT5A (dimer)	-0.38	0.54	-10000	0	-1.2	34	34
STAT1	0.01	0.11	-10000	0	-0.51	7	7
SOCS3	0.022	0.078	-10000	0	-0.51	3	3
CXCL9	-0.48	0.6	-10000	0	-1.3	47	47
MPO	-0.35	0.47	-10000	0	-1.2	28	28
positive regulation of humoral immune response	-0.41	0.57	-10000	0	-1.3	34	34
IL23/IL23R/JAK2/TYK2	-0.44	0.64	-10000	0	-1.4	34	34
IL6	-0.42	0.54	-10000	0	-1.2	37	37
STAT5A	0.035	0.014	-10000	0	-10000	0	0
IL2	0.023	0.029	-10000	0	-10000	0	0
positive regulation of tyrosine phosphorylation of STAT protein	0.005	0.009	0.084	1	-10000	0	1
CD3E	-0.35	0.47	-10000	0	-1.2	27	27
keratinocyte proliferation	-0.41	0.57	-10000	0	-1.3	34	34
NOS2	-0.35	0.47	-10000	0	-1.1	35	35

×

IL4-mediated signaling events

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
BCL2L1	-0.43	0.61	-10000	0	-1.3	39	39
STAT6 (cleaved dimer)	-0.46	0.63	-10000	0	-1.4	43	43
IGHG1	-0.13	0.24	-10000	0	-0.62	11	11
IGHG3	-0.42	0.58	-10000	0	-1.2	43	43
AKT1	-0.2	0.34	-10000	0	-0.92	17	17
IL4/IL4R/JAK1/IL2R gamma/JAK3/SHP1	-0.12	0.29	-10000	0	-0.85	12	12
IL4/IL4R/JAK1/IL2R gamma/JAK3/IRS1	-0.2	0.35	-10000	0	-0.99	15	15
THY1	-0.44	0.62	-10000	0	-1.4	40	40
MYB	-0.026	0.15	-10000	0	-0.51	12	12
HMGA1	0.033	0.044	-10000	0	-0.51	1	1
IL4/IL4R/JAK1/IL2R gamma/JAK3	-0.22	0.37	-10000	0	-0.82	26	26
IL4/IL4R/JAK1/IL2R gamma/JAK3/SHIP	-0.19	0.34	-10000	0	-1	13	13
SP1	0.019	0.074	-10000	0	-0.51	2	2
INPP5D	0	0	-10000	0	-10000	0	0
SOCS5	0.032	0.034	-10000	0	-10000	0	0
STAT6 (dimer)/ETS1	-0.44	0.63	-10000	0	-1.4	42	42
SOCS1	-0.27	0.37	-10000	0	-0.8	36	36
SOCS3	-0.19	0.33	-10000	0	-0.95	12	12
FCER2	-0.38	0.51	-10000	0	-1.1	39	39
PARP14	0.027	0.025	-10000	0	-10000	0	0
CCL17	-0.49	0.66	-10000	0	-1.4	43	43
GRB2	0.036	0.007	-10000	0	-10000	0	0
IL4/IL4R/JAK1/IL2R gamma/JAK3/SHC/SHIP	-0.14	0.27	-10000	0	-0.79	12	12
T cell proliferation	-0.46	0.64	-10000	0	-1.4	41	41
IL4R/JAK1	-0.45	0.62	-10000	0	-1.4	42	42
EGR2	-0.51	0.68	-10000	0	-1.4	47	47
JAK2	-0.012	0.057	-10000	0	-10000	0	0
JAK3	0.041	0.013	-10000	0	-10000	0	0
PIK3R1	0.01	0.091	-10000	0	-0.51	4	4
JAK1	0.015	0.052	-10000	0	-0.5	1	1
COL1A2	-0.21	0.48	-10000	0	-1.6	15	15
CCL26	-0.54	0.68	-10000	0	-1.4	52	52
IL4R	-0.48	0.68	-10000	0	-1.4	42	42
PTPN6	0.033	0.05	-10000	0	-0.49	1	1
IL13RA2	-0.56	0.73	-10000	0	-1.5	48	48
IL13RA1	-0.019	0.084	-10000	0	-0.55	2	2
IRF4	-0.047	0.21	-10000	0	-1.2	3	3
ARG1	-0.14	0.33	-10000	0	-1.2	11	11
CBL	-0.22	0.34	-10000	0	-0.78	25	25
GTF3A	0.014	0.053	-10000	0	-0.17	1	1
PIK3CA	0.009	0.062	-10000	0	-0.51	2	2
IL13RA1/JAK2	-0.016	0.095	-10000	0	-0.41	2	2
IRF4/BCL6	-0.037	0.18	-10000	0	-1	3	3
CD40LG	0.036	0.05	-10000	0	-0.5	1	1
MAPK14	-0.22	0.36	-10000	0	-0.89	19	19
mitosis	-0.18	0.31	-10000	0	-0.84	17	17
STAT6	-0.56	0.85	-10000	0	-1.7	42	42
SPI1	0.008	0.097	-10000	0	-0.37	7	7
RPS6KB1	-0.18	0.3	-10000	0	-0.8	17	17
STAT6 (dimer)	-0.56	0.85	-10000	0	-1.7	42	42
STAT6 (dimer)/PARP14	-0.47	0.69	-10000	0	-1.5	38	38
mast cell activation	0.008	0.016	-10000	0	-10000	0	0
IL4/IL4R/JAK1/IL2R gamma/JAK3/DOK2	-0.21	0.37	-10000	0	-0.89	24	24
FRAP1	-0.2	0.34	-10000	0	-0.92	17	17
LTA	-0.44	0.61	-10000	0	-1.3	39	39
FES	0.02	0.088	-10000	0	-0.51	4	4
T-helper 1 cell differentiation	0.51	0.74	1.6	42	-10000	0	42
CCL11	-0.55	0.7	-10000	0	-1.5	51	51
IL4/IL4R/JAK1/IL2R gamma/JAK3/FES	-0.18	0.34	-10000	0	-0.92	16	16
IL2RG	0.029	0.068	-10000	0	-0.5	2	2
IL10	-0.44	0.61	-10000	0	-1.3	39	39
IRS1	0.008	0.12	-10000	0	-0.51	7	7
IRS2	0.005	0.12	-10000	0	-0.51	8	8
IL4	-0.12	0.31	-10000	0	-1.2	9	9
IL5	-0.44	0.61	-10000	0	-1.3	40	40
IL4/IL4R/JAK1/IL13RA1/JAK2	-0.35	0.53	-10000	0	-1.1	37	37
COL1A1	-0.35	0.63	-10000	0	-1.5	31	31
positive regulation of NF-kappaB transcription factor activity	0	0	-10000	0	-10000	0	0
IL4/IL4R/JAK1	-0.47	0.66	-10000	0	-1.4	42	42
IL2R gamma/JAK3	0.047	0.057	-10000	0	-0.36	2	2
TFF3	-0.52	0.68	-10000	0	-1.4	48	48
ALOX15	-0.46	0.62	-10000	0	-1.3	42	42
MYBL1	0.034	0.014	-10000	0	-10000	0	0
T-helper 2 cell differentiation	-0.5	0.57	-10000	0	-1.2	47	47
SHC1	0.035	0.01	-10000	0	-10000	0	0
CEBPB	0.021	0.059	-10000	0	-0.29	3	3
IL4/IL4R/JAK1/IL2R gamma/JAK3/FES/IRS2	-0.19	0.34	-10000	0	-1	15	15
mol:PI-3-4-5-P3	-0.2	0.34	-10000	0	-0.92	17	17
PI3K	-0.21	0.37	-10000	0	-1	17	17
DOK2	-0.024	0.16	-10000	0	-0.51	15	15
ETS1	0.028	0.067	-10000	0	-0.48	2	2
IL4/IL4R/JAK1/IL2R gamma/JAK3/SHC/SHIP/GRB2	-0.12	0.24	-10000	0	-0.66	12	12
ITGB3	-0.44	0.61	-10000	0	-1.3	40	40
PIGR	-0.54	0.7	-10000	0	-1.5	50	50
IGHE	0.034	0.072	0.23	6	-0.26	1	7
MAPKKK cascade	-0.12	0.23	-10000	0	-0.64	12	12
BCL6	0.001	0.095	-10000	0	-0.51	5	5
OPRM1	-0.44	0.62	-10000	0	-1.3	40	40
RETNLB	-0.41	0.62	-10000	0	-1.4	36	36
SELP	-0.52	0.72	-10000	0	-1.5	44	44
AICDA	-0.42	0.6	-10000	0	-1.3	39	39

×

Osteopontin-mediated events

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
IKK alpha homodimer	-0.063	0.16	-10000	0	-0.32	34	34
NF kappa B1 p50/RelA/I kappa B alpha	-0.06	0.18	-10000	0	-0.48	13	13
alphaV/beta3 Integrin/Osteopontin/Src	-0.074	0.19	-10000	0	-0.4	34	34
AP1	-0.12	0.23	-10000	0	-0.52	27	27
ILK	-0.07	0.15	-10000	0	-0.32	34	34
bone resorption	-0.071	0.15	-10000	0	-0.41	13	13
PTK2B	0.03	0.02	-10000	0	-10000	0	0
PYK2/p130Cas	-0.036	0.17	-10000	0	-0.31	36	36
ITGAV	0.011	0.1	-10000	0	-0.53	5	5
mol:GTP	0	0	-10000	0	-10000	0	0
CD44/Rho Family GTPase/ROCK2	0.037	0.076	-10000	0	-0.37	5	5
alphaV/beta3 Integrin/Osteopontin	-0.054	0.18	-10000	0	-0.35	35	35
MAP3K1	-0.079	0.16	-10000	0	-0.33	37	37
JUN	0.005	0.12	-10000	0	-0.51	7	7
MAPK3	-0.086	0.16	-10000	0	-0.33	36	36
MAPK1	-0.082	0.16	-10000	0	-0.34	32	32
Rac1/GDP	0.027	0.005	-10000	0	-10000	0	0
NFKB1	0.035	0.008	-10000	0	-10000	0	0
MAPK8	-0.081	0.15	-10000	0	-0.32	36	36
ITGB3	0.023	0.054	-10000	0	-0.51	1	1
NFKBIA	-0.09	0.17	-10000	0	-0.42	22	22
FOS	-0.03	0.16	-10000	0	-0.51	14	14
CD44	0.019	0.096	-10000	0	-0.51	5	5
CHUK	0.032	0.044	-10000	0	-0.51	1	1
PLAU	-0.2	0.4	-10000	0	-1.1	22	22
NF kappa B1 p50/RelA	-0.054	0.2	-10000	0	-0.47	17	17
BCAR1	0.037	0.005	-10000	0	-10000	0	0
RELA	0.037	0	-10000	0	-10000	0	0
alphaV beta3 Integrin	0.026	0.088	-10000	0	-0.35	6	6
mol:GDP	0	0	-10000	0	-10000	0	0
SYK	-0.082	0.16	-10000	0	-0.34	38	38
VAV3	-0.14	0.18	-10000	0	-0.33	62	62
MAP3K14	-0.076	0.16	-10000	0	-0.34	34	34
ROCK2	0.035	0.009	-10000	0	-10000	0	0
SPP1	-0.1	0.22	-10000	0	-0.51	33	33
RAC1	0.036	0.007	-10000	0	-10000	0	0
Rac1/GTP	-0.13	0.17	-10000	0	-0.31	60	60
MMP2	-0.14	0.22	0.3	1	-0.54	29	30

×

Signaling mediated by p38-alpha and p38-beta

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
PTGS2	-0.16	0.4	-10000	0	-1.1	24	24
MKNK1	0.036	0.007	-10000	0	-10000	0	0
MAPK14	-0.038	0.14	-10000	0	-0.35	23	23
ATF2/c-Jun	-0.054	0.19	-10000	0	-0.6	12	12
MAPK11	-0.036	0.14	-10000	0	-0.35	22	22
MITF	-0.055	0.18	-10000	0	-0.47	22	22
MAPKAPK5	-0.045	0.15	-10000	0	-0.39	23	23
KRT8	-0.057	0.17	-10000	0	-0.4	27	27
MAPKAPK3	0.032	0.016	-10000	0	-10000	0	0
MAPKAPK2	0.036	0.006	-10000	0	-10000	0	0
p38alpha-beta/CK2	-0.058	0.21	-10000	0	-0.52	23	23
CEBPB	-0.043	0.16	-10000	0	-0.42	21	21
SLC9A1	-0.044	0.15	-10000	0	-0.4	22	22
mol:GDP	0	0	-10000	0	-10000	0	0
ATF2	-0.047	0.16	-10000	0	-0.4	23	23
p38alpha-beta/MNK1	-0.033	0.18	-10000	0	-0.45	21	21
JUN	-0.055	0.19	-10000	0	-0.6	12	12
PPARGC1A	-0.065	0.18	-10000	0	-0.42	27	27
USF1	-0.057	0.18	-10000	0	-0.44	24	24
RAB5/GDP/GDI1	-0.031	0.13	-10000	0	-0.32	22	22
NOS2	-0.052	0.15	-10000	0	-0.4	23	23
DDIT3	-0.054	0.16	-10000	0	-0.39	27	27
RAB5A	0.029	0.045	-10000	0	-0.51	1	1
HSPB1	-0.052	0.14	0.23	1	-0.35	26	27
p38alpha-beta/HBP1	-0.036	0.18	-10000	0	-0.43	22	22
CREB1	-0.058	0.19	-10000	0	-0.46	24	24
RAB5/GDP	0.021	0.034	-10000	0	-0.36	1	1
EIF4E	-0.048	0.15	-10000	0	-0.4	21	21
RPS6KA4	-0.048	0.16	-10000	0	-0.4	24	24
PLA2G4A	-0.093	0.2	-10000	0	-0.44	32	32
GDI1	-0.048	0.16	-10000	0	-0.41	23	23
TP53	-0.08	0.2	-10000	0	-0.53	23	23
RPS6KA5	-0.057	0.18	-10000	0	-0.43	25	25
ESR1	-0.063	0.17	-10000	0	-0.42	26	26
HBP1	0.025	0.075	-10000	0	-0.51	3	3
MEF2C	-0.061	0.19	-10000	0	-0.46	24	24
MEF2A	-0.045	0.15	-10000	0	-0.39	23	23
EIF4EBP1	-0.058	0.18	-10000	0	-0.45	23	23
KRT19	-0.099	0.21	-10000	0	-0.42	41	41
ELK4	-0.056	0.18	-10000	0	-0.42	26	26
ATF6	-0.042	0.15	-10000	0	-0.39	22	22
ATF1	-0.053	0.17	-10000	0	-0.43	24	24
p38alpha-beta/MAPKAPK2	-0.029	0.18	-10000	0	-0.42	22	22
p38alpha-beta/MAPKAPK3	-0.034	0.18	-10000	0	-0.44	21	21

×

Calcineurin-regulated NFAT-dependent transcription in lymphocytes

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
FOXP3	0.033	0.053	-10000	0	-0.37	2	2
NFATC2	-0.078	0.25	-10000	0	-0.67	14	14
NFATC3	-0.04	0.11	-10000	0	-0.28	12	12
CD40LG	-0.33	0.41	-10000	0	-0.92	41	41
ITCH	-0.025	0.1	-10000	0	-0.23	28	28
CBLB	-0.018	0.095	-10000	0	-0.23	22	22
CD4-positive CD25-positive alpha-beta regulatory T cell lineage commitment	-0.22	0.39	-10000	0	-1	24	24
JUNB	0.015	0.09	-10000	0	-0.51	4	4
CaM/Ca2+/Calcineurin A alpha-beta B1	-0.029	0.13	-10000	0	-0.28	31	31
T cell anergy	-0.053	0.17	0.25	2	-0.36	30	32
TLE4	-0.068	0.22	-10000	0	-0.67	12	12
Jun/NFAT1-c-4/p21SNFT	-0.25	0.43	-10000	0	-0.97	32	32
AP-1/NFAT1-c-4	-0.37	0.54	-10000	0	-1.1	40	40
IKZF1	-0.058	0.18	-10000	0	-0.49	14	14
T-helper 2 cell differentiation	-0.09	0.23	-10000	0	-0.7	12	12
AP-1/NFAT1	-0.11	0.22	-10000	0	-0.52	23	23
CALM1	-0.008	0.085	-10000	0	-0.17	30	30
EGR2	-0.26	0.53	-10000	0	-1.4	25	25
EGR3	-0.23	0.46	-10000	0	-1.1	25	25
NFAT1/FOXP3	-0.038	0.2	-10000	0	-0.55	13	13
EGR1	-0.02	0.15	-10000	0	-0.51	13	13
JUN	-0.023	0.12	-10000	0	-0.48	8	8
EGR4	0.001	0.002	-10000	0	-10000	0	0
mol:Ca2+	-0.03	0.07	-10000	0	-0.16	32	32
GBP3	-0.13	0.31	-10000	0	-0.79	25	25
FOSL1	0.029	0.033	-10000	0	-10000	0	0
NFAT1-c-4/MAF/IRF4	-0.21	0.44	-10000	0	-0.99	30	30
DGKA	-0.078	0.24	-10000	0	-0.75	13	13
CREM	0.035	0.008	-10000	0	-10000	0	0
NFAT1-c-4/PPARG	-0.23	0.44	-10000	0	-0.99	30	30
CTLA4	-0.048	0.18	-10000	0	-0.62	9	9
NFAT1-c-4 (dimer)/EGR1	-0.22	0.44	-10000	0	-1	30	30
NFAT1-c-4 (dimer)/EGR4	-0.21	0.42	-10000	0	-0.97	29	29
FOS	-0.057	0.16	-10000	0	-0.48	16	16
IFNG	-0.37	0.59	-10000	0	-1.3	40	40
T cell activation	-0.14	0.24	-10000	0	-0.76	9	9
MAF	-0.025	0.17	-10000	0	-0.5	16	16
T-helper 2 cell lineage commitment	0	0	-10000	0	-10000	0	0
activation-induced cell death of T cells	0.18	0.39	0.97	21	-10000	0	21
TNF	-0.21	0.38	-10000	0	-0.89	30	30
FASLG	-0.37	0.65	-10000	0	-1.4	37	37
TBX21	-0.067	0.19	-10000	0	-0.54	19	19
BATF3	0	0	-10000	0	-10000	0	0
PRKCQ	0	0.11	-10000	0	-0.52	6	6
PTPN1	-0.054	0.18	-10000	0	-0.55	11	11
NFAT1-c-4/ICER1	-0.2	0.43	-10000	0	-0.97	29	29
GATA3	0.031	0.032	-10000	0	-10000	0	0
T-helper 1 cell differentiation	-0.36	0.56	-10000	0	-1.2	40	40
IL2RA	-0.22	0.39	-10000	0	-0.97	25	25
T-helper 1 cell lineage commitment	0	0	-10000	0	-10000	0	0
CASP3	-0.048	0.18	-10000	0	-0.57	10	10
E2F1	0.039	0.014	-10000	0	-10000	0	0
PPARG	-0.02	0.16	-10000	0	-0.5	14	14
SLC3A2	-0.061	0.2	-10000	0	-0.58	12	12
IRF4	0.026	0.065	-10000	0	-0.51	2	2
PTGS2	-0.36	0.43	-10000	0	-0.95	44	44
CSF2	-0.34	0.43	-10000	0	-0.96	41	41
JunB/Fra1/NFAT1-c-4	-0.2	0.42	-10000	0	-0.93	30	30
IL4	-0.094	0.24	-10000	0	-0.73	12	12
IL5	-0.32	0.41	-10000	0	-0.92	40	40
IL2	-0.14	0.24	-10000	0	-0.78	9	9
IL3	-0.059	0.2	-10000	0	-0.84	7	7
RNF128	-0.11	0.25	-10000	0	-0.59	32	32
NFATC1	-0.18	0.39	-10000	0	-0.98	21	21
CDK4	0.12	0.21	0.66	9	-10000	0	9
PTPRK	-0.066	0.22	-10000	0	-0.75	10	10
IL8	-0.39	0.43	-10000	0	-0.94	47	47
POU2F1	0.041	0.011	-10000	0	-10000	0	0

×

Noncanonical Wnt signaling pathway

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	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
NFATC2	0.034	0.01	-9999	-10000	0	0
GNB1/GNG2	-0.1	0.2	-9999	-0.37	39	39
mol:DAG	-0.11	0.16	-9999	-0.38	26	26
PLCG1	-0.11	0.16	-9999	-0.39	26	26
YES1	-0.12	0.18	-9999	-0.4	34	34
FZD3	-0.005	0.13	-9999	-0.51	9	9
FZD6	0.015	0.097	-9999	-0.51	5	5
G protein	-0.098	0.18	-9999	-0.4	25	25
MAP3K7	-0.096	0.13	-9999	-0.36	19	19
mol:Ca2+	-0.1	0.15	-9999	-0.37	25	25
mol:IP3	-0.11	0.16	-9999	-0.38	26	26
NLK	-0.011	0.2	-9999	-0.81	9	9
GNB1	0.037	0	-9999	-10000	0	0
CAMK2A	-0.1	0.14	-9999	-0.38	20	20
MAP3K7IP1	0.035	0.009	-9999	-10000	0	0
Noncanonical Wnts/FZD	-0.13	0.2	-9999	-0.35	56	56
CSNK1A1	0.031	0.044	-9999	-0.51	1	1
GNAS	-0.12	0.18	-9999	-0.37	37	37
GO:0007205	-0.11	0.15	-9999	-0.4	21	21
WNT6	0.03	0.029	-9999	-10000	0	0
WNT4	-0.072	0.21	-9999	-0.51	28	28
NFAT1/CK1 alpha	-0.085	0.19	-9999	-0.45	19	19
GNG2	0.036	0.007	-9999	-10000	0	0
WNT5A	-0.083	0.2	-9999	-0.51	27	27
WNT11	0.004	0.095	-9999	-0.51	4	4
CDC42	-0.11	0.18	-9999	-0.42	27	27

×

Wnt signaling

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	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
Noncanonical Wnts/FZD	-0.13	0.2	-9999	-0.35	56	56
FZD6	0.015	0.097	-9999	-0.51	5	5
WNT6	0.03	0.029	-9999	-10000	0	0
WNT4	-0.072	0.21	-9999	-0.51	28	28
FZD3	-0.005	0.13	-9999	-0.51	9	9
WNT5A	-0.083	0.2	-9999	-0.51	27	27
WNT11	0.004	0.095	-9999	-0.51	4	4

×

Fc-epsilon receptor I signaling in mast cells

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
PPAP2A	0.017	0.088	-10000	0	-0.51	4	4
LAT2	-0.068	0.18	-10000	0	-0.42	26	26
AP1	-0.081	0.25	-10000	0	-0.56	25	25
mol:PIP3	-0.088	0.23	0.25	3	-0.49	29	32
IKBKB	-0.027	0.14	0.19	11	-0.27	22	33
AKT1	0	0.2	0.4	9	-0.43	12	21
IKBKG	-0.043	0.13	0.18	6	-0.27	25	31
MS4A2	-0.052	0.19	-10000	0	-0.51	23	23
mol:Sphingosine-1-phosphate	0	0	-10000	0	-10000	0	0
PIK3CA	0.009	0.062	-10000	0	-0.51	2	2
MAP3K1	-0.06	0.19	-10000	0	-0.45	22	22
mol:Ca2+	-0.061	0.17	0.22	6	-0.36	28	34
LYN	0.029	0.048	-10000	0	-0.52	1	1
CBLB	-0.057	0.17	0.19	2	-0.39	25	27
SHC1	0.035	0.01	-10000	0	-10000	0	0
RasGAP/p62DOK	0.047	0.059	-10000	0	-0.28	3	3
positive regulation of cell migration	-0.01	0.079	-10000	0	-0.36	7	7
INPP5D	0	0	-10000	0	-10000	0	0
PLD2	-0.084	0.17	0.34	4	-0.35	34	38
PTPN13	-0.07	0.22	-10000	0	-0.63	12	12
PTPN11	0.023	0.054	-10000	0	-0.52	1	1
GO:0007205	0	0	-10000	0	-10000	0	0
regulation of mast cell degranulation	0.012	0.17	0.34	9	-0.36	12	21
SYK	0.013	0.11	-10000	0	-0.52	6	6
GRB2	0.036	0.007	-10000	0	-10000	0	0
LAT/PLCgamma1/GRB2/SLP76/GADs	-0.097	0.22	-10000	0	-0.49	31	31
LAT	-0.066	0.17	-10000	0	-0.4	26	26
PAK2	-0.059	0.21	-10000	0	-0.49	22	22
NFATC2	-0.019	0.054	-10000	0	-10000	0	0
HRAS	-0.062	0.23	-10000	0	-0.53	22	22
GAB2	0.035	0.013	-10000	0	-10000	0	0
PLA2G1B	-0.045	0.26	-10000	0	-0.86	14	14
Fc epsilon R1	-0.072	0.21	-10000	0	-0.4	40	40
Antigen/IgE/Fc epsilon R1	-0.063	0.19	-10000	0	-0.36	40	40
mol:GDP	-0.075	0.24	-10000	0	-0.56	24	24
JUN	0.005	0.12	-10000	0	-0.51	7	7
mol:Ca++	0	0	-10000	0	-10000	0	0
PIK3R1	0.01	0.092	-10000	0	-0.51	4	4
FOS	-0.029	0.16	-10000	0	-0.51	14	14
Antigen/IgE/Fc epsilon R1/LYN/SYK	-0.06	0.18	-10000	0	-0.42	26	26
CHUK	-0.044	0.13	0.18	5	-0.28	25	30
KLRG1	-0.062	0.17	-10000	0	-0.39	25	25
VAV1	-0.072	0.18	-10000	0	-0.42	28	28
calcium-dependent protein kinase C activity	0	0	-10000	0	-10000	0	0
CBL	-0.064	0.17	-10000	0	-0.4	26	26
negative regulation of mast cell degranulation	-0.061	0.16	-10000	0	-0.38	23	23
BTK	-0.084	0.27	-10000	0	-0.62	24	24
Fc epsilon R1/FcgammaRIIB/SHIP/RasGAP/p62DOK	-0.11	0.23	-10000	0	-0.45	35	35
GAB2/PI3K/SHP2	-0.071	0.14	-10000	0	-0.39	18	18
Antigen/IgE/Fc epsilon R1/LYN/SYK/WIP	-0.077	0.18	-10000	0	-0.34	38	38
RAF1	-0.046	0.28	-10000	0	-0.94	14	14
Fc epsilon R1/FcgammaRIIB/SHIP	-0.078	0.22	-10000	0	-0.38	46	46
FCER1G	0.027	0.064	-10000	0	-0.5	2	2
FCER1A	-0.09	0.22	-10000	0	-0.52	30	30
Antigen/IgE/Fc epsilon R1/Fyn	-0.051	0.19	-10000	0	-0.34	41	41
MAPK3	-0.042	0.26	-10000	0	-0.85	14	14
MAPK1	-0.045	0.27	-10000	0	-0.89	14	14
NFKB1	0.035	0.008	-10000	0	-10000	0	0
MAPK8	-0.053	0.25	-10000	0	-0.72	14	14
DUSP1	0.02	0.068	-10000	0	-0.51	2	2
NF-kappa-B/RelA	-0.01	0.088	-10000	0	-0.18	16	16
actin cytoskeleton reorganization	-0.048	0.2	-10000	0	-0.58	12	12
mol:Glucocorticoid Dexamethasone	0	0	-10000	0	-10000	0	0
PI3K	-0.071	0.18	-10000	0	-0.51	19	19
FER	-0.07	0.17	-10000	0	-0.41	26	26
RELA	0.037	0	-10000	0	-10000	0	0
ITK	-0.028	0.1	-10000	0	-0.33	12	12
SOS1	0.036	0.007	-10000	0	-10000	0	0
PLCG1	-0.07	0.25	0.26	1	-0.55	24	25
cytokine secretion	-0.016	0.057	-10000	0	-0.14	6	6
SPHK1	-0.082	0.2	-10000	0	-0.42	31	31
PTK2	-0.052	0.22	-10000	0	-0.71	8	8
NTAL/PLCgamma1/GRB2/SLP76/GADs	-0.095	0.24	-10000	0	-0.51	31	31
EDG1	-0.01	0.079	-10000	0	-0.37	7	7
mol:DAG	-0.09	0.23	0.25	4	-0.49	30	34
MAP2K2	-0.048	0.26	-10000	0	-0.88	14	14
MAP2K1	-0.049	0.26	-10000	0	-0.88	14	14
MAP2K7	0.032	0.023	-10000	0	-10000	0	0
KLRG1/SHP2	-0.045	0.17	0.2	3	-0.42	19	22
MAP2K4	-0.095	0.34	-10000	0	-0.87	24	24
Fc epsilon R1/FcgammaRIIB	-0.082	0.24	-10000	0	-0.4	46	46
mol:Choline	-0.083	0.17	0.34	4	-0.35	34	38
SHC/Grb2/SOS1	-0.022	0.19	-10000	0	-0.42	20	20
FYN	0.029	0.062	-10000	0	-0.51	2	2
DOK1	0.036	0.007	-10000	0	-10000	0	0
PXN	-0.048	0.2	-10000	0	-0.62	9	9
HCLS1	-0.072	0.19	0.19	2	-0.4	31	33
PRKCB	-0.062	0.17	0.21	6	-0.36	30	36
FCGR2B	-0.018	0.16	-10000	0	-0.51	15	15
IGHE	-0.002	0.008	-10000	0	-10000	0	0
KLRG1/SHIP	-0.062	0.16	-10000	0	-0.39	23	23
LCP2	-0.009	0.15	-10000	0	-0.51	12	12
PLA2G4A	-0.1	0.2	-10000	0	-0.41	34	34
RASA1	0.03	0.045	-10000	0	-0.51	1	1
mol:Phosphatidic acid	-0.083	0.17	0.34	4	-0.35	34	38
IKK complex	-0.019	0.11	0.18	9	-0.22	19	28
WIPF1	0	0	-10000	0	-10000	0	0

×

Glucocorticoid receptor regulatory 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
PCK2	0.098	0.11	0.41	4	-10000	0	4
SMARCC2	0.037	0.003	-10000	0	-10000	0	0
SMARCC1	0.026	0.062	-10000	0	-0.51	2	2
TBX21	-0.19	0.3	-10000	0	-0.76	27	27
SUMO2	0.035	0.018	-10000	0	-10000	0	0
STAT1 (dimer)	0.004	0.14	-10000	0	-0.5	10	10
FKBP4	0.03	0.045	-10000	0	-0.51	1	1
FKBP5	0.025	0.066	-10000	0	-0.51	2	2
GR alpha/HSP90/FKBP51/HSP90	0.12	0.12	0.3	31	-10000	0	31
PRL	-0.073	0.13	-10000	0	-10000	0	0
cortisol/GR alpha (dimer)/TIF2	0.22	0.26	0.6	39	-10000	0	39
RELA	-0.06	0.11	-10000	0	-0.26	12	12
FGG	0.17	0.24	0.52	32	-0.57	3	35
GR beta/TIF2	0.13	0.14	0.35	28	-10000	0	28
IFNG	-0.46	0.52	-10000	0	-1	58	58
apoptosis	0.054	0.21	0.54	11	-0.55	3	14
CREB1	0.039	0.047	-10000	0	-0.5	1	1
histone acetylation	-0.054	0.16	0.3	4	-0.37	22	26
BGLAP	-0.093	0.15	-10000	0	-0.54	7	7
GR/PKAc	0.15	0.12	0.36	20	-10000	0	20
NF kappa B1 p50/RelA	-0.12	0.18	-10000	0	-0.38	34	34
SMARCD1	0.037	0.003	-10000	0	-10000	0	0
MDM2	0.11	0.12	0.26	45	-0.14	1	46
GATA3	0.039	0.034	-10000	0	-10000	0	0
AKT1	0.022	0.063	-10000	0	-0.51	2	2
CSF2	-0.18	0.38	-10000	0	-1.4	12	12
GSK3B	0.028	0.024	-10000	0	-10000	0	0
NR1I3	0.068	0.21	0.55	11	-0.62	3	14
CSN2	0.16	0.18	0.41	40	-10000	0	40
BRG1/BAF155/BAF170/BAF60A	0.071	0.063	-10000	0	-0.29	3	3
NFATC1	0.014	0.12	-10000	0	-0.5	8	8
POU2F1	0.04	0.016	-10000	0	-10000	0	0
CDKN1A	-0.028	0.21	-10000	0	-1.5	3	3
response to stress	0	0	-10000	0	-10000	0	0
response to UV	0.002	0.011	-10000	0	-10000	0	0
SFN	-0.024	0.17	-10000	0	-0.51	17	17
GR alpha/HSP90/FKBP51/HSP90/14-3-3	0.095	0.14	0.31	19	-0.32	3	22
prolactin receptor activity	0	0	-10000	0	-10000	0	0
EGR1	0.004	0.3	0.5	11	-0.77	16	27
JUN	-0.19	0.25	0.37	1	-0.52	42	43
IL4	-0.12	0.21	-10000	0	-0.64	14	14
CDK5R1	0.034	0.021	-10000	0	-10000	0	0
PRKACA	0.035	0.009	-10000	0	-10000	0	0
cortisol/GR alpha (monomer)/AP-1	-0.13	0.22	0.22	11	-0.46	38	49
GR alpha/HSP90/FKBP51/HSP90/PP5C	0.13	0.11	0.31	25	-10000	0	25
cortisol/GR alpha (monomer)	0.28	0.34	0.71	46	-10000	0	46
NCOA2	0.027	0.062	-10000	0	-0.51	2	2
response to hypoxia	0	0	-10000	0	-10000	0	0
FOS	-0.097	0.17	-10000	0	-0.42	24	24
AP-1/NFAT1-c-4	-0.33	0.38	-10000	0	-0.76	55	55
AFP	-0.14	0.22	-10000	0	-0.81	5	5
SUV420H1	0.037	0.005	-10000	0	-10000	0	0
IRF1	0.11	0.24	0.46	17	-0.84	5	22
TP53	0.024	0.11	-10000	0	-0.5	6	6
PPP5C	0.033	0.044	-10000	0	-0.51	1	1
KRT17	-0.43	0.55	-10000	0	-1.3	41	41
KRT14	-0.38	0.56	-10000	0	-1.3	36	36
TBP	0.043	0.013	-10000	0	-10000	0	0
CREBBP	0.1	0.11	0.3	32	-10000	0	32
HDAC1	0.031	0.014	-10000	0	-10000	0	0
HDAC2	0.043	0.025	-10000	0	-10000	0	0
AP-1	-0.33	0.38	-10000	0	-0.76	56	56
MAPK14	0.037	0.016	-10000	0	-10000	0	0
MAPK10	0.002	0.095	-10000	0	-0.5	4	4
MAPK11	0.034	0.02	-10000	0	-10000	0	0
KRT5	-0.42	0.56	-10000	0	-1.2	42	42
interleukin-1 receptor activity	0.008	0.025	-10000	0	-10000	0	0
NCOA1	0.038	0.01	-10000	0	-10000	0	0
STAT1	0.004	0.14	-10000	0	-0.5	10	10
CGA	-0.11	0.17	-10000	0	-0.53	12	12
NF kappa B1 p50/RelA/Cbp/cortisol/GR alpha (monomer)/HDAC2	0.13	0.23	0.49	33	-0.35	1	34
MAPK3	0.037	0.015	-10000	0	-10000	0	0
MAPK1	0.032	0.046	-10000	0	-0.5	1	1
ICAM1	-0.26	0.36	-10000	0	-0.83	30	30
NFKB1	-0.06	0.11	-10000	0	-0.28	7	7
MAPK8	-0.15	0.22	0.44	1	-0.44	41	42
MAPK9	0.035	0.015	-10000	0	-10000	0	0
cortisol/GR alpha (dimer)	0.054	0.21	0.55	11	-0.57	3	14
BAX	-0.003	0.088	-10000	0	-10000	0	0
POMC	-0.24	0.49	-10000	0	-1.7	15	15
EP300	0.071	0.15	0.29	28	-0.47	6	34
cortisol/GR alpha (dimer)/p53	0.21	0.26	0.6	37	-10000	0	37
proteasomal ubiquitin-dependent protein catabolic process	0.07	0.11	0.26	25	-10000	0	25
SGK1	0.1	0.15	0.34	33	-0.25	5	38
IL13	-0.22	0.27	-10000	0	-0.81	16	16
IL6	-0.3	0.42	-10000	0	-0.89	38	38
PRKACG	0.036	0.007	-10000	0	-10000	0	0
IL5	-0.19	0.23	-10000	0	-0.71	12	12
IL2	-0.29	0.35	-10000	0	-0.75	43	43
CDK5	0.037	0.008	-10000	0	-10000	0	0
PRKACB	0.031	0.046	-10000	0	-0.51	1	1
HSP90AA1	0	0	-10000	0	-10000	0	0
IL8	-0.41	0.5	-10000	0	-1.1	49	49
CDK5R1/CDK5	0.052	0.025	-10000	0	-10000	0	0
NF kappa B1 p50/RelA/PKAc	-0.055	0.17	-10000	0	-0.43	8	8
cortisol/GR alpha (dimer)/Hsp90/FKBP52/HSP90	0.21	0.25	0.56	43	-10000	0	43
SMARCA4	0.031	0.046	-10000	0	-0.51	1	1
chromatin remodeling	0.14	0.17	0.38	40	-10000	0	40
NF kappa B1 p50/RelA/Cbp	-0.035	0.2	0.39	5	-0.41	16	21
JUN (dimer)	-0.19	0.25	0.37	1	-0.52	42	43
YWHAH	0.027	0.062	-10000	0	-0.51	2	2
VIPR1	-0.12	0.2	-10000	0	-0.62	15	15
NR3C1	0.18	0.22	0.49	42	-10000	0	42
NR4A1	-0.006	0.14	-10000	0	-0.43	14	14
TIF2/SUV420H1	0.046	0.04	-10000	0	-0.37	1	1
MAPKKK cascade	0.054	0.21	0.54	11	-0.55	3	14
cortisol/GR alpha (dimer)/Src-1	0.24	0.27	0.61	44	-10000	0	44
PBX1	0.017	0.11	-10000	0	-0.5	6	6
POU1F1	0.036	0.02	-10000	0	-10000	0	0
SELE	-0.39	0.48	-10000	0	-1.1	44	44
cortisol/GR alpha/BRG1/BAF155/BAF170/BAF60A	0.14	0.17	0.38	40	-10000	0	40
cortisol/GR alpha (monomer)/Hsp90/FKBP52/HSP90	0.21	0.25	0.56	43	-10000	0	43
mol:cortisol	0.17	0.21	0.43	49	-10000	0	49
MMP1	-0.37	0.56	-10000	0	-1.3	39	39

×

Endothelins

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
AKT1	-0.017	0.2	0.28	15	-0.43	19	34
PTK2B	0.03	0.02	-10000	0	-10000	0	0
mol:Ca2+	-0.087	0.29	-10000	0	-0.8	16	16
EDN1	-0.019	0.21	-10000	0	-0.51	20	20
EDN3	0.015	0.073	-10000	0	-0.51	2	2
EDN2	-0.14	0.23	-10000	0	-0.51	42	42
HRAS/GDP	-0.067	0.21	-10000	0	-0.46	23	23
ETA receptor/Endothelin-1/Gq/GTP/PLC beta	-0.045	0.19	-10000	0	-0.39	24	24
ADCY4	-0.026	0.17	0.35	1	-0.43	15	16
ADCY5	-0.026	0.15	0.28	1	-0.44	11	12
ADCY6	-0.02	0.17	0.31	2	-0.44	12	14
ADCY7	-0.023	0.17	0.31	2	-0.46	12	14
ADCY1	-0.024	0.17	0.31	2	-0.44	12	14
ADCY2	-0.03	0.16	0.31	2	-0.45	11	13
ADCY3	-0.025	0.17	0.31	2	-0.42	14	16
ADCY8	-0.029	0.16	0.35	1	-0.44	13	14
ADCY9	-0.021	0.17	0.31	2	-0.44	12	14
arachidonic acid secretion	-0.12	0.24	-10000	0	-0.5	33	33
ETB receptor/Endothelin-1/Gq/GTP	-0.062	0.18	-10000	0	-0.34	31	31
GNAO1	0.036	0.012	-10000	0	-10000	0	0
HRAS	0.028	0.063	-10000	0	-0.51	2	2
ETA receptor/Endothelin-1/G12/GTP	0.034	0.21	0.39	18	-0.39	18	36
ETA receptor/Endothelin-1/Gs/GTP	0.016	0.21	0.36	16	-0.37	21	37
mol:GTP	-0.001	0.006	-10000	0	-10000	0	0
COL3A1	-0.041	0.26	0.35	1	-0.63	18	19
EDNRB	0.003	0.097	-10000	0	-0.28	11	11
response to oxidative stress	0	0	-10000	0	-10000	0	0
CYSLTR2	-0.009	0.19	0.35	1	-0.53	10	11
CYSLTR1	-0.013	0.21	0.35	1	-0.56	11	12
SLC9A1	0.002	0.12	0.2	13	-0.28	11	24
mol:GDP	-0.077	0.22	-10000	0	-0.49	22	22
SLC9A3	-0.11	0.34	-10000	0	-0.72	31	31
RAF1	-0.085	0.21	-10000	0	-0.46	26	26
JUN	-0.097	0.32	-10000	0	-0.85	18	18
JAK2	-0.013	0.19	0.28	14	-0.43	18	32
mol:IP3	-0.052	0.18	-10000	0	-0.4	23	23
ETA receptor/Endothelin-1	0.02	0.26	0.44	19	-0.46	21	40
PLCB1	0.017	0.096	-10000	0	-0.51	5	5
PLCB2	0.034	0.013	-10000	0	-10000	0	0
ETA receptor/Endothelin-3	0.031	0.12	-10000	0	-0.38	7	7
FOS	-0.12	0.31	-10000	0	-0.87	19	19
Gai/GDP	-0.072	0.28	-10000	0	-0.76	17	17
CRK	0.034	0.011	-10000	0	-10000	0	0
mol:Ca ++	-0.069	0.25	-10000	0	-0.54	25	25
BCAR1	0.037	0.005	-10000	0	-10000	0	0
PRKCB1	-0.068	0.19	0.23	1	-0.4	26	27
GNAQ	-0.001	0.006	-10000	0	-10000	0	0
GNAZ	0.008	0.11	-10000	0	-0.51	7	7
GNAL	0.01	0.1	-10000	0	-0.51	5	5
Gs family/GDP	-0.074	0.2	-10000	0	-0.43	24	24
ETA receptor/Endothelin-1/Gq/GTP	-0.05	0.2	0.23	1	-0.42	24	25
MAPK14	-0.054	0.16	-10000	0	-0.38	19	19
TRPC6	-0.095	0.31	-10000	0	-0.86	16	16
GNAI2	0.03	0.022	-10000	0	-10000	0	0
GNAI3	0.035	0.008	-10000	0	-10000	0	0
GNAI1	0.004	0.13	-10000	0	-0.51	9	9
ETB receptor/Endothelin-1/Gq/GTP/PLC beta	-0.053	0.17	-10000	0	-0.34	28	28
ETB receptor/Endothelin-2	-0.11	0.19	-10000	0	-0.38	46	46
ETB receptor/Endothelin-3	0.011	0.093	-10000	0	-0.37	6	6
ETB receptor/Endothelin-1	-0.016	0.18	-10000	0	-0.37	26	26
MAPK3	-0.11	0.28	-10000	0	-0.77	19	19
MAPK1	-0.12	0.29	-10000	0	-0.82	19	19
Rac1/GDP	-0.061	0.21	-10000	0	-0.45	22	22
cAMP biosynthetic process	0.007	0.16	0.29	6	-0.45	9	15
MAPK8	-0.087	0.3	-10000	0	-0.75	19	19
SRC	0.034	0.01	-10000	0	-10000	0	0
ETB receptor/Endothelin-1/Gi/GTP	-0.044	0.16	-10000	0	-0.38	21	21
p130Cas/CRK/Src/PYK2	-0.087	0.22	-10000	0	-0.52	22	22
mol:K +	0	0	-10000	0	-10000	0	0
G12/GDP	-0.06	0.21	-10000	0	-0.45	22	22
COL1A2	-0.058	0.29	-10000	0	-0.74	17	17
EntrezGene:2778	0	0	-10000	0	-10000	0	0
ETA receptor/Endothelin-2	-0.094	0.2	-10000	0	-0.38	45	45
mol:DAG	-0.052	0.18	-10000	0	-0.4	23	23
MAP2K2	-0.098	0.23	-10000	0	-0.58	22	22
MAP2K1	-0.1	0.24	-10000	0	-0.6	21	21
EDNRA	0.031	0.14	0.24	19	-0.51	6	25
positive regulation of muscle contraction	-0.015	0.18	0.29	1	-0.48	11	12
Gq family/GDP	-0.07	0.2	-10000	0	-0.45	24	24
HRAS/GTP	-0.074	0.2	-10000	0	-0.42	25	25
PRKCH	-0.06	0.19	-10000	0	-0.43	23	23
RAC1	0.036	0.007	-10000	0	-10000	0	0
PRKCA	-0.053	0.18	-10000	0	-0.42	21	21
PRKCB	-0.055	0.18	-10000	0	-0.38	24	24
PRKCE	-0.04	0.17	0.26	3	-0.38	19	22
PRKCD	-0.059	0.18	-10000	0	-0.42	20	20
PRKCG	-0.057	0.18	-10000	0	-0.42	20	20
regulation of vascular smooth muscle contraction	-0.15	0.36	-10000	0	-1	19	19
PRKCQ	-0.067	0.19	-10000	0	-0.44	22	22
PLA2G4A	-0.13	0.26	-10000	0	-0.55	33	33
GNA14	0.011	0.082	-10000	0	-0.51	3	3
GNA15	-0.008	0.14	-10000	0	-0.51	11	11
GNA12	0.035	0.009	-10000	0	-10000	0	0
GNA11	0.025	0.063	-10000	0	-0.51	2	2
Rac1/GTP	0.034	0.21	0.39	18	-0.4	17	35
MMP1	-0.24	0.4	0.42	2	-0.9	39	41

×

IGF1 pathway

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
NCK2	0.037	0.004	-10000	0	-10000	0	0
PTK2	0.03	0.045	-10000	0	-0.51	1	1
CRKL	-0.054	0.13	-10000	0	-0.29	31	31
GRB2/SOS1/SHC	0.066	0.025	-10000	0	-10000	0	0
HRAS	0.028	0.063	-10000	0	-0.51	2	2
IRS1/Crk	-0.044	0.13	-10000	0	-0.29	30	30
IGF-1R heterotetramer/IGF1/PTP1B	-0.019	0.15	-10000	0	-0.32	27	27
AKT1	0.017	0.16	0.18	50	-0.36	14	64
BAD	0.013	0.15	0.19	7	-0.39	10	17
mol:GTP	0	0	-10000	0	-10000	0	0
CRK	-0.053	0.13	-10000	0	-0.3	27	27
IGF-1R heterotetramer/IGF1/IRS1/Shp2	-0.041	0.14	-10000	0	-0.3	28	28
RAF1	0.01	0.18	-10000	0	-0.43	11	11
IGF-1R heterotetramer/IGF1/IRS1/GRB2/Sos	-0.005	0.15	-10000	0	-0.29	26	26
YWHAZ	0.024	0.075	-10000	0	-0.51	3	3
IGF-1R heterotetramer/IGF1/IRS1	-0.042	0.15	-10000	0	-0.3	32	32
PIK3CA	0.009	0.062	-10000	0	-0.51	2	2
RPS6KB1	0.019	0.16	0.22	6	-0.41	8	14
GNB2L1	0.037	0	-10000	0	-10000	0	0
positive regulation of MAPKKK cascade	0.019	0.15	0.31	3	-0.38	8	11
PXN	0.037	0.003	-10000	0	-10000	0	0
PIK3R1	0.01	0.091	-10000	0	-0.51	4	4
cell adhesion	0	0	-10000	0	-10000	0	0
GRB2/SOS1	0.051	0.014	-10000	0	-10000	0	0
HRAS/GTP	-0.03	0.13	-10000	0	-0.29	25	25
IGF-1R heterotetramer/IGF1/GRB2/Sos/Shc	0.025	0.14	-10000	0	-0.27	25	25
IGF-1R heterotetramer	-0.021	0.15	-10000	0	-0.53	11	11
IGF-1R heterotetramer/IGF1/IRS/Nck	-0.022	0.15	-10000	0	-0.28	32	32
Crk/p130 Cas/Paxillin	-0.008	0.14	-10000	0	-0.28	27	27
IGF1R	-0.021	0.15	-10000	0	-0.53	11	11
IGF1	-0.06	0.19	-10000	0	-0.53	20	20
IRS2/Crk	-0.057	0.15	-10000	0	-0.32	30	30
PI3K	-0.032	0.13	-10000	0	-0.36	14	14
apoptosis	-0.027	0.15	0.41	8	-0.27	2	10
HRAS/GDP	0.021	0.045	-10000	0	-0.36	2	2
PRKCD	-0.048	0.15	-10000	0	-0.41	18	18
RAF1/14-3-3 E	0.021	0.17	0.28	1	-0.38	9	10
BAD/14-3-3	0.027	0.16	0.28	2	-0.44	8	10
PRKCZ	0.019	0.16	0.17	51	-0.33	15	66
Crk/p130 Cas/Paxillin/FAK1	0.02	0.14	-10000	0	-0.44	6	6
PTPN1	0.034	0.01	-10000	0	-10000	0	0
IGF-1R heterotetramer/IGF1/IRS1/GRB2/Sos/Shc/RACK1	-0.049	0.16	-10000	0	-0.37	26	26
BCAR1	0.037	0.005	-10000	0	-10000	0	0
IGF-1R heterotetramer/IGF1/SHC/GRB10	-0.02	0.17	-10000	0	-0.32	30	30
mol:GDP	0	0	-10000	0	-10000	0	0
SOS1	0.036	0.007	-10000	0	-10000	0	0
IRS1/NCK2	-0.038	0.14	-10000	0	-0.28	32	32
GRB10	0	0.13	-10000	0	-0.51	9	9
PTPN11	-0.055	0.13	-10000	0	-0.28	33	33
IRS1	-0.055	0.14	-10000	0	-0.3	32	32
IRS2	-0.065	0.15	-10000	0	-0.31	35	35
IGF-1R heterotetramer/IGF1	-0.05	0.18	-10000	0	-0.42	27	27
GRB2	0.036	0.007	-10000	0	-10000	0	0
PDPK1	0.028	0.17	0.25	4	-0.34	15	19
YWHAE	0.034	0.011	-10000	0	-10000	0	0
PRKD1	-0.056	0.18	0.21	2	-0.45	20	22
SHC1	0.035	0.01	-10000	0	-10000	0	0

×

FOXM1 transcription factor network

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	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
NFATC3	-0.12	0.5	-9999	-1.2	20	20
PLK1	0.048	0.12	-9999	-1.2	1	1
BIRC5	-0.041	0.38	-9999	-1.5	10	10
HSPA1B	-0.12	0.5	-9999	-1.1	22	22
MAP2K1	0.025	0.06	-9999	-10000	0	0
BRCA2	-0.15	0.54	-9999	-1.2	26	26
FOXM1	-0.24	0.85	-9999	-1.9	22	22
XRCC1	-0.12	0.5	-9999	-1.2	20	20
FOXM1B/p19	-0.25	0.52	-9999	-1.3	24	24
Cyclin D1/CDK4	-0.14	0.51	-9999	-1.1	25	25
CDC2	-0.14	0.54	-9999	-1.3	21	21
TGFA	-0.15	0.49	-9999	-1	28	28
SKP2	-0.12	0.54	-9999	-1.2	21	21
CCNE1	0.023	0.067	-9999	-0.51	2	2
CKS1B	-0.11	0.51	-9999	-1.2	20	20
RB1	-0.065	0.35	-9999	-0.99	13	13
FOXM1C/SP1	-0.16	0.61	-9999	-1.4	22	22
AURKB	-0.037	0.3	-9999	-0.92	14	14
CENPF	-0.15	0.54	-9999	-1.2	26	26
CDK4	0.026	0.036	-9999	-10000	0	0
MYC	-0.12	0.46	-9999	-1	22	22
CHEK2	0.019	0.075	-9999	-0.55	1	1
ONECUT1	-0.14	0.51	-9999	-1.1	24	24
CDKN2A	-0.037	0.15	-9999	-0.5	13	13
LAMA4	-0.13	0.52	-9999	-1.2	20	20
FOXM1B/HNF6	-0.2	0.64	-9999	-1.5	24	24
FOS	-0.2	0.58	-9999	-1.2	32	32
SP1	0.031	0.062	-9999	-0.51	2	2
CDC25B	-0.12	0.51	-9999	-1.2	20	20
response to radiation	0.005	0.034	-9999	-10000	0	0
CENPB	-0.12	0.52	-9999	-1.1	22	22
CENPA	-0.13	0.52	-9999	-1.2	22	22
NEK2	-0.16	0.56	-9999	-1.2	27	27
HIST1H2BA	-0.13	0.51	-9999	-1.2	22	22
CCNA2	0.026	0.078	-9999	-0.52	3	3
EP300	0.01	0.11	-9999	-0.51	7	7
CCNB1/CDK1	-0.17	0.61	-9999	-1.5	20	20
CCNB2	-0.13	0.51	-9999	-1.2	20	20
CCNB1	-0.14	0.54	-9999	-1.2	21	21
ETV5	-0.086	0.6	-9999	-1.2	25	25
ESR1	-0.15	0.54	-9999	-1.2	24	24
CCND1	-0.16	0.51	-9999	-1.1	26	26
GSK3A	0.025	0.054	-9999	-10000	0	0
Cyclin A-E1/CDK1-2	0.04	0.11	-9999	-0.47	4	4
CDK2	0.035	0.046	-9999	-0.52	1	1
G2/M transition of mitotic cell cycle	0.005	0.04	-9999	-10000	0	0
FOXM1B/Cbp/p300	-0.16	0.56	-9999	-1.3	21	21
GAS1	-0.22	0.61	-9999	-1.2	35	35
MMP2	-0.19	0.59	-9999	-1.2	31	31
RB1/FOXM1C	-0.16	0.52	-9999	-1.1	25	25
CREBBP	0.036	0.008	-9999	-10000	0	0

×

Syndecan-1-mediated signaling events

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	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
TGFB1	0.036	0.007	-9999	-10000	0	0
CCL5	-0.017	0.16	-9999	-0.51	14	14
SDCBP	0.032	0.044	-9999	-0.51	1	1
FGFR/FGF2/Syndecan-1	-0.12	0.25	-9999	-0.6	25	25
mol:PI-4-5-P2	0	0	-9999	-10000	0	0
RP11-540L11.1	0	0	-9999	-10000	0	0
Syndecan-1/Laminin-5	-0.11	0.25	-9999	-0.58	27	27
Syndecan-1/Syntenin	-0.1	0.25	-9999	-0.6	24	24
MAPK3	-0.11	0.22	-9999	-0.53	26	26
HGF/MET	0.04	0.062	-9999	-0.37	3	3
TGFB1/TGF beta receptor Type II	0.036	0.007	-9999	-10000	0	0
BSG	0.035	0.009	-9999	-10000	0	0
keratinocyte migration	-0.11	0.25	-9999	-0.57	27	27
Syndecan-1/RANTES	-0.13	0.28	-9999	-0.61	30	30
Syndecan-1/CD147	-0.096	0.25	-9999	-0.56	26	26
Syndecan-1/Syntenin/PIP2	-0.1	0.24	-9999	-0.58	24	24
LAMA5	0.014	0.1	-9999	-0.51	6	6
positive regulation of cell-cell adhesion	-0.1	0.23	-9999	-0.56	24	24
MMP7	-0.041	0.19	-9999	-0.51	22	22
HGF	0.033	0.022	-9999	-10000	0	0
Syndecan-1/CASK	-0.12	0.24	-9999	-0.58	25	25
Syndecan-1/HGF/MET	-0.095	0.25	-9999	-0.57	25	25
regulation of cell adhesion	-0.11	0.22	-9999	-0.54	23	23
HPSE	0.007	0.11	-9999	-0.51	7	7
positive regulation of cell migration	-0.12	0.25	-9999	-0.6	25	25
SDC1	-0.12	0.25	-9999	-0.61	25	25
Syndecan-1/Collagen	-0.12	0.25	-9999	-0.6	25	25
PPIB	0.032	0.045	-9999	-0.51	1	1
MET	0.024	0.076	-9999	-0.51	3	3
PRKACA	0.035	0.009	-9999	-10000	0	0
MMP9	-0.012	0.15	-9999	-0.51	13	13
MAPK1	-0.11	0.22	-9999	-0.54	25	25
homophilic cell adhesion	-0.12	0.24	-9999	-0.59	25	25
MMP1	-0.12	0.23	-9999	-0.51	38	38

×

Thromboxane A2 receptor signaling

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
TGM2	0.003	0.12	-10000	0	-0.51	7	7
GNB1/GNG2	-0.063	0.081	-10000	0	-0.19	41	41
AKT1	-0.044	0.12	-10000	0	-0.3	5	5
EGF	-0.032	0.15	-10000	0	-0.51	13	13
mol:TXA2	0	0.001	-10000	0	-10000	0	0
FGR	0.01	0.056	0.21	1	-10000	0	1
mol:Ca2+	-0.072	0.16	-10000	0	-0.3	44	44
LYN	0.011	0.059	0.21	1	-0.23	1	2
RhoA/GTP	-0.029	0.072	-10000	0	-0.14	18	18
mol:PGI2	0	0	-10000	0	-10000	0	0
SYK	-0.091	0.18	-10000	0	-0.35	44	44
GNG2	0.036	0.007	-10000	0	-10000	0	0
ARRB2	0.034	0.011	-10000	0	-10000	0	0
TP alpha/Gq family/GDP/G beta5/gamma2	-0.044	0.19	-10000	0	-0.48	21	21
G beta5/gamma2	-0.073	0.12	-10000	0	-0.25	40	40
PRKCH	-0.092	0.19	-10000	0	-0.37	44	44
DNM1	0.031	0.047	-10000	0	-0.51	1	1
TXA2/TP beta/beta Arrestin3	0.032	0.033	-10000	0	-10000	0	0
mol:GTP	0	0.001	-10000	0	-10000	0	0
PTGDR	0.03	0.029	-10000	0	-10000	0	0
G12 family/GTP	-0.074	0.16	-10000	0	-0.31	41	41
ADRBK1	0.037	0.004	-10000	0	-10000	0	0
ADRBK2	0.026	0.064	-10000	0	-0.51	2	2
RhoA/GTP/ROCK1	0.043	0.017	-10000	0	-10000	0	0
mol:GDP	0.032	0.12	0.35	8	-10000	0	8
mol:NADP	0.031	0.026	-10000	0	-10000	0	0
RAB11A	0.036	0.006	-10000	0	-10000	0	0
PRKG1	0.032	0.023	-10000	0	-10000	0	0
mol:IP3	-0.094	0.2	-10000	0	-0.38	45	45
cell morphogenesis	0.043	0.017	-10000	0	-10000	0	0
PLCB2	-0.14	0.26	-10000	0	-0.52	45	45
mol:cGMP	0	0.001	-10000	0	-10000	0	0
BLK	0.003	0.062	0.21	1	-0.23	2	3
mol:PDG2	0	0	-10000	0	-10000	0	0
HCK	-0.001	0.072	0.21	1	-0.25	6	7
RHOA	0.033	0.013	-10000	0	-10000	0	0
PTGIR	0.029	0.062	-10000	0	-0.51	2	2
PRKCB1	-0.1	0.2	-10000	0	-0.4	44	44
GNAQ	0	0	-10000	0	-10000	0	0
mol:L-citrulline	0.031	0.026	-10000	0	-10000	0	0
TXA2/TXA2-R family	-0.14	0.27	-10000	0	-0.53	44	44
LCK	-0.004	0.076	0.21	1	-0.23	8	9
TXA2/TP beta/beta Arrestin3/RAB11/GDP	0.039	0.049	-10000	0	-10000	0	0
TXA2-R family/G12 family/GDP/G beta/gamma	0.027	0.082	-10000	0	-0.41	4	4
TXA2/TP beta/beta Arrestin2/RAB11/GDP	0.035	0.049	-10000	0	-0.22	2	2
MAPK14	-0.057	0.12	-10000	0	-0.24	41	41
TGM2/GTP	-0.11	0.22	-10000	0	-0.44	42	42
MAPK11	-0.055	0.12	-10000	0	-0.24	41	41
ARHGEF1	-0.04	0.098	-10000	0	-0.18	38	38
GNAI2	0.03	0.022	-10000	0	-10000	0	0
JNK cascade	-0.095	0.2	-10000	0	-0.39	44	44
RAB11/GDP	0.036	0.006	-10000	0	-10000	0	0
ICAM1	-0.072	0.16	-10000	0	-0.31	43	43
cAMP biosynthetic process	-0.089	0.18	-10000	0	-0.35	44	44
Gq family/GTP/EBP50	-0.038	0.13	-10000	0	-0.3	27	27
actin cytoskeleton reorganization	0.043	0.017	-10000	0	-10000	0	0
SRC	0.01	0.055	0.21	1	-10000	0	1
GNB5	0.023	0.086	-10000	0	-0.51	4	4
GNB1	0.037	0	-10000	0	-10000	0	0
EGF/EGFR	-0.019	0.1	0.2	1	-0.31	8	9
VCAM1	-0.076	0.16	-10000	0	-0.31	44	44
TP beta/Gq family/GDP/G beta5/gamma2	-0.044	0.19	-10000	0	-0.48	21	21
platelet activation	-0.073	0.16	-10000	0	-0.3	41	41
PGI2/IP	0.022	0.045	-10000	0	-0.37	2	2
PRKACA	0.018	0.034	-10000	0	-0.25	2	2
Gq family/GDP/G beta5/gamma2	-0.032	0.17	-10000	0	-0.42	20	20
TXA2/TP beta/beta Arrestin2	0.014	0.062	-10000	0	-0.52	1	1
positive regulation of NF-kappaB transcription factor activity	0	0	-10000	0	-10000	0	0
TBXA2R	0.007	0.033	-10000	0	-0.24	2	2
mol:DAG	-0.11	0.22	-10000	0	-0.43	45	45
EGFR	-0.03	0.17	-10000	0	-0.51	17	17
TXA2/TP alpha	-0.12	0.25	-10000	0	-0.48	44	44
Gq family/GTP	-0.027	0.094	-10000	0	-0.24	22	22
YES1	0.01	0.057	0.21	1	-0.24	1	2
GNAI2/GTP	0.017	0.049	-10000	0	-0.22	2	2
PGD2/DP	0.022	0.019	-10000	0	-10000	0	0
SLC9A3R1	-0.027	0.17	-10000	0	-0.51	17	17
FYN	0.009	0.067	0.21	1	-0.32	2	3
mol:NO	0.031	0.026	-10000	0	-10000	0	0
GNA15	-0.005	0.14	-10000	0	-0.51	11	11
PGK/cGMP	0.04	0.027	-10000	0	-10000	0	0
RhoA/GDP	0.032	0.013	-10000	0	-10000	0	0
TP alpha/TGM2/GDP/G beta/gamma	0.04	0.088	-10000	0	-0.34	3	3
NOS3	0.031	0.026	-10000	0	-10000	0	0
RAC1	0.036	0.007	-10000	0	-10000	0	0
PRKCA	-0.086	0.19	-10000	0	-0.36	43	43
PRKCB	-0.09	0.19	-10000	0	-0.36	44	44
PRKCE	-0.082	0.18	-10000	0	-0.35	39	39
PRKCD	-0.1	0.2	-10000	0	-0.39	44	44
PRKCG	-0.098	0.2	-10000	0	-0.39	44	44
muscle contraction	-0.13	0.25	-10000	0	-0.49	44	44
PRKCZ	-0.084	0.18	-10000	0	-0.34	44	44
ARR3	0.037	0	-10000	0	-10000	0	0
TXA2/TP beta	0.035	0.058	-10000	0	-0.23	3	3
PRKCQ	-0.099	0.19	-10000	0	-0.37	44	44
MAPKKK cascade	-0.12	0.23	-10000	0	-0.46	44	44
SELE	-0.096	0.19	-10000	0	-0.38	44	44
TP beta/GNAI2/GDP/G beta/gamma	0.055	0.055	-10000	0	-10000	0	0
ROCK1	0.037	0.004	-10000	0	-10000	0	0
GNA14	0.016	0.081	-10000	0	-0.51	3	3
chemotaxis	-0.16	0.3	-10000	0	-0.62	43	43
GNA12	0.035	0.009	-10000	0	-10000	0	0
GNA13	0.032	0.045	-10000	0	-0.51	1	1
GNA11	0.028	0.062	-10000	0	-0.51	2	2
Rac1/GTP	0.026	0.005	-10000	0	-10000	0	0

×

Ephrin B reverse signaling

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
EFNB2	0.008	0.11	-10000	0	-0.51	6	6
EPHB2	-0.018	0.15	-10000	0	-0.51	13	13
EFNB1	-0.029	0.13	-10000	0	-0.36	19	19
mol:GTP	0	0	-10000	0	-10000	0	0
Rac1/GDP	-0.025	0.14	-10000	0	-0.3	27	27
Ephrin B2/EPHB1-2	-0.021	0.12	-10000	0	-0.3	19	19
neuron projection morphogenesis	-0.034	0.13	-10000	0	-0.29	27	27
Ephrin B1/EPHB1-2/Tiam1	-0.034	0.15	-10000	0	-0.32	28	28
DNM1	0.031	0.047	-10000	0	-0.5	1	1
cell-cell signaling	0	0.004	-10000	0	-10000	0	0
MAP2K4	-0.067	0.2	0.24	1	-0.57	20	21
YES1	-0.095	0.29	-10000	0	-0.79	22	22
Ephrin B1/EPHB1-2/NCK2	-0.033	0.15	-10000	0	-0.32	28	28
PI3K	-0.054	0.21	-10000	0	-0.64	15	15
mol:GDP	-0.034	0.15	-10000	0	-0.31	28	28
ITGA2B	0.036	0.008	-10000	0	-10000	0	0
endothelial cell proliferation	0.017	0.098	-10000	0	-0.35	9	9
FYN	-0.096	0.29	-10000	0	-0.78	22	22
MAP3K7	-0.071	0.21	-10000	0	-0.59	20	20
FGR	-0.089	0.28	-10000	0	-0.76	22	22
TIAM1	0.036	0.007	-10000	0	-10000	0	0
PIK3R1	0.01	0.091	-10000	0	-0.51	4	4
RGS3	0.036	0.006	-10000	0	-10000	0	0
cell adhesion	-0.057	0.19	-10000	0	-0.61	14	14
LYN	-0.091	0.28	-10000	0	-0.79	21	21
Ephrin B1/EPHB1-2/Src Family Kinases	-0.096	0.27	-10000	0	-0.74	22	22
Ephrin B1/EPHB1-2	-0.076	0.22	-10000	0	-0.64	20	20
SRC	-0.085	0.28	-10000	0	-0.77	21	21
ITGB3	0.028	0.051	-10000	0	-0.51	1	1
EPHB1	-0.013	0.11	-10000	0	-0.51	6	6
EPHB4	0.015	0.098	-10000	0	-0.51	5	5
RAC1	0.036	0.007	-10000	0	-10000	0	0
Ephrin B2/EPHB4	0.017	0.099	-10000	0	-0.36	9	9
alphaIIb/beta3 Integrin	0.046	0.041	-10000	0	-0.35	1	1
BLK	-0.098	0.28	-10000	0	-0.79	21	21
HCK	-0.095	0.28	-10000	0	-0.79	21	21
regulation of stress fiber formation	0.034	0.15	0.31	28	-10000	0	28
MAPK8	-0.062	0.19	-10000	0	-0.56	19	19
Ephrin B1/EPHB1-2/RGS3	-0.034	0.15	-10000	0	-0.32	28	28
endothelial cell migration	-0.076	0.21	0.21	1	-0.52	24	25
NCK2	0.037	0.004	-10000	0	-10000	0	0
PTPN13	-0.027	0.19	-10000	0	-0.62	14	14
regulation of focal adhesion formation	0.034	0.15	0.31	28	-10000	0	28
chemotaxis	0.035	0.15	0.31	28	-10000	0	28
PIK3CA	0.009	0.062	-10000	0	-0.51	2	2
Rac1/GTP	-0.029	0.14	-10000	0	-0.29	27	27
angiogenesis	-0.079	0.22	-10000	0	-0.62	21	21
LCK	-0.098	0.29	-10000	0	-0.78	22	22

×

EPHB forward signaling

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
Ephrin A5/EPHB2	0.008	0.1	-10000	0	-0.31	13	13
cell-cell adhesion	0.077	0.12	0.38	14	-10000	0	14
Ephrin B/EPHB2/RasGAP	-0.009	0.17	-10000	0	-0.31	33	33
ITSN1	0.036	0.006	-10000	0	-10000	0	0
PIK3CA	0.009	0.062	-10000	0	-0.51	2	2
SHC1	0.035	0.01	-10000	0	-10000	0	0
Ephrin B1/EPHB3	-0.033	0.14	-10000	0	-0.37	19	19
Ephrin B1/EPHB1	-0.026	0.13	-10000	0	-0.34	19	19
HRAS/GDP	-0.1	0.16	-10000	0	-0.39	23	23
Ephrin B/EPHB1/GRB7	-0.008	0.14	-10000	0	-0.32	21	21
Endophilin/SYNJ1	-0.054	0.13	-10000	0	-0.29	33	33
KRAS	0.02	0.086	-10000	0	-0.51	4	4
Ephrin B/EPHB1/Src	-0.004	0.14	-10000	0	-0.31	20	20
endothelial cell migration	-0.002	0.093	-10000	0	-0.32	9	9
GRB2	0.036	0.007	-10000	0	-10000	0	0
GRB7	0.035	0.014	-10000	0	-10000	0	0
PAK1	-0.036	0.15	-10000	0	-0.32	23	23
HRAS	0.028	0.063	-10000	0	-0.51	2	2
RRAS	-0.059	0.13	-10000	0	-0.29	35	35
DNM1	0.031	0.047	-10000	0	-0.51	1	1
cell-cell signaling	0	0	-10000	0	-10000	0	0
CRK	-0.013	0.14	-10000	0	-0.3	21	21
lamellipodium assembly	-0.077	0.12	-10000	0	-0.38	14	14
Ephrin B/EPHB1/Src/p52 SHC/GRB2	-0.018	0.1	-10000	0	-0.39	5	5
PIK3R1	0.01	0.091	-10000	0	-0.51	4	4
EPHB2	-0.019	0.15	-10000	0	-0.51	13	13
EPHB3	-0.022	0.14	-10000	0	-0.51	11	11
EPHB1	-0.013	0.11	-10000	0	-0.51	6	6
EPHB4	0.015	0.098	-10000	0	-0.51	5	5
mol:GDP	-0.094	0.16	-10000	0	-0.4	21	21
Ephrin B/EPHB2	-0.016	0.16	-10000	0	-0.31	32	32
Ephrin B/EPHB3	-0.026	0.14	-10000	0	-0.34	21	21
JNK cascade	0.006	0.21	0.36	25	-0.32	28	53
Ephrin B/EPHB1	-0.015	0.14	-10000	0	-0.32	21	21
RAP1/GDP	-0.09	0.16	-10000	0	-0.39	18	18
EFNB2	0.008	0.11	-10000	0	-0.51	6	6
EFNB3	0.034	0.011	-10000	0	-10000	0	0
EFNB1	-0.026	0.17	-10000	0	-0.51	18	18
Ephrin B2/EPHB1-2	-0.021	0.12	-10000	0	-0.3	19	19
RAP1B	0.036	0.008	-10000	0	-10000	0	0
RAP1A	0.028	0.062	-10000	0	-0.51	2	2
CDC42/GTP	-0.038	0.17	-10000	0	-0.36	24	24
Rap1/GTP	-0.057	0.13	-10000	0	-0.35	14	14
axon guidance	0.008	0.1	-10000	0	-0.31	13	13
MAPK3	-0.013	0.096	-10000	0	-0.35	5	5
MAPK1	-0.014	0.1	-10000	0	-0.36	6	6
Rac1/GDP	-0.094	0.16	-10000	0	-0.38	21	21
actin cytoskeleton reorganization	-0.1	0.12	-10000	0	-0.37	17	17
CDC42/GDP	-0.096	0.16	-10000	0	-0.38	21	21
PI3K	-0.001	0.095	-10000	0	-0.32	9	9
EFNA5	0.033	0.015	-10000	0	-10000	0	0
Ephrin B2/EPHB4	0.017	0.099	-10000	0	-0.36	9	9
Ephrin B/EPHB2/Intersectin/N-WASP	-0.052	0.15	-10000	0	-0.3	34	34
CDC42	0.036	0.007	-10000	0	-10000	0	0
RAS family/GTP	-0.065	0.14	-10000	0	-0.36	17	17
PTK2	0.057	0.18	0.62	13	-0.49	1	14
MAP4K4	0.006	0.21	0.36	25	-0.32	28	53
SRC	0.034	0.01	-10000	0	-10000	0	0
KALRN	0.026	0.023	-10000	0	-10000	0	0
Intersectin/N-WASP	0.042	0.068	-10000	0	-0.37	4	4
neuron projection morphogenesis	-0.025	0.17	0.29	14	-0.42	9	23
MAP2K1	-0.021	0.093	-10000	0	-0.36	5	5
WASL	0.023	0.086	-10000	0	-0.51	4	4
Ephrin B1/EPHB1-2/NCK1	-0.026	0.16	-10000	0	-0.33	27	27
cell migration	-0.023	0.12	-10000	0	-0.38	7	7
NRAS	0.028	0.049	-10000	0	-0.51	1	1
SYNJ1	-0.055	0.13	-10000	0	-0.29	33	33
PXN	0.037	0.003	-10000	0	-10000	0	0
TF	-0.061	0.11	-10000	0	-0.29	26	26
HRAS/GTP	-0.046	0.15	-10000	0	-0.31	29	29
Ephrin B1/EPHB1-2	-0.039	0.15	-10000	0	-0.34	27	27
cell adhesion mediated by integrin	0.019	0.13	0.31	18	-0.18	1	19
RAC1	0.036	0.007	-10000	0	-10000	0	0
mol:GTP	-0.033	0.16	-10000	0	-0.31	29	29
RAC1-CDC42/GTP	-0.062	0.13	-10000	0	-0.41	11	11
RASA1	0.03	0.045	-10000	0	-0.51	1	1
RAC1-CDC42/GDP	-0.085	0.16	-10000	0	-0.38	17	17
ruffle organization	-0.05	0.16	0.33	2	-0.46	9	11
NCK1	0.025	0.046	-10000	0	-0.51	1	1
receptor internalization	-0.074	0.12	0.17	1	-0.29	33	34
Ephrin B/EPHB2/KALRN	-0.008	0.15	-10000	0	-0.32	25	25
ROCK1	0.052	0.18	0.19	73	-0.34	19	92
RAS family/GDP	-0.11	0.12	-10000	0	-0.38	17	17
Rac1/GTP	-0.064	0.14	-10000	0	-0.41	14	14
Ephrin B/EPHB1/Src/Paxillin	-0.025	0.11	-10000	0	-0.28	20	20

×

BCR signaling pathway

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
JUN	-0.096	0.2	-10000	0	-0.46	29	29
IKBKB	-0.004	0.12	-10000	0	-0.3	12	12
AKT1	0	0.14	0.22	15	-0.26	17	32
IKBKG	-0.003	0.12	-10000	0	-0.29	10	10
CALM1	-0.062	0.24	0.32	1	-0.6	20	21
PIK3CA	0.009	0.062	-10000	0	-0.51	2	2
MAP3K1	-0.13	0.28	-10000	0	-0.66	28	28
MAP3K7	0.035	0.013	-10000	0	-10000	0	0
mol:Ca2+	-0.069	0.26	0.34	1	-0.63	21	22
DOK1	0.036	0.007	-10000	0	-10000	0	0
AP-1	-0.052	0.12	0.2	1	-0.27	24	25
LYN	0.032	0.044	-10000	0	-0.5	1	1
BLNK	0.017	0.097	-10000	0	-0.5	5	5
SHC1	0.035	0.01	-10000	0	-10000	0	0
BCR complex	-0.043	0.2	-10000	0	-0.48	24	24
CD22	-0.11	0.3	-10000	0	-0.83	20	20
CAMK2G	-0.053	0.22	0.31	1	-0.57	19	20
CSNK2A1	0.035	0.008	-10000	0	-10000	0	0
INPP5D	0	0	-10000	0	-10000	0	0
SHC/GRB2/SOS1	-0.042	0.17	-10000	0	-0.38	26	26
GO:0007205	-0.072	0.27	0.34	1	-0.65	21	22
SYK	0.013	0.11	-10000	0	-0.5	6	6
ELK1	-0.068	0.24	0.32	1	-0.62	20	21
NFATC1	-0.12	0.27	0.29	1	-0.62	27	28
B-cell antigen/BCR complex	-0.043	0.2	-10000	0	-0.48	24	24
PAG1/CSK	0.032	0.083	-10000	0	-0.37	6	6
NFKBIB	0.02	0.057	0.13	2	-0.12	5	7
HRAS	-0.06	0.22	0.28	1	-0.57	19	20
NFKBIA	0.02	0.056	0.13	1	-0.12	6	7
NF-kappa-B/RelA/I kappa B beta	0.026	0.05	0.13	1	-10000	0	1
RasGAP/Csk	-0.027	0.22	-10000	0	-0.43	29	29
mol:GDP	-0.066	0.25	0.33	1	-0.61	21	22
PTEN	0.03	0.045	-10000	0	-0.51	1	1
CD79B	-0.041	0.18	-10000	0	-0.5	20	20
NF-kappa-B/RelA/I kappa B alpha	0.027	0.049	0.13	1	-10000	0	1
GRB2	0.036	0.007	-10000	0	-10000	0	0
PI3K/BCAP/CD19	-0.11	0.26	-10000	0	-0.61	27	27
PIK3R1	0.01	0.091	-10000	0	-0.51	4	4
mol:IP3	-0.073	0.27	0.34	1	-0.66	21	22
CSK	0.036	0.007	-10000	0	-10000	0	0
FOS	-0.086	0.23	0.31	1	-0.57	22	23
CHUK	-0.016	0.13	-10000	0	-0.31	15	15
IBTK	0.033	0.044	-10000	0	-0.51	1	1
CARD11/BCL10/MALT1/TAK1	-0.029	0.21	0.31	1	-0.52	19	20
PTPN6	-0.098	0.28	-10000	0	-0.77	19	19
RELA	0.037	0	-10000	0	-10000	0	0
BCL2A1	0.012	0.045	-10000	0	-0.12	2	2
VAV2	-0.17	0.36	-10000	0	-0.79	32	32
ubiquitin-dependent protein catabolic process	0.023	0.056	0.13	1	-0.12	5	6
BTK	-0.082	0.34	-10000	0	-1.2	13	13
CD19	-0.15	0.36	-10000	0	-0.83	27	27
MAP4K1	0.036	0.012	-10000	0	-10000	0	0
CD72	-0.034	0.17	-10000	0	-0.51	18	18
PAG1	0.012	0.11	-10000	0	-0.51	6	6
MAPK14	-0.1	0.23	-10000	0	-0.54	28	28
SH3BP5	0.028	0.047	-10000	0	-0.51	1	1
PIK3AP1	-0.086	0.28	-10000	0	-0.67	23	23
B-cell antigen/BCR complex/Btk/LYN/SYK/BLNK/PLCgamma2/CD72	-0.11	0.36	-10000	0	-0.76	27	27
RAF1	-0.056	0.2	0.26	1	-0.57	17	18
RasGAP/p62DOK/SHIP	-0.032	0.2	-10000	0	-0.4	29	29
CD79A	-0.019	0.15	-10000	0	-0.5	13	13
re-entry into mitotic cell cycle	-0.052	0.12	0.2	1	-0.28	23	24
RASA1	0.03	0.045	-10000	0	-0.51	1	1
MAPK3	-0.047	0.16	0.24	1	-0.47	16	17
MAPK1	-0.044	0.16	0.24	1	-0.48	14	15
CD72/SHP1	-0.083	0.31	0.35	2	-0.71	24	26
NFKB1	0.035	0.008	-10000	0	-10000	0	0
MAPK8	-0.1	0.23	-10000	0	-0.54	28	28
actin cytoskeleton organization	-0.13	0.28	-10000	0	-0.63	31	31
NF-kappa-B/RelA	0.054	0.096	0.25	1	-0.24	1	2
Calcineurin	-0.026	0.21	0.31	1	-0.56	17	18
PI3K	-0.1	0.2	-10000	0	-0.55	22	22
B-cell antigen/BCR complex/Btk/LYN/SYK/BLNK/PLCgamma2	-0.077	0.29	0.38	1	-0.64	24	25
SOS1	0.036	0.007	-10000	0	-10000	0	0
Bam32/HPK1	-0.15	0.38	-10000	0	-0.84	33	33
DAPP1	-0.2	0.44	-10000	0	-0.99	33	33
cytokine secretion	-0.11	0.24	0.28	1	-0.56	27	28
mol:DAG	-0.073	0.27	0.34	1	-0.66	21	22
PLCG2	0.014	0.1	-10000	0	-0.5	6	6
MAP2K1	-0.051	0.18	0.25	1	-0.53	16	17
B-cell antigen/BCR complex/FcgammaRIIB	-0.05	0.23	-10000	0	-0.5	28	28
mol:PI-3-4-5-P3	-0.033	0.16	0.23	9	-0.36	19	28
ETS1	-0.049	0.2	0.32	2	-0.51	19	21
B-cell antigen/BCR complex/LYN/SYK/BLNK	-0.016	0.21	-10000	0	-0.42	28	28
B-cell antigen/BCR complex/LYN	-0.11	0.33	-10000	0	-0.76	25	25
MALT1	0.031	0.046	-10000	0	-0.51	1	1
TRAF6	0.026	0.075	-10000	0	-0.5	3	3
RAC1	-0.15	0.31	-10000	0	-0.7	31	31
B-cell antigen/BCR complex/LYN/SYK	-0.06	0.3	0.4	2	-0.73	21	23
CARD11	-0.067	0.25	0.32	1	-0.61	21	22
FCGR2B	-0.018	0.16	-10000	0	-0.51	15	15
PPP3CA	0.032	0.044	-10000	0	-0.51	1	1
BCL10	0.032	0.045	-10000	0	-0.51	1	1
IKK complex	0.015	0.06	0.13	3	-0.13	3	6
PTPRC	-0.021	0.16	-10000	0	-0.51	15	15
PDPK1	-0.01	0.12	0.2	14	-0.26	15	29
PPP3CB	0.035	0.009	-10000	0	-10000	0	0
PPP3CC	0.029	0.045	-10000	0	-0.51	1	1
POU2F2	0.021	0.036	0.14	1	-10000	0	1

×

EGFR-dependent Endothelin signaling events

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	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
HRAS	0.028	0.063	-9999	-0.51	2	2
EGFR	-0.03	0.17	-9999	-0.51	17	17
EGF/EGFR	-0.076	0.18	-9999	-0.35	40	40
EGF/EGFR dimer/SHC/GRB2/SOS1	0.001	0.15	-9999	-0.33	22	22
mol:GTP	0	0	-9999	-10000	0	0
EDNRA	0.005	0.11	-9999	-0.51	6	6
response to oxidative stress	0	0	-9999	-10000	0	0
EGF	-0.032	0.15	-9999	-0.51	13	13
EGF/EGFR dimer/SHC	-0.026	0.16	-9999	-0.37	23	23
mol:GDP	-0.003	0.15	-9999	-0.32	22	22
mol:Ca2+	0	0	-9999	-10000	0	0
EDN1	-0.042	0.18	-9999	-0.51	19	19
GRB2/SOS1	0.051	0.014	-9999	-10000	0	0
HRAS/GTP	-0.019	0.14	-9999	-0.31	23	23
SHC1	0.035	0.01	-9999	-10000	0	0
HRAS/GDP	-0.007	0.15	-9999	-0.32	23	23
FRAP1	-0.043	0.13	-9999	-0.31	22	22
EGF/EGFR dimer	-0.05	0.18	-9999	-0.42	25	25
SOS1	0.036	0.007	-9999	-10000	0	0
GRB2	0.036	0.007	-9999	-10000	0	0
ETA receptor/Endothelin-1	-0.033	0.16	-9999	-0.4	23	23

×

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

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
MAP4K1	-0.07	0.16	-10000	0	-0.41	18	18
CRKL	-0.069	0.16	-10000	0	-0.41	21	21
HRAS	-0.042	0.16	-10000	0	-0.41	14	14
mol:PIP3	-0.031	0.17	-10000	0	-0.44	14	14
SPRED1	0.027	0.063	-10000	0	-0.51	2	2
SPRED2	0.03	0.046	-10000	0	-0.51	1	1
GAB1	-0.071	0.17	-10000	0	-0.43	23	23
FOXO3	-0.062	0.17	-10000	0	-0.43	17	17
AKT1	-0.067	0.18	-10000	0	-0.46	17	17
BAD	-0.064	0.17	-10000	0	-0.47	12	12
megakaryocyte differentiation	-0.075	0.17	-10000	0	-0.42	22	22
GSK3B	-0.032	0.18	0.38	1	-0.47	11	12
RAF1	-0.027	0.14	0.26	1	-0.38	8	9
SHC1	0.035	0.01	-10000	0	-10000	0	0
STAT3	-0.069	0.17	0.29	1	-0.43	22	23
STAT1	-0.17	0.39	-10000	0	-1.1	18	18
HRAS/SPRED1	-0.02	0.14	-10000	0	-0.4	8	8
cell proliferation	-0.068	0.17	-10000	0	-0.43	22	22
PIK3CA	0.009	0.062	-10000	0	-0.51	2	2
TEC	0.033	0.018	-10000	0	-10000	0	0
RPS6KB1	-0.064	0.18	-10000	0	-0.45	19	19
HRAS/SPRED2	-0.018	0.14	-10000	0	-0.39	7	7
LYN/TEC/p62DOK	-0.03	0.18	-10000	0	-0.45	17	17
MAPK3	-0.016	0.1	0.23	1	-0.31	4	5
STAP1	-0.07	0.17	-10000	0	-0.43	23	23
GRAP2	0.035	0.009	-10000	0	-10000	0	0
JAK2	-0.14	0.32	-10000	0	-0.88	19	19
STAT1 (dimer)	-0.16	0.38	-10000	0	-1.1	18	18
mol:Gleevec	0.002	0.006	-10000	0	-10000	0	0
GRB2/SOCS1/VAV1	-0.046	0.2	-10000	0	-0.46	20	20
actin filament polymerization	-0.069	0.17	-10000	0	-0.42	23	23
LYN	0.032	0.044	-10000	0	-0.51	1	1
STAP1/STAT5A (dimer)	-0.1	0.24	-10000	0	-0.63	21	21
PIK3R1	0.01	0.091	-10000	0	-0.51	4	4
CBL/CRKL/GRB2	-0.042	0.17	-10000	0	-0.4	17	17
PI3K	-0.053	0.16	-10000	0	-0.58	7	7
PTEN	0.03	0.045	-10000	0	-0.5	1	1
SCF/KIT/EPO/EPOR	-0.17	0.45	-10000	0	-1.3	19	19
MAPK8	-0.069	0.17	-10000	0	-0.43	22	22
STAT3 (dimer)	-0.068	0.17	0.29	1	-0.42	22	23
positive regulation of transcription	-0.01	0.089	0.22	1	-0.25	4	5
mol:GDP	-0.041	0.16	-10000	0	-0.42	16	16
PIK3C2B	-0.071	0.18	-10000	0	-0.45	22	22
CBL/CRKL	-0.06	0.16	-10000	0	-0.41	18	18
FER	-0.073	0.18	-10000	0	-0.44	23	23
SH2B3	-0.07	0.17	-10000	0	-0.43	23	23
PDPK1	-0.029	0.16	-10000	0	-0.42	14	14
SNAI2	-0.1	0.19	-10000	0	-0.42	31	31
positive regulation of cell proliferation	-0.12	0.29	-10000	0	-0.79	19	19
KITLG	-0.021	0.16	-10000	0	-0.52	13	13
cell motility	-0.12	0.29	-10000	0	-0.79	19	19
PTPN6	0.033	0.045	-10000	0	-0.5	1	1
EPOR	-0.045	0.21	-10000	0	-0.84	6	6
STAT5A (dimer)	-0.1	0.25	-10000	0	-0.64	21	21
SOCS1	0.03	0.048	-10000	0	-0.51	1	1
cell migration	0.072	0.17	0.42	23	-10000	0	23
SOS1	0.036	0.007	-10000	0	-10000	0	0
EPO	0.024	0.03	-10000	0	-10000	0	0
VAV1	0.013	0.1	-10000	0	-0.51	6	6
GRB10	-0.086	0.19	-10000	0	-0.45	24	24
PTPN11	0.035	0.045	-10000	0	-0.5	1	1
SCF/KIT	-0.072	0.18	-10000	0	-0.45	23	23
GO:0007205	0.003	0.009	-10000	0	-10000	0	0
MAP2K1	-0.022	0.11	0.24	1	-0.33	5	6
CBL	0.036	0.006	-10000	0	-10000	0	0
KIT	-0.16	0.45	-10000	0	-1.2	21	21
MAP2K2	-0.02	0.11	0.24	1	-0.32	6	7
SHC/Grb2/SOS1	-0.033	0.18	-10000	0	-0.44	18	18
STAT5A	-0.1	0.26	-10000	0	-0.66	21	21
GRB2	0.036	0.007	-10000	0	-10000	0	0
response to radiation	-0.099	0.19	-10000	0	-0.41	31	31
SHC/GRAP2	0.049	0.018	-10000	0	-10000	0	0
PTPRO	-0.077	0.17	-10000	0	-0.43	22	22
SH2B2	-0.07	0.17	-10000	0	-0.43	23	23
DOK1	0.036	0.007	-10000	0	-10000	0	0
MATK	-0.073	0.17	-10000	0	-0.43	23	23
CREBBP	0.015	0.063	-10000	0	-0.18	1	1
BCL2	-0.11	0.37	-10000	0	-1.2	13	13

×

IL12-mediated signaling events

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
IL12/IL12R/TYK2/JAK2/SOCS1	0.001	0.15	-10000	0	-0.56	6	6
TBX21	-0.21	0.55	-10000	0	-1.4	25	25
B2M	0.013	0.11	-10000	0	-0.5	6	6
TYK2	0.024	0.039	-10000	0	-10000	0	0
IL12RB1	0.026	0.036	-10000	0	-10000	0	0
GADD45B	-0.14	0.42	-10000	0	-1.1	21	21
IL12RB2	-0.052	0.18	-10000	0	-0.52	18	18
GADD45G	-0.13	0.41	-10000	0	-1.1	19	19
natural killer cell activation	0.001	0.019	0.04	1	-0.04	17	18
RELB	0.024	0.076	-10000	0	-0.51	3	3
RELA	0.037	0	-10000	0	-10000	0	0
IL18	-0.009	0.15	-10000	0	-0.51	12	12
IL2RA	-0.004	0.14	-10000	0	-0.51	11	11
IFNG	-0.1	0.21	-10000	0	-0.51	32	32
STAT3 (dimer)	-0.096	0.36	-10000	0	-0.87	23	23
HLA-DRB5	-0.003	0.13	-10000	0	-0.51	9	9
FASLG	-0.17	0.51	-10000	0	-1.5	19	19
NF kappa B2 p52/RelB	-0.13	0.46	-10000	0	-1.1	24	24
CD4	0.027	0.023	-10000	0	-10000	0	0
SOCS1	0.03	0.048	-10000	0	-0.51	1	1
EntrezGene:6955	-0.002	0.011	-10000	0	-0.03	17	17
CD3D	-0.012	0.14	-10000	0	-0.51	11	11
CD3E	0.03	0.024	-10000	0	-10000	0	0
CD3G	-0.061	0.2	-10000	0	-0.51	25	25
IL12Rbeta2/JAK2	-0.026	0.14	-10000	0	-0.4	17	17
CCL3	-0.15	0.45	-10000	0	-1.2	20	20
CCL4	-0.15	0.45	-10000	0	-1.2	20	20
HLA-A	0.023	0.078	-10000	0	-0.51	3	3
IL18/IL18R	-0.027	0.2	-10000	0	-0.38	32	32
NOS2	-0.14	0.43	-10000	0	-1.1	23	23
IL12/IL12R/TYK2/JAK2/SPHK2	0.003	0.14	-10000	0	-0.5	6	6
IL1R1	-0.17	0.49	-10000	0	-1.3	23	23
IL4	0.031	0.027	-10000	0	-10000	0	0
JAK2	0.023	0.037	-10000	0	-10000	0	0
EntrezGene:6957	-0.002	0.011	-10000	0	-0.029	16	16
TCR/CD3/MHC I/CD8	-0.087	0.29	-10000	0	-0.81	17	17
RAB7A	-0.096	0.32	-10000	0	-0.81	21	21
lysosomal transport	-0.088	0.31	-10000	0	-0.76	21	21
FOS	-0.2	0.49	-10000	0	-1.2	29	29
STAT4 (dimer)	-0.13	0.41	-10000	0	-1	23	23
STAT5A (dimer)	-0.18	0.46	-10000	0	-1.1	25	25
GZMA	-0.14	0.43	-10000	0	-1.1	23	23
GZMB	-0.15	0.47	-10000	0	-1.3	18	18
HLX	0	0	-10000	0	-10000	0	0
LCK	-0.18	0.52	-10000	0	-1.2	25	25
TCR/CD3/MHC II/CD4	-0.091	0.27	-10000	0	-0.68	20	20
IL2/IL2R	0.038	0.13	-10000	0	-0.35	12	12
MAPK14	-0.13	0.42	-10000	0	-1.1	21	21
CCR5	-0.13	0.4	-10000	0	-0.93	25	25
IL1B	-0.079	0.21	-10000	0	-0.52	28	28
STAT6	-0.02	0.16	-10000	0	-0.57	5	5
STAT4	0.016	0.098	-10000	0	-0.51	5	5
STAT3	0.035	0.008	-10000	0	-10000	0	0
STAT1	0.01	0.11	-10000	0	-0.51	7	7
NFKB1	0.035	0.008	-10000	0	-10000	0	0
NFKB2	0.035	0.013	-10000	0	-10000	0	0
IL12B	0.014	0.082	-10000	0	-0.5	3	3
CD8A	0	0.007	-10000	0	-0.037	5	5
CD8B	0	0.008	-10000	0	-0.043	5	5
T-helper 1 cell differentiation	0	0	-10000	0	-10000	0	0
natural killer cell mediated cytotoxicity	-0.001	0.15	0.56	6	-10000	0	6
IL2RB	0.019	0.088	-10000	0	-0.51	4	4
proteasomal ubiquitin-dependent protein catabolic process	-0.1	0.36	-10000	0	-0.88	23	23
IL2RG	0.024	0.067	-10000	0	-0.51	2	2
IL12	0.01	0.076	-10000	0	-0.36	4	4
STAT5A	0.035	0.014	-10000	0	-10000	0	0
CD247	-0.002	0.01	-10000	0	-0.028	16	16
IL2	0.035	0.008	-10000	0	-10000	0	0
SPHK2	0.036	0.012	-10000	0	-10000	0	0
FRAP1	0.036	0.007	-10000	0	-10000	0	0
IL12A	0.007	0.069	-10000	0	-0.52	2	2
IL12/IL12R/TYK2/JAK2	-0.2	0.61	-10000	0	-1.5	23	23
MAP2K3	-0.15	0.44	-10000	0	-1.1	22	22
RIPK2	0.029	0.047	-10000	0	-0.51	1	1
MAP2K6	-0.14	0.43	-10000	0	-1.1	20	20
regulation of dendritic cell antigen processing and presentation	0	0	-10000	0	-10000	0	0
HLA-DRA	-0.005	0.13	-10000	0	-0.51	10	10
IL18RAP	-0.04	0.18	-10000	0	-0.51	20	20
IL12Rbeta1/TYK2	0.038	0.05	-10000	0	-10000	0	0
EOMES	-0.08	0.29	-10000	0	-0.99	11	11
STAT1 (dimer)	-0.17	0.4	-10000	0	-0.94	27	27
T cell proliferation	-0.071	0.28	-10000	0	-0.7	21	21
T-helper 1 cell lineage commitment	0	0	-10000	0	-10000	0	0
IL18R1	0.009	0.12	-10000	0	-0.51	7	7
CD8-positive alpha-beta T cell lineage commitment	0	0	-10000	0	-10000	0	0
NF kappa B1 p50/RelA	-0.086	0.32	-10000	0	-0.77	22	22
ATF2	-0.12	0.38	-10000	0	-0.96	21	21

×

Nectin adhesion pathway

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
PDGFRB	0.034	0.014	-10000	0	-10000	0	0
alphaV beta3 Integrin	0.033	0.08	-10000	0	-0.37	5	5
PTK2	-0.062	0.2	-10000	0	-0.43	27	27
positive regulation of JNK cascade	-0.034	0.15	-10000	0	-0.32	20	20
CDC42/GDP	-0.041	0.21	-10000	0	-0.44	24	24
Rac1/GDP	-0.04	0.2	-10000	0	-0.44	23	23
RAP1B	0.036	0.008	-10000	0	-10000	0	0
RAP1A	0.028	0.062	-10000	0	-0.51	2	2
CTNNB1	0.031	0.019	-10000	0	-10000	0	0
CDC42/GTP	-0.037	0.18	-10000	0	-0.4	20	20
nectin-3/I-afadin	-0.041	0.15	-10000	0	-0.37	26	26
RAPGEF1	-0.061	0.21	-10000	0	-0.46	25	25
mol:GTP	0	0	-10000	0	-10000	0	0
CRK	-0.073	0.23	-10000	0	-0.51	28	28
PDGFB-D/PDGFRB	0.034	0.014	-10000	0	-10000	0	0
TLN1	-0.016	0.087	-10000	0	-0.4	3	3
Rap1/GTP	-0.041	0.16	-10000	0	-0.35	21	21
IQGAP1	0.036	0.006	-10000	0	-10000	0	0
Rap1/GTP/I-afadin	0.057	0.047	-10000	0	-0.29	2	2
nectin-3(dimer)/I-afadin/I-afadin/nectin-3(dimer)/I-afadin/I-afadin	-0.041	0.15	-10000	0	-0.37	26	26
PVR	0.028	0.062	-10000	0	-0.51	2	2
Necl-5(dimer)	0.028	0.062	-10000	0	-0.5	2	2
mol:GDP	-0.071	0.24	-10000	0	-0.53	26	26
MLLT4	0.035	0.008	-10000	0	-10000	0	0
PIK3CA	0.009	0.062	-10000	0	-0.51	2	2
PI3K	-0.008	0.11	-10000	0	-0.3	13	13
nectin-1(dimer)/I-afadin/I-afadin/nectin-1(dimer)/I-afadin/I-afadin	0.018	0.11	-10000	0	-0.37	12	12
positive regulation of lamellipodium assembly	-0.044	0.17	-10000	0	-0.35	24	24
PVRL1	-0.006	0.14	-10000	0	-0.51	12	12
PVRL3	-0.075	0.2	-10000	0	-0.51	27	27
PVRL2	0.031	0.046	-10000	0	-0.51	1	1
PIK3R1	0.01	0.091	-10000	0	-0.51	4	4
CDH1	0.013	0.11	-10000	0	-0.51	6	6
CLDN1	-0.065	0.18	-10000	0	-0.51	22	22
JAM-A/CLDN1	-0.058	0.17	-10000	0	-0.38	27	27
SRC	-0.086	0.25	-10000	0	-0.56	29	29
ITGB3	0.028	0.051	-10000	0	-0.51	1	1
nectin-1(dimer)/I-afadin/I-afadin	0.018	0.11	-10000	0	-0.37	12	12
FARP2	-0.062	0.23	-10000	0	-0.59	10	10
RAC1	0.036	0.007	-10000	0	-10000	0	0
CTNNA1	0.035	0.009	-10000	0	-10000	0	0
nectin-3(dimer)/I-afadin/I-afadin/Necl-5(dimer)	-0.023	0.15	-10000	0	-0.33	26	26
nectin-1/I-afadin	0.018	0.11	-10000	0	-0.37	12	12
nectin-2/I-afadin	0.047	0.039	-10000	0	-0.37	1	1
RAC1/GTP/IQGAP1/filamentous actin	0.047	0.012	-10000	0	-10000	0	0
nectin-1(dimer)/I-afadin/I-afadin/nectin-3(dimer/I-afadin/I-afadin	-0.048	0.17	-10000	0	-0.34	36	36
CDC42/GTP/IQGAP1/filamentous actin	0.048	0.012	-10000	0	-10000	0	0
F11R	0.017	0.096	-10000	0	-0.51	5	5
positive regulation of filopodium formation	-0.034	0.15	-10000	0	-0.32	20	20
alphaV/beta3 Integrin/Talin	0.02	0.13	0.31	4	-0.37	6	10
nectin-2(dimer)/I-afadin/I-afadin/nectin-2(dimer/I-afadin/I-afadin	0.047	0.039	-10000	0	-0.37	1	1
nectin-2(dimer)/I-afadin/I-afadin	0.047	0.039	-10000	0	-0.37	1	1
PIP5K1C	-0.031	0.091	-10000	0	-0.22	21	21
VAV2	-0.088	0.27	-10000	0	-0.58	25	25
RAP1/GDP	-0.038	0.2	-10000	0	-0.42	22	22
ITGAV	0.017	0.097	-10000	0	-0.51	5	5
nectin-3(dimer)/I-afadin/I-afadin/nectin-2(dimer)/I-afadin/I-afadin	-0.022	0.14	-10000	0	-0.32	26	26
nectin-3(dimer)/I-afadin/I-afadin	-0.041	0.15	-10000	0	-0.37	26	26
Rac1/GTP	-0.052	0.2	-10000	0	-0.44	24	24
PTPRM	-0.027	0.097	-10000	0	-0.23	23	23
E-cadherin/beta catenin/alpha catenin	0.044	0.13	-10000	0	-0.28	18	18
adherens junction assembly	0	0	-10000	0	-10000	0	0
CDC42	0.036	0.007	-10000	0	-10000	0	0

×

TCGA08_p53

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
CDKN2A	-0.033	0.1	-10000	0	-0.37	13	13
TP53	-0.033	0.09	0.19	1	-0.25	17	18
Senescence	-0.039	0.092	0.19	1	-0.25	19	20
Apoptosis	-0.039	0.092	0.19	1	-0.25	19	20
Activated_Oncogenes	0	0	-10000	0	-10000	0	0
MDM2	0.025	0.095	0.26	16	-0.37	1	17
MDM4	0.037	0.005	-10000	0	-10000	0	0

×

TCR signaling in naïve CD8+ T cells

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
GRB2/SOS1/SHC	-0.003	0.18	0.29	3	-0.46	16	19
FYN	-0.046	0.24	0.29	3	-0.64	18	21
LAT/GRAP2/SLP76	-0.029	0.21	0.25	1	-0.52	19	20
IKBKB	0.032	0.013	-10000	0	-10000	0	0
AKT1	-0.034	0.17	0.21	5	-0.39	24	29
B2M	0.013	0.11	-10000	0	-0.51	6	6
IKBKG	-0.006	0.059	0.11	3	-0.14	14	17
MAP3K8	-0.009	0.15	-10000	0	-0.51	12	12
mol:Ca2+	-0.015	0.016	-10000	0	-0.057	9	9
integrin-mediated signaling pathway	0.038	0.052	-10000	0	-0.31	3	3
LAT/GRAP2/SLP76/VAV1/PI3K Class IA	-0.057	0.24	0.26	2	-0.57	23	25
TRPV6	-0.002	0.097	1.2	1	-10000	0	1
CD28	-0.005	0.14	-10000	0	-0.51	11	11
SHC1	-0.041	0.21	0.26	1	-0.54	19	20
receptor internalization	-0.064	0.23	-10000	0	-0.5	28	28
PRF1	-0.1	0.35	-10000	0	-1	16	16
KRAS	0.02	0.086	-10000	0	-0.51	4	4
GRB2	0.036	0.007	-10000	0	-10000	0	0
COT/AKT1	-0.026	0.17	0.21	4	-0.37	23	27
LAT	-0.051	0.22	0.26	1	-0.56	19	20
EntrezGene:6955	0	0.005	-10000	0	-0.016	9	9
CD3D	-0.007	0.14	-10000	0	-0.51	11	11
CD3E	0.034	0.015	-10000	0	-10000	0	0
CD3G	-0.056	0.2	-10000	0	-0.51	25	25
RASGRP2	0.006	0.025	-10000	0	-0.19	1	1
RASGRP1	-0.03	0.17	0.23	2	-0.4	20	22
HLA-A	0.022	0.078	-10000	0	-0.52	3	3
RASSF5	0.031	0.046	-10000	0	-0.51	1	1
RAP1A/GTP/RAPL	0.038	0.052	-10000	0	-0.31	3	3
mol:GTP	0	0	-10000	0	-10000	0	0
mol:GDP	0.019	0.061	0.17	4	-0.12	6	10
PDK1/CARD11/BCL10/MALT1/TRAF6	-0.032	0.081	-10000	0	-0.22	18	18
PRKCA	-0.013	0.11	0.18	5	-0.26	17	22
GRAP2	0.035	0.009	-10000	0	-10000	0	0
mol:IP3	-0.041	0.15	-10000	0	-0.39	20	20
EntrezGene:6957	0	0.006	0.01	1	-0.018	9	10
TCR/CD3/MHC I/CD8	-0.06	0.21	-10000	0	-0.56	18	18
ORAI1	-0.007	0.09	-10000	0	-0.97	1	1
CSK	-0.045	0.22	0.37	1	-0.55	19	20
B7 family/CD28	-0.051	0.26	-10000	0	-0.66	19	19
CHUK	0.032	0.044	-10000	0	-0.51	1	1
TCR/CD3/MHC I/CD8/LCK/ZAP-70	-0.07	0.24	0.27	1	-0.58	22	23
PTPN6	-0.046	0.22	0.24	2	-0.53	21	23
VAV1	-0.058	0.23	0.26	1	-0.57	21	22
Monovalent TCR/CD3	-0.053	0.18	-10000	0	-0.4	27	27
CBL	0.036	0.006	-10000	0	-10000	0	0
LCK	-0.05	0.25	0.27	3	-0.65	18	21
PAG1	-0.044	0.23	0.31	2	-0.58	19	21
RAP1A	0.028	0.062	-10000	0	-0.51	2	2
TCR/CD3/MHC I/CD8/LCK	-0.072	0.24	0.24	2	-0.58	23	25
CD80	0.025	0.027	-10000	0	-10000	0	0
CD86	-0.003	0.13	-10000	0	-0.51	9	9
PDK1/CARD11/BCL10/MALT1	-0.025	0.098	-10000	0	-0.26	17	17
HRAS	0.028	0.063	-10000	0	-0.51	2	2
GO:0035030	-0.065	0.2	-10000	0	-0.5	22	22
CD8A	0	0.005	0.01	1	-0.017	9	10
CD8B	-0.001	0.006	0.01	1	-0.019	10	11
PTPRC	-0.021	0.16	-10000	0	-0.51	15	15
PDK1/PKC theta	-0.049	0.2	0.26	1	-0.48	23	24
CSK/PAG1	-0.04	0.22	0.36	2	-0.56	18	20
SOS1	0.036	0.007	-10000	0	-10000	0	0
peptide-MHC class I	0.025	0.12	-10000	0	-0.48	7	7
GRAP2/SLP76	-0.033	0.24	0.27	1	-0.59	20	21
STIM1	-0.012	0.059	-10000	0	-0.5	2	2
RAS family/GTP	0.01	0.087	0.18	5	-0.17	15	20
TCR/CD3/MHC I/CD8/LCK/ZAP-70/CBL/ubiquitin	-0.067	0.24	-10000	0	-0.53	27	27
mol:DAG	-0.051	0.13	-10000	0	-0.34	21	21
RAP1A/GDP	0.012	0.033	0.09	3	-0.12	2	5
PLCG1	0.035	0.009	-10000	0	-10000	0	0
CD247	0	0.005	-10000	0	-0.016	9	9
cytotoxic T cell degranulation	-0.094	0.32	-10000	0	-0.96	16	16
RAP1A/GTP	0.002	0.014	-10000	0	-0.084	3	3
mol:PI-3-4-5-P3	-0.042	0.2	0.22	5	-0.47	23	28
LAT/GRAP2/SLP76/VAV1/PLCgamma1	-0.04	0.2	-10000	0	-0.5	20	20
NRAS	0.028	0.049	-10000	0	-0.51	1	1
ZAP70	0.034	0.019	-10000	0	-10000	0	0
GRB2/SOS1	0.051	0.014	-10000	0	-10000	0	0
LAT/GRAP2/SLP76/VAV1	-0.04	0.2	-10000	0	-0.5	21	21
MALT1	0.031	0.046	-10000	0	-0.51	1	1
TRAF6	0.026	0.075	-10000	0	-0.51	3	3
CD8 heterodimer	0	0.008	0.017	2	-0.024	10	12
CARD11	0.022	0.04	-10000	0	-10000	0	0
PRKCB	-0.04	0.087	-10000	0	-0.24	21	21
PRKCE	-0.014	0.1	0.17	4	-0.26	14	18
PRKCQ	-0.056	0.23	0.25	2	-0.56	22	24
LCP2	-0.009	0.14	-10000	0	-0.51	12	12
BCL10	0.032	0.045	-10000	0	-0.51	1	1
regulation of survival gene product expression	-0.025	0.15	0.2	5	-0.33	24	29
IKK complex	0.011	0.058	0.14	10	-0.11	4	14
RAS family/GDP	-0.003	0.016	-10000	0	-0.057	7	7
MAP3K14	-0.022	0.13	0.17	4	-0.29	21	25
PDPK1	-0.031	0.16	0.21	3	-0.38	23	26
TCR/CD3/MHC I/CD8/Fyn	-0.059	0.24	-10000	0	-0.65	17	17

×

Calcium signaling in the CD4+ TCR pathway

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	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
NFATC1	-0.026	0.086	-9999	-0.33	9	9
NFATC2	-0.006	0.037	-9999	-10000	0	0
NFATC3	-0.007	0.04	-9999	-10000	0	0
CD40LG	-0.14	0.26	-9999	-0.56	34	34
PTGS2	-0.18	0.3	-9999	-0.63	38	38
JUNB	0.015	0.09	-9999	-0.51	4	4
CaM/Ca2+/Calcineurin A alpha-beta B1	0.006	0.034	-9999	-0.11	1	1
CaM/Ca2+	0.006	0.033	-9999	-0.11	1	1
CALM1	0.022	0.029	-9999	-10000	0	0
JUN	-0.007	0.12	-9999	-0.47	8	8
mol:Ca2+	-0.008	0.013	-9999	-10000	0	0
Calcineurin A alpha-beta B1/FKBP12/FK506	0.018	0.015	-9999	-10000	0	0
FOSL1	0.029	0.033	-9999	-10000	0	0
CREM	0.035	0.008	-9999	-10000	0	0
Jun/NFAT1-c-4/p21SNFT	-0.067	0.16	-9999	-0.39	17	17
FOS	-0.041	0.16	-9999	-0.49	15	15
IFNG	-0.2	0.31	-9999	-0.62	46	46
AP-1/NFAT1-c-4	-0.15	0.35	-9999	-0.66	36	36
FASLG	-0.16	0.29	-9999	-0.64	31	31
NFAT1-c-4/ICER1	-0.033	0.11	-9999	-0.41	4	4
IL2RA	-0.16	0.29	-9999	-0.61	34	34
FKBP12/FK506	0.027	0.005	-9999	-10000	0	0
CSF2	-0.16	0.29	-9999	-0.6	37	37
JunB/Fra1/NFAT1-c-4	-0.018	0.13	-9999	-0.39	7	7
IL4	-0.14	0.26	-9999	-0.56	33	33
IL2	-0.02	0.22	-9999	-0.96	8	8
IL3	-0.021	0.2	-9999	-0.76	9	9
FKBP1A	0.036	0.007	-9999	-10000	0	0
BATF3	0	0	-9999	-10000	0	0
mol:FK506	0	0	-9999	-10000	0	0
POU2F1	0.041	0.011	-9999	-10000	0	0

×

Glypican 1 network

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
GPC1/FGF2 dimer/FGFR1 dimer	0.002	0.12	-10000	0	-0.35	14	14
fibroblast growth factor receptor signaling pathway	0.001	0.12	-10000	0	-0.35	14	14
LAMA1	0.026	0.035	-10000	0	-10000	0	0
PRNP	0.021	0.087	-10000	0	-0.51	4	4
GPC1/SLIT2	-0.043	0.17	-10000	0	-0.4	26	26
SMAD2	-0.018	0.095	-10000	0	-0.29	16	16
GPC1/PrPc/Cu2+	-0.003	0.12	-10000	0	-0.33	18	18
GPC1/Laminin alpha1	-0.003	0.13	-10000	0	-0.37	15	15
TDGF1	0.031	0.019	-10000	0	-10000	0	0
CRIPTO/GPC1	0.001	0.13	-10000	0	-0.37	15	15
APP/GPC1	-0.014	0.15	-10000	0	-0.38	20	20
mol:NO	0	0	-10000	0	-10000	0	0
YES1	-0.02	0.1	-10000	0	-0.32	16	16
FLT1	0.006	0.12	-10000	0	-0.51	8	8
GPC1/TGFB/TGFBR1/TGFBR2	0.018	0.12	-10000	0	-0.32	16	16
SERPINC1	0.033	0.02	-10000	0	-10000	0	0
FYN	-0.021	0.11	-10000	0	-0.32	17	17
FGR	-0.017	0.1	-10000	0	-0.32	15	15
positive regulation of MAPKKK cascade	-0.041	0.16	0.28	1	-0.36	22	23
SLIT2	-0.024	0.16	-10000	0	-0.51	15	15
GPC1/NRG	-0.029	0.18	-10000	0	-0.48	19	19
NRG1	-0.012	0.14	-10000	0	-0.51	11	11
GPC1/VEGF165 homodimer/VEGFR1 homodimer	-0.01	0.13	-10000	0	-0.31	22	22
LYN	-0.013	0.094	-10000	0	-0.32	13	13
mol:Spermine	-0.03	0.11	-10000	0	-0.36	15	15
cell growth	0.001	0.12	-10000	0	-0.35	14	14
BMP signaling pathway	0.023	0.16	0.5	15	-10000	0	15
SRC	-0.016	0.097	-10000	0	-0.32	14	14
TGFBR1	0.036	0.006	-10000	0	-10000	0	0
mol:Cu2+	0	0	-10000	0	-10000	0	0
PLA2G2A	0.002	0.12	-10000	0	-0.51	7	7
GPC1	-0.023	0.16	-10000	0	-0.51	15	15
TGFBR1 (dimer)	0.036	0.006	-10000	0	-10000	0	0
VEGFA	0	0	-10000	0	-10000	0	0
BLK	-0.028	0.11	-10000	0	-0.32	17	17
HCK	-0.029	0.11	-10000	0	-0.32	20	20
FGF2	0.019	0.079	-10000	0	-0.51	3	3
FGFR1	0.021	0.063	-10000	0	-0.51	2	2
VEGFR1 homodimer	0.006	0.12	-10000	0	-0.5	8	8
TGFBR2	0.028	0.048	-10000	0	-0.51	1	1
cell death	-0.014	0.15	-10000	0	-0.38	20	20
ATIII/GPC1	0.003	0.13	-10000	0	-0.37	15	15
PLA2G2A/GPC1	-0.02	0.16	-10000	0	-0.4	20	20
LCK	-0.039	0.12	-10000	0	-0.32	25	25
neuron differentiation	-0.029	0.18	-10000	0	-0.48	19	19
PrPc/Cu2+	0.016	0.063	-10000	0	-0.36	4	4
APP	0.012	0.11	-10000	0	-0.51	6	6
TGFBR2 (dimer)	0.028	0.048	-10000	0	-0.5	1	1

×

IL1-mediated signaling events

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
UBC13/UEV1A	0.027	0.002	-10000	0	-10000	0	0
PRKCZ	0	0	-10000	0	-10000	0	0
MAP3K7IP2	0.035	0.009	-10000	0	-10000	0	0
ERC1	0	0	-10000	0	-10000	0	0
IL1 beta fragment/IL1R1/IL1RAP/MYD88/IRAK4	-0.075	0.2	-10000	0	-0.53	19	19
IRAK/TOLLIP	0.043	0.014	-10000	0	-10000	0	0
IKBKB	0.032	0.013	-10000	0	-10000	0	0
IKBKG	0.036	0.011	-10000	0	-10000	0	0
IL1 alpha/IL1R2	-0.14	0.22	-10000	0	-0.44	51	51
IL1A	-0.15	0.23	-10000	0	-0.51	45	45
IL1B	-0.07	0.18	-10000	0	-0.42	29	29
IRAK/TRAF6/p62/Atypical PKCs	0.016	0.07	-10000	0	-0.25	7	7
IL1R2	-0.042	0.17	-10000	0	-0.51	18	18
IL1R1	-0.001	0.13	-10000	0	-0.51	10	10
IL1 beta fragment/IL1R1/IL1RAP/MYD88/IRAK4/IRAK/TOLLIP	-0.02	0.18	0.28	4	-0.49	13	17
TOLLIP	0.036	0.007	-10000	0	-10000	0	0
TICAM2	0	0	-10000	0	-10000	0	0
MAP3K3	0.035	0.013	-10000	0	-10000	0	0
TAK1/TAB1/TAB2	0.064	0.028	-10000	0	-10000	0	0
IKK complex/ELKS	0.054	0.064	-10000	0	-10000	0	0
JUN	-0.024	0.084	-10000	0	-0.28	6	6
MAP3K7	0.035	0.013	-10000	0	-10000	0	0
IL1 beta fragment/IL1R1/IL1RAP/PI3K	-0.048	0.2	-10000	0	-0.51	18	18
IL1 alpha/IL1R1/IL1RAP/MYD88	-0.088	0.19	-10000	0	-0.44	27	27
PIK3R1	0.01	0.091	-10000	0	-0.51	4	4
IL1 alpha/IL1R1/IL1RAP/MYD88/IRAK4	-0.084	0.18	-10000	0	-0.42	28	28
IL1 beta fragment/IL1R1/IL1RAP	-0.065	0.2	-10000	0	-0.5	20	20
NFKB1	0.035	0.008	-10000	0	-10000	0	0
MAPK8	-0.009	0.074	-10000	0	-10000	0	0
IRAK1	0.02	0.002	-10000	0	-10000	0	0
IL1RN/IL1R1	-0.045	0.18	-10000	0	-0.41	28	28
IRAK4	0.025	0.075	-10000	0	-0.51	3	3
PRKCI	-0.005	0.1	-10000	0	-0.51	6	6
TRAF6	0.026	0.075	-10000	0	-0.51	3	3
PI3K	0.005	0.071	-10000	0	-0.37	4	4
IL1 beta fragment/IL1R1/IL1RAP/MYD88/IRAK4/TOLLIP	-0.063	0.22	-10000	0	-0.53	21	21
CHUK	0.032	0.044	-10000	0	-0.51	1	1
IL1 beta fragment/IL1R1/IL1RAP/MYD88s	-0.065	0.2	-10000	0	-0.5	20	20
IL1 beta/IL1R2	-0.084	0.2	-10000	0	-0.41	38	38
IRAK/TRAF6/TAK1/TAB1/TAB2	0.075	0.056	-10000	0	-0.26	2	2
NF kappa B1 p50/RelA	-0.047	0.18	-10000	0	-0.68	9	9
IRAK3	-0.024	0.16	-10000	0	-0.51	15	15
IL1 beta fragment/IL1R1/IL1RAP/TICAM2/IRAK4	-0.057	0.19	-10000	0	-0.46	22	22
IL1 alpha/IL1R1/IL1RAP/MYD88/IRAK4/TOLLIP	-0.091	0.2	-10000	0	-0.42	33	33
IL1 alpha/IL1R1/IL1RAP	-0.099	0.2	-10000	0	-0.48	27	27
RELA	0.037	0	-10000	0	-10000	0	0
MAP3K7IP1	0.035	0.009	-10000	0	-10000	0	0
SQSTM1	0.03	0.023	-10000	0	-10000	0	0
MYD88	0.033	0.012	-10000	0	-10000	0	0
IRAK/TRAF6/MEKK3	0.057	0.045	-10000	0	-0.27	2	2
IL1RAP	-0.034	0.15	-10000	0	-0.51	13	13
UBE2N	0.037	0.003	-10000	0	-10000	0	0
IRAK/TRAF6	-0.061	0.17	-10000	0	-0.47	17	17
CASP1	0.008	0.12	-10000	0	-0.51	8	8
IL1RN/IL1R2	-0.073	0.2	-10000	0	-0.43	33	33
IL1 beta fragment/IL1R1/IL1RAP/MYD88	-0.057	0.2	-10000	0	-0.48	20	20
TMEM189-UBE2V1	0	0	-10000	0	-10000	0	0
IL1 alpha/IL1R1/IL1RAP/MYD88/IRAK4/IRAK/TOLLIP	-0.073	0.21	-10000	0	-0.48	26	26
PIK3CA	0.009	0.062	-10000	0	-0.51	2	2
IL1RN	-0.058	0.19	-10000	0	-0.51	23	23
TRAF6/TAK1/TAB1/TAB2	0.071	0.054	-10000	0	-0.26	2	2
MAP2K6	-0.006	0.079	-10000	0	-0.26	7	7

×

HIF-2-alpha transcription factor network

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
MMP14	0.009	0.24	-10000	0	-1.1	6	6
oxygen homeostasis	0.002	0.011	-10000	0	-10000	0	0
TCEB2	0.036	0.006	-10000	0	-10000	0	0
TCEB1	0.035	0.01	-10000	0	-10000	0	0
VHL/Elongin B/Elongin C/HIF2A	-0.009	0.19	-10000	0	-0.42	17	17
EPO	-0.009	0.24	-10000	0	-0.57	13	13
FIH (dimer)	0.034	0.022	-10000	0	-10000	0	0
APEX1	0.033	0.027	-10000	0	-10000	0	0
SERPINE1	-0.057	0.3	-10000	0	-0.63	25	25
FLT1	-0.064	0.34	-10000	0	-1	16	16
ADORA2A	-0.04	0.25	-10000	0	-0.56	19	19
germ cell development	-0.025	0.26	-10000	0	-0.55	19	19
SLC11A2	-0.027	0.27	-10000	0	-0.57	20	20
BHLHE40	-0.035	0.26	-10000	0	-0.53	25	25
HIF1AN	0.034	0.022	-10000	0	-10000	0	0
HIF2A/ARNT/SIRT1	-0.001	0.22	-10000	0	-0.45	20	20
ETS1	0.03	0.075	-10000	0	-0.34	4	4
CITED2	0.046	0.053	-10000	0	-10000	0	0
KDR	-0.015	0.24	-10000	0	-0.91	9	9
PGK1	-0.031	0.28	-10000	0	-0.61	19	19
SIRT1	0.036	0.007	-10000	0	-10000	0	0
response to hypoxia	0	0	-10000	0	-10000	0	0
HIF2A/ARNT	-0.004	0.33	-10000	0	-0.66	21	21
EPAS1	-0.036	0.18	-10000	0	-0.42	21	21
SP1	0.035	0.064	-10000	0	-0.51	2	2
ABCG2	-0.043	0.27	-10000	0	-0.6	19	19
EFNA1	-0.031	0.27	-10000	0	-0.61	18	18
FXN	-0.038	0.25	-10000	0	-0.56	19	19
POU5F1	-0.028	0.26	-10000	0	-0.57	19	19
neuron apoptosis	0.003	0.32	0.63	21	-10000	0	21
EP300	0.01	0.11	-10000	0	-0.51	7	7
EGLN3	-0.068	0.2	-10000	0	-0.51	25	25
EGLN2	0.025	0.068	-10000	0	-0.52	2	2
EGLN1	0.027	0.067	-10000	0	-0.51	2	2
VHL/Elongin B/Elongin C	0.055	0.062	-10000	0	-0.32	3	3
VHL	0.021	0.077	-10000	0	-0.51	3	3
ARNT	0.033	0.028	-10000	0	-10000	0	0
SLC2A1	-0.068	0.3	-10000	0	-0.57	31	31
TWIST1	-0.073	0.3	-10000	0	-0.64	27	27
ELK1	0.044	0.006	-10000	0	-10000	0	0
HIF2A/ARNT/Cbp/p300	-0.009	0.23	-10000	0	-0.45	22	22
VEGFA	-0.035	0.26	-10000	0	-0.53	25	25
CREBBP	0.036	0.008	-10000	0	-10000	0	0

×

LPA receptor mediated events

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
GNB1/GNG2	0.017	0.088	-10000	0	-0.23	16	16
NF kappa B1 p50/RelA/I kappa B alpha	0	0.093	-10000	0	-0.31	6	6
AP1	-0.053	0.12	-10000	0	-0.26	33	33
mol:PIP3	-0.049	0.11	-10000	0	-0.27	26	26
AKT1	-0.007	0.12	0.26	1	-0.36	7	8
PTK2B	-0.045	0.1	-10000	0	-0.21	35	35
RHOA	-0.035	0.1	-10000	0	-0.31	15	15
PIK3CB	0.02	0.063	-10000	0	-0.5	2	2
mol:Ca2+	-0.025	0.071	-10000	0	-0.29	8	8
MAGI3	0.025	0.064	-10000	0	-0.51	2	2
RELA	0.037	0	-10000	0	-10000	0	0
apoptosis	-0.011	0.076	-10000	0	-0.23	16	16
HRAS/GDP	0.021	0.045	-10000	0	-0.36	2	2
positive regulation of microtubule depolymerization	-0.012	0.1	0.18	14	-0.24	6	20
NF kappa B1 p50/RelA	-0.043	0.097	-10000	0	-0.32	11	11
endothelial cell migration	-0.05	0.19	-10000	0	-0.58	17	17
ADCY4	-0.03	0.11	-10000	0	-0.3	15	15
ADCY5	-0.027	0.09	-10000	0	-0.27	13	13
ADCY6	-0.025	0.096	-10000	0	-0.27	14	14
ADCY7	-0.028	0.1	-10000	0	-0.3	15	15
ADCY1	-0.025	0.098	-10000	0	-0.28	15	15
ADCY2	-0.031	0.098	-10000	0	-0.29	13	13
ADCY3	-0.03	0.1	-10000	0	-0.28	16	16
ADCY8	-0.031	0.096	-10000	0	-0.28	15	15
ADCY9	-0.025	0.098	-10000	0	-0.28	15	15
GSK3B	-0.011	0.11	0.19	18	-0.24	11	29
arachidonic acid secretion	-0.034	0.1	-10000	0	-0.28	18	18
GNG2	0.036	0.007	-10000	0	-10000	0	0
TRIP6	0.008	0.071	-10000	0	-0.36	5	5
GNAO1	-0.009	0.084	-10000	0	-0.25	16	16
HRAS	0.028	0.063	-10000	0	-0.51	2	2
NFKBIA	-0.028	0.086	-10000	0	-0.31	8	8
GAB1	0.023	0.077	-10000	0	-0.51	3	3
mol:GTP	0	0	-10000	0	-10000	0	0
lamellipodium assembly	0.027	0.17	-10000	0	-0.83	6	6
JUN	0.005	0.12	-10000	0	-0.51	7	7
LPA/LPA2/NHERF2	0.005	0.052	-10000	0	-0.12	16	16
TIAM1	0.003	0.2	-10000	0	-0.96	6	6
PIK3R1	0.01	0.091	-10000	0	-0.5	4	4
mol:IP3	-0.025	0.072	-10000	0	-0.29	8	8
PLCB3	0	0.061	-10000	0	-0.3	4	4
FOS	-0.029	0.16	-10000	0	-0.51	14	14
positive regulation of mitosis	-0.034	0.1	-10000	0	-0.28	18	18
LPA/LPA1-2-3	-0.022	0.07	-10000	0	-0.22	17	17
mol:Ca ++	0	0	-10000	0	-10000	0	0
JNK cascade	0	0.001	-10000	0	-10000	0	0
BCAR1	0.037	0.005	-10000	0	-10000	0	0
stress fiber formation	-0.014	0.08	-10000	0	-0.27	7	7
GNAZ	-0.025	0.11	-10000	0	-0.28	22	22
EGFR/PI3K-beta/Gab1	-0.045	0.12	-10000	0	-0.28	26	26
positive regulation of dendritic cell cytokine production	-0.022	0.07	-10000	0	-0.22	17	17
LPA/LPA2/MAGI-3	0.004	0.052	-10000	0	-0.31	2	2
ARHGEF1	-0.001	0.083	0.2	6	-0.22	15	21
GNAI2	-0.012	0.082	-10000	0	-0.25	16	16
GNAI3	-0.011	0.084	-10000	0	-0.24	17	17
GNAI1	-0.028	0.11	-10000	0	-0.29	23	23
LPA/LPA3	-0.012	0.035	-10000	0	-0.11	17	17
LPA/LPA2	-0.012	0.035	-10000	0	-0.11	17	17
LPA/LPA1	-0.028	0.093	-10000	0	-0.29	17	17
HB-EGF/EGFR	-0.062	0.18	-10000	0	-0.38	33	33
HBEGF	-0.047	0.14	-10000	0	-0.37	24	24
mol:DAG	-0.025	0.072	-10000	0	-0.29	8	8
cAMP biosynthetic process	-0.03	0.11	0.21	1	-0.28	17	18
NFKB1	0.035	0.008	-10000	0	-10000	0	0
SRC	0.034	0.01	-10000	0	-10000	0	0
GNB1	0.037	0.001	-10000	0	-10000	0	0
LYN	-0.025	0.083	-10000	0	-0.3	8	8
GNAQ	-0.009	0.027	-10000	0	-0.086	17	17
LPAR2	-0.001	0.001	-10000	0	-10000	0	0
LPAR3	0	0.001	-10000	0	-10000	0	0
LPAR1	-0.017	0.054	-10000	0	-0.17	17	17
IL8	-0.2	0.23	-10000	0	-0.5	51	51
PTK2	-0.005	0.074	-10000	0	-0.21	17	17
Rac1/GDP	0.027	0.005	-10000	0	-10000	0	0
CASP3	-0.011	0.076	-10000	0	-0.23	16	16
EGFR	-0.03	0.17	-10000	0	-0.51	17	17
PLCG1	-0.011	0.058	-10000	0	-0.16	15	15
PLD2	-0.008	0.079	-10000	0	-0.21	19	19
G12/G13	0.015	0.086	-10000	0	-0.23	15	15
PI3K-beta	-0.036	0.11	-10000	0	-0.34	10	10
cell migration	0.019	0.069	-10000	0	-0.25	6	6
SLC9A3R2	0.025	0.066	-10000	0	-0.51	2	2
PXN	-0.015	0.081	-10000	0	-0.27	7	7
HRAS/GTP	-0.035	0.11	-10000	0	-0.28	18	18
RAC1	0.036	0.007	-10000	0	-10000	0	0
MMP9	-0.012	0.15	-10000	0	-0.51	13	13
PRKCE	0.034	0.011	-10000	0	-10000	0	0
PRKCD	-0.028	0.077	-10000	0	-0.33	7	7
Gi(beta/gamma)	-0.026	0.11	-10000	0	-0.27	18	18
mol:LPA	-0.017	0.054	-10000	0	-0.17	17	17
TRIP6/p130 Cas/FAK1/Paxillin	0.014	0.093	-10000	0	-0.34	3	3
MAPKKK cascade	-0.034	0.1	-10000	0	-0.28	18	18
contractile ring contraction involved in cytokinesis	-0.038	0.11	-10000	0	-0.31	16	16
mol:GDP	0	0	-10000	0	-10000	0	0
GNA14	-0.005	0.053	-10000	0	-0.31	3	3
GNA15	-0.018	0.085	-10000	0	-0.19	23	23
GNA12	0.035	0.009	-10000	0	-10000	0	0
GNA13	0.031	0.045	-10000	0	-0.51	1	1
MAPT	-0.013	0.1	0.18	11	-0.24	6	17
GNA11	0.001	0.047	-10000	0	-0.12	15	15
Rac1/GTP	0.027	0.18	-10000	0	-0.88	6	6
MMP2	-0.05	0.19	-10000	0	-0.58	17	17

×

BMP receptor signaling

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	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
BMP7/BMPR2/BMPR1A-1B/FS	-0.054	0.2	-9999	-0.36	41	41
SMAD6-7/SMURF1	0.055	0.062	-9999	-0.32	3	3
NOG	0.035	0.016	-9999	-10000	0	0
SMAD9	-0.048	0.2	-9999	-0.59	15	15
SMAD4	0.031	0.044	-9999	-0.51	1	1
SMAD5	-0.055	0.15	-9999	-0.44	13	13
BMP7/USAG1	-0.15	0.24	-9999	-0.46	50	50
SMAD5/SKI	-0.045	0.16	-9999	-0.42	14	14
SMAD1	0.002	0.096	-9999	-0.4	5	5
BMP2	-0.06	0.2	-9999	-0.51	24	24
SMAD1/SMAD1/SMAD4	0.018	0.11	-9999	-0.44	2	2
BMPR1A	0.028	0.063	-9999	-0.51	2	2
BMPR1B	0.029	0.029	-9999	-10000	0	0
BMPR1A-1B/BAMBI	0.026	0.11	-9999	-0.34	10	10
AHSG	0.018	0.021	-9999	-10000	0	0
CER1	0.033	0.011	-9999	-10000	0	0
BMP2-4/CER1	-0.015	0.14	-9999	-0.33	24	24
BMP2-4/BMPR2/BMPR1A-1B/RGM/ENDOFIN/GADD34/PP1CA	-0.066	0.17	-9999	-0.42	21	21
BMP2-4 (homodimer)	-0.034	0.16	-9999	-0.38	25	25
RGMB	0.034	0.011	-9999	-10000	0	0
BMP6/BMPR2/BMPR1A-1B	0.043	0.1	-9999	-0.32	8	8
RGMA	-0.063	0.2	-9999	-0.51	26	26
SMURF1	0.025	0.076	-9999	-0.51	3	3
BMP2-4/BMPR2/BMPR1A-1B/RGM/XIAP	-0.062	0.16	-9999	-0.4	20	20
BMP2-4/USAG1	-0.13	0.21	-9999	-0.38	55	55
SMAD6/SMURF1/SMAD5	-0.049	0.16	-9999	-0.42	13	13
SOSTDC1	-0.14	0.23	-9999	-0.51	44	44
BMP7/BMPR2/BMPR1A-1B	-0.006	0.15	-9999	-0.3	29	29
SKI	0.037	0	-9999	-10000	0	0
BMP6 (homodimer)	0.007	0.1	-9999	-0.5	5	5
HFE2	0.029	0.062	-9999	-0.51	2	2
ZFYVE16	0.033	0.011	-9999	-10000	0	0
MAP3K7	0.035	0.013	-9999	-10000	0	0
BMP2-4/CHRD	-0.017	0.1	-9999	-0.33	11	11
SMAD5/SMAD5/SMAD4	-0.044	0.15	-9999	-0.4	14	14
MAPK1	0.031	0.044	-9999	-0.51	1	1
TAK1/TAB family	-0.019	0.16	-9999	-0.4	13	13
BMP7 (homodimer)	-0.064	0.2	-9999	-0.5	26	26
NUP214	0.037	0.005	-9999	-10000	0	0
BMP6/FETUA	0.011	0.07	-9999	-0.37	4	4
SMAD1/SKI	0.014	0.12	-9999	-0.4	7	7
SMAD6	0.036	0.012	-9999	-10000	0	0
CTDSP2	0.036	0.011	-9999	-10000	0	0
BMP2-4/FETUA	-0.019	0.11	-9999	-0.33	14	14
MAP3K7IP1	0.035	0.009	-9999	-10000	0	0
GREM1	-0.03	0.17	-9999	-0.51	17	17
BMPR2 (homodimer)	0.028	0.062	-9999	-0.5	2	2
GADD34/PP1CA	0.059	0.051	-9999	-0.31	2	2
BMPR1A-1B (homodimer)	0.038	0.057	-9999	-0.37	2	2
CHRDL1	0.029	0.049	-9999	-0.51	1	1
ENDOFIN/SMAD1	0.012	0.11	-9999	-0.4	7	7
SMAD6-7/SMURF1/SMAD1	0.033	0.12	-9999	-0.44	3	3
SMAD6/SMURF1	0.025	0.076	-9999	-0.5	3	3
BAMBI	-0.005	0.13	-9999	-0.51	9	9
SMURF2	0.029	0.062	-9999	-0.51	2	2
BMP2-4/CHRDL1	-0.016	0.15	-9999	-0.34	25	25
BMP2-4/GREM1	-0.053	0.19	-9999	-0.38	35	35
SMAD7	0.029	0.047	-9999	-0.51	1	1
SMAD8A/SMAD8A/SMAD4	-0.035	0.19	-9999	-0.55	16	16
SMAD1/SMAD6	0.008	0.12	-9999	-0.4	7	7
TAK1/SMAD6	0.042	0.061	-9999	-0.37	3	3
BMP7	-0.064	0.2	-9999	-0.51	26	26
BMP6	0.007	0.1	-9999	-0.51	5	5
MAP3K7IP2	0.035	0.009	-9999	-10000	0	0
BMP2-4/BMPR2/BMPR1A-1B/RGM/SMAD7/SMURF1	-0.069	0.16	-9999	-0.39	23	23
PPM1A	0.036	0.007	-9999	-10000	0	0
SMAD1/SMURF2	0.012	0.12	-9999	-0.45	7	7
SMAD7/SMURF1	0.038	0.063	-9999	-0.37	3	3
CTDSPL	0.029	0.046	-9999	-0.51	1	1
PPP1CA	0.037	0.004	-9999	-10000	0	0
XIAP	0	0	-9999	-10000	0	0
CTDSP1	0.036	0.007	-9999	-10000	0	0
PPP1R15A	0.027	0.063	-9999	-0.51	2	2
BMP2-4/BMPR2/BMPR1A-1B/RGM/FS	-0.12	0.23	-9999	-0.52	32	32
CHRD	0.016	0.021	-9999	-10000	0	0
BMPR2	0.028	0.063	-9999	-0.51	2	2
BMP2-4/BMPR2/BMPR1A-1B/RGM	-0.077	0.18	-9999	-0.45	20	20
BMP4	0.02	0.069	-9999	-0.51	2	2
FST	-0.068	0.2	-9999	-0.51	27	27
BMP2-4/NOG	-0.01	0.14	-9999	-0.33	23	23
BMP7/BMPR2/BMPR1A-1B/SMAD6/SMURF1	0.001	0.16	-9999	-0.3	28	28

×

IFN-gamma pathway

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
IFN-gamma/IFN-gammaR/JAK1/JAK1/JAK2/JAK2	-0.03	0.15	-10000	0	-0.28	35	35
positive regulation of NF-kappaB transcription factor activity	0	0.001	-10000	0	-10000	0	0
CRKL	0.034	0.014	-10000	0	-10000	0	0
STAT1 (dimer)/Cbp/p300	-0.035	0.19	0.31	1	-0.48	13	14
IFN-gammaR/JAK1/JAK1/JAK2/JAK2	0.014	0.1	-10000	0	-0.35	7	7
antigen processing and presentation of peptide antigen via MHC class I	-0.028	0.089	-10000	0	-0.32	7	7
CaM/Ca2+	-0.014	0.14	-10000	0	-0.26	34	34
RAP1A	0.028	0.062	-10000	0	-0.51	2	2
STAT1 (dimer)/SHP2	-0.053	0.16	0.28	1	-0.33	32	33
AKT1	0.021	0.15	0.32	4	-0.36	6	10
MAP2K1	-0.063	0.13	0.28	1	-0.33	13	14
MAP3K11	-0.054	0.13	0.29	1	-0.27	34	35
IFNGR1	-0.004	0.12	-10000	0	-0.51	7	7
mol:GTP	0	0	-10000	0	-10000	0	0
CaM/Ca2+/CAMKII	-0.014	0.13	-10000	0	-0.46	6	6
Rap1/GTP	-0.045	0.1	-10000	0	-0.34	5	5
CRKL/C3G	0.05	0.018	-10000	0	-10000	0	0
IFN-gamma/IFN-gammaR/JAK1/JAK1/JAK2/JAK2 /TC-PTP	-0.019	0.15	-10000	0	-0.28	33	33
CEBPB	-0.052	0.17	0.31	1	-0.5	10	11
STAT3	0.035	0.008	-10000	0	-10000	0	0
IFN-gamma/IFN-gammaR/JAK1/JAK1/JAK2/JAK2/SOCS1	-0.014	0.19	-10000	0	-0.93	3	3
STAT1	-0.063	0.16	0.29	1	-0.33	32	33
CALM1	0.036	0.007	-10000	0	-10000	0	0
IFN-gamma (dimer)	-0.1	0.21	-10000	0	-0.51	32	32
PIK3CA	0.009	0.062	-10000	0	-0.51	2	2
STAT1 (dimer)/PIAS1	-0.049	0.16	0.29	1	-0.47	11	12
CEBPB/PTGES2/Cbp/p300	-0.028	0.13	-10000	0	-0.34	11	11
mol:Ca2+	-0.031	0.14	-10000	0	-0.27	35	35
MAPK3	-0.054	0.16	-10000	0	-0.61	5	5
STAT1 (dimer)	0.004	0.15	-10000	0	-0.49	6	6
MAPK1	-0.072	0.2	-10000	0	-0.65	11	11
JAK2	0.015	0.036	-10000	0	-10000	0	0
PIK3R1	0.01	0.091	-10000	0	-0.51	4	4
JAK1	0.016	0.056	-10000	0	-0.54	1	1
CAMK2D	0.028	0.063	-10000	0	-0.51	2	2
DAPK1	-0.034	0.14	-10000	0	-0.52	6	6
SMAD7	0.017	0.077	0.24	2	-0.22	4	6
CBL/CRKL/C3G	-0.026	0.13	0.3	1	-0.35	5	6
PI3K	-0.029	0.11	-10000	0	-0.28	18	18
IFNG	-0.1	0.21	-10000	0	-0.51	32	32
apoptosis	-0.026	0.13	-10000	0	-0.44	7	7
CAMK2G	0.035	0.009	-10000	0	-10000	0	0
STAT3 (dimer)	0.035	0.008	-10000	0	-10000	0	0
CAMK2A	0.035	0.009	-10000	0	-10000	0	0
CAMK2B	0.023	0.055	-10000	0	-0.51	1	1
FRAP1	0.011	0.14	0.32	3	-0.36	5	8
PRKCD	0.021	0.15	0.33	4	-0.34	5	9
RAP1B	0.036	0.008	-10000	0	-10000	0	0
negative regulation of cell growth	-0.028	0.089	-10000	0	-0.32	7	7
PTPN2	0.036	0.008	-10000	0	-10000	0	0
EP300	0.01	0.11	-10000	0	-0.51	7	7
IRF1	-0.065	0.15	0.26	1	-0.5	11	12
STAT1 (dimer)/PIASy	-0.052	0.16	0.29	1	-0.49	10	11
SOCS1	0.011	0.17	-10000	0	-1.2	3	3
mol:GDP	-0.027	0.12	0.28	1	-0.34	5	6
CASP1	0.011	0.094	0.24	2	-0.26	9	11
PTGES2	0.037	0.004	-10000	0	-10000	0	0
IRF9	-0.013	0.056	0.14	2	-0.16	1	3
mol:PI-3-4-5-P3	-0.036	0.1	-10000	0	-0.27	18	18
RAP1/GDP	-0.017	0.12	-10000	0	-0.37	4	4
CBL	-0.055	0.13	0.29	1	-0.27	34	35
MAP3K1	-0.061	0.13	0.29	1	-0.28	37	38
PIAS1	0.036	0.006	-10000	0	-10000	0	0
PIAS4	0.035	0.009	-10000	0	-10000	0	0
antigen processing and presentation of peptide antigen via MHC class II	-0.028	0.089	-10000	0	-0.32	7	7
PTPN11	-0.053	0.13	0.31	1	-0.27	35	36
CREBBP	0.036	0.008	-10000	0	-10000	0	0
RAPGEF1	0.037	0.005	-10000	0	-10000	0	0

×

S1P1 pathway

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	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
VEGFR2 homodimer/VEGFA homodimer	0.011	0.093	-9999	-0.41	6	6
PDGFRB	0.033	0.014	-9999	-10000	0	0
SPHK1	-0.054	0.23	-9999	-0.9	10	10
mol:S1P	-0.073	0.22	-9999	-0.76	12	12
S1P1/S1P/Gi	-0.11	0.24	-9999	-0.55	26	26
GNAO1	0.028	0.022	-9999	-10000	0	0
PDGFB-D/PDGFRB/PLCgamma1	-0.085	0.21	-9999	-0.52	21	21
PLCG1	-0.1	0.22	-9999	-0.52	25	25
mol:GTP	0	0	-9999	-10000	0	0
PDGFB-D/PDGFRB	0.033	0.014	-9999	-10000	0	0
GNAI2	0.024	0.027	-9999	-10000	0	0
GNAI3	0.03	0.017	-9999	-10000	0	0
GNAI1	-0.002	0.13	-9999	-0.51	9	9
mol:GDP	0	0	-9999	-10000	0	0
EDG1	-0.013	0.14	-9999	-0.63	7	7
S1P1/S1P	-0.078	0.21	-9999	-0.62	17	17
negative regulation of cAMP metabolic process	-0.1	0.23	-9999	-0.53	26	26
MAPK3	-0.14	0.28	-9999	-0.68	27	27
calcium-dependent phospholipase C activity	-0.002	0.003	-9999	-10000	0	0
Rac1/GDP	0.027	0.005	-9999	-10000	0	0
RhoA/GDP	0.024	0.009	-9999	-10000	0	0
KDR	0.019	0.088	-9999	-0.31	7	7
PLCB2	-0.062	0.19	-9999	-0.55	16	16
RAC1	0.036	0.007	-9999	-10000	0	0
RhoA/GTP	-0.06	0.18	-9999	-0.5	17	17
receptor internalization	-0.071	0.19	-9999	-0.56	17	17
PTGS2	-0.2	0.4	-9999	-1	27	27
Rac1/GTP	-0.06	0.18	-9999	-0.5	17	17
RHOA	0.033	0.013	-9999	-10000	0	0
VEGFA	-0.006	0.036	-9999	-0.16	7	7
negative regulation of T cell proliferation	-0.1	0.23	-9999	-0.53	26	26
GO:0007205	0	0	-9999	-10000	0	0
GNAZ	0.002	0.12	-9999	-0.51	7	7
MAPK1	-0.13	0.28	-9999	-0.67	27	27
S1P1/S1P/PDGFB-D/PDGFRB	-0.06	0.22	-9999	-0.6	17	17
ABCC1	-0.025	0.15	-9999	-0.51	12	12

×

IL27-mediated signaling events

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
TGFB1	0.036	0.007	-10000	0	-10000	0	0
CD4-positive alpha-beta T cell lineage commitment	0	0.001	-10000	0	-10000	0	0
cytokine production during immune response	0.12	0.22	0.66	14	-10000	0	14
IL27/IL27R/JAK1	-0.1	0.27	-10000	0	-1.3	5	5
TBX21	-0.17	0.26	-10000	0	-0.7	23	23
IL12B	0.011	0.078	-10000	0	-0.51	3	3
IL12A	-0.004	0.043	-10000	0	-0.37	2	2
IL6ST	0.008	0.068	-10000	0	-0.52	2	2
IL27RA/JAK1	-0.05	0.24	-10000	0	-1.3	5	5
IL27	-0.068	0.19	-10000	0	-0.52	22	22
TYK2	0.014	0.035	-10000	0	-10000	0	0
T-helper cell lineage commitment	-0.014	0.11	0.2	10	-0.29	15	25
T-helper 2 cell differentiation	0.12	0.22	0.66	14	-10000	0	14
T cell proliferation during immune response	0.12	0.22	0.66	14	-10000	0	14
MAPKKK cascade	-0.12	0.22	-10000	0	-0.66	14	14
STAT3	0.035	0.008	-10000	0	-10000	0	0
STAT2	0.037	0.003	-10000	0	-10000	0	0
STAT1	0.009	0.12	-10000	0	-0.51	7	7
IL12RB1	0.034	0.007	-10000	0	-10000	0	0
positive regulation of tyrosine phosphorylation of STAT protein	0	0	-10000	0	-10000	0	0
IL12RB2	-0.18	0.26	-10000	0	-0.62	32	32
IL27/IL27R/JAK2/TYK2	-0.12	0.22	-10000	0	-0.67	14	14
positive regulation of T cell mediated cytotoxicity	-0.12	0.22	-10000	0	-0.66	14	14
STAT1 (dimer)	-0.18	0.37	-10000	0	-0.97	19	19
JAK2	0.015	0.032	-10000	0	-10000	0	0
JAK1	0.032	0.044	-10000	0	-0.51	1	1
STAT2 (dimer)	-0.11	0.22	-10000	0	-0.63	14	14
T cell proliferation	-0.15	0.23	-10000	0	-0.65	17	17
IL12/IL12R/TYK2/JAK2	-0.12	0.3	-10000	0	-0.85	20	20
IL17A	-0.014	0.11	0.2	10	-0.29	15	25
mast cell activation	0.12	0.22	0.66	14	-10000	0	14
IFNG	-0.034	0.059	-10000	0	-0.13	38	38
T cell differentiation	-0.01	0.011	-10000	0	-0.026	40	40
STAT3 (dimer)	-0.11	0.22	-10000	0	-0.64	14	14
STAT5A (dimer)	-0.11	0.22	-10000	0	-0.63	14	14
STAT4 (dimer)	-0.12	0.23	-10000	0	-0.64	16	16
STAT4	0.016	0.098	-10000	0	-0.51	5	5
T cell activation	-0.004	0.024	0.12	5	-10000	0	5
IL27R/JAK2/TYK2	-0.061	0.25	-10000	0	-1.3	5	5
GATA3	0.017	0.047	-10000	0	-10000	0	0
IL18	-0.025	0.1	-10000	0	-0.37	12	12
positive regulation of mast cell cytokine production	-0.11	0.21	-10000	0	-0.62	14	14
IL27/EBI3	-0.042	0.14	-10000	0	-0.38	22	22
IL27RA	-0.065	0.25	-10000	0	-1.4	5	5
IL6	-0.047	0.16	-10000	0	-0.51	16	16
STAT5A	0.035	0.014	-10000	0	-10000	0	0
monocyte differentiation	-0.002	0.004	-10000	0	-10000	0	0
IL2	0.019	0.088	0.48	5	-10000	0	5
IL1B	-0.066	0.14	-10000	0	-0.37	28	28
EBI3	0.016	0.033	-10000	0	-10000	0	0
TNF	0.001	0.034	-10000	0	-0.37	1	1

×

Syndecan-4-mediated signaling events

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
PTK2	-0.034	0.17	-10000	0	-0.52	11	11
Syndecan-4/Syndesmos	-0.033	0.2	0.36	1	-0.5	17	18
positive regulation of JNK cascade	-0.068	0.24	-10000	0	-0.54	27	27
Syndecan-4/ADAM12	-0.054	0.23	0.36	1	-0.53	22	23
CCL5	-0.017	0.16	-10000	0	-0.51	14	14
Rac1/GDP	0.027	0.005	-10000	0	-10000	0	0
DNM2	0.034	0.01	-10000	0	-10000	0	0
ITGA5	0.028	0.064	-10000	0	-0.51	2	2
SDCBP	0.032	0.044	-10000	0	-0.51	1	1
PLG	0.034	0.022	-10000	0	-0.12	1	1
ADAM12	-0.013	0.15	-10000	0	-0.51	13	13
mol:GTP	0	0	-10000	0	-10000	0	0
NUDT16L1	0.035	0.014	-10000	0	-10000	0	0
mol:PI-4-5-P2	0	0	-10000	0	-10000	0	0
Syndecan-4/PKC alpha	-0.035	0.02	-10000	0	-10000	0	0
Syndecan-4/Laminin alpha1	-0.036	0.19	0.36	1	-0.51	16	17
Syndecan-4/CXCL12/CXCR4	-0.073	0.26	-10000	0	-0.58	27	27
Syndecan-4/Laminin alpha3	-0.06	0.21	0.36	1	-0.53	17	18
MDK	0.011	0.11	-10000	0	-0.51	6	6
Syndecan-4/FZD7	-0.065	0.21	0.36	1	-0.52	18	19
Syndecan-4/Midkine	-0.049	0.2	0.36	1	-0.49	19	20
FZD7	-0.039	0.18	-10000	0	-0.51	19	19
Syndecan-4/FGFR1/FGF	-0.039	0.2	-10000	0	-0.52	16	16
THBS1	0.027	0.063	-10000	0	-0.3	4	4
integrin-mediated signaling pathway	-0.053	0.2	0.36	1	-0.51	18	19
positive regulation of MAPKKK cascade	-0.068	0.24	-10000	0	-0.54	27	27
Syndecan-4/TACI	-0.034	0.2	0.36	1	-0.5	18	19
CXCR4	-0.032	0.17	-10000	0	-0.51	18	18
cell adhesion	-0.007	0.098	0.17	1	-0.35	10	11
Syndecan-4/Dynamin	-0.032	0.2	0.36	1	-0.5	18	19
Syndecan-4/TSP1	-0.038	0.2	0.36	1	-0.49	19	20
Syndecan-4/GIPC	-0.037	0.2	-10000	0	-0.5	18	18
Syndecan-4/RANTES	-0.055	0.23	0.36	1	-0.57	19	20
ITGB1	0.028	0.063	-10000	0	-0.51	2	2
LAMA1	0.026	0.035	-10000	0	-10000	0	0
LAMA3	-0.029	0.17	-10000	0	-0.51	17	17
RAC1	0.036	0.007	-10000	0	-10000	0	0
PRKCA	0.013	0.14	0.9	3	-0.48	1	4
Syndecan-4/alpha-Actinin	-0.034	0.2	0.36	1	-0.5	18	19
TFPI	0	0.12	-10000	0	-0.51	8	8
F2	0.029	0.029	-10000	0	-10000	0	0
alpha5/beta1 Integrin	0.039	0.07	-10000	0	-0.37	4	4
positive regulation of cell adhesion	-0.063	0.2	0.35	1	-0.52	17	18
ACTN1	0.034	0.017	-10000	0	-10000	0	0
TNC	-0.019	0.14	-10000	0	-0.51	11	11
Syndecan-4/CXCL12	-0.058	0.23	0.36	1	-0.53	23	24
FGF6	0.013	0.1	-10000	0	-0.51	6	6
RHOA	0.033	0.013	-10000	0	-10000	0	0
CXCL12	-0.019	0.15	-10000	0	-0.51	13	13
TNFRSF13B	0.028	0.047	-10000	0	-0.51	1	1
FGF2	0.019	0.079	-10000	0	-0.51	3	3
FGFR1	0.021	0.063	-10000	0	-0.51	2	2
Syndecan-4/PI-4-5-P2	-0.054	0.18	-10000	0	-0.5	18	18
mol:GDP	0	0	-10000	0	-10000	0	0
FN1	-0.007	0.13	-10000	0	-0.5	9	9
cell migration	-0.016	0.014	-10000	0	-10000	0	0
PRKCD	0.026	0.048	-10000	0	-0.49	1	1
vasculogenesis	-0.036	0.19	0.36	1	-0.47	19	20
SDC4	-0.051	0.19	-10000	0	-0.52	18	18
Syndecan-4/Tenascin C	-0.055	0.21	0.36	1	-0.53	18	19
Syndecan-4/PI-4-5-P2/PKC alpha	-0.028	0.016	-10000	0	-10000	0	0
Syndecan-4/Syntenin	-0.036	0.2	0.36	1	-0.49	19	20
MMP9	-0.012	0.15	-10000	0	-0.5	13	13
Rac1/GTP	-0.007	0.1	0.17	1	-0.36	10	11
cytoskeleton organization	-0.031	0.19	0.36	1	-0.48	17	18
GIPC1	0.031	0.044	-10000	0	-0.51	1	1
Syndecan-4/TFPI	-0.051	0.21	0.36	1	-0.51	19	20

×

Syndecan-2-mediated signaling events

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
Syndecan-2/Fibronectin	-0.006	0.11	-10000	0	-0.34	14	14
EPHB2	-0.019	0.15	-10000	0	-0.51	13	13
Syndecan-2/TACI	0.013	0.073	-10000	0	-0.3	7	7
LAMA1	0.026	0.035	-10000	0	-10000	0	0
Syndecan-2/alpha2 ITGB1	-0.017	0.16	-10000	0	-0.33	28	28
HRAS	0.028	0.063	-10000	0	-0.51	2	2
Syndecan-2/CASK	-0.003	0.061	-10000	0	-0.3	6	6
ITGA5	0.028	0.064	-10000	0	-0.51	2	2
BAX	-0.002	0.05	-10000	0	-10000	0	0
EPB41	0.036	0.007	-10000	0	-10000	0	0
positive regulation of cell-cell adhesion	0.015	0.066	-10000	0	-0.27	7	7
LAMA3	-0.029	0.17	-10000	0	-0.51	17	17
EZR	0	0	-10000	0	-10000	0	0
mol:PI-4-5-P2	0	0	-10000	0	-10000	0	0
CAV2	-0.045	0.19	-10000	0	-0.51	23	23
Syndecan-2/MMP2	-0.02	0.13	-10000	0	-0.35	19	19
RP11-540L11.1	0	0	-10000	0	-10000	0	0
alpha2 ITGB1	-0.007	0.14	-10000	0	-0.38	18	18
dendrite morphogenesis	-0.013	0.12	-10000	0	-0.34	16	16
Syndecan-2/GM-CSF	-0.018	0.12	-10000	0	-0.34	15	15
determination of left/right symmetry	-0.002	0.073	-10000	0	-0.36	6	6
Syndecan-2/PKC delta	0.014	0.073	-10000	0	-0.3	7	7
GNB2L1	0.037	0	-10000	0	-10000	0	0
MAPK3	-0.018	0.11	0.2	6	-0.31	15	21
MAPK1	-0.019	0.12	0.2	7	-0.33	15	22
Syndecan-2/RACK1	0.031	0.074	-10000	0	-0.26	8	8
NF1	0.035	0.009	-10000	0	-10000	0	0
FGFR/FGF/Syndecan-2	-0.002	0.073	-10000	0	-0.36	6	6
ITGA2	-0.028	0.17	-10000	0	-0.51	17	17
MAPK8	0	0.061	-10000	0	-0.3	6	6
Syndecan-2/alpha2/beta1 Integrin	0.006	0.13	-10000	0	-0.3	20	20
Syndecan-2/Kininogen	0.009	0.046	-10000	0	-0.3	2	2
ITGB1	0.028	0.063	-10000	0	-0.51	2	2
SRC	0.017	0.07	-10000	0	-0.25	6	6
Syndecan-2/CASK/Protein 4.1	0.017	0.062	-10000	0	-0.28	6	6
extracellular matrix organization	0.018	0.069	-10000	0	-0.3	6	6
actin cytoskeleton reorganization	-0.006	0.11	-10000	0	-0.34	14	14
Syndecan-2/Caveolin-2/Ras	-0.011	0.13	-10000	0	-0.3	24	24
Syndecan-2/Laminin alpha3	-0.006	0.11	-10000	0	-0.31	16	16
Syndecan-2/RasGAP	0.039	0.081	-10000	0	-0.25	9	9
alpha5/beta1 Integrin	0.039	0.07	-10000	0	-0.37	4	4
PRKCD	0.029	0.046	-10000	0	-0.51	1	1
Syndecan-2 dimer	-0.013	0.12	-10000	0	-0.34	16	16
GO:0007205	0.003	0.001	-10000	0	-10000	0	0
DNA mediated transformation	0	0	-10000	0	-10000	0	0
Syndecan-2/RasGAP/Src	0.023	0.066	-10000	0	-0.25	7	7
RHOA	0.033	0.013	-10000	0	-10000	0	0
SDCBP	0.032	0.044	-10000	0	-0.51	1	1
TNFRSF13B	0.028	0.047	-10000	0	-0.51	1	1
RASA1	0.03	0.045	-10000	0	-0.51	1	1
alpha2/beta1 Integrin	-0.007	0.14	-10000	0	-0.38	18	18
Syndecan-2/Synbindin	0.019	0.069	-10000	0	-0.3	6	6
TGFB1	0.036	0.007	-10000	0	-10000	0	0
CASP3	0.009	0.073	0.2	6	-0.28	7	13
FN1	-0.004	0.13	-10000	0	-0.51	9	9
Syndecan-2/IL8	-0.07	0.16	-10000	0	-0.33	38	38
SDC2	-0.002	0.073	-10000	0	-0.36	6	6
KNG1	0.018	0.021	-10000	0	-10000	0	0
Syndecan-2/Neurofibromin	0.018	0.069	-10000	0	-0.3	6	6
TRAPPC4	0.036	0.007	-10000	0	-10000	0	0
CSF2	-0.024	0.14	-10000	0	-0.51	11	11
Syndecan-2/TGFB1	0.018	0.069	-10000	0	-0.3	6	6
Syndecan-2/Syntenin/PI-4-5-P2	0.016	0.066	-10000	0	-0.28	7	7
Syndecan-2/Ezrin	0.015	0.062	-10000	0	-0.28	6	6
PRKACA	0.017	0.07	0.2	9	-0.28	5	14
angiogenesis	-0.07	0.16	-10000	0	-0.33	38	38
MMP2	-0.028	0.17	-10000	0	-0.51	16	16
IL8	-0.12	0.23	-10000	0	-0.51	38	38
calcineurin-NFAT signaling pathway	0.013	0.073	-10000	0	-0.3	7	7

×

amb2 Integrin signaling

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	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
alphaM/beta2 Integrin/proMMP-2	-0.011	0.18	-9999	-0.43	20	20
alphaM/beta2 Integrin/GPIbA	0.018	0.12	-9999	-0.4	10	10
alphaM/beta2 Integrin/proMMP-9	-0.001	0.17	-9999	-0.43	17	17
PLAUR	-0.003	0.14	-9999	-0.51	11	11
HMGB1	0.027	0.026	-9999	-10000	0	0
alphaM/beta2 Integrin/Talin	0.024	0.12	-9999	-0.41	9	9
AGER	-0.008	0.11	-9999	-0.51	5	5
RAP1A	0.028	0.062	-9999	-0.51	2	2
SELPLG	0.022	0.087	-9999	-0.51	4	4
mol:LDL	0	0	-9999	-10000	0	0
alphaM/beta2 Integrin/RAGE/HMGB1	-0.008	0.16	-9999	-0.38	16	16
mol:GTP	0	0	-9999	-10000	0	0
MMP9	-0.012	0.15	-9999	-0.51	13	13
CYR61	-0.005	0.13	-9999	-0.51	9	9
TLN1	0.033	0.012	-9999	-10000	0	0
Rap1/GTP	0.019	0.14	-9999	-0.48	8	8
RHOA	0.033	0.013	-9999	-10000	0	0
P-selectin oligomer	-0.058	0.2	-9999	-0.5	25	25
MYH2	0.005	0.14	-9999	-0.44	8	8
MST1R	-0.01	0.14	-9999	-0.51	10	10
leukocyte activation during inflammatory response	0.032	0.11	-9999	-0.36	9	9
APOB	0.031	0.046	-9999	-0.51	1	1
mol:GDP	0	0	-9999	-10000	0	0
complement component iC3b receptor activity	0	0	-9999	-10000	0	0
MMP2	-0.028	0.17	-9999	-0.51	16	16
JAM3	0.02	0.069	-9999	-0.51	2	2
GP1BA	0.027	0.031	-9999	-10000	0	0
alphaM/beta2 Integrin/CTGF	0.019	0.14	-9999	-0.44	11	11
alphaM/beta2 Integrin	0.008	0.15	-9999	-0.46	10	10
JAM3 homodimer	0.02	0.069	-9999	-0.5	2	2
ICAM2	0.029	0.049	-9999	-0.51	1	1
ICAM1	0.002	0.12	-9999	-0.51	7	7
phagocytosis triggered by activation of immune response cell surface activating receptor	0.005	0.15	-9999	-0.45	11	11
cell adhesion	0.017	0.12	-9999	-0.4	10	10
NFKB1	-0.059	0.18	-9999	-0.44	19	19
THY1	0.021	0.078	-9999	-0.51	3	3
RhoA/GDP	0.024	0.009	-9999	-10000	0	0
Lipoprotein(a)	0.041	0.035	-9999	-0.31	1	1
alphaM/beta2 Integrin/LRP/tPA	-0.003	0.15	-9999	-0.36	19	19
IL6	-0.11	0.26	-9999	-0.79	17	17
ITGB2	-0.002	0.13	-9999	-0.52	8	8
elevation of cytosolic calcium ion concentration	-0.027	0.22	-9999	-0.44	26	26
alphaM/beta2 Integrin/JAM2/JAM3	0.019	0.16	-9999	-0.41	14	14
JAM2	0.011	0.11	-9999	-0.51	6	6
alphaM/beta2 Integrin/ICAM1	0.005	0.18	-9999	-0.4	20	20
alphaM/beta2 Integrin/uPA/Plg	-0.005	0.17	-9999	-0.37	21	21
RhoA/GTP	-0.034	0.13	-9999	-0.42	12	12
positive regulation of phagocytosis	0.003	0.17	-9999	-0.56	10	10
Ron/MSP	0.012	0.11	-9999	-0.37	10	10
alphaM/beta2 Integrin/uPAR/uPA	-0.026	0.22	-9999	-0.45	26	26
alphaM/beta2 Integrin/uPAR	0.007	0.18	-9999	-0.5	14	14
PLAU	-0.039	0.17	-9999	-0.51	18	18
PLAT	-0.026	0.15	-9999	-0.51	12	12
actin filament polymerization	0.007	0.13	-9999	-0.43	8	8
MST1	0.032	0.016	-9999	-10000	0	0
alphaM/beta2 Integrin/lipoprotein(a)	0.038	0.11	-9999	-0.36	9	9
TNF	-0.064	0.17	-9999	-0.61	7	7
RAP1B	0.036	0.008	-9999	-10000	0	0
alphaM/beta2 Integrin/uPA	-0.025	0.18	-9999	-0.41	23	23
fibrinolysis	-0.007	0.17	-9999	-0.37	21	21
HCK	0.012	0.1	-9999	-0.51	6	6
dendritic cell antigen processing and presentation	0.005	0.15	-9999	-0.45	11	11
VTN	0.034	0.017	-9999	-10000	0	0
alphaM/beta2 Integrin/CYR61	0.003	0.16	-9999	-0.47	13	13
LPA	0.034	0.017	-9999	-10000	0	0
LRP1	0.037	0	-9999	-10000	0	0
cell migration	-0.038	0.19	-9999	-0.41	25	25
FN1	-0.004	0.13	-9999	-0.51	9	9
alphaM/beta2 Integrin/Thy1	0.016	0.14	-9999	-0.41	12	12
MPO	0.03	0.047	-9999	-0.51	1	1
KNG1	0.018	0.021	-9999	-10000	0	0
RAP1/GDP	0.041	0.043	-9999	-0.31	2	2
ROCK1	-0.001	0.14	-9999	-0.42	10	10
ELA2	0.034	0.014	-9999	-10000	0	0
PLG	0.035	0.014	-9999	-10000	0	0
CTGF	0.021	0.087	-9999	-0.51	4	4
alphaM/beta2 Integrin/Hck	0.014	0.15	-9999	-0.48	11	11
ITGAM	0.012	0.092	-9999	-0.52	4	4
alphaM/beta2 Integrin/P-Selectin/PSGL1	-0.021	0.21	-9999	-0.44	25	25
HP	0.01	0.1	-9999	-0.51	5	5
leukocyte adhesion	-0.027	0.18	-9999	-0.5	14	14
SELP	-0.058	0.2	-9999	-0.51	25	25

×

Caspase cascade in apoptosis

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
TOP1	-0.016	0.16	0.29	1	-0.42	15	16
ACTA1	-0.034	0.16	0.27	3	-0.48	13	16
NUMA1	-0.017	0.16	0.29	1	-0.45	15	16
SPTAN1	-0.032	0.15	0.27	3	-0.49	11	14
LIMK1	-0.038	0.17	0.34	3	-0.54	11	14
BIRC3	-0.025	0.16	-10000	0	-0.51	14	14
BIRC2	0.035	0.016	-10000	0	-10000	0	0
BAX	0.036	0.007	-10000	0	-10000	0	0
CASP10	-0.045	0.12	-10000	0	-0.42	12	12
CRMA	0	0	-10000	0	-10000	0	0
XIAP	0	0	-10000	0	-10000	0	0
PTK2	-0.015	0.15	0.29	1	-0.44	13	14
DIABLO	0.037	0	-10000	0	-10000	0	0
apoptotic nuclear changes	-0.031	0.15	0.27	3	-0.48	11	14
response to UV	0	0	-10000	0	-10000	0	0
CRADD	0.03	0.061	-10000	0	-0.51	2	2
GSN	-0.043	0.17	0.3	2	-0.52	13	15
MADD	0.036	0.007	-10000	0	-10000	0	0
TFAP2A	-0.008	0.16	-10000	0	-0.55	10	10
BID	-0.018	0.086	-10000	0	-0.29	13	13
MAP3K1	-0.037	0.16	-10000	0	-0.46	16	16
TRADD	0.032	0.044	-10000	0	-0.51	1	1
mol:Ca2+	0	0	-10000	0	-10000	0	0
APAF-1/Pro-Caspase 9	0.05	0.036	-10000	0	-0.37	1	1
mol:Activated DNA	0	0	-10000	0	-10000	0	0
ARHGDIB	-0.032	0.18	0.27	3	-0.6	11	14
CASP9	0.036	0.007	-10000	0	-10000	0	0
DNA repair	-0.015	0.06	0.19	1	-0.19	8	9
neuron apoptosis	-0.026	0.21	-10000	0	-0.75	11	11
mol:NAD	0	0	-10000	0	-10000	0	0
DNA fragmentation during apoptosis	-0.026	0.16	0.31	1	-0.5	12	13
APAF1	0.034	0.044	-10000	0	-0.5	1	1
CASP6	-0.03	0.23	-10000	0	-0.94	8	8
TRAF2	0.035	0.013	-10000	0	-10000	0	0
ICAD/CAD	-0.033	0.15	0.28	2	-0.52	9	11
CASP7	0.023	0.092	0.28	11	-0.24	4	15
KRT18	-0.007	0.12	-10000	0	-0.56	6	6
apoptosis	-0.038	0.17	0.29	2	-0.51	13	15
DFFA	-0.031	0.15	0.27	3	-0.49	11	14
DFFB	-0.032	0.15	0.27	3	-0.49	11	14
PARP1	0.015	0.06	0.2	8	-0.19	1	9
actin filament polymerization	0.033	0.16	0.51	10	-0.4	4	14
TNF	0.028	0.051	-10000	0	-0.51	1	1
CYCS	-0.001	0.072	0.16	2	-0.22	9	11
SATB1	-0.038	0.22	-10000	0	-0.87	8	8
SLK	-0.032	0.15	0.27	3	-0.49	11	14
p15 BID/BAX	0.007	0.092	-10000	0	-0.3	9	9
CASP2	0.002	0.094	-10000	0	-0.35	6	6
JNK cascade	0.037	0.16	0.46	16	-10000	0	16
CASP3	-0.03	0.16	0.3	3	-0.51	11	14
LMNB2	-0.009	0.16	-10000	0	-0.46	10	10
RIPK1	0.036	0.007	-10000	0	-10000	0	0
CASP4	0.029	0.062	-10000	0	-0.51	2	2
Mammalian IAPs/DIABLO	0.025	0.11	-10000	0	-0.29	14	14
negative regulation of DNA binding	-0.008	0.16	-10000	0	-0.55	10	10
stress fiber formation	-0.031	0.15	0.27	3	-0.48	11	14
GZMB	-0.021	0.13	-10000	0	-0.5	10	10
CASP1	-0.003	0.11	-10000	0	-0.43	8	8
LMNB1	-0.041	0.21	-10000	0	-0.52	18	18
APP	-0.027	0.21	-10000	0	-0.76	11	11
TNFRSF1A	0.02	0.086	-10000	0	-0.51	4	4
response to stress	0	0	-10000	0	-10000	0	0
CASP8	0.005	0.043	-10000	0	-0.37	2	2
VIM	-0.035	0.17	0.3	2	-0.5	14	16
LMNA	0.004	0.12	-10000	0	-0.41	7	7
TNF-alpha/TNFR1A/TRADD/MADD/cIAP2/RIP1/TRAF2/RAIDD/PIDD	0.006	0.099	-10000	0	-0.36	6	6
LRDD	0.036	0.007	-10000	0	-10000	0	0
SREBF1	-0.03	0.15	0.27	3	-0.49	11	14
APAF-1/Caspase 9	0.024	0.12	-10000	0	-0.59	5	5
nuclear fragmentation during apoptosis	-0.017	0.16	0.29	1	-0.44	15	16
CFL2	-0.034	0.17	0.4	4	-0.52	10	14
GAS2	-0.06	0.16	0.26	3	-0.45	15	18
positive regulation of apoptosis	-0.016	0.17	-10000	0	-0.59	8	8
PRF1	0	0.12	-10000	0	-0.51	8	8

×

Arf6 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
CENTA1/KIF3B	0.021	0.01	-10000	0	-10000	0	0
ARNO/beta Arrestin1-2	-0.005	0.09	-10000	0	-0.22	19	19
EGFR	-0.03	0.17	-10000	0	-0.51	17	17
EPHA2	-0.012	0.15	-10000	0	-0.51	12	12
USP6	0.034	0.011	-10000	0	-10000	0	0
IQSEC1	0.034	0.011	-10000	0	-10000	0	0
EGFR/EGFR/EGF/EGF	-0.05	0.18	-10000	0	-0.42	25	25
ARRB2	0.01	0.048	-10000	0	-0.32	3	3
mol:GTP	0.003	0.028	0.11	1	-0.17	2	3
ARRB1	0.031	0.027	-10000	0	-10000	0	0
FBXO8	0.032	0.016	-10000	0	-10000	0	0
TSHR	0.028	0.063	-10000	0	-0.51	2	2
EGF	-0.032	0.15	-10000	0	-0.51	13	13
somatostatin receptor activity	0	0	0	1	-0.001	12	13
ARAP2	0	0	0	5	0	11	16
mol:GDP	-0.009	0.096	-10000	0	-0.24	13	13
mol:PI-3-4-5-P3	0	0	0	4	-0.001	11	15
ITGA2B	0.036	0.008	-10000	0	-10000	0	0
ARF6	0.028	0.063	-10000	0	-0.51	2	2
Ephrin A1/EPHA2/NCK1/GIT1	0.023	0.12	-10000	0	-0.37	10	10
ADAP1	0	0	-10000	0	0	9	9
KIF13B	0.031	0.017	-10000	0	-10000	0	0
HGF/MET	0.04	0.063	-10000	0	-0.37	3	3
PXN	0.037	0.003	-10000	0	-10000	0	0
ARF6/GTP	-0.007	0.099	0.17	3	-0.24	13	16
EGFR/EGFR/EGF/EGF/ARFGEP100	-0.027	0.16	-10000	0	-0.36	25	25
ADRB2	-0.039	0.17	-10000	0	-0.51	18	18
receptor agonist activity	0	0	0	5	0	8	13
actin filament binding	0	0	0	1	0	12	13
SRC	0.034	0.01	-10000	0	-10000	0	0
ITGB3	0.028	0.051	-10000	0	-0.51	1	1
GNAQ	0	0	0.001	4	-0.001	10	14
EFA6/PI-4-5-P2	0	0	0.001	4	-0.001	10	14
ARF6/GDP	0.007	0.11	0.2	2	-0.32	9	11
ARF6/GDP/GULP/ACAP1	-0.035	0.15	-10000	0	-0.33	22	22
alphaIIb/beta3 Integrin/paxillin/GIT1	0.075	0.063	-10000	0	-0.28	3	3
ACAP1	0	0	-10000	0	-10000	0	0
ACAP2	0	0	0	6	0	11	17
LHCGR/beta Arrestin2	0.016	0.07	-10000	0	-0.44	3	3
EFNA1	0.022	0.077	-10000	0	-0.51	3	3
HGF	0.033	0.022	-10000	0	-10000	0	0
CYTH3	0	0	0.001	5	-0.001	10	15
CYTH2	0	0.001	0.003	1	-0.004	13	14
NCK1	0.025	0.046	-10000	0	-0.51	1	1
fibronectin binding	0	0	0	3	0	12	15
endosomal lumen acidification	0	0	0	10	0	8	18
microtubule-based process	0	0	-10000	0	-10000	0	0
GULP1	-0.071	0.2	-10000	0	-0.51	26	26
GNAQ/ARNO	0	0.003	0.008	4	-0.006	9	13
mol:Phosphatidic acid	0	0	0	6	0	11	17
PIP3-E	0.022	0.066	-10000	0	-0.51	2	2
MET	0.024	0.076	-10000	0	-0.51	3	3
GNA14	0.016	0.081	-10000	0	-0.51	3	3
GNA15	-0.005	0.14	-10000	0	-0.51	11	11
GIT1	0.028	0.063	-10000	0	-0.51	2	2
mol:PI-4-5-P2	0	0	0.001	4	-0.001	11	15
GNA11	0.028	0.062	-10000	0	-0.51	2	2
LHCGR	0.021	0.077	-10000	0	-0.51	3	3
AGTR1	0.007	0.078	-10000	0	-0.51	3	3
desensitization of G-protein coupled receptor protein signaling pathway	0.016	0.07	-10000	0	-0.44	3	3
IPCEF1/ARNO	-0.021	0.13	-10000	0	-0.28	25	25
alphaIIb/beta3 Integrin	0.046	0.041	-10000	0	-0.35	1	1

×

FAS signaling pathway (CD95)

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
SPTAN1	-0.014	0.071	0.2	4	-10000	0	4
RFC1	-0.006	0.072	0.21	5	-0.34	2	7
PRKDC	-0.003	0.091	0.22	11	-0.47	1	12
RIPK1	0.037	0.008	-10000	0	-10000	0	0
CASP7	-0.035	0.18	-10000	0	-0.65	10	10
FASLG/FAS/FADD/FAF1	-0.022	0.12	0.22	7	-0.31	15	22
MAP2K4	-0.065	0.22	0.32	1	-0.57	16	17
mol:ceramide	-0.049	0.18	-10000	0	-0.52	14	14
GSN	-0.028	0.099	0.2	4	-0.32	9	13
FASLG/FAS/FADD/FAF1/Caspase 8	-0.028	0.15	0.26	1	-0.47	11	12
FAS	-0.018	0.15	-10000	0	-0.51	12	12
BID	-0.034	0.055	-10000	0	-0.33	5	5
MAP3K1	-0.048	0.19	0.3	1	-0.49	15	16
MAP3K7	0.034	0.013	-10000	0	-10000	0	0
RB1	-0.017	0.076	0.2	4	-0.27	3	7
CFLAR	0.02	0.095	-10000	0	-0.5	5	5
HGF/MET	0.019	0.13	-10000	0	-0.34	16	16
ARHGDIB	-0.015	0.098	0.21	9	-0.32	6	15
FADD	0.029	0.019	-10000	0	-10000	0	0
actin filament polymerization	0.029	0.099	0.32	9	-0.2	4	13
NFKB1	-0.029	0.16	-10000	0	-0.74	6	6
MAPK8	-0.082	0.24	0.31	1	-0.56	23	24
DFFA	-0.014	0.071	0.2	4	-10000	0	4
DNA fragmentation during apoptosis	-0.014	0.07	0.2	4	-10000	0	4
FAS/FADD/MET	0.019	0.11	-10000	0	-0.34	11	11
CFLAR/RIP1	0.04	0.075	-10000	0	-0.36	5	5
FAIM3	0.036	0.012	-10000	0	-10000	0	0
FAF1	0.03	0.02	-10000	0	-10000	0	0
PARP1	-0.014	0.074	0.21	5	-10000	0	5
DFFB	-0.014	0.071	0.2	4	-10000	0	4
CHUK	-0.036	0.16	-10000	0	-0.62	8	8
FASLG	-0.024	0.15	-10000	0	-0.51	12	12
FAS/FADD	0.003	0.11	-10000	0	-0.37	10	10
HGF	0.033	0.022	-10000	0	-10000	0	0
LMNA	-0.01	0.08	0.23	1	-0.26	2	3
CASP6	-0.009	0.064	0.2	4	-10000	0	4
CASP10	0.019	0.077	-10000	0	-0.51	3	3
CASP3	-0.012	0.084	0.26	4	-0.22	16	20
PTPN13	-0.017	0.16	-10000	0	-0.51	14	14
CASP8	-0.03	0.042	-10000	0	-0.38	2	2
IL6	-0.16	0.43	-10000	0	-1.2	21	21
MET	0.024	0.076	-10000	0	-0.51	3	3
ICAD/CAD	-0.015	0.065	-10000	0	-10000	0	0
FASLG/FAS/FADD/FAF1/Caspase 10	-0.05	0.19	-10000	0	-0.53	14	14
activation of caspase activity by cytochrome c	-0.034	0.054	-10000	0	-0.33	5	5
PAK2	-0.018	0.076	0.2	4	-0.29	1	5
BCL2	-0.001	0.11	-10000	0	-0.5	6	6

×

Stabilization and expansion of the E-cadherin adherens junction

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
adherens junction organization	-0.004	0.088	-10000	0	-0.28	11	11
epithelial cell differentiation	0.04	0.092	-10000	0	-0.26	11	11
CYFIP2	0.028	0.048	-10000	0	-0.51	1	1
ENAH	-0.001	0.12	0.26	5	-0.33	5	10
EGFR	-0.03	0.17	-10000	0	-0.51	17	17
EPHA2	-0.012	0.15	-10000	0	-0.51	12	12
MYO6	-0.007	0.09	-10000	0	-0.28	13	13
CTNNB1	0.031	0.019	-10000	0	-10000	0	0
ABI1/Sra1/Nap1	0.055	0.055	-10000	0	-0.32	2	2
AQP5	-0.084	0.19	-10000	0	-0.5	23	23
CTNND1	0.02	0.096	-10000	0	-0.51	5	5
mol:PI-4-5-P2	-0.006	0.076	-10000	0	-0.25	12	12
regulation of calcium-dependent cell-cell adhesion	-0.018	0.097	-10000	0	-0.29	14	14
EGF	-0.032	0.15	-10000	0	-0.51	13	13
NCKAP1	0.03	0.049	-10000	0	-0.51	1	1
AQP3	-0.11	0.2	-10000	0	-0.5	30	30
cortical microtubule organization	0.04	0.092	-10000	0	-0.26	11	11
GO:0000145	-0.027	0.067	-10000	0	-0.24	11	11
E-cadherin/Ca2+/beta catenin/alpha catenin/p120 catenin	0.046	0.095	-10000	0	-0.27	11	11
MLLT4	0.035	0.008	-10000	0	-10000	0	0
ARF6/GDP	-0.052	0.1	-10000	0	-0.42	7	7
ARF6	0.028	0.063	-10000	0	-0.51	2	2
Ephrin A1/EPHA2/NCK1/GIT1	0.023	0.12	-10000	0	-0.37	10	10
mol:Ca2+	0	0	-10000	0	-10000	0	0
VASP	-0.013	0.063	-10000	0	-0.39	1	1
PVRL2	0.031	0.046	-10000	0	-0.51	1	1
ZYX	-0.008	0.081	-10000	0	-0.26	13	13
ARF6/GTP	0.024	0.13	-10000	0	-0.37	10	10
CDH1	0.013	0.11	-10000	0	-0.51	6	6
EGFR/EGFR/EGF/EGF	-0.038	0.16	-10000	0	-0.32	30	30
RhoA/GDP	0.042	0.09	-10000	0	-0.25	11	11
actin cytoskeleton organization	-0.032	0.094	-10000	0	-0.33	10	10
IGF-1R heterotetramer	-0.004	0.14	-10000	0	-0.5	11	11
GIT1	0.028	0.063	-10000	0	-0.51	2	2
IGF1R	-0.004	0.14	-10000	0	-0.51	11	11
IGF1	-0.047	0.18	-10000	0	-0.51	20	20
DIAPH1	0.012	0.2	-10000	0	-0.71	5	5
Wnt receptor signaling pathway	-0.04	0.092	0.26	11	-10000	0	11
RHOA	0.033	0.013	-10000	0	-10000	0	0
RhoA/GTP	-0.05	0.095	-10000	0	-0.41	6	6
CTNNA1	0.035	0.009	-10000	0	-10000	0	0
VCL	-0.033	0.097	-10000	0	-0.34	10	10
EFNA1	0.022	0.077	-10000	0	-0.51	3	3
LPP	-0.021	0.059	-10000	0	-0.27	3	3
Ephrin A1/EPHA2	0.001	0.13	-10000	0	-0.3	21	21
SEC6/SEC8	-0.005	0.071	-10000	0	-0.3	1	1
MGAT3	-0.019	0.098	-10000	0	-0.3	14	14
HGF/MET	0.027	0.092	-10000	0	-0.25	12	12
HGF	0.033	0.022	-10000	0	-10000	0	0
E-cadherin/Ca2+/beta catenin/alpha catenin/p120 catenin/EPLIN	-0.004	0.089	-10000	0	-0.29	11	11
actin cable formation	0.047	0.13	0.28	9	-0.36	3	12
KIAA1543	-0.032	0.076	-10000	0	-0.29	1	1
KIFC3	-0.003	0.076	-10000	0	-0.26	10	10
NCK1	0.025	0.046	-10000	0	-0.51	1	1
EXOC3	0.037	0	-10000	0	-10000	0	0
ACTN1	-0.003	0.076	-10000	0	-0.26	10	10
NCK1/GIT1	0.031	0.062	-10000	0	-0.37	3	3
mol:GDP	0.04	0.092	-10000	0	-0.26	11	11
EXOC4	0.037	0.005	-10000	0	-10000	0	0
STX4	-0.028	0.063	-10000	0	-0.25	11	11
PIP5K1C	-0.006	0.077	-10000	0	-0.26	12	12
LIMA1	0	0	-10000	0	-10000	0	0
ABI1	0.036	0.008	-10000	0	-10000	0	0
ROCK1	0	0.13	0.3	5	-0.39	5	10
adherens junction assembly	-0.027	0.12	-10000	0	-0.66	2	2
IGF-1R heterotetramer/IGF1	-0.034	0.15	-10000	0	-0.28	34	34
nectin-2(dimer)/I-afadin/I-afadin/nectin-2(dimer/I-afadin/I-afadin	0.047	0.039	-10000	0	-0.37	1	1
MET	0.024	0.076	-10000	0	-0.51	3	3
PLEKHA7	-0.002	0.077	-10000	0	-0.26	10	10
mol:GTP	0.021	0.12	-10000	0	-0.36	10	10
establishment of epithelial cell apical/basal polarity	-0.03	0.065	-10000	0	-0.29	1	1
cortical actin cytoskeleton stabilization	-0.004	0.088	-10000	0	-0.28	11	11
regulation of cell-cell adhesion	-0.032	0.094	-10000	0	-0.33	10	10
E-cadherin/Ca2+/beta catenin/alpha catenin/p120 catenin/EPLIN/cortical actin cytoskeleton	-0.004	0.089	-10000	0	-0.29	11	11

×

Signaling events mediated by PTP1B

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
PDGFRB	0.034	0.014	-10000	0	-10000	0	0
Jak2/Leptin Receptor	-0.019	0.15	-10000	0	-0.42	13	13
PTP1B/AKT1	-0.052	0.15	-10000	0	-0.37	18	18
FYN	0.029	0.062	-10000	0	-0.51	2	2
p210 bcr-abl/PTP1B	-0.071	0.14	-10000	0	-0.34	24	24
EGFR	-0.036	0.17	-10000	0	-0.52	17	17
EGF/EGFR	-0.09	0.19	-10000	0	-0.41	32	32
CSF1	0.033	0.017	-10000	0	-10000	0	0
AKT1	0.027	0.064	-10000	0	-0.52	2	2
INSR	0.031	0.045	-10000	0	-0.51	1	1
PTP1B/N-cadherin	-0.059	0.15	-10000	0	-0.39	20	20
Insulin Receptor/Insulin	-0.025	0.14	-10000	0	-0.4	11	11
HCK	0.012	0.1	-10000	0	-0.51	6	6
CRK	0.034	0.011	-10000	0	-10000	0	0
TYK2	-0.067	0.14	0.2	2	-0.34	20	22
EGF	-0.037	0.16	-10000	0	-0.52	13	13
YES1	0.031	0.044	-10000	0	-0.51	1	1
CAV1	-0.088	0.17	-10000	0	-0.37	29	29
TXN	0.027	0.05	-10000	0	-0.52	1	1
PTP1B/IRS1/GRB2	-0.052	0.16	-10000	0	-0.36	20	20
cell migration	0.071	0.14	0.34	24	-10000	0	24
STAT3	0.035	0.008	-10000	0	-10000	0	0
PRLR	0.022	0.054	-10000	0	-0.5	1	1
ITGA2B	0.035	0.008	-10000	0	-10000	0	0
CSF1R	0.035	0.009	-10000	0	-10000	0	0
Prolactin Receptor/Prolactin	0.039	0.051	-10000	0	-0.36	1	1
FGR	0.035	0.013	-10000	0	-10000	0	0
PTP1B/p130 Cas	-0.055	0.14	-10000	0	-0.33	22	22
Crk/p130 Cas	-0.041	0.15	-10000	0	-0.35	17	17
DOK1	-0.058	0.14	-10000	0	-0.38	15	15
JAK2	-0.033	0.15	-10000	0	-0.46	12	12
Jak2/Leptin Receptor/Leptin	-0.024	0.16	-10000	0	-0.43	11	11
PIK3R1	0.01	0.091	-10000	0	-0.51	4	4
PTPN1	-0.072	0.14	-10000	0	-0.34	24	24
LYN	0.032	0.044	-10000	0	-0.51	1	1
CDH2	0.006	0.085	-10000	0	-0.51	3	3
SRC	-0.004	0.11	-10000	0	-0.58	4	4
ITGB3	0.027	0.051	-10000	0	-0.51	1	1
CAT1/PTP1B	-0.06	0.18	-10000	0	-0.5	14	14
CAPN1	0.016	0.098	-10000	0	-0.52	5	5
CSK	0.036	0.007	-10000	0	-10000	0	0
PI3K	-0.022	0.12	-10000	0	-0.42	8	8
mol:H2O2	-0.001	0.004	-10000	0	-10000	0	0
STAT3 (dimer)	-0.019	0.16	-10000	0	-0.42	11	11
negative regulation of transcription	-0.032	0.14	-10000	0	-0.45	12	12
FCGR2A	-0.008	0.14	-10000	0	-0.51	12	12
FER	0.024	0.05	-10000	0	-0.52	1	1
alphaIIb/beta3 Integrin	0.043	0.041	-10000	0	-0.36	1	1
BLK	0.013	0.071	-10000	0	-0.51	2	2
Insulin Receptor/Insulin/Shc	0.06	0.041	-10000	0	-0.32	1	1
RHOA	0.031	0.012	-10000	0	-10000	0	0
LEPR	0.025	0.066	-10000	0	-0.5	2	2
BCAR1	0.037	0.005	-10000	0	-10000	0	0
p210 bcr-abl/Grb2	0.036	0.007	-10000	0	-10000	0	0
mol:NADPH	-0.002	0.003	-10000	0	-10000	0	0
TRPV6	-0.02	0.17	0.27	1	-0.52	10	11
PRL	0.037	0.02	-10000	0	-10000	0	0
SOCS3	0.006	0.2	-10000	0	-1.4	3	3
SPRY2	-0.011	0.13	-10000	0	-0.51	9	9
Insulin Receptor/Insulin/IRS1	0.043	0.09	-10000	0	-0.32	8	8
CSF1/CSF1R	-0.042	0.15	-10000	0	-0.35	17	17
Ras protein signal transduction	0.034	0.12	0.68	5	-10000	0	5
IRS1	0.008	0.12	-10000	0	-0.51	7	7
INS	0.036	0.008	-10000	0	-10000	0	0
LEP	0.017	0.061	-10000	0	-0.51	1	1
STAT5B	-0.049	0.14	-10000	0	-0.37	16	16
STAT5A	-0.049	0.14	-10000	0	-0.37	16	16
GRB2	0.036	0.007	-10000	0	-10000	0	0
PDGFB-D/PDGFRB	-0.054	0.14	-10000	0	-0.33	22	22
CSN2	0.051	0.064	-10000	0	-10000	0	0
PIK3CA	0.009	0.062	-10000	0	-0.51	2	2
LAT	-0.046	0.19	-10000	0	-0.62	14	14
YBX1	0.039	0.046	-10000	0	-0.5	1	1
LCK	-0.003	0.13	-10000	0	-0.51	10	10
SHC1	0.035	0.01	-10000	0	-10000	0	0
NOX4	-0.047	0.19	-10000	0	-0.51	21	21

×

Hedgehog signaling events mediated by Gli proteins

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
HDAC1	0.035	0.013	-10000	0	-10000	0	0
HDAC2	0.037	0.006	-10000	0	-10000	0	0
GNB1/GNG2	0.011	0.14	-10000	0	-0.32	22	22
forebrain development	-0.092	0.24	-10000	0	-0.67	17	17
GNAO1	0.035	0.012	-10000	0	-10000	0	0
SMO/beta Arrestin2	-0.019	0.15	-10000	0	-0.37	23	23
SMO	-0.049	0.19	-10000	0	-0.51	23	23
ARRB2	0.033	0.011	-10000	0	-10000	0	0
GLI3/SPOP	0.005	0.18	0.28	1	-0.52	9	10
mol:GTP	0	0.002	-10000	0	-10000	0	0
GSK3B	0.029	0.018	-10000	0	-10000	0	0
GNAI2	0.029	0.022	-10000	0	-10000	0	0
SIN3/HDAC complex	0.079	0.038	-10000	0	-10000	0	0
GNAI1	0.003	0.13	-10000	0	-0.51	9	9
XPO1	0.028	0.019	-10000	0	-10000	0	0
GLI1/Su(fu)	-0.099	0.24	-10000	0	-0.65	18	18
SAP30	0.033	0.012	-10000	0	-10000	0	0
mol:GDP	-0.049	0.19	-10000	0	-0.51	23	23
MIM/GLI2A	-0.018	0.13	-10000	0	-0.45	11	11
IFT88	0.03	0.045	-10000	0	-0.51	1	1
GNAI3	0.035	0.008	-10000	0	-10000	0	0
GLI2	-0.004	0.11	0.29	1	-0.35	4	5
GLI3	-0.013	0.19	0.27	2	-0.52	10	12
CSNK1D	0.036	0.007	-10000	0	-10000	0	0
CSNK1E	0.032	0.044	-10000	0	-0.51	1	1
SAP18	0.034	0.011	-10000	0	-10000	0	0
embryonic digit morphogenesis	0.03	0.045	-10000	0	-0.5	1	1
GNG2	0.036	0.007	-10000	0	-10000	0	0
Gi family/GTP	-0.048	0.16	-10000	0	-0.36	26	26
SIN3B	0.036	0.007	-10000	0	-10000	0	0
SIN3A	0.037	0.005	-10000	0	-10000	0	0
GLI3/Su(fu)	-0.008	0.16	-10000	0	-0.43	13	13
GLI2/Su(fu)	-0.026	0.15	0.26	1	-0.32	22	23
FOXA2	-0.15	0.39	-10000	0	-0.99	26	26
neural tube patterning	-0.092	0.24	-10000	0	-0.67	17	17
SPOP	0.037	0.005	-10000	0	-10000	0	0
Su(fu)/PIAS1	-0.003	0.1	-10000	0	-0.66	1	1
GNB1	0.037	0	-10000	0	-10000	0	0
CSNK1G2	0.035	0.009	-10000	0	-10000	0	0
CSNK1G3	0.034	0.011	-10000	0	-10000	0	0
MTSS1	-0.018	0.13	-10000	0	-0.45	11	11
embryonic limb morphogenesis	-0.092	0.24	-10000	0	-0.67	17	17
SUFU	-0.008	0.094	-10000	0	-0.36	3	3
LGALS3	0.025	0.076	-10000	0	-0.51	3	3
catabolic process	-0.017	0.2	-10000	0	-0.53	13	13
GLI3A/CBP	-0.005	0.11	-10000	0	-0.35	13	13
KIF3A	0.027	0.063	-10000	0	-0.51	2	2
GLI1	-0.095	0.25	-10000	0	-0.69	17	17
RAB23	0.032	0.045	-10000	0	-0.51	1	1
CSNK1A1	0.031	0.044	-10000	0	-0.51	1	1
IFT172	0.033	0.02	-10000	0	-10000	0	0
RBBP7	0.035	0.019	-10000	0	-10000	0	0
Su(fu)/Galectin3	-0.007	0.11	-10000	0	-0.42	5	5
GNAZ	0.007	0.11	-10000	0	-0.51	7	7
RBBP4	0.033	0.044	-10000	0	-0.51	1	1
CSNK1G1	0.036	0.006	-10000	0	-10000	0	0
PIAS1	0.036	0.006	-10000	0	-10000	0	0
PRKACA	0.035	0.009	-10000	0	-10000	0	0
GLI2/SPOP	0.001	0.12	0.27	1	-0.34	7	8
STK36	0.028	0.046	-10000	0	-0.51	1	1
Gi family/GNB1/GNG2/GDP	-0.039	0.15	-10000	0	-0.43	14	14
PTCH1	-0.082	0.21	-10000	0	-0.59	17	17
MIM/GLI1	-0.11	0.28	-10000	0	-0.65	26	26
CREBBP	-0.005	0.11	-10000	0	-0.35	13	13
Su(fu)/SIN3/HDAC complex	0.005	0.099	-10000	0	-0.35	8	8

×

Arf6 downstream pathway

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
PLAUR	-0.049	0.3	-10000	0	-1.1	11	11
regulation of axonogenesis	0.011	0.084	0.45	4	-10000	0	4
myoblast fusion	-0.011	0.14	0.45	11	-10000	0	11
mol:GTP	0.009	0.093	-10000	0	-0.29	11	11
regulation of calcium-dependent cell-cell adhesion	-0.048	0.1	0.27	11	-10000	0	11
ARF1/GTP	0.03	0.083	-10000	0	-0.23	10	10
mol:GM1	0	0.071	-10000	0	-0.23	10	10
mol:Choline	-0.015	0.092	-10000	0	-0.4	7	7
lamellipodium assembly	-0.02	0.16	-10000	0	-0.51	12	12
MAPK3	0.006	0.11	-10000	0	-0.38	11	11
ARF6/GTP/NME1/Tiam1	0.049	0.1	-10000	0	-0.27	11	11
ARF1	0.037	0.005	-10000	0	-10000	0	0
ARF6/GDP	0.011	0.14	-10000	0	-0.45	11	11
ARF1/GDP	0.014	0.14	-10000	0	-0.43	11	11
ARF6	0.028	0.096	-10000	0	-0.7	2	2
RAB11A	0.036	0.006	-10000	0	-10000	0	0
TIAM1	0.034	0.019	-10000	0	-10000	0	0
fibronectin binding	0	0	-10000	0	-10000	0	0
MAPK1	0.005	0.12	-10000	0	-0.42	10	10
actin filament bundle formation	-0.009	0.14	0.43	11	-10000	0	11
KALRN	-0.009	0.11	-10000	0	-0.4	9	9
RAB11FIP3/RAB11A	0.052	0.016	-10000	0	-10000	0	0
RhoA/GDP	0.01	0.14	-10000	0	-0.43	11	11
NME1	0.034	0.02	-10000	0	-10000	0	0
Rac1/GDP	0.015	0.14	-10000	0	-0.43	11	11
substrate adhesion-dependent cell spreading	0.009	0.093	-10000	0	-0.29	11	11
cortical actin cytoskeleton organization	-0.02	0.16	-10000	0	-0.52	12	12
RAC1	0.036	0.007	-10000	0	-10000	0	0
liver development	0.009	0.093	-10000	0	-0.29	11	11
ARF6/GTP	0.009	0.093	-10000	0	-0.29	11	11
RhoA/GTP	0.025	0.082	-10000	0	-0.23	10	10
mol:GDP	-0.017	0.13	-10000	0	-0.46	11	11
ARF6/GTP/RAB11FIP3/RAB11A	0.048	0.081	-10000	0	-0.42	2	2
RHOA	0.033	0.013	-10000	0	-10000	0	0
PLD1	-0.014	0.098	-10000	0	-0.39	8	8
RAB11FIP3	0.036	0.015	-10000	0	-10000	0	0
tube morphogenesis	-0.02	0.16	-10000	0	-0.51	12	12
ruffle organization	-0.011	0.084	-10000	0	-0.45	4	4
regulation of epithelial cell migration	0.009	0.093	-10000	0	-0.29	11	11
PLD2	0.005	0.083	-10000	0	-0.36	5	5
PIP5K1A	-0.011	0.084	-10000	0	-0.45	4	4
mol:Phosphatidic acid	-0.015	0.092	-10000	0	-0.4	7	7
Rac1/GTP	-0.021	0.16	-10000	0	-0.52	12	12

×

Signaling events mediated by VEGFR1 and VEGFR2

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
alphaV beta3 Integrin	0.033	0.08	-10000	0	-0.37	5	5
AKT1	0.015	0.2	0.34	4	-0.55	11	15
PTK2B	-0.003	0.16	0.34	1	-0.53	7	8
VEGFR2 homodimer/Frs2	0.002	0.13	-10000	0	-0.45	9	9
CAV1	-0.026	0.16	-10000	0	-0.51	15	15
CALM1	0.036	0.007	-10000	0	-10000	0	0
VEGFR2 homodimer/VEGFA homodimer/Frs2	-0.002	0.13	-10000	0	-0.42	11	11
endothelial cell proliferation	0.036	0.17	0.37	4	-0.47	9	13
mol:Ca2+	0	0.17	0.33	1	-0.44	13	14
VEGFR2 homodimer/VEGFA homodimer/IQGAP1/Rac	0.015	0.14	-10000	0	-0.4	11	11
RP11-342D11.1	-0.013	0.16	-10000	0	-0.4	17	17
CDH5	0.029	0.062	-10000	0	-0.51	2	2
VEGFA homodimer	0.042	0.08	-10000	0	-0.29	7	7
SHC1	0.035	0.01	-10000	0	-10000	0	0
SHC2	0.027	0.032	-10000	0	-10000	0	0
HRAS/GDP	0	0.14	-10000	0	-0.48	8	8
SH2D2A	0.019	0.087	-10000	0	-0.51	4	4
VEGFR2 homodimer/VEGFA homodimer/SHP1/eNOS	0.007	0.16	-10000	0	-0.5	9	9
VEGFR2 homodimer/VEGFA homodimer/TsAd	-0.005	0.12	-10000	0	-0.35	13	13
VEGFR1 homodimer	0.006	0.12	-10000	0	-0.5	8	8
SHC/GRB2/SOS1	0.04	0.16	-10000	0	-0.53	7	7
GRB10	-0.017	0.21	0.33	1	-0.63	13	14
PTPN11	0.033	0.045	-10000	0	-0.51	1	1
GRB2	0.036	0.007	-10000	0	-10000	0	0
PAK1	0.03	0.048	-10000	0	-0.51	1	1
VEGFR2 homodimer/VEGFA homodimer/IQGAP1/Cadherin/beta catenin	0.04	0.16	-10000	0	-0.49	8	8
HRAS	0.028	0.063	-10000	0	-0.51	2	2
VEGF/Rho/ROCK1/Integrin Complex	0.002	0.15	-10000	0	-0.46	9	9
HIF1A	0.021	0.087	-10000	0	-0.51	4	4
FRS2	0.036	0.008	-10000	0	-10000	0	0
oxygen and reactive oxygen species metabolic process	0.014	0.13	-10000	0	-0.39	11	11
mol:GTP	0	0	-10000	0	-10000	0	0
FLT4	0.034	0.011	-10000	0	-10000	0	0
Nck/Pak	0.033	0.054	-10000	0	-0.37	2	2
VEGFR2 homodimer/VEGFA homodimer/Fyn	-0.005	0.15	-10000	0	-0.42	12	12
mol:GDP	0.012	0.15	-10000	0	-0.51	7	7
mol:NADP	0.022	0.15	0.33	2	-0.44	8	10
eNOS/Hsp90	0.02	0.14	0.31	2	-0.42	8	10
PIK3R1	0.01	0.091	-10000	0	-0.51	4	4
mol:IP3	-0.001	0.17	0.33	1	-0.44	13	14
HIF1A/ARNT	0.041	0.068	-10000	0	-0.37	4	4
SHB	0.024	0.064	-10000	0	-0.51	2	2
VEGFA	-0.003	0.02	-10000	0	-10000	0	0
VEGFC	0.009	0.099	-10000	0	-0.51	5	5
FAK1/Vinculin	0.014	0.17	0.29	2	-0.66	6	8
mol:Ca ++	0	0	-10000	0	-10000	0	0
RHOA	0.033	0.013	-10000	0	-10000	0	0
VEGFR2 homodimer/VEGFA homodimer/alphaV beta3 Integrin	0.003	0.16	-10000	0	-0.42	13	13
PTPN6	0.03	0.045	-10000	0	-0.51	1	1
EPAS1	0.001	0.14	-10000	0	-0.53	9	9
mol:L-citrulline	0.022	0.15	0.33	2	-0.44	8	10
ITGAV	0.017	0.097	-10000	0	-0.51	5	5
PIK3CA	0.009	0.062	-10000	0	-0.51	2	2
VEGFR2 homodimer/VEGFA homodimer/Frs2/GRB2	0.017	0.13	-10000	0	-0.39	10	10
VEGFR2 homodimer/VEGFA homodimer	-0.01	0.17	-10000	0	-0.43	17	17
VEGFR2/3 heterodimer	0.002	0.13	-10000	0	-0.45	9	9
VEGFB	0.037	0	-10000	0	-10000	0	0
MAPK11	-0.013	0.16	0.28	8	-0.58	7	15
VEGFR2 homodimer	-0.012	0.14	-10000	0	-0.54	8	8
FLT1	0.006	0.12	-10000	0	-0.51	8	8
NEDD4	0.023	0.068	-10000	0	-0.5	2	2
MAPK3	-0.008	0.16	0.33	2	-0.51	8	10
MAPK1	-0.011	0.16	0.31	3	-0.51	8	11
VEGFA145/NRP2	0.017	0.052	-10000	0	-0.3	3	3
VEGFR1/2 heterodimer	-0.01	0.16	-10000	0	-0.48	12	12
KDR	-0.013	0.14	-10000	0	-0.54	8	8
VEGFA165/NRP1/VEGFR2 homodimer	-0.009	0.16	-10000	0	-0.41	17	17
SRC	0.034	0.01	-10000	0	-10000	0	0
platelet activating factor biosynthetic process	0.004	0.16	0.35	3	-0.52	8	11
PI3K	-0.028	0.16	-10000	0	-0.6	9	9
VEGFR2 homodimer/VEGFA homodimer/NCK1	-0.002	0.12	-10000	0	-0.38	9	9
FES	-0.005	0.17	0.33	1	-0.46	13	14
GAB1	-0.016	0.18	-10000	0	-0.47	16	16
VEGFR2 homodimer/VEGFA homodimer/Src	-0.003	0.13	-10000	0	-0.4	11	11
CTNNB1	0.031	0.019	-10000	0	-10000	0	0
SOS1	0.036	0.007	-10000	0	-10000	0	0
ARNT	0.037	0	-10000	0	-10000	0	0
eNOS/Caveolin-1	0.01	0.16	0.35	1	-0.41	11	12
VEGFR2 homodimer/VEGFA homodimer/Yes	-0.004	0.13	-10000	0	-0.39	12	12
PI3K/GAB1	0.012	0.18	0.29	3	-0.49	11	14
VEGFR2 homodimer/VEGFA homodimer/Frs2/Nck/Pak	0.032	0.12	-10000	0	-0.51	3	3
PRKACA	0.035	0.009	-10000	0	-10000	0	0
VEGFR2/3 heterodimer/VEGFC homodimer	0.003	0.14	-10000	0	-0.41	13	13
HSP90AA1	0	0	-10000	0	-10000	0	0
CDC42	-0.001	0.17	0.33	1	-0.46	13	14
actin cytoskeleton reorganization	-0.005	0.12	-10000	0	-0.35	13	13
PTK2	-0.005	0.18	0.29	2	-0.66	7	9
EDG1	-0.013	0.21	-10000	0	-0.74	9	9
mol:DAG	-0.001	0.17	0.33	1	-0.44	13	14
CaM/Ca2+	0.015	0.16	0.31	1	-0.42	12	13
MAP2K3	-0.017	0.12	0.33	1	-0.46	7	8
VEGFR2 homodimer/VEGFA homodimer/GRB10/NEDD4	-0.023	0.21	-10000	0	-0.64	13	13
PLCG1	-0.001	0.17	0.33	1	-0.45	13	14
VEGFR2 homodimer/VEGFA homodimer/Src/Shb	0.009	0.13	-10000	0	-0.38	10	10
IQGAP1	0.036	0.006	-10000	0	-10000	0	0
YES1	0.031	0.044	-10000	0	-0.51	1	1
VEGFR2 homodimer/VEGFA homodimer/SHP2	-0.003	0.14	-10000	0	-0.4	12	12
VEGFR2 homodimer/VEGFA homodimer/SHP1	-0.007	0.14	-10000	0	-0.44	11	11
cell migration	0.019	0.16	0.28	1	-0.58	6	7
mol:PI-3-4-5-P3	-0.025	0.15	-10000	0	-0.55	9	9
FYN	0.029	0.062	-10000	0	-0.51	2	2
VEGFB/NRP1	0.005	0.16	-10000	0	-0.38	17	17
mol:NO	0.022	0.15	0.33	2	-0.44	8	10
PXN	0.037	0.003	-10000	0	-10000	0	0
HRAS/GTP	-0.016	0.13	-10000	0	-0.48	8	8
VEGFR2 homodimer/VEGFA homodimer/GRB10	-0.035	0.2	-10000	0	-0.64	13	13
VHL	0.021	0.077	-10000	0	-0.51	3	3
ITGB3	0.028	0.051	-10000	0	-0.51	1	1
NOS3	0.019	0.16	0.34	2	-0.5	8	10
VEGFR2 homodimer/VEGFA homodimer/Sck	-0.005	0.14	-10000	0	-0.42	11	11
RAC1	0.036	0.007	-10000	0	-10000	0	0
PRKCA	-0.006	0.16	0.33	1	-0.58	7	8
PRKCB	-0.011	0.16	0.32	1	-0.42	13	14
VCL	0.029	0.062	-10000	0	-0.51	2	2
VEGFA165/NRP1	-0.03	0.15	-10000	0	-0.4	17	17
VEGFR1/2 heterodimer/VEGFA homodimer	-0.016	0.16	-10000	0	-0.44	14	14
VEGFA165/NRP2	0.017	0.052	-10000	0	-0.3	3	3
MAPKKK cascade	-0.027	0.17	-10000	0	-0.55	12	12
NRP2	0.028	0.063	-10000	0	-0.51	2	2
VEGFC homodimer	0.009	0.099	-10000	0	-0.5	5	5
NCK1	0.025	0.046	-10000	0	-0.51	1	1
ROCK1	0.037	0.004	-10000	0	-10000	0	0
FAK1/Paxillin	0.021	0.17	0.29	2	-0.62	7	9
MAP3K13	-0.012	0.12	0.33	1	-0.44	9	10
PDPK1	-0.027	0.14	-10000	0	-0.51	9	9

×

IL6-mediated signaling events

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
BCL2L1	-0.04	0.23	0.48	1	-0.58	12	13
CRP	-0.038	0.23	-10000	0	-0.64	8	8
cell cycle arrest	-0.057	0.25	-10000	0	-0.63	15	15
TIMP1	-0.041	0.26	-10000	0	-0.81	9	9
IL6ST	0.025	0.065	-10000	0	-0.5	2	2
Rac1/GDP	-0.024	0.17	0.33	1	-0.48	10	11
AP1	0.04	0.14	-10000	0	-0.43	5	5
GAB2	0.036	0.014	-10000	0	-10000	0	0
TNFSF11	-0.083	0.31	-10000	0	-0.9	13	13
HSP90B1	0.002	0.12	-10000	0	-0.78	3	3
GAB1	0.024	0.076	-10000	0	-0.5	3	3
MAPK14	-0.033	0.16	0.29	1	-0.87	3	4
AKT1	0.048	0.091	0.28	1	-0.38	3	4
FOXO1	0.048	0.087	0.27	1	-0.36	3	4
MAP2K6	-0.033	0.16	0.28	2	-0.49	8	10
mol:GTP	0	0.002	-10000	0	-10000	0	0
MAP2K4	-0.03	0.18	0.33	1	-0.49	11	12
MITF	-0.024	0.15	0.29	2	-0.41	11	13
positive regulation of NF-kappaB transcription factor activity	0	0	-10000	0	-10000	0	0
TYK2	0.033	0.018	-10000	0	-10000	0	0
A2M	-0.02	0.23	-10000	0	-1.4	4	4
CEBPB	0.031	0.045	-10000	0	-0.51	1	1
GRB2/SOS1/GAB family/SHP2	0.03	0.1	-10000	0	-0.38	4	4
STAT3	-0.057	0.26	-10000	0	-0.68	14	14
STAT1	-0.017	0.2	-10000	0	-0.92	7	7
CEBPD	-0.054	0.27	-10000	0	-0.77	11	11
PIK3CA	0.01	0.062	-10000	0	-0.5	2	2
PI3K	0.006	0.071	-10000	0	-0.37	4	4
JUN	0.005	0.12	-10000	0	-0.51	7	7
PIAS3/MITF	-0.014	0.15	0.32	1	-0.51	6	7
MAPK11	-0.032	0.16	0.29	1	-0.75	4	5
STAT3 (dimer)/FOXO1	-0.008	0.24	-10000	0	-0.57	12	12
GRB2/SOS1/GAB family	0.017	0.18	-10000	0	-0.5	9	9
IL6/IL6RA/gp130 (dimer)/JAK1/JAK1/LMO4/HCK	-0.042	0.16	-10000	0	-0.43	15	15
GRB2	0.037	0.007	-10000	0	-10000	0	0
JAK2	0.031	0.019	-10000	0	-10000	0	0
LBP	-0.01	0.19	-10000	0	-0.58	4	4
PIK3R1	0.011	0.091	-10000	0	-0.5	4	4
JAK1	0.033	0.046	-10000	0	-0.52	1	1
MYC	-0.057	0.29	-10000	0	-0.92	10	10
FGG	-0.075	0.27	-10000	0	-0.78	12	12
macrophage differentiation	-0.057	0.25	-10000	0	-0.63	15	15
IL6/IL6RA/gp130 (dimer)/JAK2/JAK2/LMO4	-0.007	0.16	-10000	0	-0.31	25	25
JUNB	-0.064	0.27	-10000	0	-0.82	11	11
FOS	-0.029	0.16	-10000	0	-0.51	14	14
IL6/IL6RA/gp130 (dimer)/JAK1/JAK1/LMO4	-0.024	0.16	0.32	2	-0.4	13	15
STAT1/PIAS1	-0.015	0.18	0.34	2	-0.45	13	15
GRB2/SOS1/GAB family/SHP2/PI3K	0.05	0.075	-10000	0	-0.31	2	2
STAT3 (dimer)	-0.06	0.26	-10000	0	-0.66	15	15
PRKCD	-0.032	0.2	0.34	2	-0.53	12	14
IL6R	0.019	0.09	-10000	0	-0.52	4	4
SOCS3	-0.036	0.2	-10000	0	-1.2	3	3
gp130 (dimer)/JAK1/JAK1/LMO4	0.028	0.12	-10000	0	-0.31	14	14
Rac1/GTP	-0.027	0.18	0.33	1	-0.48	11	12
HCK	0.012	0.1	-10000	0	-0.5	6	6
MAPKKK cascade	0.051	0.1	-10000	0	-0.47	3	3
bone resorption	-0.076	0.29	-10000	0	-0.83	13	13
IRF1	-0.072	0.29	-10000	0	-0.87	11	11
mol:GDP	-0.034	0.17	0.29	2	-0.47	11	13
SOS1	0.037	0.008	-10000	0	-10000	0	0
VAV1	-0.036	0.17	0.3	2	-0.48	11	13
IL6/IL6RA/gp130 (dimer)/JAK1/JAK1/LMO4/SOCS3	-0.03	0.19	-10000	0	-0.8	5	5
PTPN11	0.022	0.081	-10000	0	-0.92	1	1
IL6/IL6RA	-0.023	0.14	-10000	0	-0.39	18	18
gp130 (dimer)/TYK2/TYK2/LMO4	0.027	0.11	-10000	0	-0.31	13	13
gp130 (dimer)/JAK2/JAK2/LMO4	0.022	0.11	-10000	0	-0.31	13	13
IL6	-0.047	0.17	-10000	0	-0.49	17	17
PIAS3	0.037	0	-10000	0	-10000	0	0
PTPRE	0.005	0.11	-10000	0	-0.51	6	6
PIAS1	0.036	0.006	-10000	0	-10000	0	0
RAC1	0.036	0.007	-10000	0	-10000	0	0
IL6/IL6RA/gp130 (dimer)/TYK2/TYK2/LMO4	-0.031	0.14	0.29	2	-0.36	11	13
LMO4	-0.009	0.14	-10000	0	-0.5	11	11
STAT3 (dimer)/PIAS3	-0.046	0.26	-10000	0	-0.64	15	15
MCL1	0.048	0.085	-10000	0	-10000	0	0

×

E-cadherin signaling events

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	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
E-cadherin/beta catenin-gamma catenin	0.018	0.12	-9999	-0.33	16	16
E-cadherin/beta catenin	0.027	0.084	-9999	-0.37	6	6
CTNNB1	0.031	0.019	-9999	-10000	0	0
JUP	-0.004	0.14	-9999	-0.51	11	11
CDH1	0.013	0.11	-9999	-0.51	6	6

×

Regulation of nuclear SMAD2/3 signaling

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
EP300	0.007	0.12	-10000	0	-0.51	7	7
HSPA8	0.033	0.044	-10000	0	-0.51	1	1
SMAD3/SMAD4/ER alpha	0.018	0.14	-10000	0	-0.35	10	10
AKT1	0.002	0.079	-10000	0	-0.5	2	2
GSC	-0.018	0.18	-10000	0	-1.4	2	2
NKX2-5	-0.015	0.13	-10000	0	-0.52	9	9
muscle cell differentiation	0.027	0.17	0.4	18	-10000	0	18
SMAD2-3/SMAD4/SP1	0.016	0.17	-10000	0	-0.43	9	9
SMAD4	0.008	0.077	-10000	0	-0.58	1	1
CBFB	0.036	0.007	-10000	0	-10000	0	0
SAP18	0.034	0.011	-10000	0	-10000	0	0
Cbp/p300/MSG1	0.045	0.09	-10000	0	-0.32	7	7
SMAD3/SMAD4/VDR	0.04	0.14	-10000	0	-0.32	12	12
MYC	0.021	0.1	-10000	0	-0.47	6	6
CDKN2B	-0.4	0.7	-10000	0	-1.7	34	34
AP1	-0.023	0.17	-10000	0	-0.4	18	18
SMAD2/SMAD2/SMAD4/SnoN/SIN3/HDAC complex/NCoR1	0.04	0.097	-10000	0	-0.37	4	4
SMAD2-3/SMAD4/FOXO1-3a-4/FOXG1	-0.07	0.17	-10000	0	-0.36	34	34
SP3	0.037	0.014	-10000	0	-10000	0	0
CREB1	0.033	0.044	-10000	0	-0.51	1	1
FOXH1	0.03	0.031	-10000	0	-10000	0	0
SMAD3/SMAD4/GR	0.032	0.11	-10000	0	-0.3	6	6
GATA3	0.032	0.033	-10000	0	-10000	0	0
SKI/SIN3/HDAC complex/NCoR1	0.01	0.087	-10000	0	-0.36	4	4
MEF2C/TIF2	-0.027	0.15	0.33	2	-0.52	8	10
endothelial cell migration	0.094	0.4	1.3	15	-10000	0	15
MAX	0.038	0.016	-10000	0	-10000	0	0
RBBP7	0.035	0.019	-10000	0	-10000	0	0
RBBP4	0.033	0.044	-10000	0	-0.51	1	1
RUNX2	0.029	0.062	-10000	0	-0.51	2	2
RUNX3	0	0.13	-10000	0	-0.51	10	10
RUNX1	0.025	0.076	-10000	0	-0.51	3	3
CTBP1	0.033	0.012	-10000	0	-10000	0	0
NR3C1	0.036	0.019	-10000	0	-10000	0	0
VDR	0.002	0.13	-10000	0	-0.51	9	9
CDKN1A	-0.037	0.22	-10000	0	-1.1	5	5
KAT2B	0	0.005	-10000	0	-10000	0	0
SMAD2/SMAD2/SMAD4/FOXH1	0.027	0.097	-10000	0	-0.28	5	5
DCP1A	0.033	0.012	-10000	0	-10000	0	0
SKI	0.037	0.001	-10000	0	-10000	0	0
SERPINE1	-0.097	0.4	-10000	0	-1.3	15	15
SMAD3/SMAD4/ATF2	0.031	0.11	-10000	0	-0.29	7	7
SMAD3/SMAD4/ATF3	0.009	0.13	-10000	0	-0.34	12	12
SAP30	0.033	0.012	-10000	0	-10000	0	0
Cbp/p300/PIAS3	0.047	0.093	-10000	0	-0.32	7	7
JUN	-0.037	0.16	-10000	0	-0.46	13	13
SMAD3/SMAD4/IRF7	0.035	0.11	-10000	0	-0.29	10	10
TFE3	0.028	0.042	-10000	0	-0.15	4	4
COL1A2	-0.064	0.27	-10000	0	-0.89	14	14
mesenchymal cell differentiation	-0.026	0.11	0.3	9	-10000	0	9
DLX1	0.028	0.033	-10000	0	-10000	0	0
TCF3	0.032	0.044	-10000	0	-0.51	1	1
FOS	-0.036	0.16	-10000	0	-0.52	14	14
SMAD3/SMAD4/Max	0.035	0.11	-10000	0	-0.3	6	6
Cbp/p300/SNIP1	0.046	0.086	-10000	0	-0.32	7	7
ZBTB17	0.037	0.015	-10000	0	-10000	0	0
LAMC1	-0.014	0.13	-10000	0	-0.48	7	7
TGIF2/HDAC complex/SMAD3/SMAD4	0.028	0.11	-10000	0	-0.34	7	7
IRF7	0.033	0.047	-10000	0	-0.5	1	1
ESR1	0.006	0.11	-10000	0	-0.46	7	7
HNF4A	0.034	0.014	-10000	0	-10000	0	0
MEF2C	-0.038	0.16	0.32	4	-0.51	9	13
SMAD2-3/SMAD4	0.015	0.12	-10000	0	-0.28	9	9
Cbp/p300/Src-1	0.045	0.088	-10000	0	-0.32	7	7
IGHV3OR16-13	-0.003	0.078	-10000	0	-0.44	4	4
TGIF2/HDAC complex	0.03	0.046	-10000	0	-0.5	1	1
CREBBP	0.033	0.021	-10000	0	-10000	0	0
SKIL	0.002	0.085	-10000	0	-0.51	4	4
HDAC1	0.035	0.013	-10000	0	-10000	0	0
HDAC2	0.036	0.006	-10000	0	-10000	0	0
SNIP1	0.036	0.008	-10000	0	-10000	0	0
GCN5L2	0.033	0.02	-10000	0	-10000	0	0
SMAD3/SMAD4/TFE3	0.036	0.12	-10000	0	-0.31	11	11
MSG1/HSC70	0.048	0.039	-10000	0	-0.37	1	1
SMAD2	0.006	0.065	-10000	0	-0.24	4	4
SMAD3	-0.006	0.12	-10000	0	-0.43	8	8
SMAD3/E2F4-5/DP1/p107/SMAD4	0.009	0.079	-10000	0	-0.25	4	4
SMAD2/SMAD2/SMAD4	-0.007	0.064	0.16	2	-0.26	4	6
NCOR1	0.034	0.011	-10000	0	-10000	0	0
NCOA2	0.027	0.062	-10000	0	-0.51	2	2
NCOA1	0.036	0.008	-10000	0	-10000	0	0
MYOD/E2A	0.029	0.094	-10000	0	-0.37	8	8
SMAD2-3/SMAD4/SP1/MIZ-1	0.021	0.18	-10000	0	-0.44	9	9
IFNB1	-0.003	0.093	-10000	0	-0.37	5	5
SMAD3/SMAD4/MEF2C	-0.031	0.17	-10000	0	-0.58	7	7
CITED1	0.035	0.019	-10000	0	-10000	0	0
SMAD2-3/SMAD4/ARC105	0.019	0.11	-10000	0	-0.25	9	9
RBL1	0.034	0.01	-10000	0	-10000	0	0
SMAD2-3/SMAD4/FOXO1-3a-4/CEBPB	-0.11	0.25	-10000	0	-0.54	36	36
RUNX1-3/PEBPB2	0.037	0.12	-10000	0	-0.37	10	10
SMAD7	-0.043	0.2	-10000	0	-0.6	11	11
MYC/MIZ-1	0.042	0.083	-10000	0	-0.32	6	6
SMAD3/SMAD4	-0.02	0.18	0.32	1	-0.45	19	20
IL10	0.001	0.08	-10000	0	-0.33	1	1
PIASy/HDAC complex	0.034	0.016	-10000	0	-10000	0	0
PIAS3	0.035	0.013	-10000	0	-10000	0	0
CDK2	0.03	0.048	-10000	0	-0.52	1	1
IL5	0.001	0.079	-10000	0	-0.33	1	1
CDK4	0.033	0.023	-10000	0	-10000	0	0
PIAS4	0.034	0.015	-10000	0	-10000	0	0
ATF3	0.008	0.11	-10000	0	-0.51	6	6
SMAD3/SMAD4/SP1	0.009	0.16	-10000	0	-0.38	12	12
FOXG1	-0.001	0.003	-10000	0	-10000	0	0
FOXO3	-0.02	0.063	-10000	0	-0.22	6	6
FOXO1	-0.02	0.063	-10000	0	-0.22	6	6
FOXO4	-0.02	0.063	-10000	0	-0.22	6	6
heart looping	-0.037	0.16	0.32	4	-0.51	9	13
CEBPB	0.014	0.055	-10000	0	-0.5	1	1
SMAD3/SMAD4/DLX1	0.027	0.11	-10000	0	-0.31	7	7
MYOD1	0.011	0.11	-10000	0	-0.51	7	7
SMAD3/SMAD4/HNF4	0.03	0.1	-10000	0	-0.29	7	7
SMAD3/SMAD4/GATA3	0.041	0.11	-10000	0	-0.3	6	6
SnoN/SIN3/HDAC complex/NCoR1	0.002	0.085	-10000	0	-0.5	4	4
SMAD3/SMAD4/RUNX1-3/PEBPB2	0.039	0.15	-10000	0	-0.42	9	9
SMAD3/SMAD4/SP1-3	0.032	0.16	-10000	0	-0.49	6	6
MED15	0	0	-10000	0	-10000	0	0
SP1	0.006	0.092	-10000	0	-0.23	12	12
SIN3B	0.036	0.007	-10000	0	-10000	0	0
SIN3A	0.037	0.005	-10000	0	-10000	0	0
SMAD2/SMAD2/SMAD4/FOXH1/NKX2-5	0.013	0.14	-10000	0	-0.32	16	16
ITGB5	-0.022	0.14	-10000	0	-0.62	5	5
TGIF/SIN3/HDAC complex/CtBP	0.005	0.089	-10000	0	-0.35	7	7
SMAD3/SMAD4/AR	0.017	0.12	-10000	0	-0.33	10	10
AR	0.015	0.082	-10000	0	-0.51	3	3
negative regulation of cell growth	-0.004	0.11	-10000	0	-0.34	5	5
SMAD3/SMAD4/MYOD	0.013	0.13	-10000	0	-0.31	14	14
E2F5	0.017	0.088	-10000	0	-0.51	4	4
E2F4	0.036	0.007	-10000	0	-10000	0	0
SMAD2/SMAD2/SMAD4/FOXH1/SMIF	0.049	0.11	-10000	0	-0.3	7	7
SMAD2-3/SMAD4/FOXO1-3a-4	-0.065	0.18	-10000	0	-0.4	32	32
TFDP1	0.035	0.009	-10000	0	-10000	0	0
SMAD3/SMAD4/AP1	-0.005	0.18	-10000	0	-0.47	13	13
SMAD3/SMAD4/RUNX2	0.026	0.11	-10000	0	-0.3	9	9
TGIF2	0.03	0.046	-10000	0	-0.51	1	1
TGIF1	0	0	-10000	0	-10000	0	0
ATF2	0.037	0.003	-10000	0	-10000	0	0

×

Sphingosine 1-phosphate (S1P) pathway

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	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
SPHK2	0.036	0.012	-9999	-10000	0	0
SPHK1	-0.003	0.14	-9999	-0.51	10	10
GNAI2	0.03	0.022	-9999	-10000	0	0
mol:S1P	-0.024	0.12	-9999	-0.34	16	16
GNAO1	0.036	0.012	-9999	-10000	0	0
mol:Sphinganine-1-P	-0.008	0.092	-9999	-0.37	9	9
growth factor activity	0	0	-9999	-10000	0	0
S1P/S1P2/G12/G13	0.012	0.11	-9999	-0.26	17	17
GNAI3	0.035	0.008	-9999	-10000	0	0
G12/G13	0.047	0.038	-9999	-0.37	1	1
S1PR3	0	0	-9999	-10000	0	0
S1PR2	0	0	-9999	-10000	0	0
EDG1	0.007	0.12	-9999	-0.51	7	7
S1P1/S1P	-0.023	0.13	-9999	-0.31	22	22
S1PR5	0	0	-9999	-10000	0	0
S1PR4	0	0	-9999	-10000	0	0
GNAI1	0.004	0.13	-9999	-0.51	9	9
S1P/S1P5/G12	-0.007	0.11	-9999	-0.28	16	16
S1P/S1P3/Gq	-0.036	0.15	-9999	-0.42	15	15
S1P/S1P4/Gi	-0.022	0.13	-9999	-0.37	12	12
GNAQ	0	0	-9999	-10000	0	0
GNAZ	0.008	0.11	-9999	-0.51	7	7
GNA14	0.016	0.081	-9999	-0.51	3	3
GNA15	-0.005	0.14	-9999	-0.51	11	11
GNA12	0.035	0.009	-9999	-10000	0	0
GNA13	0.032	0.045	-9999	-0.51	1	1
GNA11	0.028	0.062	-9999	-0.51	2	2
ABCC1	-0.023	0.15	-9999	-0.51	12	12

×

Presenilin action in Notch and Wnt signaling

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
Delta 1/NOTCH/NOTCH(cleaved)	0.02	0.14	-10000	0	-0.45	9	9
HDAC1	0.037	0.018	-10000	0	-10000	0	0
AES	0.036	0.009	-10000	0	-10000	0	0
FBXW11	0.034	0.01	-10000	0	-10000	0	0
DTX1	0.033	0.045	-10000	0	-0.51	1	1
LRP6/FZD1	0.042	0.051	-10000	0	-0.37	2	2
TLE1	0.024	0.075	-10000	0	-0.5	3	3
AP1	-0.018	0.1	-10000	0	-0.27	19	19
NCSTN	0.034	0.014	-10000	0	-10000	0	0
ADAM10	0.035	0.013	-10000	0	-10000	0	0
Beta Catenin/TCF1/CtBP/CBP/TLE1/AES/SMAD4	-0.023	0.17	-10000	0	-0.6	9	9
NICD/RBPSUH	-0.007	0.13	-10000	0	-0.44	11	11
WIF1	-0.065	0.19	-10000	0	-0.51	22	22
NOTCH1	0	0.13	-10000	0	-0.47	10	10
PSENEN	0.033	0.015	-10000	0	-10000	0	0
KREMEN2	-0.1	0.21	-10000	0	-0.51	30	30
DKK1	-0.095	0.2	-10000	0	-0.51	29	29
beta catenin/beta TrCP1	0.013	0.081	-10000	0	-10000	0	0
APH1B	0.033	0.044	-10000	0	-0.51	1	1
APH1A	0.018	0.097	-10000	0	-0.51	5	5
AXIN1	0.013	0.052	-10000	0	-10000	0	0
CtBP/CBP/TCF1/TLE1/AES	0.015	0.068	0.23	2	-0.29	2	4
PSEN1	0.033	0.044	-10000	0	-0.51	1	1
FOS	-0.029	0.16	-10000	0	-0.51	14	14
JUN	0.005	0.12	-10000	0	-0.51	7	7
MAP3K7	0.036	0.014	-10000	0	-10000	0	0
CTNNB1	-0.006	0.078	-10000	0	-0.29	1	1
MAPK3	0.037	0.004	-10000	0	-10000	0	0
DKK2/LRP6/Kremen 2	-0.054	0.15	-10000	0	-0.32	35	35
HNF1A	0	0.007	-10000	0	-10000	0	0
CTBP1	0.033	0.013	-10000	0	-10000	0	0
MYC	-0.032	0.29	-10000	0	-1.4	6	6
NKD1	0.029	0.03	-10000	0	-10000	0	0
FZD1	0.031	0.046	-10000	0	-0.51	1	1
NOTCH1 precursor/Deltex homolog 1	0.022	0.14	-10000	0	-0.45	11	11
apoptosis	-0.018	0.1	-10000	0	-0.27	19	19
Delta 1/NOTCHprecursor	0.016	0.14	-10000	0	-0.45	9	9
DLL1	0.023	0.076	-10000	0	-0.51	3	3
PPARD	0.022	0.072	-10000	0	-0.8	1	1
Gamma Secretase	0.073	0.093	-10000	0	-0.32	6	6
APC	-0.019	0.13	-10000	0	-0.44	10	10
DVL1	0.014	0.064	-10000	0	-0.31	3	3
CSNK2A1	0.035	0.008	-10000	0	-10000	0	0
MAP3K7IP1	0.035	0.011	-10000	0	-10000	0	0
DKK1/LRP6/Kremen 2	-0.12	0.19	-10000	0	-0.36	52	52
LRP6	0.031	0.045	-10000	0	-0.5	1	1
CSNK1A1	0.031	0.044	-10000	0	-0.5	1	1
NLK	0.027	0.017	-10000	0	-10000	0	0
CCND1	-0.095	0.39	-10000	0	-1.4	12	12
WNT1	0.037	0.004	-10000	0	-10000	0	0
Axin1/APC/beta catenin	0.003	0.12	-10000	0	-0.42	5	5
DKK2	0.013	0.091	-10000	0	-0.51	4	4
NOTCH1 precursor/DVL1	0.015	0.14	-10000	0	-0.48	6	6
GSK3B	0.029	0.018	-10000	0	-10000	0	0
FRAT1	0.035	0.013	-10000	0	-10000	0	0
NOTCH/Deltex homolog 1	0.026	0.14	-10000	0	-0.45	11	11
PPP2R5D	0.02	0.05	-10000	0	-0.34	2	2
MAPK1	0.031	0.044	-10000	0	-0.51	1	1
WNT1/LRP6/FZD1	0.002	0.13	-10000	0	-0.29	22	22
RBPJ	0	0	-10000	0	-10000	0	0
CREBBP	0.035	0.011	-10000	0	-10000	0	0

×

PDGFR-alpha signaling pathway

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
PDGFRA	-0.003	0.12	-10000	0	-0.51	8	8
PDGF/PDGFRA/CRKL	0.023	0.092	-10000	0	-0.36	8	8
positive regulation of JUN kinase activity	0.056	0.082	-10000	0	-0.28	7	7
CRKL	0.034	0.014	-10000	0	-10000	0	0
PDGF/PDGFRA/Caveolin-3	0.024	0.091	-10000	0	-0.36	8	8
AP1	-0.11	0.29	-10000	0	-0.87	17	17
mol:IP3	-0.008	0.073	-10000	0	-0.38	5	5
PLCG1	-0.008	0.073	-10000	0	-0.38	5	5
PDGF/PDGFRA/alphaV Integrin	0.011	0.11	-10000	0	-0.35	13	13
RAPGEF1	0.037	0.005	-10000	0	-10000	0	0
CRK	0.034	0.011	-10000	0	-10000	0	0
mol:Ca2+	-0.008	0.073	-10000	0	-0.37	5	5
CAV3	0.034	0.011	-10000	0	-10000	0	0
CAV1	-0.026	0.16	-10000	0	-0.51	15	15
SHC/Grb2/SOS1	0.058	0.083	-10000	0	-0.28	7	7
PDGF/PDGFRA/Shf	0.014	0.12	-10000	0	-0.39	11	11
FOS	-0.12	0.28	-10000	0	-0.86	17	17
JUN	-0.047	0.083	-10000	0	-0.4	7	7
oligodendrocyte development	0.011	0.11	-10000	0	-0.35	13	13
GRB2	0.036	0.007	-10000	0	-10000	0	0
PIK3R1	0.01	0.091	-10000	0	-0.51	4	4
mol:DAG	-0.008	0.073	-10000	0	-0.38	5	5
PDGF/PDGFRA	-0.003	0.12	-10000	0	-0.51	8	8
actin cytoskeleton reorganization	0.018	0.094	-10000	0	-0.33	9	9
SRF	0.018	0.014	-10000	0	-10000	0	0
SHC1	0.035	0.01	-10000	0	-10000	0	0
PI3K	0.002	0.082	-10000	0	-0.31	7	7
PDGF/PDGFRA/Crk/C3G	0.042	0.085	-10000	0	-0.3	8	8
JAK1	-0.013	0.089	-10000	0	-0.36	9	9
ELK1/SRF	0.001	0.079	0.29	1	-0.3	5	6
SHB	0.024	0.064	-10000	0	-0.51	2	2
SHF	0.021	0.087	-10000	0	-0.51	4	4
CSNK2A1	0.037	0.024	-10000	0	-10000	0	0
GO:0007205	-0.018	0.083	-10000	0	-0.41	6	6
SOS1	0.036	0.007	-10000	0	-10000	0	0
Ras protein signal transduction	0.056	0.082	-10000	0	-0.28	7	7
PDGF/PDGFRA/SHB	0.018	0.094	-10000	0	-0.34	9	9
PDGF/PDGFRA/Caveolin-1	-0.016	0.15	-10000	0	-0.4	19	19
ITGAV	0.017	0.097	-10000	0	-0.51	5	5
ELK1	-0.027	0.074	-10000	0	-0.36	6	6
PIK3CA	0.009	0.062	-10000	0	-0.51	2	2
PDGF/PDGFRA/Crk	0.023	0.091	-10000	0	-0.36	8	8
JAK-STAT cascade	-0.013	0.089	-10000	0	-0.36	9	9
cell proliferation	0.014	0.12	-10000	0	-0.39	11	11

×

mTOR signaling pathway

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
GBL	0.036	0.006	-10000	0	-10000	0	0
MKNK1	0.036	0.007	-10000	0	-10000	0	0
mol:PIP3	-0.016	0.077	0.4	1	-0.28	9	10
FRAP1	0.059	0.087	-10000	0	-0.44	1	1
AKT1	0.067	0.13	0.28	14	-0.28	9	23
INSR	0.031	0.044	-10000	0	-0.51	1	1
Insulin Receptor/Insulin	0.043	0.032	-10000	0	-0.31	1	1
mol:GTP	0.085	0.13	0.31	11	-0.35	3	14
eIF4E/eIF4G1/eIF4A1/eIF4B/RNA/eIF3/40s Ribosomal subunit	-0.002	0.035	-10000	0	-0.21	1	1
TSC2	0.032	0.045	-10000	0	-0.5	1	1
RHEB/GDP	0.041	0.091	-10000	0	-0.32	3	3
TSC1	0.033	0.044	-10000	0	-0.51	1	1
Insulin Receptor/IRS1	0.012	0.087	-10000	0	-0.29	11	11
eIF4E/eIF4G1/eIF4A1/eIF4B/RNA	0.009	0.05	-10000	0	-0.24	1	1
mol:GDP	0	0	-10000	0	-10000	0	0
EIF3A	0	0	-10000	0	-10000	0	0
RPS6KB1	0.087	0.1	0.28	13	-10000	0	13
MAP3K5	0	0.061	0.18	3	-0.29	5	8
PIK3R1	0.011	0.091	-10000	0	-0.5	4	4
apoptosis	0	0.061	0.18	3	-0.29	5	8
mol:LY294002	0	0	-10000	0	-0.001	10	10
EIF4B	0.08	0.096	0.26	13	-10000	0	13
40S S6 ribosomal protein /40s Ribosomal subunit/eIF3	0.077	0.088	0.25	12	-10000	0	12
eIF4E/eIF4G1/eIF4A1	0.005	0.044	-10000	0	-0.28	1	1
KIAA1303	0	0	-10000	0	-10000	0	0
PI3K	-0.004	0.08	-10000	0	-0.29	9	9
mTOR/RHEB/GTP/Raptor/GBL	0.071	0.088	0.23	15	-0.23	1	16
FKBP1A	0.037	0.008	-10000	0	-10000	0	0
RHEB/GTP	0.085	0.12	0.28	11	-0.32	3	14
mol:Amino Acids	0	0	-10000	0	-0.001	10	10
FKBP12/Rapamycin	0.03	0.008	-10000	0	-10000	0	0
PDPK1	0.039	0.11	0.2	6	-0.27	9	15
EIF4E	0.035	0.008	-10000	0	-10000	0	0
ASK1/PP5C	0.064	0.14	-10000	0	-0.57	6	6
mTOR/RHEB/GTP/Raptor/GBL/eIF4E	0.015	0.085	-10000	0	-0.84	1	1
TSC1/TSC2	0.093	0.14	0.33	11	-0.38	3	14
tumor necrosis factor receptor activity	0	0	0.001	10	-10000	0	10
RPS6	0.033	0.015	-10000	0	-10000	0	0
PPP5C	0.033	0.044	-10000	0	-0.51	1	1
EIF4G1	0.005	0.075	-10000	0	-0.51	3	3
IRS1	-0.007	0.083	-10000	0	-0.31	10	10
INS	0.036	0.007	-10000	0	-10000	0	0
PTEN	0.029	0.045	-10000	0	-0.5	1	1
PDK2	0.038	0.11	0.21	5	-0.27	9	14
EIF4EBP1	-0.021	0.21	-10000	0	-1.1	5	5
PIK3CA	0.009	0.062	-10000	0	-0.51	2	2
PPP2R5D	0.058	0.089	0.33	1	-0.4	1	2
peptide biosynthetic process	0.019	0.029	0.19	1	-0.28	1	2
RHEB	0.037	0.006	-10000	0	-10000	0	0
EIF4A1	0.034	0.011	-10000	0	-10000	0	0
mol:Rapamycin	0.002	0.002	0.003	62	-0.003	1	63
EEF2	0.019	0.029	0.19	1	-0.28	1	2
eIF4E/4E-BP1	-0.004	0.2	-10000	0	-1	5	5

×

Reelin signaling pathway

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
CDK5R1/CDK5	0.05	0.021	-10000	0	-10000	0	0
VLDLR	-0.008	0.13	-10000	0	-0.51	9	9
CRKL	0.034	0.014	-10000	0	-10000	0	0
LRPAP1	0.033	0.012	-10000	0	-10000	0	0
FYN	0.029	0.062	-10000	0	-0.51	2	2
ITGA3	-0.005	0.12	-10000	0	-0.51	7	7
RELN/VLDLR/Fyn	0.019	0.11	-10000	0	-0.32	11	11
MAPK8IP1/MKK7/MAP3K11/JNK1	0.085	0.057	-10000	0	-0.28	1	1
AKT1	-0.023	0.099	-10000	0	-0.52	4	4
MAP2K7	0.032	0.023	-10000	0	-10000	0	0
RAPGEF1	0.037	0.005	-10000	0	-10000	0	0
DAB1	0.035	0.013	-10000	0	-10000	0	0
RELN/LRP8/DAB1	0.03	0.099	-10000	0	-0.29	12	12
LRPAP1/LRP8	0.011	0.11	-10000	0	-0.37	12	12
RELN/LRP8/DAB1/Fyn	0.04	0.11	-10000	0	-0.3	13	13
DAB1/alpha3/beta1 Integrin	-0.025	0.15	-10000	0	-0.37	11	11
long-term memory	0.048	0.13	-10000	0	-0.3	14	14
DAB1/LIS1	0.018	0.13	-10000	0	-0.3	19	19
DAB1/CRLK/C3G	0.002	0.13	-10000	0	-0.3	18	18
PIK3CA	0.009	0.062	-10000	0	-0.51	2	2
DAB1/NCK2	0.023	0.14	-10000	0	-0.3	19	19
ARHGEF2	0.032	0.044	-10000	0	-0.51	1	1
mol:Src family inhibitors PP1 and PP2	0	0	-10000	0	-10000	0	0
GRIN2A	0.036	0.007	-10000	0	-10000	0	0
CDK5R1	0.033	0.02	-10000	0	-10000	0	0
RELN	0.032	0.02	-10000	0	-10000	0	0
PIK3R1	0.01	0.091	-10000	0	-0.51	4	4
RELN/LRP8/Fyn	0.026	0.12	-10000	0	-0.34	13	13
GRIN2A/RELN/LRP8/DAB1/Fyn	0.054	0.12	-10000	0	-0.3	13	13
MAPK8	0.036	0.008	-10000	0	-10000	0	0
RELN/VLDLR/DAB1	0.024	0.091	-10000	0	-0.29	9	9
ITGB1	0.028	0.063	-10000	0	-0.51	2	2
MAP1B	-0.074	0.16	-10000	0	-0.32	38	38
RELN/LRP8	0.026	0.11	-10000	0	-0.32	12	12
GRIN2B/RELN/LRP8/DAB1/Fyn	0.045	0.13	-10000	0	-0.32	14	14
PI3K	0.005	0.071	-10000	0	-0.37	4	4
mol:PP2	0	0	-10000	0	-10000	0	0
alpha3/beta1 Integrin	0.012	0.1	-10000	0	-0.37	9	9
RAP1A	-0.034	0.12	0.34	2	-0.44	4	6
PAFAH1B1	0.034	0.011	-10000	0	-10000	0	0
MAPK8IP1	0.034	0.017	-10000	0	-10000	0	0
CRLK/C3G	0.05	0.018	-10000	0	-10000	0	0
GRIN2B	0.027	0.063	-10000	0	-0.51	2	2
NCK2	0.037	0.004	-10000	0	-10000	0	0
neuron differentiation	0.016	0.078	-10000	0	-0.3	2	2
neuron adhesion	-0.053	0.14	0.33	3	-0.49	5	8
LRP8	-0.011	0.15	-10000	0	-0.51	12	12
GSK3B	0.006	0.11	-10000	0	-0.5	4	4
RELN/VLDLR/DAB1/Fyn	0.031	0.1	-10000	0	-0.28	11	11
MAP3K11	0.037	0	-10000	0	-10000	0	0
RELN/VLDLR/DAB1/P13K	-0.018	0.095	-10000	0	-0.36	8	8
CDK5	0.037	0.005	-10000	0	-10000	0	0
MAPT	0.005	0.063	0.77	1	-10000	0	1
neuron migration	0.001	0.13	0.25	1	-0.46	4	5
RELN/LRP8/DAB1/Fyn/MAPK8IP1/MKK7/MAP3K11/JNK1	0.016	0.078	-10000	0	-0.3	2	2
RELN/VLDLR	0.005	0.14	-10000	0	-0.32	19	19

×

TRAIL signaling pathway

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
TNFSF10	-0.026	0.14	-10000	0	-0.51	12	12
positive regulation of NF-kappaB transcription factor activity	-0.014	0.11	-10000	0	-0.36	12	12
MAP2K4	0.029	0.097	0.22	1	-0.35	3	4
IKBKB	0.032	0.013	-10000	0	-10000	0	0
TNFRSF10B	0.021	0.075	-10000	0	-0.51	3	3
TNFRSF10A	0.018	0.077	-10000	0	-0.51	3	3
SMPD1	-0.011	0.06	-10000	0	-0.2	13	13
IKBKG	0.036	0.011	-10000	0	-10000	0	0
mol:GTP	0	0	-10000	0	-10000	0	0
TNFRSF10D	0.022	0.065	-10000	0	-0.51	2	2
TRAIL/TRAILR2	-0.016	0.12	-10000	0	-0.39	13	13
TRAIL/TRAILR3	-0.019	0.11	-10000	0	-0.38	12	12
TRAIL/TRAILR1	-0.015	0.12	-10000	0	-0.39	12	12
TRAIL/TRAILR4	-0.014	0.11	-10000	0	-0.36	12	12
TRAIL/TRAILR1/DAP3/GTP	-0.003	0.097	-10000	0	-0.3	12	12
IKK complex	0.05	0.069	-10000	0	-10000	0	0
RIPK1	0.036	0.007	-10000	0	-10000	0	0
response to oxidative stress	0	0	-10000	0	-10000	0	0
DAP3/GTP	0.026	0.007	-10000	0	-10000	0	0
MAPK3	-0.022	0.1	-10000	0	-0.37	12	12
MAP3K1	-0.008	0.086	-10000	0	-0.37	4	4
TRAILR4 (trimer)	0.022	0.064	-10000	0	-0.5	2	2
TRADD	0.032	0.044	-10000	0	-0.51	1	1
TRAILR1 (trimer)	0.018	0.077	-10000	0	-0.5	3	3
TRAIL/TRAILR1/FADD/TRADD/RIP/TRAF2	-0.013	0.084	-10000	0	-0.34	5	5
CFLAR	0.018	0.096	-10000	0	-0.51	5	5
MAPK1	-0.022	0.11	-10000	0	-0.4	11	11
TRAIL/TRAILR1/FADD/TRADD/RIP	0.006	0.1	-10000	0	-0.29	11	11
mol:ceramide	-0.011	0.06	-10000	0	-0.2	13	13
FADD	0.033	0.012	-10000	0	-10000	0	0
MAPK8	0.026	0.1	0.27	1	-0.35	4	5
TRAF2	0.035	0.013	-10000	0	-10000	0	0
TRAILR3 (trimer)	0.014	0.08	-10000	0	-0.5	3	3
CHUK	0.032	0.044	-10000	0	-0.51	1	1
TRAIL/TRAILR1/FADD	-0.007	0.1	-10000	0	-0.34	11	11
DAP3	0.035	0.009	-10000	0	-10000	0	0
CASP10	0.05	0.17	0.35	6	-0.44	9	15
JNK cascade	-0.014	0.11	-10000	0	-0.36	12	12
TRAIL (trimer)	-0.026	0.14	-10000	0	-0.5	12	12
TNFRSF10C	0.014	0.08	-10000	0	-0.51	3	3
TRAIL/TRAILR1/DAP3/GTP/FADD	0.001	0.094	-10000	0	-0.29	11	11
TRAIL/TRAILR2/FADD	-0.007	0.1	-10000	0	-0.34	12	12
cell death	-0.011	0.06	-10000	0	-0.2	13	13
TRAIL/TRAILR2/FADD/TRADD/RIP/TRAF2	-0.014	0.087	-10000	0	-0.34	6	6
TRAILR2 (trimer)	0.021	0.075	-10000	0	-0.5	3	3
CASP8	-0.008	0.13	-10000	0	-0.68	5	5
negative regulation of caspase activity	0	0	-10000	0	-10000	0	0
TRAIL/TRAILR2/FADD/TRADD/RIP	0.005	0.1	-10000	0	-0.29	12	12

×

Signaling mediated by p38-gamma and p38-delta

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
EEF2K	-0.017	0.049	-10000	0	-0.32	4	4
SNTA1	0.03	0.046	-10000	0	-0.51	1	1
response to hypoxia	0	0	-10000	0	-10000	0	0
STMN1	-0.02	0.055	-10000	0	-0.32	5	5
MAPK12	-0.012	0.1	0.21	7	-0.32	12	19
CCND1	-0.025	0.14	-10000	0	-0.48	11	11
p38 gamma/SNTA1	0.01	0.095	-10000	0	-0.3	10	10
MAP2K3	0.034	0.011	-10000	0	-10000	0	0
PKN1	0.035	0.009	-10000	0	-10000	0	0
G2/M transition checkpoint	-0.011	0.1	0.21	8	-0.32	12	20
MAP2K6	0.003	0.074	0.24	4	-0.29	7	11
MAPT	0.001	0.066	0.18	1	-0.26	4	5
MAPK13	0.009	0.054	-10000	0	-0.37	3	3
hyperosmotic response	0	0	-10000	0	-10000	0	0
ZAK	0.015	0.039	-10000	0	-0.32	2	2

×

Syndecan-3-mediated signaling events

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	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
CTTN	0.033	0.012	-9999	-10000	0	0
Syndecan-3/Src/Cortactin	-0.043	0.16	-9999	-0.55	5	5
Syndecan-3/Neurocan	-0.005	0.092	-9999	-0.47	5	5
POMC	-0.02	0.16	-9999	-0.51	14	14
EGFR	-0.03	0.17	-9999	-0.51	17	17
Syndecan-3/EGFR	-0.009	0.12	-9999	-0.46	5	5
AGRP	0.031	0.027	-9999	-10000	0	0
NCSTN	0.034	0.014	-9999	-10000	0	0
PSENEN	0.033	0.015	-9999	-10000	0	0
RP11-540L11.1	0	0	-9999	-10000	0	0
APH1B	0.033	0.044	-9999	-0.51	1	1
APH1A	0.018	0.097	-9999	-0.51	5	5
NCAN	0	0	-9999	-10000	0	0
long-term memory	0.034	0.1	-9999	-0.45	5	5
Syndecan-3/IL8	-0.057	0.16	-9999	-0.5	8	8
PSEN1	0.033	0.044	-9999	-0.51	1	1
Src/Cortactin	0.046	0.021	-9999	-10000	0	0
FYN	0.029	0.062	-9999	-0.51	2	2
limb bud formation	-0.002	0.093	-9999	-0.49	5	5
MC4R	0.027	0.063	-9999	-0.51	2	2
SRC	0.034	0.01	-9999	-10000	0	0
PTN	-0.13	0.23	-9999	-0.51	40	40
FGFR/FGF/Syndecan-3	-0.002	0.094	-9999	-0.49	5	5
neuron projection morphogenesis	-0.064	0.13	-9999	-0.53	5	5
Syndecan-3/AgRP	0.021	0.1	-9999	-0.48	5	5
Syndecan-3/AgRP/MC4R	0.031	0.11	-9999	-0.46	5	5
Fyn/Cortactin	0.044	0.041	-9999	-0.37	1	1
SDC3	-0.002	0.095	-9999	-0.5	5	5
GO:0007205	0	0	-9999	-10000	0	0
positive regulation of leukocyte migration	-0.056	0.16	-9999	-0.49	8	8
IL8	-0.12	0.23	-9999	-0.51	38	38
Syndecan-3/Fyn/Cortactin	0.035	0.1	-9999	-0.46	5	5
Syndecan-3/CASK	-0.005	0.092	-9999	-0.47	5	5
alpha-MSH/MC4R	0.001	0.13	-9999	-0.37	16	16
Gamma Secretase	0.073	0.093	-9999	-0.32	6	6

×

Integrins in angiogenesis

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	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
VEGFR2 homodimer/VEGFA homodimer	0.019	0.045	-9999	-0.36	2	2
alphaV beta3 Integrin	0.037	0.095	-9999	-0.32	8	8
PTK2	-0.003	0.13	-9999	-0.51	6	6
IGF1R	-0.004	0.14	-9999	-0.51	11	11
PI4KB	0	0	-9999	-10000	0	0
MFGE8	0.036	0.012	-9999	-10000	0	0
SRC	0.034	0.01	-9999	-10000	0	0
CDKN1B	0.018	0.038	-9999	-10000	0	0
VEGFA	0	0	-9999	-10000	0	0
ILK	0.021	0.038	-9999	-10000	0	0
ROCK1	0.037	0.004	-9999	-10000	0	0
AKT1	0.008	0.066	-9999	-0.3	1	1
PTK2B	0.01	0.086	-9999	-0.37	5	5
alphaV/beta3 Integrin/JAM-A	0.037	0.11	-9999	-0.3	12	12
CBL	0.036	0.006	-9999	-10000	0	0
mol:GTP	0	0	-9999	-10000	0	0
alphaV beta3 Integrin/ANGPTL3	0.047	0.078	-9999	-0.32	5	5
IGF-1R heterotetramer/IGF1/IRS1/Shp2	-0.022	0.17	-9999	-0.32	33	33
VEGF/Rho/ROCK/alphaV/beta3 Integrin	0	0.083	-9999	-0.37	5	5
alphaV/beta3 Integrin/Syndecan-1	0.022	0.13	-9999	-0.36	13	13
PI4KA	0	0	-9999	-10000	0	0
IGF-1R heterotetramer/IGF1/IRS1	-0.061	0.19	-9999	-0.36	37	37
PI4 Kinase	0	0	-9999	-10000	0	0
PIK3CA	0.009	0.062	-9999	-0.51	2	2
alphaV/beta3 Integrin/Osteopontin	-0.05	0.16	-9999	-0.34	34	34
RPS6KB1	-0.099	0.16	-9999	-0.48	14	14
TLN1	0.033	0.012	-9999	-10000	0	0
MAPK3	-0.053	0.19	-9999	-0.61	12	12
GPR124	0.028	0.021	-9999	-10000	0	0
MAPK1	-0.056	0.19	-9999	-0.62	12	12
PXN	0.037	0.003	-9999	-10000	0	0
PIK3R1	0.01	0.091	-9999	-0.51	4	4
alphaV/beta3 Integrin/Tumstatin	0.049	0.082	-9999	-0.31	6	6
cell adhesion	0.022	0.081	-9999	-0.28	7	7
ANGPTL3	0.03	0.048	-9999	-0.51	1	1
VEGFR2 homodimer/VEGFA homodimer/Src	0.036	0.045	-9999	-0.31	2	2
IGF-1R heterotetramer	-0.004	0.14	-9999	-0.5	11	11
Rac1/GDP	0.027	0.005	-9999	-10000	0	0
TGFBR2	0.028	0.048	-9999	-0.51	1	1
ITGB3	0.028	0.051	-9999	-0.51	1	1
IGF1	-0.047	0.18	-9999	-0.51	20	20
RAC1	0.036	0.007	-9999	-10000	0	0
regulation of cell-matrix adhesion	0.038	0.072	-9999	-0.31	4	4
apoptosis	0.017	0.097	-9999	-0.5	5	5
CD47	0.018	0.076	-9999	-0.51	3	3
alphaV/beta3 Integrin/CD47	0.032	0.084	-9999	-0.32	6	6
VCL	0.029	0.062	-9999	-0.51	2	2
alphaV/beta3 Integrin/Del1	-0.009	0.14	-9999	-0.36	17	17
CSF1	0.033	0.017	-9999	-10000	0	0
PIK3C2A	0.014	0.067	-9999	-0.47	2	2
PI4 Kinase/Pyk2	0.004	0.082	-9999	-0.31	8	8
VEGFR2 homodimer/VEGFA homodimer/alphaV beta3 Integrin	0.04	0.089	-9999	-0.39	5	5
FAK1/Vinculin	0.016	0.12	-9999	-0.39	7	7
alphaV beta3/Integrin/ppsTEM5	0.038	0.073	-9999	-0.31	4	4
RHOA	0.033	0.013	-9999	-10000	0	0
VTN	0.034	0.017	-9999	-10000	0	0
BCAR1	0.037	0.005	-9999	-10000	0	0
FGF2	0.019	0.079	-9999	-0.51	3	3
F11R	-0.006	0.086	-9999	-0.37	8	8
alphaV/beta3 Integrin/Lactadherin	0.049	0.077	-9999	-0.31	5	5
alphaV/beta3 Integrin/TGFBR2	0.043	0.088	-9999	-0.36	5	5
alphaV/beta3 Integrin/c-FMS/Cbl/Cas	0.071	0.074	-9999	-0.28	5	5
HSP90AA1	0	0	-9999	-10000	0	0
alphaV/beta3 Integrin/Talin	0.044	0.07	-9999	-0.28	5	5
mol:GDP	0	0	-9999	-10000	0	0
FN1	-0.004	0.13	-9999	-0.51	9	9
alphaV/beta3 Integrin/Pyk2	0.036	0.09	-9999	-0.37	5	5
SDC1	-0.004	0.14	-9999	-0.51	11	11
VAV3	-0.053	0.13	-9999	-0.29	32	32
PTPN11	0.033	0.045	-9999	-0.51	1	1
IRS1	0.008	0.12	-9999	-0.51	7	7
FAK1/Paxillin	0.019	0.12	-9999	-0.4	6	6
cell migration	0.009	0.11	-9999	-0.35	7	7
ITGAV	0.017	0.097	-9999	-0.51	5	5
PI3K	-0.003	0.099	-9999	-0.32	9	9
SPP1	-0.1	0.22	-9999	-0.51	33	33
KDR	0.026	0.063	-9999	-0.51	2	2
mol:PI-4-5-P2	0	0	-9999	-10000	0	0
alphaV/beta3 Integrin/Caspase 8	0.017	0.097	-9999	-0.5	5	5
COL4A3	0.032	0.045	-9999	-0.51	1	1
angiogenesis	-0.047	0.2	-9999	-0.62	12	12
Rac1/GTP	-0.039	0.13	-9999	-0.27	32	32
EDIL3	-0.038	0.16	-9999	-0.51	14	14
cell proliferation	0.043	0.088	-9999	-0.36	5	5

×

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

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	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
BAG4	0.028	0.016	-9999	-10000	0	0
Caspase 8 (4 units)	0.001	0.15	-9999	-0.49	8	8
NEF	-0.019	0.059	-9999	-0.19	16	16
NFKBIA	0.015	0.066	-9999	-0.6	1	1
BIRC3	-0.03	0.17	-9999	-0.53	14	14
CYCS	-0.025	0.13	-9999	-0.43	7	7
RIPK1	0.036	0.007	-9999	-10000	0	0
CD247	-0.019	0.059	-9999	-0.19	16	16
MAP2K7	-0.023	0.18	-9999	-0.6	10	10
protein ubiquitination	0.014	0.088	-9999	-0.37	2	2
CRADD	0.03	0.061	-9999	-0.51	2	2
DAXX	0.036	0.006	-9999	-10000	0	0
FAS	-0.013	0.15	-9999	-0.51	12	12
BID	-0.028	0.14	-9999	-0.34	16	16
NF-kappa-B/RelA/I kappa B alpha	0.032	0.11	-9999	-0.31	12	12
TRADD	0.032	0.044	-9999	-0.51	1	1
MAP3K5	0.025	0.076	-9999	-0.51	3	3
CFLAR	0.018	0.096	-9999	-0.51	5	5
FADD	0.033	0.012	-9999	-10000	0	0
NF-kappa-B/RelA/I kappa B alpha/ubiquitin	0.032	0.11	-9999	-0.31	12	12
MAPK8	-0.02	0.17	-9999	-0.54	10	10
APAF1	0.034	0.044	-9999	-0.51	1	1
TRAF1	0.026	0.065	-9999	-0.51	2	2
TRAF2	0.035	0.013	-9999	-10000	0	0
FAS/FADD/DAXX/Ask1/Caspase 8/Caspase 8/FASLG	-0.019	0.14	-9999	-0.36	14	14
TNFR1A/Caspase 2/TNF-alpha/FADD/TRADD/RIP1/cIAP2/TRAF1/TRAF2/Ask1/RAIDD	0.022	0.1	-9999	-0.38	2	2
CHUK	0.014	0.093	-9999	-0.41	2	2
FAS/FADD/DAXX/Ask1/Caspase 8/Caspase 8	0.043	0.12	-9999	-0.28	13	13
TCRz/NEF	-0.03	0.1	-9999	-0.33	16	16
TNF	0.028	0.051	-9999	-0.51	1	1
FASLG	-0.034	0.17	-9999	-0.6	12	12
NFKB1	0.02	0.043	-9999	-10000	0	0
TNFR1A/BAG4/TNF-alpha	0.036	0.066	-9999	-0.32	3	3
CASP6	-0.014	0.21	-9999	-0.7	9	9
CASP7	-0.046	0.21	-9999	-0.61	15	15
RELA	0.019	0.047	-9999	-10000	0	0
CASP2	0.037	0.005	-9999	-10000	0	0
CASP3	-0.056	0.21	-9999	-0.61	15	15
TNFRSF1A	0.02	0.086	-9999	-0.51	4	4
TNFR1A/BAG4	0.028	0.063	-9999	-0.37	3	3
CASP8	0.029	0.062	-9999	-0.51	2	2
CASP9	0.036	0.007	-9999	-10000	0	0
MAP3K14	0.019	0.1	-9999	-0.45	2	2
APAF-1/Caspase 9	-0.032	0.16	-9999	-0.46	13	13
BCL2	-0.03	0.17	-9999	-0.58	9	9

×

Canonical Wnt signaling pathway

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
HDAC1	0.042	0.031	-10000	0	-10000	0	0
AES	0.039	0.023	-10000	0	-10000	0	0
FBXW11	0.034	0.01	-10000	0	-10000	0	0
mol:GTP	0	0.001	-10000	0	-10000	0	0
LRP6/FZD1	0.042	0.051	-10000	0	-0.37	2	2
SMAD4	0.031	0.044	-10000	0	-0.51	1	1
DKK2	0.013	0.091	-10000	0	-0.5	4	4
TLE1	0.029	0.077	-10000	0	-0.49	3	3
MACF1	0.025	0.075	-10000	0	-0.51	3	3
CTNNB1	0.018	0.12	-10000	0	-0.38	4	4
WIF1	-0.065	0.19	-10000	0	-0.5	22	22
beta catenin/RanBP3	0.028	0.16	0.42	15	-0.36	2	17
KREMEN2	-0.1	0.21	-10000	0	-0.51	30	30
DKK1	-0.095	0.2	-10000	0	-0.51	29	29
beta catenin/beta TrCP1	0.037	0.12	-10000	0	-0.36	3	3
FZD1	0.031	0.046	-10000	0	-0.51	1	1
AXIN2	-0.027	0.27	0.67	4	-1.5	4	8
AXIN1	0.037	0.011	-10000	0	-10000	0	0
RAN	0.038	0.001	-10000	0	-10000	0	0
Axin1/APC/GSK3/beta catenin	0.037	0.082	-10000	0	-0.56	2	2
beta catenin/TCF/CtBP/CBP/TLE1/AES/SMAD4	0.009	0.15	-10000	0	-0.43	9	9
Axin1/APC/GSK3	0.029	0.059	-10000	0	-10000	0	0
Axin1/APC/GSK3/beta catenin/Macf1	0.036	0.1	-10000	0	-10000	0	0
HNF1A	0.006	0.027	0.18	1	-10000	0	1
CTBP1	0.038	0.03	0.22	1	-10000	0	1
MYC	-0.002	0.36	0.64	13	-1.5	6	19
RANBP3	0.035	0.009	-10000	0	-10000	0	0
DKK2/LRP6/Kremen 2	-0.054	0.15	-10000	0	-0.32	35	35
NKD1	0.029	0.03	-10000	0	-10000	0	0
TCF4	0.012	0.12	-10000	0	-0.46	8	8
TCF3	0.035	0.04	-10000	0	-0.38	1	1
WNT1/LRP6/FZD1/Axin1	0.077	0.05	-10000	0	-0.29	1	1
Ran/GTP	0.028	0.003	-10000	0	-10000	0	0
CtBP/CBP/TCF/TLE1/AES	0.006	0.16	0.43	12	-0.4	3	15
LEF1	0.024	0.091	-10000	0	-0.49	4	4
DVL1	0.043	0.068	-10000	0	-0.4	1	1
CSNK2A1	0.036	0.008	-10000	0	-10000	0	0
beta catenin/TCF/CtBP/CBP/TLE1/AES	-0.017	0.2	-10000	0	-0.64	10	10
DKK1/LRP6/Kremen 2	-0.12	0.19	-10000	0	-0.36	51	51
LRP6	0.031	0.045	-10000	0	-0.51	1	1
CSNK1A1	0.038	0.053	0.19	1	-0.5	1	2
NLK	0.035	0.01	-10000	0	-10000	0	0
CCND1	-0.056	0.45	0.71	3	-1.5	12	15
WNT1	0.037	0.004	-10000	0	-10000	0	0
GSK3A	0.037	0.007	-10000	0	-10000	0	0
GSK3B	0.029	0.018	-10000	0	-10000	0	0
FRAT1	0.034	0.013	-10000	0	-10000	0	0
PPP2R5D	0.035	0.067	-10000	0	-0.41	2	2
APC	0.035	0.064	-10000	0	-0.28	1	1
WNT1/LRP6/FZD1	0.054	0.086	0.24	19	-0.24	1	20
CREBBP	0.041	0.028	0.19	2	-10000	0	2

×

Glypican 2 network

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	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
MDK	0.011	0.11	-9999	-0.51	6	6
GPC2	0	0	-9999	-10000	0	0
GPC2/Midkine	0.006	0.079	-9999	-0.28	9	9
neuron projection morphogenesis	0.006	0.079	-9999	-0.28	9	9

×

Plasma membrane estrogen receptor signaling

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
GNB1/GNG2	0.053	0.083	-10000	0	-0.27	7	7
ER alpha/Gai/GDP/Gbeta gamma	-0.029	0.17	-10000	0	-0.55	9	9
AKT1	-0.044	0.22	-10000	0	-0.78	11	11
PIK3CA	0.009	0.062	-10000	0	-0.51	2	2
E2/ER alpha (dimer)/PELP1/Src/PI3K	-0.039	0.22	-10000	0	-0.79	11	11
mol:Ca2+	-0.031	0.11	-10000	0	-0.4	7	7
IGF1R	-0.004	0.14	-10000	0	-0.51	11	11
E2/ER alpha (dimer)/Striatin	0.015	0.088	-10000	0	-0.31	9	9
SHC1	0.035	0.01	-10000	0	-10000	0	0
apoptosis	0.041	0.21	0.74	11	-10000	0	11
RhoA/GTP	-0.006	0.082	-10000	0	-0.25	14	14
E2/ER alpha (dimer)/PELP1/Src/p130 Cas	0.001	0.16	-10000	0	-0.46	9	9
regulation of stress fiber formation	0.023	0.1	0.35	3	-10000	0	3
E2/ERA-ERB (dimer)	0.021	0.079	-10000	0	-0.31	7	7
KRAS	0.02	0.086	-10000	0	-0.51	4	4
G13/GTP	0.019	0.076	-10000	0	-0.28	8	8
pseudopodium formation	-0.023	0.1	-10000	0	-0.35	3	3
E2/ER alpha (dimer)/PELP1	0.019	0.079	-10000	0	-0.31	7	7
GRB2	0.036	0.007	-10000	0	-10000	0	0
GNG2	0.036	0.007	-10000	0	-10000	0	0
GNAO1	0.036	0.012	-10000	0	-10000	0	0
HRAS	0.028	0.063	-10000	0	-0.51	2	2
mol:GTP	0	0	-10000	0	-10000	0	0
mol:NO	-0.025	0.16	-10000	0	-0.5	12	12
E2/ER beta (dimer)	0.026	0.009	-10000	0	-10000	0	0
mol:GDP	-0.009	0.096	-10000	0	-0.38	7	7
mol:NADP	-0.025	0.16	-10000	0	-0.5	12	12
PIK3R1	0.01	0.091	-10000	0	-0.51	4	4
mol:IP3	-0.035	0.11	-10000	0	-0.35	11	11
IGF-1R heterotetramer	-0.004	0.14	-10000	0	-0.5	11	11
PLCB1	-0.032	0.12	-10000	0	-0.34	13	13
PLCB2	-0.028	0.12	-10000	0	-0.4	9	9
IGF1	-0.047	0.18	-10000	0	-0.51	20	20
mol:L-citrulline	-0.025	0.16	-10000	0	-0.5	12	12
RHOA	0.033	0.013	-10000	0	-10000	0	0
Gai/GDP	-0.056	0.24	-10000	0	-0.65	18	18
JNK cascade	0.026	0.009	-10000	0	-10000	0	0
BCAR1	0.037	0.005	-10000	0	-10000	0	0
ESR2	0.035	0.013	-10000	0	-10000	0	0
GNAQ	0	0	-10000	0	-10000	0	0
ESR1	0	0.12	-10000	0	-0.51	7	7
Gq family/GDP/Gbeta gamma	-0.046	0.23	-10000	0	-0.6	19	19
E2/ER alpha (dimer)/PELP1/Src/p52 SHC/GRB2/SOS1	0.033	0.06	-10000	0	-10000	0	0
E2/ER alpha (dimer)/PELP1/Src/p52 SHC	0.004	0.15	-10000	0	-0.46	8	8
GNAZ	0.008	0.11	-10000	0	-0.51	7	7
E2/ER alpha (dimer)	0.001	0.083	-10000	0	-0.36	7	7
STRN	0.024	0.076	-10000	0	-0.51	3	3
GNAL	0.01	0.1	-10000	0	-0.51	5	5
PELP1	0.034	0.011	-10000	0	-10000	0	0
MAPK11	0.018	0.008	-10000	0	-10000	0	0
GNAI2	0.03	0.022	-10000	0	-10000	0	0
GNAI3	0.035	0.008	-10000	0	-10000	0	0
GNAI1	0.004	0.13	-10000	0	-0.51	9	9
HBEGF	-0.053	0.18	0.33	3	-0.5	13	16
cAMP biosynthetic process	0.006	0.082	-10000	0	-0.26	12	12
SRC	-0.017	0.16	0.29	3	-0.53	8	11
PI3K	0.005	0.071	-10000	0	-0.37	4	4
GNB1	0.037	0	-10000	0	-10000	0	0
G13/GDP/Gbeta gamma	0.031	0.11	-10000	0	-0.36	6	6
SOS1	0.036	0.007	-10000	0	-10000	0	0
IGF-1R heterotetramer/IGF1	-0.057	0.14	-10000	0	-0.38	16	16
Gs family/GTP	0.013	0.087	-10000	0	-0.26	12	12
EntrezGene:2778	0	0	-10000	0	-10000	0	0
RAS family/GTP	0.039	0.079	-10000	0	-0.29	7	7
vasodilation	-0.022	0.16	-10000	0	-0.48	12	12
mol:DAG	-0.035	0.11	-10000	0	-0.35	11	11
Gs family/GDP/Gbeta gamma	-0.009	0.1	-10000	0	-0.34	8	8
MSN	-0.026	0.11	-10000	0	-0.38	3	3
Gq family/GTP	-0.026	0.12	-10000	0	-0.35	15	15
mol:PI-3-4-5-P3	-0.037	0.21	-10000	0	-0.76	11	11
NRAS	0.028	0.049	-10000	0	-0.51	1	1
mol:E2	0	0	-10000	0	-10000	0	0
cell adhesion	0.022	0.16	0.48	12	-10000	0	12
GRB2/SOS1	0.051	0.014	-10000	0	-10000	0	0
RhoA/GDP	0.004	0.099	-10000	0	-0.38	6	6
NOS3	-0.027	0.17	-10000	0	-0.53	12	12
GNA11	0.028	0.062	-10000	0	-0.51	2	2
MAPKKK cascade	-0.006	0.18	0.33	2	-0.57	11	13
E2/ER alpha (dimer)/PELP1/Src	-0.008	0.16	-10000	0	-0.46	11	11
ruffle organization	-0.023	0.1	-10000	0	-0.35	3	3
ROCK2	-0.01	0.095	-10000	0	-0.27	1	1
GNA14	0.016	0.081	-10000	0	-0.51	3	3
GNA15	-0.005	0.14	-10000	0	-0.51	11	11
GNA13	0.032	0.045	-10000	0	-0.51	1	1
MMP9	-0.032	0.17	0.38	5	-0.46	12	17
MMP2	-0.044	0.17	0.36	2	-0.48	12	14

×

VEGFR1 specific signals

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
VEGFR1 homodimer/VEGFB homodimer	-0.003	0.17	-10000	0	-0.6	11	11
VEGFR1 homodimer/NRP1	-0.026	0.16	-10000	0	-0.59	11	11
mol:DAG	-0.025	0.15	-10000	0	-0.61	8	8
VEGFR1 homodimer/NRP1/VEGFR 121	-0.024	0.15	-10000	0	-0.55	11	11
CaM/Ca2+	-0.006	0.15	-10000	0	-0.58	8	8
HIF1A	0.01	0.13	-10000	0	-0.43	11	11
GAB1	0.023	0.077	-10000	0	-0.51	3	3
AKT1	0.025	0.18	0.33	1	-0.54	9	10
PLCG1	-0.025	0.15	-10000	0	-0.61	8	8
NOS3	0.017	0.16	0.47	1	-0.55	8	9
CBL	0.036	0.006	-10000	0	-10000	0	0
mol:NO	0.021	0.16	0.47	2	-0.52	8	10
FLT1	-0.023	0.19	-10000	0	-0.71	10	10
PGF	0.023	0.055	-10000	0	-0.51	1	1
VEGFR1 homodimer/NRP2/VEGFR121	-0.01	0.16	-10000	0	-0.51	13	13
CALM1	0.036	0.007	-10000	0	-10000	0	0
PIK3CA	0.009	0.062	-10000	0	-0.51	2	2
eNOS/Hsp90	0.008	0.14	-10000	0	-0.5	9	9
endothelial cell proliferation	-0.013	0.15	0.35	1	-0.59	8	9
mol:Ca2+	-0.025	0.15	-10000	0	-0.6	8	8
MAPK3	-0.041	0.13	0.35	1	-0.56	7	8
MAPK1	-0.043	0.13	0.35	1	-0.56	7	8
PIK3R1	0.01	0.091	-10000	0	-0.51	4	4
PLGF homodimer	0.023	0.055	-10000	0	-0.5	1	1
PRKACA	0.035	0.009	-10000	0	-10000	0	0
RP11-342D11.1	0	0	-10000	0	-10000	0	0
CAV1	-0.026	0.16	-10000	0	-0.51	15	15
VEGFA homodimer	0	0	-10000	0	-10000	0	0
VEGFR1 homodimer/VEGFA homodimer	-0.026	0.16	-10000	0	-0.59	11	11
platelet activating factor biosynthetic process	-0.035	0.13	0.33	1	-0.55	7	8
PI3K	-0.017	0.15	-10000	0	-0.53	9	9
PRKCA	-0.043	0.13	-10000	0	-0.59	7	7
PRKCB	-0.042	0.13	-10000	0	-0.57	8	8
VEGFR1 homodimer/PLGF homodimer	-0.012	0.17	-10000	0	-0.57	12	12
VEGFA	0	0	-10000	0	-10000	0	0
VEGFB	0.037	0	-10000	0	-10000	0	0
mol:IP3	-0.025	0.15	-10000	0	-0.61	8	8
RASA1	-0.021	0.16	-10000	0	-0.66	8	8
NRP2	0.028	0.063	-10000	0	-0.51	2	2
VEGFR1 homodimer	-0.023	0.18	-10000	0	-0.7	10	10
VEGFB homodimer	0.037	0	-10000	0	-10000	0	0
NCK1	0.025	0.046	-10000	0	-0.51	1	1
eNOS/Caveolin-1	0.003	0.18	0.47	1	-0.54	10	11
PTPN11	0.033	0.045	-10000	0	-0.51	1	1
mol:PI-3-4-5-P3	-0.018	0.14	-10000	0	-0.52	9	9
mol:L-citrulline	0.021	0.16	0.47	2	-0.52	8	10
VEGFR1 homodimer/VEGFA homodimer/CBL/CD2AP	0.014	0.16	-10000	0	-0.56	10	10
VEGFR1 homodimer/VEGFA homodimer/NCK1	-0.007	0.14	-10000	0	-0.49	11	11
CD2AP	0.036	0.007	-10000	0	-10000	0	0
PI3K/GAB1	-0.015	0.15	-10000	0	-0.49	10	10
PDPK1	0.043	0.17	0.35	2	-0.5	9	11
VEGFR1 homodimer/VEGFA homodimer/SHP2	-0.006	0.16	-10000	0	-0.53	12	12
mol:NADP	0.021	0.16	0.47	2	-0.52	8	10
HSP90AA1	0	0	-10000	0	-10000	0	0
ubiquitin-dependent protein catabolic process	0.012	0.16	-10000	0	-0.55	10	10
VEGFR1 homodimer/NRP2	-0.009	0.18	-10000	0	-0.55	13	13

×

E-cadherin signaling in keratinocytes

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
keratinocyte differentiation	0.034	0.14	0.22	1	-0.49	6	7
adherens junction organization	-0.01	0.15	-10000	0	-0.55	7	7
mol:GTP	0	0	-10000	0	-10000	0	0
Rac1/GDP	0.033	0.16	0.28	2	-0.53	5	7
FMN1	0.004	0.14	-10000	0	-0.36	13	13
mol:IP3	-0.009	0.097	-10000	0	-0.42	6	6
E-cadherin/Ca2+/beta catenin-gamma catenin/alpha catenin/p120 catenin	0.007	0.14	-10000	0	-0.38	13	13
CTNNB1	0.033	0.02	-10000	0	-10000	0	0
AKT1	-0.019	0.11	-10000	0	-0.48	6	6
E-cadherin/beta catenin-gamma catenin/alpha catenin/p120 catenin	-0.001	0.16	-10000	0	-0.53	8	8
CTNND1	0.023	0.098	-10000	0	-0.51	5	5
mol:PI-4-5-P2	0.003	0.13	-10000	0	-0.43	8	8
VASP	0.004	0.14	-10000	0	-0.5	7	7
ZYX	0	0.14	-10000	0	-0.42	10	10
JUB	-0.017	0.16	-10000	0	-0.43	11	11
EGFR(dimer)	-0.012	0.18	-10000	0	-0.43	14	14
E-cadherin/beta catenin-gamma catenin	0.017	0.12	-10000	0	-0.31	16	16
mol:PI-3-4-5-P3	-0.009	0.11	-10000	0	-0.44	7	7
PIK3CA	0.008	0.063	-10000	0	-0.51	2	2
PI3K	-0.009	0.12	-10000	0	-0.48	6	6
FYN	0.029	0.12	0.22	1	-0.38	6	7
mol:Ca2+	-0.009	0.095	-10000	0	-0.41	6	6
JUP	-0.002	0.14	-10000	0	-0.5	11	11
PIK3R1	0.013	0.092	-10000	0	-0.51	4	4
mol:DAG	-0.009	0.097	-10000	0	-0.42	6	6
CDH1	0.015	0.11	-10000	0	-0.5	6	6
RhoA/GDP	0.034	0.16	0.28	2	-0.53	5	7
establishment of polarity of embryonic epithelium	0.004	0.14	-10000	0	-0.48	7	7
SRC	0.034	0.01	-10000	0	-10000	0	0
RAC1	0.036	0.007	-10000	0	-10000	0	0
RHOA	0.033	0.013	-10000	0	-10000	0	0
EGFR	-0.03	0.17	-10000	0	-0.51	17	17
CASR	0.027	0.12	0.22	1	-0.39	6	7
RhoA/GTP	0.052	0.12	-10000	0	-0.38	6	6
AKT2	-0.016	0.1	-10000	0	-0.44	6	6
actin cable formation	0.002	0.14	-10000	0	-0.48	7	7
apoptosis	-0.04	0.14	0.44	7	-0.23	2	9
CTNNA1	0.039	0.011	-10000	0	-10000	0	0
mol:GDP	0.018	0.16	0.22	1	-0.49	7	8
PIP5K1A	0.003	0.14	-10000	0	-0.44	8	8
PLCG1	-0.009	0.1	-10000	0	-0.43	6	6
Rac1/GTP	0	0.17	-10000	0	-0.41	13	13
homophilic cell adhesion	0.003	0.005	-10000	0	-10000	0	0

×

ErbB2/ErbB3 signaling events

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
USP8	-0.01	0.036	-10000	0	-0.32	2	2
RAS family/GTP	0.018	0.11	-10000	0	-0.32	4	4
NFATC4	-0.03	0.074	-10000	0	-0.26	9	9
ERBB2IP	0.034	0.011	-10000	0	-10000	0	0
HSP90 (dimer)	0	0	-10000	0	-10000	0	0
mammary gland morphogenesis	-0.007	0.1	-10000	0	-0.3	12	12
JUN	0.015	0.068	-10000	0	-10000	0	0
HRAS	0.028	0.063	-10000	0	-0.51	2	2
DOCK7	-0.039	0.086	-10000	0	-0.3	10	10
ErbB2/ErbB3/neuregulin 1 beta/SHC	0.021	0.11	-10000	0	-0.32	11	11
AKT1	0.003	0.044	-10000	0	-0.37	2	2
BAD	-0.01	0.036	-10000	0	-0.31	2	2
MAPK10	-0.028	0.059	-10000	0	-0.21	5	5
mol:GTP	0	0.001	-10000	0	-10000	0	0
ErbB2/ErbB3/neuregulin 1 beta	-0.007	0.11	-10000	0	-0.32	12	12
RAF1	0.005	0.11	0.29	1	-0.33	4	5
ErbB2/ErbB3/neuregulin 2	0.029	0.057	-10000	0	-0.32	3	3
STAT3	0.011	0.16	-10000	0	-0.87	5	5
cell migration	-0.019	0.057	-10000	0	-0.22	3	3
mol:PI-3-4-5-P3	-0.001	0.002	-10000	0	-10000	0	0
cell proliferation	-0.038	0.22	-10000	0	-0.61	13	13
FOS	-0.037	0.19	-10000	0	-0.45	21	21
NRAS	0.028	0.049	-10000	0	-0.5	1	1
mol:Ca2+	-0.007	0.1	-10000	0	-0.3	12	12
MAPK3	-0.021	0.18	-10000	0	-0.53	8	8
MAPK1	-0.033	0.2	-10000	0	-0.56	13	13
JAK2	-0.039	0.087	-10000	0	-0.31	10	10
NF2	-0.001	0.12	-10000	0	-0.63	5	5
ErbB2/ErbB3/neuregulin 1 beta/SHC/GRB2/SOS1	0.002	0.078	-10000	0	-0.25	11	11
NRG1	-0.012	0.14	-10000	0	-0.51	11	11
GRB2/SOS1	0.051	0.014	-10000	0	-10000	0	0
MAPK8	-0.012	0.098	-10000	0	-0.3	10	10
MAPK9	-0.019	0.059	0.29	1	-0.23	2	3
ERBB2	-0.03	0.043	-10000	0	-0.39	2	2
ERBB3	0.032	0.045	-10000	0	-0.51	1	1
SHC1	0.035	0.01	-10000	0	-10000	0	0
RAC1	0.036	0.007	-10000	0	-10000	0	0
apoptosis	0.004	0.046	0.37	2	-0.2	1	3
STAT3 (dimer)	0.013	0.16	-10000	0	-0.85	5	5
RNF41	-0.013	0.034	-10000	0	-0.29	2	2
FRAP1	-0.01	0.036	-10000	0	-0.31	2	2
RAC1-CDC42/GTP	-0.019	0.067	-10000	0	-0.23	10	10
ErbB2/ErbB2/HSP90 (dimer)	-0.024	0.036	-10000	0	-0.33	2	2
CHRNA1	-0.006	0.15	-10000	0	-0.4	9	9
myelination	-0.02	0.091	0.32	2	-0.37	2	4
PPP3CB	-0.035	0.082	-10000	0	-0.29	10	10
KRAS	0.02	0.087	-10000	0	-0.51	4	4
RAC1-CDC42/GDP	0.034	0.089	-10000	0	-0.24	9	9
NRG2	0.031	0.023	-10000	0	-10000	0	0
mol:GDP	0.002	0.077	-10000	0	-0.25	11	11
SOS1	0.036	0.007	-10000	0	-10000	0	0
MAP2K2	-0.002	0.1	0.29	1	-0.37	3	4
SRC	0.034	0.01	-10000	0	-10000	0	0
mol:cAMP	-0.001	0.002	-10000	0	-10000	0	0
PTPN11	-0.04	0.088	-10000	0	-0.3	10	10
MAP2K1	-0.032	0.19	-10000	0	-0.6	6	6
heart morphogenesis	-0.007	0.1	-10000	0	-0.3	12	12
RAS family/GDP	0.025	0.11	-10000	0	-0.28	7	7
GRB2	0.036	0.007	-10000	0	-10000	0	0
PRKACA	-0.007	0.13	-10000	0	-0.64	6	6
CHRNE	0.011	0.017	-10000	0	-10000	0	0
HSP90AA1	0	0	-10000	0	-10000	0	0
activation of caspase activity	-0.003	0.044	0.37	2	-10000	0	2
nervous system development	-0.007	0.1	-10000	0	-0.3	12	12
CDC42	0.036	0.007	-10000	0	-10000	0	0

×

Coregulation of Androgen receptor activity

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	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
NRIP1	0.008	0.12	-9999	-0.5	8	8
SVIL	0.008	0.12	-9999	-0.5	8	8
ZNF318	0.032	0.012	-9999	-10000	0	0
JMJD2C	0.035	0.046	-9999	-0.5	1	1
T-DHT/AR/Ubc9	-0.01	0.091	-9999	-0.34	4	4
CARM1	0.035	0.01	-9999	-10000	0	0
PRDX1	0.015	0.081	-9999	-0.51	3	3
PELP1	0.033	0.011	-9999	-10000	0	0
CTNNB1	0.032	0.019	-9999	-10000	0	0
AKT1	0.027	0.063	-9999	-0.51	2	2
PTK2B	0.031	0.02	-9999	-10000	0	0
MED1	-0.001	0	-9999	-10000	0	0
MAK	0.03	0.022	-9999	-10000	0	0
response to oxidative stress	0	0	-9999	-10000	0	0
HIP1	0.037	0.012	-9999	-10000	0	0
GSN	0.007	0.12	-9999	-0.5	8	8
NCOA2	0.028	0.062	-9999	-0.5	2	2
NCOA6	0.029	0.062	-9999	-0.5	2	2
DNA-PK	0.059	0.04	-9999	-0.32	1	1
NCOA4	0.035	0.013	-9999	-10000	0	0
PIAS3	0.038	0	-9999	-10000	0	0
cell proliferation	-0.005	0.062	-9999	-0.45	2	2
XRCC5	0.036	0.006	-9999	-10000	0	0
UBE3A	0.039	0	-9999	-10000	0	0
T-DHT/AR/SNURF	-0.027	0.079	-9999	-0.19	14	14
FHL2	-0.14	0.35	-9999	-0.95	24	24
RANBP9	0.038	0.007	-9999	-10000	0	0
JMJD1A	-0.002	0.076	-9999	-10000	0	0
CDK6	0.014	0.1	-9999	-0.51	6	6
TGFB1I1	0.033	0.045	-9999	-0.5	1	1
T-DHT/AR/CyclinD1	-0.035	0.13	-9999	-0.36	15	15
XRCC6	0.034	0.009	-9999	-10000	0	0
T-DHT/AR	-0.051	0.12	-9999	-0.2	53	53
CTDSP1	0.037	0.007	-9999	-10000	0	0
CTDSP2	0.034	0.011	-9999	-10000	0	0
BRCA1	0.033	0.044	-9999	-0.5	1	1
TCF4	0.005	0.12	-9999	-0.51	8	8
CDKN2A	-0.036	0.15	-9999	-0.51	13	13
SRF	0.008	0.069	-9999	-0.18	1	1
NKX3-1	-0.041	0.1	-9999	-0.23	28	28
KLK3	0.026	0.053	-9999	-10000	0	0
TMF1	0.028	0.045	-9999	-0.5	1	1
HNRNPA1	-0.001	0	-9999	-10000	0	0
AOF2	0.037	0.008	-9999	-10000	0	0
APPL1	0.002	0.043	-9999	-0.37	2	2
T-DHT/AR/Caspase 8	-0.014	0.098	-9999	-0.34	6	6
AR	-0.021	0.099	-9999	-0.56	3	3
UBA3	0	0	-9999	-10000	0	0
PATZ1	-0.001	0	-9999	-10000	0	0
PAWR	0.024	0.086	-9999	-0.5	4	4
PRKDC	0.031	0.044	-9999	-0.51	1	1
PA2G4	0.036	0.003	-9999	-10000	0	0
UBE2I	0.036	0.007	-9999	-10000	0	0
T-DHT/AR/Cyclin D3/CDK11 p58	-0.009	0.084	-9999	-0.26	6	6
RPS6KA3	0.035	0.045	-9999	-0.3	2	2
T-DHT/AR/ARA70	-0.011	0.091	-9999	-0.34	4	4
LATS2	0.026	0.062	-9999	-0.51	2	2
T-DHT/AR/PRX1	-0.019	0.096	-9999	-0.34	7	7
Cyclin D3/CDK11 p58	0.026	0.011	-9999	-10000	0	0
VAV3	-0.086	0.21	-9999	-0.5	31	31
KLK2	-0.005	0.086	-9999	-0.4	3	3
CASP8	0.028	0.062	-9999	-0.51	2	2
T-DHT/AR/TIF2/CARM1	0.005	0.098	-9999	-0.35	5	5
TMPRSS2	-0.19	0.4	-9999	-0.93	33	33
CCND1	-0.012	0.14	-9999	-0.5	12	12
PIAS1	0.038	0.006	-9999	-10000	0	0
mol:T-DHT	-0.022	0.035	-9999	-0.069	51	51
CDC2L1	0	0	-9999	-10000	0	0
PIAS4	0.038	0.009	-9999	-10000	0	0
T-DHT/AR/CDK6	-0.02	0.11	-9999	-0.33	10	10
CMTM2	0.028	0.032	-9999	-10000	0	0
SNURF	0	0	-9999	-10000	0	0
ZMIZ1	-0.022	0.035	-9999	-0.069	51	51
CCND3	0.035	0.016	-9999	-10000	0	0
TGIF1	-0.001	0	-9999	-10000	0	0
FKBP4	0.032	0.045	-9999	-0.5	1	1

×

PLK2 and PLK4 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	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
PLK2	0.002	0.12	-9999	-0.51	8	8
PLK4	0.035	0.014	-9999	-10000	0	0
regulation of centriole replication	-0.006	0.086	-9999	-0.37	8	8

×

Visual signal transduction: Cones

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
Cone Metarhodopsin II/Cone Transducin	0.046	0.059	-10000	0	-0.27	4	4
RGS9BP	-0.003	0.12	-10000	0	-0.51	7	7
mol:GTP	0	0	-10000	0	-10000	0	0
GRK1	0	0	-10000	0	-10000	0	0
mol:Na +	-0.003	0.11	-10000	0	-0.32	15	15
mol:ADP	0.003	0.032	-10000	0	-0.36	1	1
GNAT2	0.03	0.046	-10000	0	-0.51	1	1
RGS9-1/Gbeta5/R9AP	0.012	0.12	-10000	0	-0.32	15	15
mol:GDP	0	0	-10000	0	-10000	0	0
PDE6H/GNAT2/GTP	0.041	0.034	-10000	0	-0.31	1	1
GRK7	0.02	0.049	-10000	0	-0.51	1	1
CNGB3	-0.021	0.15	-10000	0	-0.51	12	12
Cone Metarhodopsin II/X-Arrestin	0.028	0	-10000	0	-10000	0	0
mol:Ca2+	-0.008	0.1	0.19	9	-0.29	15	24
Cone PDE6	0.028	0.12	-10000	0	-0.28	17	17
Cone Metarhodopsin II	0.014	0.027	-10000	0	-0.28	1	1
Na + (4 Units)	0.011	0.11	-10000	0	-0.29	15	15
GNAT2/GDP	0.023	0.11	-10000	0	-0.28	15	15
GNB5	0.023	0.086	-10000	0	-0.51	4	4
mol:GMP (4 units)	0.024	0.062	0.19	10	-0.29	3	13
Cone Transducin	0.05	0.063	-10000	0	-0.29	4	4
SLC24A2	0.033	0.015	-10000	0	-10000	0	0
GNB3/GNGT2	0.04	0.062	-10000	0	-0.37	3	3
GNB3	0.034	0.011	-10000	0	-10000	0	0
GNAT2/GTP	0.023	0.033	-10000	0	-0.36	1	1
CNGA3	0.021	0.079	-10000	0	-0.51	3	3
ARR3	0.037	0	-10000	0	-10000	0	0
absorption of light	0	0	-10000	0	-10000	0	0
cGMP/Cone CNG Channel	-0.002	0.11	-10000	0	-0.32	15	15
mol:Pi	0.012	0.12	-10000	0	-0.32	15	15
Cone CNG Channel	0.017	0.12	-10000	0	-0.27	18	18
mol:all-trans-retinal	0	0	-10000	0	-10000	0	0
mol:K +	0.033	0.015	-10000	0	-10000	0	0
RGS9	0.016	0.09	-10000	0	-0.51	4	4
PDE6C	0.028	0.063	-10000	0	-0.51	2	2
GNGT2	0.022	0.087	-10000	0	-0.51	4	4
mol:cGMP (4 units)	0	0	-10000	0	-10000	0	0
PDE6H	0.035	0.01	-10000	0	-10000	0	0

×

Cellular roles of Anthrax toxin

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
ANTXR1	0.014	0.098	-10000	0	-0.51	5	5
ANTXR2	0.026	0.063	-10000	0	-0.51	2	2
negative regulation of myeloid dendritic cell antigen processing and presentation	-0.004	0.014	-10000	0	-0.068	7	7
monocyte activation	-0.02	0.14	-10000	0	-0.4	16	16
MAP2K2	-0.009	0.12	-10000	0	-0.54	8	8
MAP2K1	-0.006	0.012	-10000	0	-10000	0	0
MAP2K7	-0.008	0.014	-10000	0	-10000	0	0
MAP2K6	-0.014	0.049	0.13	1	-0.27	5	6
CYAA	-0.019	0.054	-10000	0	-0.26	7	7
MAP2K4	-0.008	0.028	-10000	0	-0.32	1	1
IL1B	-0.052	0.11	0.19	1	-0.27	29	30
Channel	0.024	0.071	-10000	0	-0.28	7	7
NLRP1	-0.004	0.013	-10000	0	-0.063	7	7
CALM1	0.036	0.007	-10000	0	-10000	0	0
negative regulation of phagocytosis	0.005	0.058	-10000	0	-0.39	3	3
mol:Ca2+	0	0	-10000	0	-10000	0	0
regulation of endothelial cell proliferation	0.004	0.014	0.068	7	-10000	0	7
MAPK3	-0.007	0.013	-10000	0	-10000	0	0
MAPK1	-0.008	0.028	-10000	0	-0.32	1	1
PGR	-0.009	0.034	0.13	1	-0.27	2	3
PA/Cellular Receptors	0.025	0.078	-10000	0	-0.31	7	7
apoptosis	-0.004	0.014	-10000	0	-0.068	7	7
LOC728358	0	0	-10000	0	-10000	0	0
Lethal toxin (unfolded)	0.024	0.067	-10000	0	-0.27	7	7
macrophage activation	-0.004	0.043	0.18	5	-0.31	1	6
TNF	0.028	0.051	-10000	0	-0.51	1	1
VCAM1	-0.022	0.14	-10000	0	-0.41	16	16
platelet activation	0.005	0.058	-10000	0	-0.39	3	3
MAPKKK cascade	0.004	0.028	0.14	1	-0.13	1	2
IL18	-0.025	0.078	-10000	0	-0.27	13	13
negative regulation of macrophage activation	-0.004	0.014	-10000	0	-0.068	7	7
LEF	-0.004	0.014	-10000	0	-0.069	7	7
CASP1	-0.004	0.026	-10000	0	-0.087	12	12
mol:cAMP	0.005	0.059	-10000	0	-0.39	3	3
necrosis	-0.004	0.014	-10000	0	-0.068	7	7
intracellular pH reduction	0	0	-10000	0	-10000	0	0
PAGA	0	0	-10000	0	-10000	0	0
Edema toxin (unfolded)	0.024	0.067	-10000	0	-0.27	7	7
mol:Epigallocatechin-3-gallate (EGCG)	0	0	-10000	0	-10000	0	0

×

FoxO family signaling

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
G6PC	0.015	0.061	-10000	0	-10000	0	0
PLK1	-0.005	0.22	-10000	0	-0.74	7	7
CDKN1B	0.067	0.16	-10000	0	-0.38	7	7
FOXO3	-0.005	0.24	-10000	0	-0.64	13	13
KAT2B	0.003	0.018	-10000	0	-0.046	12	12
FOXO1/SIRT1	0.037	0.064	-10000	0	-0.25	1	1
CAT	-0.026	0.29	-10000	0	-1.1	8	8
CTNNB1	0.031	0.019	-10000	0	-10000	0	0
AKT1	0.025	0.075	-10000	0	-0.54	2	2
FOXO1	0.015	0.063	-10000	0	-0.25	3	3
MAPK10	-0.008	0.092	0.19	4	-0.28	13	17
mol:GTP	0.001	0.002	-10000	0	-10000	0	0
FOXO4	0.007	0.14	0.27	1	-0.46	7	8
response to oxidative stress	0.005	0.02	-10000	0	-0.047	11	11
FOXO3A/SIRT1	0.027	0.21	-10000	0	-0.63	9	9
XPO1	0.033	0.013	-10000	0	-10000	0	0
EP300	0.013	0.11	-10000	0	-0.5	7	7
BCL2L11	0.034	0.038	-10000	0	-10000	0	0
FOXO1/SKP2	0.019	0.076	-10000	0	-0.25	7	7
mol:GDP	0.005	0.02	-10000	0	-0.047	11	11
RAN	0.038	0.002	-10000	0	-10000	0	0
GADD45A	0.01	0.24	-10000	0	-0.79	9	9
YWHAQ	0.035	0.009	-10000	0	-10000	0	0
FOXO1/14-3-3 family	0.015	0.15	-10000	0	-0.55	6	6
MST1	0.028	0.036	-10000	0	-10000	0	0
CSNK1D	0.036	0.007	-10000	0	-10000	0	0
CSNK1E	0.032	0.044	-10000	0	-0.51	1	1
FOXO4/14-3-3 family	-0.012	0.2	-10000	0	-0.85	5	5
YWHAB	0.035	0.009	-10000	0	-10000	0	0
MAPK8	0.007	0.082	0.19	4	-0.27	10	14
MAPK9	0.006	0.081	0.2	3	-0.27	10	13
YWHAG	0.037	0.004	-10000	0	-10000	0	0
YWHAE	0.034	0.011	-10000	0	-10000	0	0
YWHAZ	0.024	0.075	-10000	0	-0.51	3	3
SIRT1	0.038	0.02	-10000	0	-10000	0	0
SOD2	0.012	0.23	-10000	0	-0.79	9	9
RBL2	0.014	0.22	-10000	0	-0.87	5	5
RAL/GDP	0.026	0.094	-10000	0	-0.31	10	10
CHUK	0.027	0.055	-10000	0	-0.5	1	1
Ran/GTP	0.028	0.009	-10000	0	-10000	0	0
CSNK1G2	0.035	0.009	-10000	0	-10000	0	0
RAL/GTP	0.028	0.088	-10000	0	-0.28	10	10
CSNK1G1	0.036	0.006	-10000	0	-10000	0	0
FASLG	-0.12	0.46	-10000	0	-1.5	16	16
SKP2	0.009	0.1	-10000	0	-0.51	6	6
USP7	0.037	0.007	-10000	0	-10000	0	0
IKBKB	0.028	0.034	-10000	0	-10000	0	0
CCNB1	-0.013	0.25	-10000	0	-0.91	7	7
FOXO1-3a-4/beta catenin	0.031	0.17	-10000	0	-0.41	10	10
proteasomal ubiquitin-dependent protein catabolic process	0.019	0.075	-10000	0	-0.24	7	7
CSNK1A1	0.031	0.044	-10000	0	-0.51	1	1
SGK1	0.003	0.018	-10000	0	-0.046	12	12
CSNK1G3	0.034	0.011	-10000	0	-10000	0	0
Ran/GTP/Exportin 1	0.045	0.019	-10000	0	-10000	0	0
ZFAND5	0.009	0.11	0.26	1	-0.37	7	8
SFN	-0.024	0.17	-10000	0	-0.51	17	17
CDK2	0.036	0.044	-10000	0	-0.5	1	1
FOXO3A/14-3-3	-0.003	0.18	-10000	0	-0.64	8	8
CREBBP	0.038	0.009	-10000	0	-10000	0	0
FBXO32	-0.023	0.34	0.46	1	-1.2	10	11
BCL6	-0.031	0.29	-10000	0	-1.2	7	7
RALB	0.004	0.13	-10000	0	-0.51	9	9
RALA	0.032	0.044	-10000	0	-0.5	1	1
YWHAH	0.027	0.062	-10000	0	-0.51	2	2

×

Nongenotropic Androgen signaling

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
PTK2	0.007	0.03	-10000	0	-0.37	1	1
GNB1/GNG2	0.052	0.059	-10000	0	-0.29	3	3
regulation of S phase of mitotic cell cycle	0	0.048	-10000	0	-0.23	4	4
GNAO1	0.035	0.012	-10000	0	-10000	0	0
HRAS	0.028	0.063	-10000	0	-0.51	2	2
SHBG/T-DHT	0.023	0.007	-10000	0	-10000	0	0
PELP1	0.034	0.011	-10000	0	-10000	0	0
AKT1	0.004	0.043	-10000	0	-0.37	2	2
MAP2K1	-0.019	0.073	0.19	1	-0.32	2	3
T-DHT/AR	0.012	0.059	-10000	0	-0.36	3	3
G-protein coupled receptor activity	0	0	-10000	0	-10000	0	0
mol:GTP	-0.001	0.002	-10000	0	-0.006	17	17
GNAI2	0.03	0.022	-10000	0	-10000	0	0
GNAI3	0.035	0.008	-10000	0	-10000	0	0
GNAI1	0.003	0.13	-10000	0	-0.51	9	9
mol:GDP	-0.011	0.054	-10000	0	-0.33	3	3
cell proliferation	-0.05	0.16	-10000	0	-0.44	16	16
PIK3CA	0.009	0.062	-10000	0	-0.51	2	2
FOS	-0.08	0.26	-10000	0	-0.8	16	16
mol:Ca2+	-0.005	0.024	-10000	0	-0.067	16	16
MAPK3	-0.036	0.11	-10000	0	-0.38	5	5
MAPK1	-0.026	0.13	-10000	0	-0.47	8	8
PIK3R1	0.01	0.091	-10000	0	-0.51	4	4
mol:IP3	0	0.001	-10000	0	-0.004	16	16
cAMP biosynthetic process	-0.001	0.016	-10000	0	-10000	0	0
GNG2	0.036	0.007	-10000	0	-10000	0	0
potassium channel inhibitor activity	0	0.001	-10000	0	-0.004	16	16
HRAS/GTP	0.032	0.074	-10000	0	-0.27	5	5
actin cytoskeleton reorganization	0.011	0.055	-10000	0	-0.26	4	4
SRC	0.034	0.01	-10000	0	-10000	0	0
voltage-gated calcium channel activity	0	0.001	-10000	0	-0.004	16	16
PI3K	0.006	0.06	-10000	0	-0.31	4	4
apoptosis	0.042	0.16	0.45	17	-10000	0	17
T-DHT/AR/PELP1	0.03	0.057	-10000	0	-0.31	3	3
HRAS/GDP	0.043	0.087	-10000	0	-0.31	4	4
CREB1	-0.046	0.17	-10000	0	-0.48	17	17
RAC1-CDC42/GTP	0.015	0.06	-10000	0	-0.26	4	4
AR	0.015	0.083	-10000	0	-0.51	3	3
GNB1	0.037	0	-10000	0	-10000	0	0
RAF1	0.002	0.074	-10000	0	-0.28	4	4
RAC1-CDC42/GDP	0.066	0.085	-10000	0	-0.31	3	3
T-DHT/AR/PELP1/Src	0.045	0.06	-10000	0	-0.29	3	3
MAP2K2	-0.018	0.071	0.19	1	-0.32	2	3
T-DHT/AR/PELP1/Src/PI3K	0	0.048	-10000	0	-0.24	4	4
GNAZ	0.008	0.11	-10000	0	-0.51	7	7
SHBG	0.034	0.011	-10000	0	-10000	0	0
Gi family/GNB1/GNG2/GDP	0.007	0.12	-10000	0	-0.64	3	3
mol:T-DHT	0	0.001	0.001	1	-0.003	10	11
RAC1	0.036	0.007	-10000	0	-10000	0	0
GNRH1	-0.012	0.083	-10000	0	-0.37	8	8
Gi family/GTP	-0.014	0.093	-10000	0	-0.25	17	17
CDC42	0.036	0.007	-10000	0	-10000	0	0

×

E-cadherin signaling in the nascent adherens junction

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
CTTN	-0.031	0.15	-10000	0	-0.42	13	13
KLHL20	-0.01	0.11	0.19	1	-0.31	11	12
CYFIP2	0.028	0.048	-10000	0	-0.51	1	1
Rac1/GDP	0.004	0.11	-10000	0	-0.34	2	2
ENAH	-0.031	0.15	-10000	0	-0.42	14	14
AP1M1	0.036	0.007	-10000	0	-10000	0	0
RAP1B	0.036	0.008	-10000	0	-10000	0	0
RAP1A	0.028	0.062	-10000	0	-0.51	2	2
CTNNB1	0.031	0.019	-10000	0	-10000	0	0
CDC42/GTP	0.015	0.08	-10000	0	-0.29	1	1
ABI1/Sra1/Nap1	-0.033	0.061	-10000	0	-0.21	11	11
E-cadherin/beta catenin/alpha catenin/beta7/alphaE Integrin	0.06	0.082	-10000	0	-0.29	6	6
RAPGEF1	-0.018	0.13	-10000	0	-0.43	7	7
CTNND1	0.02	0.096	-10000	0	-0.51	5	5
regulation of calcium-dependent cell-cell adhesion	-0.024	0.16	-10000	0	-0.42	15	15
CRK	-0.014	0.14	-10000	0	-0.43	9	9
E-cadherin/gamma catenin/alpha catenin	0.023	0.13	-10000	0	-0.33	16	16
alphaE/beta7 Integrin	0.05	0.016	-10000	0	-10000	0	0
IQGAP1	0.036	0.006	-10000	0	-10000	0	0
NCKAP1	0.03	0.049	-10000	0	-0.51	1	1
Rap1/GTP/I-afadin	0.057	0.047	-10000	0	-0.29	2	2
DLG1	-0.033	0.15	-10000	0	-0.41	15	15
ChemicalAbstracts:7440-70-2	0	0	-10000	0	-10000	0	0
mol:PI-3-4-5-P3	-0.014	0.049	-10000	0	-0.24	4	4
MLLT4	0.035	0.008	-10000	0	-10000	0	0
ARF6/GTP/NME1/Tiam1	0.059	0.047	-10000	0	-0.29	2	2
PI3K	-0.015	0.065	-10000	0	-0.31	4	4
ARF6	0.028	0.063	-10000	0	-0.51	2	2
mol:Ca2+	0	0	-10000	0	-10000	0	0
E-cadherin/gamma catenin	0.002	0.14	-10000	0	-0.39	16	16
TIAM1	0.036	0.007	-10000	0	-10000	0	0
E-cadherin(dimer)/Ca2+	0.046	0.095	-10000	0	-0.27	11	11
AKT1	0.035	0.072	0.17	4	-0.26	2	6
PIK3R1	0.01	0.091	-10000	0	-0.51	4	4
CDH1	0.013	0.11	-10000	0	-0.51	6	6
RhoA/GDP	0.008	0.11	-10000	0	-0.33	2	2
actin cytoskeleton organization	-0.005	0.083	0.15	2	-0.24	8	10
CDC42/GDP	0.005	0.11	0.25	1	-0.34	2	3
E-cadherin/Ca2+/gamma catenin/alpha catenin/p120 catenin	-0.016	0.11	-10000	0	-0.28	20	20
ITGB7	0.037	0	-10000	0	-10000	0	0
RAC1	0.036	0.007	-10000	0	-10000	0	0
E-cadherin/beta catenin/alpha catenin/p120 catenin	0.05	0.1	-10000	0	-0.28	11	11
E-cadherin/Ca2+/beta catenin/alpha catenin	0.039	0.069	-10000	0	-0.27	6	6
mol:GDP	-0.015	0.12	-10000	0	-0.35	6	6
CDC42/GTP/IQGAP1	0.048	0.012	-10000	0	-10000	0	0
JUP	-0.004	0.14	-10000	0	-0.51	11	11
p120 catenin/RhoA/GDP	0.012	0.12	-10000	0	-0.35	2	2
RAC1/GTP/IQGAP1	0.047	0.012	-10000	0	-10000	0	0
PIP5K1C/AP1M1	0.047	0.039	-10000	0	-0.37	1	1
RHOA	0.033	0.013	-10000	0	-10000	0	0
CDC42	0.036	0.007	-10000	0	-10000	0	0
CTNNA1	0.035	0.009	-10000	0	-10000	0	0
positive regulation of S phase of mitotic cell cycle	-0.009	0.077	-10000	0	-0.23	12	12
NME1	0.037	0.004	-10000	0	-10000	0	0
clathrin coat assembly	0	0	-10000	0	-10000	0	0
TJP1	-0.034	0.15	-10000	0	-0.42	16	16
regulation of cell-cell adhesion	0	0.062	-10000	0	-0.26	1	1
WASF2	-0.004	0.047	-10000	0	-0.14	7	7
Rap1/GTP	0.015	0.089	-10000	0	-0.33	1	1
E-cadherin/gamma catenin/alpha catenin/beta7/alphaE Integrin	0.051	0.12	-10000	0	-0.29	16	16
CCND1	-0.013	0.095	-10000	0	-0.29	12	12
VAV2	-0.049	0.24	-10000	0	-0.68	15	15
RAP1/GDP	0.016	0.1	0.27	1	-0.36	1	2
adherens junction assembly	-0.033	0.15	-10000	0	-0.4	16	16
homophilic cell adhesion	0	0	-10000	0	-10000	0	0
ABI1	0.036	0.008	-10000	0	-10000	0	0
PIP5K1C	0.03	0.047	-10000	0	-0.51	1	1
regulation of heterotypic cell-cell adhesion	0.028	0.11	-10000	0	-0.28	15	15
E-cadherin/beta catenin	0	0.075	-10000	0	-0.34	7	7
mol:GTP	0	0	-10000	0	-10000	0	0
SRC	-0.026	0.14	-10000	0	-0.43	12	12
PIK3CA	0.009	0.062	-10000	0	-0.51	2	2
Rac1/GTP	-0.068	0.16	-10000	0	-0.5	14	14
E-cadherin/beta catenin/alpha catenin	0.044	0.08	-10000	0	-0.31	6	6
ITGAE	0.034	0.011	-10000	0	-10000	0	0
E-cadherin/Ca2+/beta catenin/alpha catenin/p120 catenin	-0.025	0.16	-10000	0	-0.43	15	15

×

IL2 signaling events mediated by STAT5

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	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
GAB2	0.035	0.013	-9999	-10000	0	0
ELF1	0.012	0.1	-9999	-0.34	12	12
CCNA2	0.025	0.075	-9999	-0.51	3	3
PIK3CA	0.009	0.062	-9999	-0.5	2	2
JAK3	0.037	0.006	-9999	-10000	0	0
PIK3R1	0.011	0.091	-9999	-0.5	4	4
JAK1	0.033	0.044	-9999	-0.5	1	1
IL2/IL2R alpha/beta/gamma/JAK1/LCK/JAK3/SHC/GAB2/GRB2/SOS1/SHP2/PI3K	0.042	0.12	-9999	-0.39	4	4
SHC1	0.035	0.01	-9999	-10000	0	0
SP1	-0.012	0.13	-9999	-0.37	16	16
IL2RA	-0.036	0.21	-9999	-0.76	12	12
IL2RB	0.019	0.088	-9999	-0.5	4	4
SOS1	0.037	0.007	-9999	-10000	0	0
IL2RG	0.025	0.067	-9999	-0.5	2	2
G1/S transition of mitotic cell cycle	-0.065	0.28	-9999	-0.72	20	20
PTPN11	0.034	0.045	-9999	-0.5	1	1
CCND2	-0.067	0.23	-9999	-0.73	16	16
LCK	-0.002	0.14	-9999	-0.51	10	10
GRB2	0.037	0.007	-9999	-10000	0	0
IL2	0.036	0.008	-9999	-10000	0	0
CDK6	0.014	0.1	-9999	-0.51	6	6
CCND3	0.037	0.11	-9999	-0.43	1	1

×

Neurotrophic factor-mediated Trk receptor signaling

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
CRKL	0.034	0.014	-10000	0	-10000	0	0
RAS family/GTP/Tiam1	-0.005	0.08	-10000	0	-0.27	8	8
NT3 (dimer)/TRKC	0.017	0.092	-10000	0	-0.37	7	7
NT3 (dimer)/TRKB	-0.092	0.18	-10000	0	-0.34	46	46
SHC/Grb2/SOS1/GAB1/PI3K	0.005	0.055	-10000	0	-0.26	5	5
RAPGEF1	0.037	0.005	-10000	0	-10000	0	0
BDNF	-0.023	0.15	-10000	0	-0.51	12	12
PIK3CA	0.009	0.062	-10000	0	-0.51	2	2
DYNLT1	0.035	0.008	-10000	0	-10000	0	0
NTRK1	0.033	0.015	-10000	0	-10000	0	0
NTRK2	-0.14	0.24	-10000	0	-0.51	45	45
NTRK3	0.034	0.017	-10000	0	-10000	0	0
NT-4/5 (dimer)/TRKB	-0.079	0.16	-10000	0	-0.32	45	45
neuron apoptosis	0.022	0.15	0.39	6	-0.31	1	7
SHC 2-3/Grb2	-0.024	0.16	0.32	1	-0.43	6	7
SHC1	0.035	0.01	-10000	0	-10000	0	0
SHC2	-0.02	0.13	-10000	0	-0.57	4	4
SHC3	-0.031	0.14	-10000	0	-0.44	7	7
STAT3 (dimer)	0.001	0.11	-10000	0	-0.36	12	12
NT3 (dimer)/TRKA	0.019	0.091	-10000	0	-0.32	7	7
RIN/GDP	0.055	0.079	0.25	4	-10000	0	4
GIPC1	0.031	0.044	-10000	0	-0.51	1	1
KRAS	0.02	0.086	-10000	0	-0.51	4	4
DNAJA3	0.035	0.059	0.24	2	-10000	0	2
RIN/GTP	0.023	0.032	-10000	0	-0.36	1	1
CCND1	-0.041	0.21	-10000	0	-0.77	12	12
MAGED1	0.022	0.087	-10000	0	-0.51	4	4
PTPN11	0.033	0.045	-10000	0	-0.51	1	1
RICS	0.027	0.063	-10000	0	-0.51	2	2
NT-4/5 (dimer)	0	0	-10000	0	-10000	0	0
SHC/GRB2/SOS1	0.066	0.025	-10000	0	-10000	0	0
GRB2	0.036	0.007	-10000	0	-10000	0	0
NGF (dimer)/TRKA/MATK	0.039	0.037	-10000	0	-0.31	1	1
TRKA/NEDD4-2	0.045	0.038	-10000	0	-0.37	1	1
ELMO1	0.031	0.046	-10000	0	-0.51	1	1
RhoG/GTP/ELMO1/DOCK1	0.044	0.033	-10000	0	-0.31	1	1
NGF	0	0	-10000	0	-10000	0	0
HRAS	0.028	0.063	-10000	0	-0.51	2	2
DOCK1	0.036	0.007	-10000	0	-10000	0	0
GAB2	0.035	0.013	-10000	0	-10000	0	0
RIT2	0.031	0.044	-10000	0	-0.51	1	1
RIT1	0.02	0.078	-10000	0	-0.51	3	3
FRS2	0.036	0.008	-10000	0	-10000	0	0
DNM1	0.031	0.047	-10000	0	-0.51	1	1
mol:GTP	0	0	-10000	0	-10000	0	0
CRK	0.034	0.011	-10000	0	-10000	0	0
SH2B1 (homopentamer)	0	0	-10000	0	-10000	0	0
RhoG/GTP	0.046	0.063	0.25	2	-10000	0	2
mol:GDP	0.06	0.097	0.3	4	-10000	0	4
NGF (dimer)	0	0	-10000	0	-10000	0	0
RhoG/GDP	0.023	0.033	-10000	0	-0.36	1	1
RIT1/GDP	0.049	0.083	0.26	3	-0.28	1	4
TIAM1	0.036	0.007	-10000	0	-10000	0	0
PIK3R1	0.01	0.091	-10000	0	-0.51	4	4
BDNF (dimer)/TRKB	-0.092	0.2	-10000	0	-0.36	49	49
KIDINS220/CRKL/C3G	0.05	0.018	-10000	0	-10000	0	0
SHC/RasGAP	0.043	0.039	-10000	0	-0.37	1	1
FRS2 family/SHP2	0.069	0.025	-10000	0	-10000	0	0
SHC/GRB2/SOS1/GAB1	0.072	0.063	-10000	0	-0.29	3	3
RIT1/GTP	0.015	0.056	-10000	0	-0.36	3	3
NT3 (dimer)	-0.006	0.12	-10000	0	-0.5	7	7
RAP1/GDP	0.041	0.061	0.18	3	-10000	0	3
KIDINS220/CRKL	0.034	0.014	-10000	0	-10000	0	0
BDNF (dimer)	-0.023	0.15	-10000	0	-0.5	12	12
ubiquitin-dependent protein catabolic process	0.04	0.034	-10000	0	-0.31	1	1
Schwann cell development	-0.021	0.026	-10000	0	-10000	0	0
EHD4	0.036	0.012	-10000	0	-10000	0	0
FRS2 family/GRB2/SOS1	0.083	0.033	-10000	0	-10000	0	0
FRS2 family/SHP2/CRK family/C3G/GAB2	0.03	0.053	-10000	0	-10000	0	0
RAP1B	0.036	0.008	-10000	0	-10000	0	0
RAP1A	0.028	0.062	-10000	0	-0.51	2	2
CDC42/GTP	-0.081	0.17	-10000	0	-0.3	51	51
ABL1	0.037	0.004	-10000	0	-10000	0	0
SH2B family/GRB2/SOS1	0.051	0.014	-10000	0	-10000	0	0
Rap1/GTP	-0.028	0.12	-10000	0	-0.45	4	4
STAT3	0.001	0.11	-10000	0	-0.36	12	12
axon guidance	-0.092	0.15	-10000	0	-0.29	51	51
MAPK3	0.031	0.056	0.19	13	-0.28	1	14
MAPK1	0.026	0.059	0.19	11	-0.29	2	13
CDC42/GDP	0.058	0.078	0.26	4	-10000	0	4
NTF3	-0.006	0.12	-10000	0	-0.51	7	7
NTF4	0	0	-10000	0	-10000	0	0
NGF (dimer)/TRKA/FAIM	0.032	0.037	-10000	0	-0.31	1	1
PI3K	0.005	0.071	-10000	0	-0.37	4	4
FRS3	0.037	0.005	-10000	0	-10000	0	0
FAIM	0.024	0.046	-10000	0	-0.51	1	1
GAB1	0.023	0.077	-10000	0	-0.51	3	3
RASGRF1	0.025	0.067	0.24	2	-0.25	1	3
SOS1	0.036	0.007	-10000	0	-10000	0	0
MCF2L	-0.004	0.072	-10000	0	-0.31	7	7
RGS19	0.032	0.044	-10000	0	-0.51	1	1
CDC42	0.036	0.007	-10000	0	-10000	0	0
RAS family/GTP	0.064	0.092	0.29	1	-0.34	2	3
Rac1/GDP	0.06	0.079	0.25	5	-10000	0	5
NGF (dimer)/TRKA/GRIT	0.038	0.045	-10000	0	-0.31	2	2
neuron projection morphogenesis	0.027	0.18	-10000	0	-0.8	5	5
NGF (dimer)/TRKA/NEDD4-2	0.041	0.034	-10000	0	-0.31	1	1
MAP2K1	0.035	0.081	0.37	3	-0.27	3	6
NGFR	0.022	0.042	-10000	0	-10000	0	0
NGF (dimer)/TRKA/GIPC/GAIP	0.024	0.041	-10000	0	-0.25	3	3
RAS family/GTP/PI3K	-0.007	0.064	-10000	0	-0.25	7	7
FRS2 family/SHP2/GRB2/SOS1	0.095	0.042	-10000	0	-10000	0	0
NRAS	0.028	0.049	-10000	0	-0.51	1	1
GRB2/SOS1	0.051	0.014	-10000	0	-10000	0	0
PRKCI	-0.005	0.1	-10000	0	-0.51	6	6
ChemicalAbstracts:146-91-8	0	0	-10000	0	-10000	0	0
RAC1	0.036	0.007	-10000	0	-10000	0	0
PRKCZ	0	0	-10000	0	-10000	0	0
MAPKKK cascade	0.004	0.052	-10000	0	-0.39	1	1
RASA1	0.03	0.045	-10000	0	-0.51	1	1
TRKA/c-Abl	0.049	0.019	-10000	0	-10000	0	0
SQSTM1	0.03	0.023	-10000	0	-10000	0	0
BDNF (dimer)/TRKB/GIPC	-0.075	0.19	-10000	0	-0.34	47	47
NGF (dimer)/TRKA/p62/Atypical PKCs	0.015	0.062	-10000	0	-0.27	5	5
MATK	0.029	0.048	-10000	0	-0.51	1	1
NEDD4L	0.031	0.046	-10000	0	-0.51	1	1
RAS family/GDP	-0.011	0.037	-10000	0	-10000	0	0
NGF (dimer)/TRKA	0.003	0.043	0.27	2	-10000	0	2
Rac1/GTP	-0.012	0.05	-10000	0	-0.24	2	2
FRS2 family/SHP2/CRK family	0.087	0.049	-10000	0	-10000	0	0

×

Visual signal transduction: Rods

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
mol:K +	0.036	0.006	-10000	0	-10000	0	0
GNAT1/GTP	0.02	0.034	-10000	0	-0.36	1	1
Metarhodopsin II/Arrestin	0.038	0.025	-10000	0	-10000	0	0
PDE6G/GNAT1/GTP	0.039	0.037	-10000	0	-0.31	1	1
mol:GTP	0	0	-10000	0	-10000	0	0
absorption of light	0	0	-10000	0	-10000	0	0
GNAT1	0.027	0.047	-10000	0	-0.51	1	1
GRK1	0	0	-10000	0	-10000	0	0
CNG Channel	0.024	0.091	-10000	0	-0.26	11	11
mol:Na +	0.027	0.093	-10000	0	-0.35	5	5
mol:ADP	0	0	-10000	0	-10000	0	0
RGS9-1/Gbeta5/R9AP	0.012	0.12	-10000	0	-0.32	15	15
mol:GDP	0	0	-10000	0	-10000	0	0
cGMP/CNG Channel	0.038	0.1	-10000	0	-0.36	5	5
CNGB1	0.036	0.007	-10000	0	-10000	0	0
RDH5	0.035	0.016	-10000	0	-10000	0	0
SAG	0.036	0.012	-10000	0	-10000	0	0
mol:Ca2+	0.013	0.12	0.33	5	-0.67	1	6
Na + (4 Units)	0.02	0.086	-10000	0	-0.36	4	4
RGS9	0.016	0.09	-10000	0	-0.51	4	4
GNB1/GNGT1	-0.031	0.16	-10000	0	-0.37	27	27
GNAT1/GDP	0.017	0.11	-10000	0	-0.28	16	16
GUCY2D	0.03	0.045	-10000	0	-0.51	1	1
GNGT1	-0.07	0.2	-10000	0	-0.51	27	27
GUCY2F	0.028	0.063	-10000	0	-0.51	2	2
GNB5	0.023	0.086	-10000	0	-0.51	4	4
mol:GMP (4 units)	0.009	0.074	-10000	0	-0.27	9	9
mol:11-cis-retinal	0.035	0.016	-10000	0	-10000	0	0
mol:cGMP	0.038	0.087	-10000	0	-0.33	6	6
GNB1	0.037	0	-10000	0	-10000	0	0
Rhodopsin	0.043	0.024	-10000	0	-10000	0	0
SLC24A1	0.036	0.006	-10000	0	-10000	0	0
CNGA1	0.018	0.07	-10000	0	-0.51	2	2
Metarhodopsin II	0.019	0.01	-10000	0	-10000	0	0
mol:Ca ++	0	0	-10000	0	-10000	0	0
GC1/GCAP Family	0.049	0.084	-10000	0	-0.3	6	6
RGS9BP	-0.003	0.12	-10000	0	-0.51	7	7
Metarhodopsin II/Transducin	-0.033	0.11	-10000	0	-0.27	25	25
GCAP Family/Ca ++	0.04	0.07	-10000	0	-0.3	5	5
PDE6A/B	0.018	0.1	-10000	0	-0.37	9	9
mol:Pi	0.012	0.12	-10000	0	-0.32	15	15
mol:all-trans-retinal	0	0	-10000	0	-10000	0	0
Transducin	-0.011	0.14	-10000	0	-0.29	27	27
PDE6B	0.003	0.12	-10000	0	-0.51	7	7
PDE6A	0.026	0.063	-10000	0	-0.51	2	2
PDE6G	0.035	0.016	-10000	0	-10000	0	0
RHO	0.03	0.015	-10000	0	-10000	0	0
PDE6	0.025	0.14	-10000	0	-0.3	21	21
GUCA1A	0.025	0.076	-10000	0	-0.51	3	3
GC2/GCAP Family	0.053	0.086	-10000	0	-0.3	6	6
GUCA1C	0.019	0.065	-10000	0	-0.51	2	2
GUCA1B	0.036	0.012	-10000	0	-10000	0	0

×

Ras signaling in the CD4+ TCR 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	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
ERK1-2/ELK1	0.001	0.15	-9999	-0.43	8	8
MAP3K8	-0.01	0.15	-9999	-0.51	12	12
FOS	0	0.11	-9999	-0.43	5	5
PRKCA	0.028	0.047	-9999	-0.52	1	1
PTPN7	0.028	0.027	-9999	-10000	0	0
HRAS	0.028	0.063	-9999	-0.51	2	2
PRKCB	-0.001	0.005	-9999	-0.016	15	15
NRAS	0.028	0.049	-9999	-0.5	1	1
RAS family/GTP	0.037	0.079	-9999	-0.29	7	7
MAPK3	0.018	0.075	-9999	-0.5	2	2
MAP2K1	-0.006	0.084	-9999	-0.37	4	4
ELK1	0.03	0.022	-9999	-10000	0	0
BRAF	0.002	0.072	-9999	-0.41	4	4
mol:GTP	0	0.001	-9999	-0.004	16	16
MAPK1	0.005	0.11	-9999	-0.49	6	6
RAF1	0.005	0.054	-9999	-0.41	2	2
KRAS	0.02	0.087	-9999	-0.51	4	4

×

Aurora B signaling

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
Condensin I complex	-0.006	0.034	-10000	0	-0.1	16	16
STMN1	0.006	0.057	-10000	0	-0.38	3	3
Aurora B/RasGAP/Survivin	0.03	0.11	-10000	0	-0.35	11	11
Chromosomal passenger complex/Cul3 protein complex	-0.07	0.16	-10000	0	-0.35	21	21
BIRC5	-0.001	0.14	-10000	0	-0.52	10	10
DES	-0.045	0.24	-10000	0	-0.65	20	20
Aurora C/Aurora B/INCENP	0.059	0.048	-10000	0	-0.3	2	2
Aurora B/TACC1	0.035	0.038	-10000	0	-0.32	1	1
Aurora B/PP2A	0.043	0.051	-10000	0	-0.37	2	2
mol:GTP	0	0	-10000	0	-10000	0	0
CBX5	0.01	0.027	-10000	0	-0.22	2	2
mitotic metaphase/anaphase transition	0	0.005	0.016	6	-0.01	1	7
NDC80	0.006	0.032	-10000	0	-0.38	1	1
Cul3 protein complex	-0.05	0.16	-10000	0	-0.32	37	37
KIF2C	-0.017	0.15	-10000	0	-0.59	8	8
PEBP1	-0.001	0.003	0.01	1	-0.017	3	4
KIF20A	0.031	0.045	-10000	0	-0.52	1	1
mol:GDP	0	0	-10000	0	-10000	0	0
Aurora B/RasGAP	0.04	0.052	-10000	0	-0.38	2	2
SEPT1	0.032	0.046	-10000	0	-0.51	1	1
SMC2	0	0	-10000	0	-10000	0	0
SMC4	0	0	-10000	0	-10000	0	0
NSUN2/NPM1/Nucleolin	-0.019	0.18	-10000	0	-0.52	16	16
PSMA3	0.036	0.007	-10000	0	-10000	0	0
G2/M transition of mitotic cell cycle	0	0.003	0.009	16	-0.008	1	17
H3F3B	0.016	0.029	-10000	0	-0.33	1	1
AURKB	0.03	0.048	-10000	0	-0.54	1	1
AURKC	0.037	0	-10000	0	-10000	0	0
CDCA8	0.029	0.065	-10000	0	-0.54	2	2
cytokinesis	-0.008	0.16	-10000	0	-0.81	4	4
Aurora B/Septin1	0.007	0.17	-10000	0	-0.74	4	4
AURKA	0	0.003	0.009	16	-0.008	1	17
INCENP	0.032	0.047	-10000	0	-0.52	1	1
KLHL13	-0.099	0.22	-10000	0	-0.51	35	35
BUB1	0.023	0.088	-10000	0	-0.51	4	4
hSgo1/Aurora B/Survivin	0.029	0.11	-10000	0	-0.37	10	10
EVI5	0.036	0.007	-10000	0	-10000	0	0
RhoA/GTP	0.023	0.16	-10000	0	-0.71	4	4
SGOL1	0.026	0.062	-10000	0	-0.51	2	2
CENPA	-0.008	0.12	-10000	0	-0.29	14	14
NCAPG	0	0	-10000	0	-10000	0	0
Aurora B/HC8 Proteasome	0.046	0.039	-10000	0	-0.38	1	1
NCAPD2	0	0	-10000	0	-10000	0	0
Aurora B/PP1-gamma	0.047	0.039	-10000	0	-0.38	1	1
RHOA	0.033	0.013	-10000	0	-10000	0	0
NCAPH	0	0	-10000	0	-10000	0	0
NPM1	-0.037	0.17	-10000	0	-0.45	15	15
RASA1	0.03	0.045	-10000	0	-0.51	1	1
KLHL9	0.024	0.062	-10000	0	-0.51	2	2
mitotic prometaphase	-0.001	0.003	0.01	1	-0.017	3	4
proteasomal ubiquitin-dependent protein catabolic process	0.045	0.039	-10000	0	-0.38	1	1
PPP1CC	0.037	0	-10000	0	-10000	0	0
Centraspindlin	0.014	0.17	-10000	0	-0.61	6	6
RhoA/GDP	0.024	0.009	-10000	0	-10000	0	0
NSUN2	0.001	0.13	-10000	0	-0.35	14	14
MYLK	0.008	0.048	-10000	0	-0.33	3	3
KIF23	0.026	0.077	-10000	0	-0.52	3	3
VIM	-0.012	0.089	-10000	0	-0.38	8	8
RACGAP1	0.034	0.045	-10000	0	-0.52	1	1
mitosis	0	0	-10000	0	-10000	0	0
NCL	-0.01	0.1	-10000	0	-0.43	2	2
Chromosomal passenger complex	-0.016	0.14	-10000	0	-0.31	15	15
Chromosomal passenger complex/EVI5	0.057	0.13	-10000	0	-0.37	10	10
TACC1	0.03	0.015	-10000	0	-10000	0	0
PPP2R5D	0.033	0.044	-10000	0	-0.51	1	1
CUL3	0.036	0.006	-10000	0	-10000	0	0
response to DNA damage stimulus	0	0	-10000	0	-10000	0	0

×

ErbB4 signaling events

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
ErbB4/ErbB4/HBEGF/HBEGF	0.009	0.13	-10000	0	-0.55	4	4
epithelial cell differentiation	0.015	0.12	-10000	0	-0.69	2	2
ITCH	0.036	0.02	-10000	0	-10000	0	0
WWP1	0.008	0.16	-10000	0	-1.3	2	2
FYN	0.029	0.062	-10000	0	-0.51	2	2
EGFR	-0.03	0.17	-10000	0	-0.51	17	17
PRL	0.034	0.017	-10000	0	-10000	0	0
neuron projection morphogenesis	0.006	0.1	0.33	2	-0.55	2	4
PTPRZ1	-0.083	0.22	-10000	0	-0.51	33	33
ErbB4/ErbB4/neuregulin 1 beta/neuregulin 1 beta/GRB2/SHC	0.046	0.1	-10000	0	-0.43	3	3
ErbB4 CYT2/ErbB4 CYT2/neuregulin 1 beta/neuregulin 1 beta	-0.004	0.1	-10000	0	-0.44	4	4
ADAM17	0.031	0.051	-10000	0	-0.35	2	2
ErbB4/ErbB4	0.018	0.09	-10000	0	-0.68	2	2
ErbB4/ErbB4/neuregulin 3/neuregulin 3	0.031	0.099	-10000	0	-0.53	3	3
NCOR1	0.034	0.011	-10000	0	-10000	0	0
ErbB4/ErbB4/neuregulin 1 beta/neuregulin 1 beta/Fyn	0.006	0.12	-10000	0	-0.48	5	5
GRIN2B	-0.007	0.12	-10000	0	-0.49	4	4
ErbB4/ErbB2/betacellulin	0.002	0.12	-10000	0	-0.49	4	4
STAT1	0.01	0.11	-10000	0	-0.51	7	7
HBEGF	-0.014	0.15	-10000	0	-0.51	13	13
PRLR	0.02	0.053	-10000	0	-0.51	1	1
E4ICDs/ETO2	0.028	0.097	-10000	0	-0.53	3	3
axon guidance	0.016	0.12	-10000	0	-0.71	2	2
NEDD4	0.026	0.065	-10000	0	-0.38	3	3
Prolactin receptor/Prolactin receptor/Prolactin	0.033	0.047	-10000	0	-0.37	1	1
CBFA2T3	0.019	0.07	-10000	0	-0.51	2	2
ErbB4/ErbB2/HBEGF	0.006	0.13	-10000	0	-0.51	5	5
MAPK3	0.011	0.091	-10000	0	-0.41	3	3
STAT1 (dimer)	0.025	0.12	-10000	0	-0.63	3	3
MAPK1	0.008	0.098	-10000	0	-0.48	3	3
JAK2	0.031	0.019	-10000	0	-10000	0	0
ErbB4/ErbB2/neuregulin 1 beta	-0.006	0.12	-10000	0	-0.55	4	4
NRG1	-0.019	0.1	-10000	0	-0.37	12	12
NRG3	0.025	0.076	-10000	0	-0.51	3	3
NRG2	0.031	0.023	-10000	0	-10000	0	0
NRG4	-0.028	0.15	-10000	0	-0.51	13	13
heart development	0.016	0.12	-10000	0	-0.71	2	2
neural crest cell migration	-0.006	0.11	-10000	0	-0.54	4	4
ERBB2	0.008	0.065	-10000	0	-0.51	2	2
WWOX/E4ICDs	0.038	0.087	-10000	0	-0.62	2	2
SHC1	0.035	0.01	-10000	0	-10000	0	0
ErbB4/EGFR/neuregulin 4	-0.019	0.16	-10000	0	-0.59	5	5
apoptosis	-0.02	0.096	0.43	5	-10000	0	5
ErbB4/ErbB4/neuregulin 2 beta/neuregulin 2 beta	0.035	0.088	-10000	0	-0.62	2	2
ErbB4/ErbB2/epiregulin	0.014	0.1	-10000	0	-0.49	4	4
ErbB4/ErbB4/betacellulin/betacellulin	0.006	0.12	-10000	0	-0.62	2	2
ErbB4/ErbB4/HBEGF/HBEGF/Prolactin receptor/Prolactin receptor/Prolactin/JAK2	0.034	0.13	-10000	0	-0.68	2	2
MDM2	0.018	0.097	-10000	0	-0.62	2	2
ErbB4 JM-B/ErbB4 JM-B/neuregulin 1 beta/neuregulin 1 beta	0.008	0.098	-10000	0	-0.38	4	4
STAT5A	0.015	0.11	-10000	0	-0.68	2	2
ErbB4/EGFR/neuregulin 1 beta	-0.024	0.15	-10000	0	-0.54	8	8
DLG4	0.033	0.015	-10000	0	-10000	0	0
GRB2/SHC	0.05	0.016	-10000	0	-10000	0	0
E4ICDs/TAB2/NCoR1	0.052	0.081	-10000	0	-0.49	2	2
STAT5A (dimer)	0.024	0.13	-10000	0	-0.77	2	2
MAP3K7IP2	0.035	0.009	-10000	0	-10000	0	0
STAT5B (dimer)	0.036	0.12	-10000	0	-0.68	2	2
LRIG1	-0.012	0.14	-10000	0	-0.51	12	12
EREG	0.001	0.088	-10000	0	-0.51	3	3
BTC	-0.019	0.15	-10000	0	-0.51	13	13
ErbB4/ErbB4/neuregulin 1 beta/neuregulin 1 beta	0.013	0.12	-10000	0	-0.72	2	2
ERBB4	0.018	0.09	-10000	0	-0.68	2	2
STAT5B	0.035	0.008	-10000	0	-10000	0	0
YAP1	0.001	0.13	-10000	0	-0.6	6	6
GRB2	0.036	0.007	-10000	0	-10000	0	0
ErbB4/ErbB2/neuregulin 4	-0.001	0.12	-10000	0	-0.55	4	4
glial cell differentiation	-0.051	0.08	0.49	2	-10000	0	2
WWOX	0.036	0.007	-10000	0	-10000	0	0
cell proliferation	-0.055	0.17	-10000	0	-0.52	11	11

×

Lissencephaly gene (LIS1) in neuronal migration and development

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
DYNC1H1	0.035	0.009	-10000	0	-10000	0	0
VLDLR	-0.008	0.13	-10000	0	-0.51	9	9
LRPAP1	0.033	0.012	-10000	0	-10000	0	0
NUDC	0.036	0.008	-10000	0	-10000	0	0
RELN/LRP8	0.026	0.11	-10000	0	-0.32	12	12
CaM/Ca2+	0.027	0.005	-10000	0	-10000	0	0
KATNA1	0.035	0.009	-10000	0	-10000	0	0
GO:0030286	0	0	-10000	0	-10000	0	0
ABL1	-0.002	0.093	-10000	0	-0.29	12	12
IQGAP1/CaM	0.052	0.014	-10000	0	-10000	0	0
DAB1	0.035	0.013	-10000	0	-10000	0	0
IQGAP1	0.036	0.006	-10000	0	-10000	0	0
PLA2G7	-0.046	0.18	-10000	0	-0.51	21	21
CALM1	0.036	0.007	-10000	0	-10000	0	0
DYNLT1	0.035	0.008	-10000	0	-10000	0	0
mol:Ca2+	0	0	-10000	0	-10000	0	0
LRPAP1/LRP8	0.011	0.11	-10000	0	-0.37	12	12
UniProt:Q4QZ09	0	0	-10000	0	-10000	0	0
CLIP1	0	0	-10000	0	-10000	0	0
CDK5R1	0.033	0.02	-10000	0	-10000	0	0
LIS1/Poliovirus Protein 3A	0.012	0.005	-10000	0	-10000	0	0
CDK5R2	0.036	0.007	-10000	0	-10000	0	0
mol:PP1	0	0	-10000	0	-10000	0	0
RELN/VLDLR/DAB1	0.024	0.099	-10000	0	-0.32	9	9
YWHAE	0.034	0.011	-10000	0	-10000	0	0
NDEL1/14-3-3 E	0.017	0.087	-10000	0	-0.29	1	1
MAP1B	-0.058	0.12	-10000	0	-0.28	33	33
RAC1	0.017	0.008	-10000	0	-10000	0	0
p35/CDK5	0.007	0.09	-10000	0	-0.27	12	12
RELN	0.032	0.02	-10000	0	-10000	0	0
PAFAH/LIS1	-0.017	0.12	-10000	0	-0.32	20	20
LIS1/CLIP170	0.012	0.005	-10000	0	-10000	0	0
LIS1/NDEL1/Katanin 60/Dynein Light chain/Dynein heavy chain	0.021	0.077	-10000	0	-10000	0	0
RELN/VLDLR/DAB1/LIS1/PAFAH1B2/PAFAH1B3	-0.004	0.1	-10000	0	-0.29	10	10
GO:0005869	0	0	-10000	0	-10000	0	0
NDEL1	-0.002	0.082	-10000	0	-0.31	1	1
LIS1/IQGAP1	0.035	0.015	-10000	0	-10000	0	0
RHOA	0.016	0.009	-10000	0	-10000	0	0
PAFAH1B1	0.016	0.007	-10000	0	-10000	0	0
PAFAH1B3	0.036	0.007	-10000	0	-10000	0	0
PAFAH1B2	0.032	0.045	-10000	0	-0.51	1	1
MAP1B/LIS1/Dynein heavy chain	-0.022	0.092	-10000	0	-0.3	3	3
NDEL1/Katanin 60/Dynein heavy chain	0.024	0.091	-10000	0	-10000	0	0
LRP8	-0.011	0.15	-10000	0	-0.51	12	12
NDEL1/Katanin 60	0.01	0.09	-10000	0	-0.29	1	1
P39/CDK5	0.009	0.089	-10000	0	-0.27	12	12
LIS1/NudC/Dynein intermediate chain/microtubule organizing center	0.035	0.016	-10000	0	-10000	0	0
CDK5	-0.025	0.085	0.19	7	-0.28	12	19
PPP2R5D	0.033	0.044	-10000	0	-0.51	1	1
LIS1/CLIP170/Dynein Complex/Dynactin Complex	0.011	0.004	-10000	0	-10000	0	0
CSNK2A1	0.035	0.008	-10000	0	-10000	0	0
RELN/VLDLR/DAB1/LIS1	0.031	0.095	-10000	0	-0.28	9	9
RELN/VLDLR	0.005	0.14	-10000	0	-0.32	19	19
CDC42	0.017	0.008	-10000	0	-10000	0	0

×

JNK signaling in the CD4+ TCR pathway

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
LAT/GRAP2/SLP76/HPK1	0.052	0.098	-10000	0	-0.29	9	9
MAP4K1	0.036	0.012	-10000	0	-10000	0	0
MAP3K8	-0.009	0.15	-10000	0	-0.51	12	12
PRKCB	0	0	-10000	0	-10000	0	0
DBNL	0.033	0.044	-10000	0	-0.51	1	1
CRKL	0.034	0.014	-10000	0	-10000	0	0
MAP3K1	-0.004	0.079	-10000	0	-0.4	1	1
JUN	-0.018	0.12	-10000	0	-0.65	4	4
MAP3K7	0.002	0.077	0.21	2	-0.4	1	3
GRAP2	0.035	0.009	-10000	0	-10000	0	0
CRK	0.034	0.011	-10000	0	-10000	0	0
MAP2K4	-0.015	0.11	0.24	1	-0.35	7	8
LAT	0.033	0.022	-10000	0	-10000	0	0
LCP2	-0.009	0.14	-10000	0	-0.51	12	12
MAPK8	-0.001	0.12	-10000	0	-0.69	4	4
LAT/GRAP2/SLP76/HPK1/HIP-55/CRK family	0.006	0.081	-10000	0	-0.25	9	9
LAT/GRAP2/SLP76/HPK1/HIP-55	0.061	0.1	-10000	0	-0.27	10	10

×

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

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
MET/RANBP9	0.042	0.061	-10000	0	-0.37	3	3
CRKL	-0.003	0.14	0.26	2	-0.43	12	14
mol:PIP3	0.006	0.094	0.46	1	-0.68	2	3
AKT1	0	0.094	0.33	2	-0.59	2	4
PTK2B	0.03	0.02	-10000	0	-10000	0	0
RAPGEF1	-0.006	0.14	-10000	0	-0.42	11	11
RANBP10	0.032	0.044	-10000	0	-0.51	1	1
PIK3CA	0.009	0.062	-10000	0	-0.51	2	2
HGF/MET/SHIP2	0.051	0.07	-10000	0	-0.32	4	4
MAP3K5	0.002	0.14	-10000	0	-0.42	10	10
HGF/MET/CIN85/CBL/ENDOPHILINS	0.064	0.083	-10000	0	-0.29	6	6
AP1	-0.023	0.14	-10000	0	-0.37	18	18
mol:SU11274	0	0	-10000	0	-10000	0	0
SHC1	0.035	0.01	-10000	0	-10000	0	0
apoptosis	-0.095	0.3	-10000	0	-0.77	24	24
STAT3 (dimer)	0.012	0.061	-10000	0	-10000	0	0
GAB1/CRKL/SHP2/PI3K	-0.001	0.11	-10000	0	-0.42	2	2
INPP5D	0	0	-10000	0	-10000	0	0
CBL/CRK	0.011	0.14	-10000	0	-0.41	12	12
PTPN11	0.033	0.045	-10000	0	-0.51	1	1
GO:0007205	0	0	-10000	0	-10000	0	0
PLCG1	0.035	0.009	-10000	0	-10000	0	0
PTEN	0.029	0.045	-10000	0	-0.51	1	1
ELK1	-0.002	0.078	0.29	7	-10000	0	7
mol:SU5416	0	0	-10000	0	-10000	0	0
SHP2/GRB2/SOS1GAB1	0.012	0.057	-10000	0	-0.22	4	4
PAK1	0.001	0.1	0.32	1	-0.56	3	4
HGF/MET/RANBP10	0.056	0.069	-10000	0	-0.32	4	4
HRAS	0.011	0.12	-10000	0	-0.52	5	5
DOCK1	-0.003	0.13	-10000	0	-0.42	11	11
GAB1	-0.002	0.13	-10000	0	-0.44	11	11
CRK	-0.009	0.13	-10000	0	-0.43	12	12
mol:PHA665752	0	0	-10000	0	-10000	0	0
mol:GDP	0.021	0.1	-10000	0	-0.49	4	4
JUN	0.005	0.12	-10000	0	-0.51	7	7
EntrezGene:200958	0	0	-10000	0	-10000	0	0
HGF/MET	0.008	0.047	-10000	0	-0.26	4	4
PIK3R1	0.01	0.091	-10000	0	-0.51	4	4
cell morphogenesis	0.082	0.13	0.33	6	-10000	0	6
GRB2/SHC	0.046	0.055	-10000	0	-0.23	3	3
FOS	-0.029	0.16	-10000	0	-0.51	14	14
GLMN	0.005	0.002	-10000	0	-10000	0	0
cell motility	-0.002	0.078	0.28	7	-10000	0	7
HGF/MET/MUC20	0.037	0.054	-10000	0	-0.31	3	3
cell migration	0.045	0.054	-10000	0	-0.23	3	3
GRB2	0.036	0.007	-10000	0	-10000	0	0
CBL	0.036	0.006	-10000	0	-10000	0	0
MET/RANBP10	0.039	0.071	-10000	0	-0.38	4	4
HGF/MET/Paxillin/FAK1/FAK12/RasGAP	0.021	0.051	-10000	0	-10000	0	0
MET/MUC20	0.018	0.055	-10000	0	-0.36	3	3
RAP1B	0.001	0.14	0.41	1	-0.41	10	11
RAP1A	-0.011	0.13	-10000	0	-0.41	10	10
HGF/MET/RANBP9	0.058	0.061	-10000	0	-0.32	3	3
RAF1	0.012	0.1	-10000	0	-0.49	4	4
STAT3	0.012	0.061	-10000	0	-10000	0	0
cell proliferation	0.023	0.077	-10000	0	-0.36	2	2
RPS6KB1	0.016	0.023	-10000	0	-10000	0	0
MAPK3	-0.016	0.11	0.78	2	-10000	0	2
MAPK1	0.006	0.16	0.75	6	-10000	0	6
RANBP9	0.036	0.007	-10000	0	-10000	0	0
MAPK8	0.021	0.13	-10000	0	-0.4	5	5
SRC	0.008	0.058	-10000	0	-10000	0	0
PI3K	0.005	0.066	-10000	0	-0.25	7	7
MET/Glomulin	0.017	0.055	-10000	0	-0.32	3	3
SOS1	0.036	0.007	-10000	0	-10000	0	0
MAP2K1	0.011	0.099	-10000	0	-0.46	4	4
MET	0.024	0.076	-10000	0	-0.51	3	3
MAP4K1	0.005	0.14	-10000	0	-0.42	11	11
PTK2	0.03	0.045	-10000	0	-0.51	1	1
MAP2K2	0.01	0.1	-10000	0	-0.46	4	4
BAD	-0.003	0.089	0.32	1	-0.57	2	3
MAP2K4	0	0.12	-10000	0	-0.38	10	10
SHP2/GRB2/SOS1/GAB1	0.029	0.13	-10000	0	-0.39	10	10
INPPL1	0.03	0.048	-10000	0	-0.51	1	1
PXN	0.037	0.003	-10000	0	-10000	0	0
SH3KBP1	0.021	0.079	-10000	0	-0.51	3	3
HGS	0.003	0.043	-10000	0	-0.24	4	4
PLCgamma1/PKC	0.026	0.007	-10000	0	-10000	0	0
HGF	0.033	0.022	-10000	0	-10000	0	0
RASA1	0.03	0.045	-10000	0	-0.51	1	1
NCK1	0.025	0.046	-10000	0	-0.51	1	1
PTPRJ	0.033	0.044	-10000	0	-0.51	1	1
NCK/PLCgamma1	0.036	0.062	-10000	0	-0.23	5	5
PDPK1	0.003	0.09	0.34	2	-0.63	2	4
HGF/MET/SHIP	0.037	0.054	-10000	0	-0.31	3	3

×

p75(NTR)-mediated signaling

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
Sortilin/TRAF6	0.037	0.076	-10000	0	-0.37	5	5
Necdin/E2F1	0	0.13	-10000	0	-0.37	15	15
proNGF (dimer)/p75(NTR)/Sortilin/NADE/14-3-3 E	0.039	0.095	-10000	0	-0.27	10	10
NGF (dimer)/p75(NTR)/BEX1	0.019	0.054	-10000	0	-0.31	1	1
NT-4/5 (dimer)/p75(NTR)	0.017	0.028	-10000	0	-10000	0	0
IKBKB	0.032	0.013	-10000	0	-10000	0	0
AKT1	0.088	0.12	0.37	2	-0.33	4	6
IKBKG	0.036	0.011	-10000	0	-10000	0	0
BDNF	-0.023	0.15	-10000	0	-0.51	12	12
MGDIs/NGR/p75(NTR)/LINGO1	0.011	0.088	-10000	0	-0.31	9	9
FURIN	0.017	0.097	-10000	0	-0.51	5	5
proBDNF (dimer)/p75(NTR)/Sortilin	0.008	0.12	-10000	0	-0.32	14	14
LINGO1	0	0	-10000	0	-10000	0	0
Sortilin/TRAF6/NRIF	0.017	0.089	-10000	0	-0.35	3	3
proBDNF (dimer)	-0.023	0.15	-10000	0	-0.5	12	12
NTRK1	0.033	0.015	-10000	0	-10000	0	0
RTN4R	0.001	0.13	-10000	0	-0.51	9	9
neuron apoptosis	-0.03	0.12	-10000	0	-0.51	4	4
IRAK1	0.037	0	-10000	0	-10000	0	0
SHC1	0.011	0.023	-10000	0	-10000	0	0
ARHGDIA	0.037	0.005	-10000	0	-10000	0	0
RhoA/GTP	0.024	0.009	-10000	0	-10000	0	0
Gamma Secretase	0.073	0.093	-10000	0	-0.32	6	6
proNGF (dimer)/p75(NTR)/Sortilin/MAGE-H1	0.04	0.079	-10000	0	-0.35	4	4
MAGEH1	0.023	0.078	-10000	0	-0.51	3	3
proNGF (dimer)/p75(NTR)/Sortilin/Necdin	0.006	0.12	-10000	0	-0.3	17	17
Mammalian IAPs/DIABLO	0.025	0.11	-10000	0	-0.29	14	14
proNGF (dimer)	0	0	-10000	0	-10000	0	0
MAGED1	0.022	0.087	-10000	0	-0.51	4	4
APP	0.012	0.11	-10000	0	-0.51	6	6
NT-4/5 (dimer)	0	0	-10000	0	-10000	0	0
ZNF274	0.034	0.044	-10000	0	-0.51	1	1
RhoA/GDP/RHOGDI	0.036	0.035	-10000	0	-10000	0	0
NGF	0	0	-10000	0	-10000	0	0
cell cycle arrest	-0.013	0.044	0.22	2	-0.26	2	4
NGF (dimer)/p75(NTR)/TRAF6/RIP2/IRAK	0.017	0.049	-10000	0	-0.25	4	4
NT-4/5 (dimer)/p75(NTR)/TRAF6	0.031	0.06	-10000	0	-0.32	3	3
NCSTN	0.034	0.014	-10000	0	-10000	0	0
mol:GTP	0.033	0.044	-10000	0	-0.31	1	1
PSENEN	0.033	0.015	-10000	0	-10000	0	0
mol:ceramide	0.007	0.05	0.19	1	-0.3	3	4
NGF (dimer)/p75(NTR)/TRAF6/RIP2/IRAK/p62/Atypical PKCs	-0.003	0.05	-10000	0	-0.21	7	7
p75(NTR)/beta APP	0.02	0.09	-10000	0	-0.38	6	6
BEX1	0.009	0.067	-10000	0	-0.51	1	1
mol:GDP	-0.002	0.016	-10000	0	-10000	0	0
NGF (dimer)	0.006	0.14	-10000	0	-0.3	24	24
MGDIs/NGR/p75(NTR)/LINGO1/RHOGDI	0.028	0.089	-10000	0	-0.29	9	9
PIK3R1	0.01	0.091	-10000	0	-0.51	4	4
RAC1/GTP	0.032	0.028	-10000	0	-10000	0	0
MYD88	0.033	0.012	-10000	0	-10000	0	0
CHUK	0.032	0.044	-10000	0	-0.51	1	1
NGF (dimer)/p75(NTR)/PKA	0.033	0.044	-10000	0	-0.31	1	1
RHOB	0.019	0.079	-10000	0	-0.51	3	3
RHOA	0.033	0.013	-10000	0	-10000	0	0
MAGE-G1/E2F1	0.049	0.021	-10000	0	-10000	0	0
NT3 (dimer)	-0.006	0.12	-10000	0	-0.5	7	7
TP53	-0.055	0.093	-10000	0	-0.33	6	6
PRDM4	0.009	0.043	0.19	1	-0.28	2	3
BDNF (dimer)	-0.12	0.2	-10000	0	-0.34	59	59
PIK3CA	0.009	0.062	-10000	0	-0.51	2	2
SORT1	0.028	0.063	-10000	0	-0.51	2	2
activation of caspase activity	0.034	0.092	-10000	0	-0.27	10	10
proNGF (dimer)/p75(NTR)/Sortilin/TRAF6	0.041	0.074	-10000	0	-0.29	5	5
RHOC	0.035	0.009	-10000	0	-10000	0	0
XIAP	0	0	-10000	0	-10000	0	0
MAPK10	-0.043	0.1	-10000	0	-0.37	6	6
DIABLO	0.037	0	-10000	0	-10000	0	0
SMPD2	0.007	0.051	0.19	1	-0.3	3	4
APH1B	0.033	0.044	-10000	0	-0.51	1	1
APH1A	0.018	0.097	-10000	0	-0.51	5	5
proNGF (dimer)/p75(NTR)/Sortilin	0.031	0.052	-10000	0	-0.31	2	2
PSEN1	0.033	0.044	-10000	0	-0.51	1	1
APAF-1/Pro-Caspase 9	0.05	0.036	-10000	0	-0.37	1	1
NT3 (dimer)/p75(NTR)	0.006	0.096	-10000	0	-0.37	7	7
MAPK8	-0.029	0.094	-10000	0	-0.36	4	4
MAPK9	-0.036	0.1	-10000	0	-0.38	6	6
APAF1	0.034	0.044	-10000	0	-0.51	1	1
NTF3	-0.006	0.12	-10000	0	-0.51	7	7
NTF4	0	0	-10000	0	-10000	0	0
NDN	-0.032	0.17	-10000	0	-0.51	17	17
RAC1/GDP	0.027	0.005	-10000	0	-10000	0	0
RhoA-B-C/GDP	0.039	0.07	-10000	0	-0.25	4	4
p75 CTF/Sortilin/TRAF6/NRIF	0.066	0.082	-10000	0	-0.3	6	6
RhoA-B-C/GTP	0.033	0.044	-10000	0	-0.31	1	1
proBDNF (dimer)/p75(NTR)/Sortilin/TRAF6/NRIF	0.026	0.13	-10000	0	-0.28	18	18
proBDNF (dimer)/p75(NTR)/Sortilin/TRAF6	0.016	0.13	-10000	0	-0.3	17	17
PRKACB	0.031	0.046	-10000	0	-0.51	1	1
proBDNF (dimer)/p75 ECD	0.001	0.12	-10000	0	-0.37	13	13
ChemicalAbstracts:86-01-1	0	0	-10000	0	-10000	0	0
BIRC3	-0.025	0.16	-10000	0	-0.51	14	14
BIRC2	0.035	0.016	-10000	0	-10000	0	0
neuron projection morphogenesis	-0.03	0.065	-10000	0	-0.29	3	3
BAD	-0.039	0.1	-10000	0	-0.37	6	6
RIPK2	0.029	0.047	-10000	0	-0.51	1	1
NGFR	0.022	0.042	-10000	0	-10000	0	0
CYCS	0	0.068	-10000	0	-0.32	5	5
ADAM17	0.03	0.047	-10000	0	-0.51	1	1
NGF (dimer)/p75(NTR)/TRAF6/RIP2	0.042	0.069	-10000	0	-0.3	4	4
BCL2L11	-0.038	0.1	-10000	0	-0.37	6	6
BDNF (dimer)/p75(NTR)	-0.005	0.12	-10000	0	-0.38	12	12
PI3K	0.005	0.063	-10000	0	-0.29	4	4
proNGF (dimer)/p75(NTR)/Sortilin/MAGE-G1	0.048	0.057	-10000	0	-0.29	2	2
NDNL2	0.037	0.004	-10000	0	-10000	0	0
YWHAE	0.034	0.011	-10000	0	-10000	0	0
PRKCI	-0.005	0.1	-10000	0	-0.51	6	6
NGF (dimer)/p75(NTR)	0.017	0.028	-10000	0	-10000	0	0
ChemicalAbstracts:146-91-8	0	0	-10000	0	-10000	0	0
proNGF (dimer)/p75(NTR)/Sortilin/NRAGE	0.039	0.083	-10000	0	-0.34	5	5
TRAF6	0.026	0.075	-10000	0	-0.51	3	3
RAC1	0.036	0.007	-10000	0	-10000	0	0
PRKCZ	0	0	-10000	0	-10000	0	0
PLG	0.035	0.014	-10000	0	-10000	0	0
oligodendrocyte cell fate commitment	0	0	-10000	0	-10000	0	0
CASP6	-0.015	0.09	-10000	0	-0.28	14	14
SQSTM1	0.03	0.023	-10000	0	-10000	0	0
NGFRAP1	0.008	0.12	-10000	0	-0.51	8	8
CASP3	-0.04	0.098	-10000	0	-0.34	7	7
E2F1	0.034	0.011	-10000	0	-10000	0	0
CASP9	0.036	0.007	-10000	0	-10000	0	0
IKK complex	0.066	0.071	-10000	0	-10000	0	0
NGF (dimer)/TRKA	0.025	0.01	-10000	0	-10000	0	0
MMP7	-0.041	0.19	-10000	0	-0.51	22	22
proNGF (dimer)/p75(NTR)/Sortilin/TRAF6/NRIF	0.053	0.081	-10000	0	-0.28	6	6
MMP3	-0.13	0.22	-10000	0	-0.51	38	38
APAF-1/Caspase 9	-0.026	0.088	-10000	0	-0.43	2	2

×

FOXA2 and FOXA3 transcription factor networks

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
ACADVL	0.007	0.23	-10000	0	-0.77	4	4
PCK1	0.021	0.17	-10000	0	-10000	0	0
HNF4A	0.029	0.24	-10000	0	-0.75	3	3
KCNJ11	0.009	0.28	-10000	0	-0.86	7	7
AKT1	0.042	0.16	-10000	0	-0.59	2	2
response to starvation	0.005	0.004	-10000	0	-10000	0	0
DLK1	0.011	0.27	0.65	1	-0.8	5	6
NKX2-1	0.05	0.18	0.37	17	-0.39	3	20
ACADM	0.011	0.25	-10000	0	-0.78	5	5
TAT	0.02	0.18	-10000	0	-0.8	1	1
CEBPB	0.035	0.046	-10000	0	-0.5	1	1
CEBPA	0.019	0.098	-10000	0	-0.44	6	6
TTR	-0.03	0.25	-10000	0	-0.77	7	7
PKLR	0.026	0.24	-10000	0	-0.74	5	5
APOA1	0.023	0.28	-10000	0	-0.9	3	3
CPT1C	-0.047	0.33	-10000	0	-0.85	16	16
ALAS1	0.025	0.16	-10000	0	-10000	0	0
TFRC	-0.066	0.46	-10000	0	-1.3	16	16
FOXF1	0.023	0.067	-10000	0	-0.51	2	2
NF1	0.042	0.01	-10000	0	-10000	0	0
HNF1A (dimer)	0.009	0.015	-10000	0	-0.15	1	1
CPT1A	0.014	0.24	-10000	0	-0.75	6	6
HMGCS1	0.024	0.29	-10000	0	-0.92	7	7
NR3C1	0.043	0.023	-10000	0	-10000	0	0
CPT1B	0.006	0.26	-10000	0	-0.87	5	5
chromatin remodeling	0	0	-10000	0	-10000	0	0
SP1	0.03	0.061	-10000	0	-0.51	2	2
GCK	0.008	0.24	-10000	0	-0.77	6	6
CREB1	0.039	0.048	-10000	0	-0.5	1	1
IGFBP1	0.027	0.14	-10000	0	-0.69	1	1
PDX1	0.027	0.16	-10000	0	-0.44	5	5
UCP2	-0.013	0.3	-10000	0	-0.88	10	10
ALDOB	0.016	0.26	-10000	0	-0.78	5	5
AFP	-0.046	0.15	-10000	0	-0.53	5	5
BDH1	-0.01	0.29	-10000	0	-0.9	9	9
HADH	0.016	0.26	-10000	0	-0.78	5	5
F2	0.022	0.28	-10000	0	-0.9	3	3
HNF1A	0.009	0.015	-10000	0	-0.15	1	1
G6PC	0.027	0.1	-10000	0	-0.58	1	1
SLC2A2	-0.007	0.19	-10000	0	-0.97	2	2
INS	0.022	0.014	-10000	0	-10000	0	0
FOXA1	-0.06	0.2	-10000	0	-0.49	26	26
FOXA3	0.011	0.12	-10000	0	-0.38	8	8
FOXA2	0.036	0.31	-10000	0	-0.88	5	5
ABCC8	0.006	0.28	-10000	0	-0.85	6	6
ALB	-0.045	0.15	-10000	0	-0.64	3	3

×

PLK1 signaling events

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
regulation of centriole-centriole cohesion	0.008	0.051	0.15	17	-0.11	1	18
BUB1B	-0.005	0.083	-10000	0	-0.32	8	8
PLK1	0.007	0.021	0.076	1	-0.099	1	2
PLK1S1	0.003	0.012	0.047	1	-0.053	1	2
KIF2A	0.006	0.019	-10000	0	-0.089	1	1
regulation of mitotic centrosome separation	0.007	0.021	0.075	1	-0.099	1	2
GOLGA2	0.026	0.075	-10000	0	-0.51	3	3
Hec1/SPC24	-0.004	0.011	-10000	0	-0.083	1	1
WEE1	0.006	0.099	-10000	0	-0.44	5	5
cytokinesis	0.005	0.082	-10000	0	-0.41	3	3
PP2A-alpha B56	0.05	0.16	-10000	0	-0.8	5	5
AURKA	0.004	0.013	0.055	1	-10000	0	1
PICH/PLK1	-0.001	0.078	-10000	0	-0.38	5	5
CENPE	-0.002	0.045	-10000	0	-0.3	3	3
RhoA/GTP	0.024	0.009	-10000	0	-10000	0	0
positive regulation of microtubule depolymerization	0.006	0.019	-10000	0	-0.088	1	1
PPP2CA	0.034	0.01	-10000	0	-10000	0	0
FZR1	0.035	0.008	-10000	0	-10000	0	0
TPX2	0.012	0.042	-10000	0	-0.27	3	3
PAK1	0.03	0.048	-10000	0	-0.52	1	1
SPC24	0	0	-10000	0	-10000	0	0
FBXW11	0.034	0.01	-10000	0	-10000	0	0
CLSPN	0.007	0.046	-10000	0	-0.24	5	5
GORASP1	0.033	0.012	-10000	0	-10000	0	0
metaphase	0	0.001	0.011	1	-10000	0	1
mol:GTP	0	0	-10000	0	-10000	0	0
NLP	0.003	0.012	0.047	1	-0.053	1	2
G2 phase of mitotic cell cycle	-0.001	0.002	0.009	2	-10000	0	2
STAG2	0.027	0.075	-10000	0	-0.51	3	3
GRASP65/GM130/RAB1/GTP	-0.028	0.17	-10000	0	-0.5	16	16
spindle elongation	0.007	0.021	0.075	1	-0.099	1	2
ODF2	0.037	0.004	-10000	0	-10000	0	0
BUB1	0.012	0.17	-10000	0	-0.91	5	5
TPT1	-0.002	0.056	-10000	0	-0.19	12	12
CDC25C	-0.004	0.083	-10000	0	-0.3	11	11
CDC25B	0.032	0.046	-10000	0	-0.51	1	1
SGOL1	-0.008	0.051	0.11	1	-0.15	17	18
RHOA	0.033	0.013	-10000	0	-10000	0	0
CCNB1/CDK1	0.047	0.11	-10000	0	-0.45	5	5
CDC14B	0.009	0.001	-10000	0	-10000	0	0
CDC20	0.024	0.076	-10000	0	-0.51	3	3
PLK1/PBIP1	-0.003	0.057	-10000	0	-0.28	6	6
mitosis	-0.001	0.002	0.009	1	-10000	0	1
FBXO5	0.009	0.034	0.14	4	-10000	0	4
CDC2	0.024	0.078	-10000	0	-0.52	3	3
NDC80	0	0	-10000	0	-10000	0	0
metaphase plate congression	0.005	0.053	-10000	0	-0.23	7	7
ERCC6L	0.004	0.092	-10000	0	-0.43	5	5
NLP/gamma Tubulin	0.006	0.02	-10000	0	-0.09	2	2
microtubule cytoskeleton organization	-0.002	0.056	-10000	0	-0.19	12	12
G2/M transition DNA damage checkpoint	-0.001	0.001	-10000	0	-10000	0	0
PPP1R12A	0.034	0.044	-10000	0	-0.51	1	1
interphase	-0.001	0.001	-10000	0	-10000	0	0
PLK1/PRC1-2	0.042	0.063	-10000	0	-0.43	2	2
GRASP65/GM130/RAB1/GTP/PLK1	0.05	0.055	-10000	0	-0.27	3	3
RAB1A	0.034	0.011	-10000	0	-10000	0	0
prophase	0	0	-10000	0	-10000	0	0
Aurora A/BORA	0.004	0.016	0.064	1	-0.074	1	2
mitotic prometaphase	-0.001	0.004	0.018	7	-10000	0	7
proteasomal ubiquitin-dependent protein catabolic process	0.015	0.067	-10000	0	-0.42	2	2
microtubule-based process	0.027	0.036	-10000	0	-0.33	1	1
Golgi organization	0.007	0.021	0.075	1	-0.099	1	2
Cohesin/SA2	0.022	0.048	-10000	0	-0.28	3	3
PPP1CB/MYPT1	0.047	0.049	-10000	0	-0.37	2	2
KIF20A	0.031	0.044	-10000	0	-0.51	1	1
APC/C/CDC20	0.023	0.054	-10000	0	-0.32	3	3
PPP2R1A	0.036	0.007	-10000	0	-10000	0	0
chromosome segregation	-0.003	0.056	-10000	0	-0.27	6	6
PRC1	0.028	0.063	-10000	0	-0.51	2	2
ECT2	0.1	0.15	0.22	86	-0.29	10	96
C13orf34	0.005	0.018	0.066	1	-0.087	1	2
NUDC	0.005	0.053	-10000	0	-0.23	7	7
regulation of attachment of spindle microtubules to kinetochore	-0.005	0.082	-10000	0	-0.31	8	8
spindle assembly	0.007	0.019	-10000	0	-0.084	1	1
spindle stabilization	0.003	0.012	0.047	1	-0.053	1	2
APC/C/HCDH1	0.032	0.008	-10000	0	-10000	0	0
MKLP2/PLK1	0.027	0.036	-10000	0	-0.33	1	1
CCNB1	0.028	0.064	-10000	0	-0.52	2	2
PPP1CB	0.032	0.044	-10000	0	-0.51	1	1
BTRC	0.036	0.008	-10000	0	-10000	0	0
ROCK2	0.007	0.058	-10000	0	-0.27	2	2
TUBG1	0.007	0.038	-10000	0	-0.19	5	5
G2/M transition of mitotic cell cycle	-0.002	0.091	-10000	0	-0.44	5	5
MLF1IP	-0.007	0.074	-10000	0	-0.37	6	6
INCENP	0.033	0.045	-10000	0	-0.51	1	1

×

Ceramide signaling pathway

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
SPHK2	-0.007	0.083	-10000	0	-0.37	7	7
MAP4K4	-0.004	0.11	-10000	0	-0.41	5	5
BAG4	0.028	0.016	-10000	0	-10000	0	0
PKC zeta/ceramide	0	0.041	0.13	3	-0.22	2	5
NFKBIA	0.031	0.046	-10000	0	-0.51	1	1
BIRC3	-0.025	0.16	-10000	0	-0.51	14	14
BAX	0.012	0.049	-10000	0	-0.37	2	2
RIPK1	0.036	0.007	-10000	0	-10000	0	0
AKT1	0	0.1	0.59	3	-0.47	2	5
BAD	-0.002	0.042	0.16	1	-0.22	2	3
SMPD1	0.01	0.061	0.22	1	-0.23	2	3
RB1	-0.007	0.057	0.17	1	-0.26	5	6
FADD/Caspase 8	0.023	0.13	0.29	4	-0.4	6	10
MAP2K4	-0.009	0.06	0.19	2	-0.25	5	7
NSMAF	0.032	0.044	-10000	0	-0.51	1	1
response to UV	0	0	-10000	0	-10000	0	0
RAF1	-0.004	0.049	0.17	2	-0.22	3	5
EGF	-0.032	0.15	-10000	0	-0.51	13	13
mol:ceramide	0.001	0.046	0.15	5	-0.23	2	7
MADD	0.036	0.007	-10000	0	-10000	0	0
response to oxidative stress	0	0	-10000	0	-10000	0	0
mol:Free Fatty acid	-0.005	0.076	-10000	0	-0.37	6	6
ASAH1	0.025	0.062	-10000	0	-0.51	2	2
negative regulation of cell cycle	-0.007	0.056	0.17	1	-0.25	5	6
cell proliferation	-0.011	0.098	-10000	0	-0.3	7	7
BID	0.012	0.14	-10000	0	-0.8	3	3
MAP3K1	-0.007	0.061	0.18	2	-0.25	6	8
EIF2A	0.067	0.12	0.28	17	-0.24	3	20
TRADD	0.032	0.044	-10000	0	-0.51	1	1
CRADD	0.03	0.061	-10000	0	-0.51	2	2
MAPK3	-0.001	0.047	-10000	0	-0.23	2	2
response to heat	0	0	-10000	0	-10000	0	0
MAPK1	-0.004	0.053	-10000	0	-0.23	2	2
Cathepsin D/ceramide	0.022	0.046	0.17	1	-0.22	2	3
FADD	0.01	0.11	0.22	8	-0.41	5	13
KSR1	-0.003	0.049	0.17	2	-0.23	3	5
MAPK8	-0.002	0.048	0.18	1	-0.22	2	3
PRKRA	0.005	0.057	0.19	7	-0.22	2	9
PDGFA	0.001	0.12	-10000	0	-0.51	7	7
TRAF2	0.035	0.013	-10000	0	-10000	0	0
IGF1	-0.047	0.18	-10000	0	-0.51	20	20
mol:GD3	0	0	-10000	0	-10000	0	0
ganglioside biosynthetic process	0.001	0.045	0.15	5	-0.23	2	7
CTSD	0.036	0.007	-10000	0	-10000	0	0
regulation of nitric oxide biosynthetic process	0.052	0.012	-10000	0	-10000	0	0
response to radiation	0	0	-10000	0	-10000	0	0
ERK1/PKC delta	-0.01	0.11	-10000	0	-0.32	7	7
PRKCD	0.029	0.046	-10000	0	-0.51	1	1
PRKCZ	0	0	-10000	0	-10000	0	0
mol:GW4869	0	0	-10000	0	-10000	0	0
mol:sphingosine	-0.005	0.076	-10000	0	-0.37	6	6
RelA/NF kappa B1	0.053	0.012	-10000	0	-10000	0	0
mol:glutathione	0	0	-10000	0	-10000	0	0
PAWR	0.023	0.086	-10000	0	-0.51	4	4
TNF-alpha/TNFR1A/TRADD/MADD/cIAP2/RIP1/TRAF2/RAIDD	0.002	0.11	-10000	0	-0.43	5	5
TNFR1A/BAG4/TNF-alpha	0.036	0.066	-10000	0	-0.32	3	3
mol:Sphingosine-1-phosphate	-0.007	0.082	-10000	0	-0.37	7	7
MAP2K1	-0.006	0.046	-10000	0	-0.24	2	2
mol:C11AG	0	0	-10000	0	-10000	0	0
RELA	0.037	0	-10000	0	-10000	0	0
CYCS	0.017	0.052	0.18	5	-0.2	1	6
TNFRSF1A	0.02	0.086	-10000	0	-0.51	4	4
NFKB1	0.035	0.008	-10000	0	-10000	0	0
TNFR1A/BAG4	0.028	0.063	-10000	0	-0.37	3	3
EIF2AK2	0.001	0.075	0.19	10	-0.25	5	15
TNF-alpha/TNFR1A/FAN	0.048	0.071	-10000	0	-0.32	4	4
response to hydrogen peroxide	0	0	-10000	0	-10000	0	0
CASP8	0.013	0.11	-10000	0	-0.46	5	5
MAP2K2	-0.005	0.048	-10000	0	-0.24	2	2
SMPD3	0.013	0.069	0.2	1	-0.29	4	5
TNF	0.028	0.051	-10000	0	-0.51	1	1
PKC zeta/PAR4	0.017	0.062	-10000	0	-0.36	4	4
mol:PHOSPHOCHOLINE	0.037	0.065	0.2	18	-10000	0	18
NF kappa B1/RelA/I kappa B alpha	0.068	0.068	-10000	0	-0.27	5	5
AIFM1	0.013	0.049	0.18	5	-0.17	3	8
BCL2	-0.001	0.11	-10000	0	-0.51	6	6

×

Signaling events mediated by HDAC Class III

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
EP300	0.01	0.11	-10000	0	-0.51	7	7
HDAC4	0.036	0.012	-10000	0	-10000	0	0
induction of apoptosis	0	0	-10000	0	-10000	0	0
regulation of S phase of mitotic cell cycle	0.002	0.019	-10000	0	-0.13	3	3
CDKN1A	-0.017	0.11	0.41	1	-0.74	3	4
KAT2B	0	0	-10000	0	-10000	0	0
BAX	0.036	0.007	-10000	0	-10000	0	0
FOXO3	0.009	0.083	0.39	7	-10000	0	7
FOXO1	0	0	-10000	0	-10000	0	0
FOXO4	0	0.061	-10000	0	-0.28	7	7
response to UV	0	0	-10000	0	-10000	0	0
XRCC6	0.035	0.01	-10000	0	-10000	0	0
TAT	0.036	0.012	-10000	0	-10000	0	0
mol:Lysophosphatidic acid	0	0	-10000	0	-10000	0	0
MYOD1	-0.008	0.078	-10000	0	-0.37	7	7
PPARGC1A	0.009	0.1	-10000	0	-0.51	5	5
FHL2	-0.056	0.19	-10000	0	-0.51	23	23
response to nutrient levels	0	0	-10000	0	-10000	0	0
KU70/SIRT1	0.049	0.025	-10000	0	-10000	0	0
HIST2H4A	-0.002	0.019	0.13	3	-10000	0	3
SIRT1/FOXO3a	0.028	0.073	0.31	6	-0.19	5	11
SIRT1	0.035	0.027	0.22	3	-10000	0	3
response to hypoxia	0	0	-10000	0	-10000	0	0
SIRT1/MEF2D/HDAC4	0.066	0.031	-10000	0	-10000	0	0
SIRT1/Histone H1b	0.019	0.075	-10000	0	-0.23	9	9
apoptosis	-0.065	0.03	-10000	0	-10000	0	0
SIRT1/PGC1A	0.026	0.071	-10000	0	-0.31	5	5
p53/SIRT1	0.032	0.083	0.42	3	-0.37	3	6
SIRT1/FOXO4	0.024	0.062	-10000	0	-0.23	7	7
FOXO1/FHL2/SIRT1	-0.012	0.12	-10000	0	-0.28	23	23
HIST1H1E	-0.002	0.073	-10000	0	-0.28	10	10
SIRT1/p300	0.032	0.083	-10000	0	-0.36	6	6
muscle cell differentiation	-0.008	0.068	0.31	6	-10000	0	6
TP53	0.017	0.084	0.22	3	-0.51	3	6
KU70/SIRT1/BAX	0.065	0.031	-10000	0	-10000	0	0
CREBBP	0.036	0.008	-10000	0	-10000	0	0
MEF2D	0.035	0.009	-10000	0	-10000	0	0
HIV-1 Tat/SIRT1	0.051	0.024	-10000	0	-10000	0	0
ACSS2	0.016	0.015	-10000	0	-10000	0	0
SIRT1/PCAF/MYOD	0.008	0.068	-10000	0	-0.31	6	6

×

RXR and RAR heterodimerization with other nuclear receptor

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
TGFB1	0.02	0.067	-10000	0	-10000	0	0
VDR	0.002	0.13	-10000	0	-0.51	9	9
FAM120B	0	0	-10000	0	-10000	0	0
RXRs/LXRs/DNA/9cRA	0.026	0.091	-10000	0	-0.38	3	3
RXRs/LXRs/DNA/Oxysterols	0.03	0.12	-10000	0	-0.43	7	7
MED1	0	0	-10000	0	-10000	0	0
mol:9cRA	0.002	0.013	-10000	0	-10000	0	0
RARs/THRs/DNA/Src-1	-0.015	0.11	-10000	0	-0.25	19	19
RXRs/NUR77	0.078	0.073	-10000	0	-0.34	2	2
RXRs/PPAR	0.005	0.096	-10000	0	-0.25	15	15
NCOR2	0.03	0.061	-10000	0	-0.51	2	2
VDR/VDR/Vit D3	0.002	0.093	-10000	0	-0.36	9	9
RARs/VDR/DNA/Vit D3	0.012	0.14	-10000	0	-0.32	20	20
RARA	0.035	0.008	-10000	0	-10000	0	0
NCOA1	0.036	0.008	-10000	0	-10000	0	0
VDR/VDR/DNA	0.002	0.13	-10000	0	-0.5	9	9
RARs/RARs/DNA/9cRA	0.017	0.11	-10000	0	-0.29	15	15
RARG	0.03	0.061	-10000	0	-0.51	2	2
RPS6KB1	0.018	0.061	0.54	2	-10000	0	2
RARs/THRs/DNA/SMRT	-0.019	0.11	-10000	0	-0.24	21	21
THRA	0.026	0.064	-10000	0	-0.51	2	2
mol:Bile acids	0	0	-10000	0	-10000	0	0
VDR/Vit D3/DNA	0.002	0.093	-10000	0	-0.36	9	9
RXRs/PPAR/9cRA/PGJ2/DNA	0.063	0.071	-10000	0	-0.35	2	2
NR1H4	0.029	0.05	-10000	0	-0.51	1	1
RXRs/LXRs/DNA	0.087	0.1	-10000	0	-0.3	5	5
NR1H2	0.036	0.023	-10000	0	-10000	0	0
NR1H3	0.024	0.079	-10000	0	-0.5	3	3
RXRs/VDR/DNA/Vit D3	0.056	0.1	-10000	0	-0.33	7	7
NR4A1	0.035	0.019	-10000	0	-10000	0	0
mol:ATRA	0	0	-10000	0	-10000	0	0
RXRs/FXR/9cRA/MED1	0.023	0.054	-10000	0	-0.26	3	3
RXRG	0.033	0.027	-10000	0	-10000	0	0
RXR alpha/CCPG	0.022	0.048	-10000	0	-0.38	2	2
RXRA	0.029	0.067	-10000	0	-0.52	2	2
RXRB	0.036	0.025	-10000	0	-10000	0	0
THRB	0.033	0.015	-10000	0	-10000	0	0
PPARG	-0.02	0.16	-10000	0	-0.51	14	14
PPARD	0.037	0.004	-10000	0	-10000	0	0
TNF	0.02	0.14	-10000	0	-0.83	2	2
mol:Oxysterols	0.002	0.012	-10000	0	-10000	0	0
cholesterol transport	0.031	0.12	-10000	0	-0.42	7	7
PPARA	0.034	0.01	-10000	0	-10000	0	0
mol:Vit D3	0	0	-10000	0	-10000	0	0
RARB	-0.024	0.16	-10000	0	-0.51	14	14
RXRs/NUR77/BCL2	0.007	0.07	-10000	0	-0.25	8	8
SREBF1	0.019	0.13	-10000	0	-0.75	2	2
RXRs/RXRs/DNA/9cRA	0.063	0.071	-10000	0	-0.35	2	2
ABCA1	-0.005	0.24	-10000	0	-1	7	7
RARs/THRs	0.04	0.13	-10000	0	-0.29	17	17
RXRs/FXR	0.075	0.08	-10000	0	-0.33	3	3
BCL2	-0.001	0.11	-10000	0	-0.51	6	6

×

Retinoic acid receptors-mediated 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
HDAC1	0.035	0.013	-10000	0	-10000	0	0
HDAC3	0.035	0.009	-10000	0	-10000	0	0
VDR	0.002	0.13	-10000	0	-0.51	9	9
Cbp/p300/PCAF	0.029	0.076	-10000	0	-0.31	7	7
EP300	0.01	0.11	-10000	0	-0.51	7	7
RARs/AIB1/Cbp/p300/PCAF/9cRA	-0.004	0.092	-10000	0	-0.34	6	6
KAT2B	0	0	-10000	0	-10000	0	0
MAPK14	0.036	0.012	-10000	0	-10000	0	0
AKT1	-0.01	0.11	0.21	11	-0.28	10	21
RAR alpha/9cRA/Cyclin H	0.049	0.095	-10000	0	-0.52	2	2
mol:9cRA	0	0	-10000	0	-10000	0	0
RARs/Src-1/Cbp/p300/PCAF/9cRA	-0.007	0.094	-10000	0	-0.23	18	18
CDC2	0.024	0.076	-10000	0	-0.51	3	3
response to UV	0	0.006	-10000	0	-10000	0	0
RAR alpha/Jnk1	0.033	0.034	-10000	0	-10000	0	0
NCOR2	0.03	0.061	-10000	0	-0.51	2	2
VDR/VDR/Vit D3	0.002	0.093	-10000	0	-0.36	9	9
RXRs/RARs/NRIP1/9cRA	-0.017	0.17	-10000	0	-0.6	9	9
NCOA2	0.027	0.062	-10000	0	-0.51	2	2
NCOA3	0.028	0.062	-10000	0	-0.51	2	2
NCOA1	0.036	0.008	-10000	0	-10000	0	0
VDR/VDR/DNA	0.002	0.13	-10000	0	-0.5	9	9
RARG	0.029	0.062	-10000	0	-0.51	2	2
RAR gamma1/9cRA	0.042	0.043	-10000	0	-0.31	2	2
MAPK3	0.034	0.015	-10000	0	-10000	0	0
MAPK1	0.031	0.044	-10000	0	-0.51	1	1
MAPK8	0.034	0.016	-10000	0	-10000	0	0
mol:Vit D3	0	0	-10000	0	-10000	0	0
RXRs/VDR/DNA/Vit D3	0.021	0.14	-10000	0	-0.68	3	3
RARA	0.023	0.027	-10000	0	-0.21	1	1
negative regulation of phosphoinositide 3-kinase cascade	0	0	-10000	0	-10000	0	0
RARs/TIF2/Cbp/p300/PCAF/9cRA	-0.012	0.11	-10000	0	-0.27	18	18
PRKCA	0.031	0.048	-10000	0	-0.5	1	1
RXRs/RARs/NRIP1/9cRA/HDAC1	-0.023	0.18	-10000	0	-0.65	9	9
RXRG	0.024	0.037	-10000	0	-0.31	1	1
RXRA	0.013	0.088	-10000	0	-0.64	2	2
RXRB	0.026	0.034	-10000	0	-0.31	1	1
VDR/Vit D3/DNA	0.002	0.093	-10000	0	-0.36	9	9
RBP1	-0.053	0.19	-10000	0	-0.51	22	22
CRBP1/9-cic-RA	-0.038	0.14	-10000	0	-0.36	22	22
RARB	-0.025	0.16	-10000	0	-0.51	14	14
PRKCG	0.035	0.022	-10000	0	-10000	0	0
MNAT1	0.036	0.007	-10000	0	-10000	0	0
RAR alpha/RXRs	-0.003	0.15	-10000	0	-0.6	4	4
RXRs/RARs/SMRT(N-CoR2)/9cRA	0.004	0.11	-10000	0	-0.42	5	5
proteasomal ubiquitin-dependent protein catabolic process	-0.005	0.088	-10000	0	-0.28	6	6
RXRs/RARs/NRIP1/9cRA/HDAC3	-0.023	0.18	-10000	0	-0.65	9	9
positive regulation of DNA binding	0.038	0.087	-10000	0	-0.49	2	2
NRIP1	-0.056	0.3	-10000	0	-1.3	8	8
RXRs/RARs	-0.013	0.16	-10000	0	-0.5	9	9
RXRs/RXRs/DNA/9cRA	0.012	0.11	-10000	0	-0.68	2	2
PRKACA	0.035	0.009	-10000	0	-10000	0	0
CDK7	0.034	0.011	-10000	0	-10000	0	0
TFIIH	0.065	0.027	-10000	0	-10000	0	0
RAR alpha/9cRA	0.067	0.051	-10000	0	-10000	0	0
CCNH	0.033	0.016	-10000	0	-10000	0	0
CREBBP	0.036	0.008	-10000	0	-10000	0	0
RAR gamma2/9cRA	0.059	0.042	-10000	0	-0.26	1	1

×

IL2 signaling events mediated by PI3K

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
BCL2L1	0.039	0.1	-10000	0	-0.42	2	2
UGCG	0.004	0.14	-10000	0	-0.65	6	6
AKT1/mTOR/p70S6K/Hsp90/TERT	0.018	0.16	-10000	0	-0.51	7	7
mol:GTP	0	0	-10000	0	-10000	0	0
mol:glucosylceramide	0.005	0.14	-10000	0	-0.64	6	6
mol:DAG	-0.003	0.03	0.17	4	-10000	0	4
CaM/Ca2+/Calcineurin A alpha-beta B1	0.011	0.18	-10000	0	-0.57	8	8
FRAP1	0	0.2	-10000	0	-0.67	8	8
FOXO3	0.016	0.17	-10000	0	-0.55	8	8
AKT1	0.018	0.18	-10000	0	-0.6	8	8
GAB2	0.035	0.014	-10000	0	-10000	0	0
SMPD1	0.015	0.11	-10000	0	-0.61	4	4
SGMS1	0.01	0.031	-10000	0	-0.08	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	-0.009	0.053	-10000	0	-0.32	4	4
CALM1	0.036	0.007	-10000	0	-10000	0	0
cell proliferation	0.015	0.13	-10000	0	-0.38	9	9
EIF3A	0	0	-10000	0	-10000	0	0
PI3K	0.007	0.072	-10000	0	-0.37	4	4
RPS6KB1	0.011	0.068	-10000	0	-10000	0	0
mol:sphingomyelin	-0.003	0.03	0.17	4	-10000	0	4
natural killer cell activation	0	0.003	-10000	0	-0.016	2	2
JAK3	0.038	0.007	-10000	0	-10000	0	0
PIK3R1	0.012	0.092	-10000	0	-0.51	4	4
JAK1	0.034	0.044	-10000	0	-0.5	1	1
NFKB1	0.035	0.008	-10000	0	-10000	0	0
MYC	0.015	0.24	-10000	0	-0.96	7	7
MYB	-0.08	0.35	-10000	0	-1.3	12	12
IL2/IL2R alpha/beta/gamma/JAK1/LCK/JAK3/SHC/GAB2/GRB2/SOS1/SHP2/PI3K	0.03	0.14	-10000	0	-0.44	8	8
40S S6 ribosomal protein /40s Ribosomal subunit/eIF3	0.026	0.069	-10000	0	-10000	0	0
mol:PI-3-4-5-P3	0.03	0.14	-10000	0	-0.43	8	8
Rac1/GDP	0	0.053	-10000	0	-0.29	4	4
T cell proliferation	0.027	0.13	-10000	0	-0.4	8	8
SHC1	0.034	0.01	-10000	0	-10000	0	0
RAC1	0.036	0.007	-10000	0	-10000	0	0
positive regulation of cyclin-dependent protein kinase activity	-0.004	0.02	-10000	0	-0.064	13	13
PRKCZ	0.028	0.14	-10000	0	-0.41	8	8
NF kappa B1 p50/RelA	0.026	0.19	-10000	0	-0.57	8	8
IL2/IL2R beta/gamma/JAK1/LCK/JAK3/PI3K	0.039	0.1	-10000	0	-0.46	2	2
HSP90AA1	0	0	-10000	0	-10000	0	0
RELA	0.037	0	-10000	0	-10000	0	0
IL2RA	-0.004	0.14	-10000	0	-0.51	11	11
IL2RB	0.02	0.088	-10000	0	-0.5	4	4
TERT	0.022	0.049	-10000	0	-0.51	1	1
E2F1	-0.007	0.12	-10000	0	-0.41	12	12
SOS1	0.036	0.008	-10000	0	-10000	0	0
RPS6	0.033	0.015	-10000	0	-10000	0	0
mol:cAMP	0.002	0.01	0.031	13	-10000	0	13
PTPN11	0.032	0.045	-10000	0	-0.5	1	1
IL2RG	0.026	0.067	-10000	0	-0.51	2	2
actin cytoskeleton organization	0.027	0.13	-10000	0	-0.4	8	8
GRB2	0.036	0.007	-10000	0	-10000	0	0
IL2	0.037	0.01	-10000	0	-10000	0	0
PIK3CA	0.01	0.062	-10000	0	-0.5	2	2
Rac1/GTP	0.013	0.061	-10000	0	-0.27	4	4
LCK	-0.001	0.14	-10000	0	-0.5	10	10
BCL2	-0.021	0.24	-10000	0	-0.8	11	11

×

TCGA08_rtk_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
PDGFRA	0.006	0.12	-10000	0	-0.51	8	8
HRAS	0.028	0.063	-10000	0	-0.51	2	2
EGFR	-0.03	0.17	-10000	0	-0.51	17	17
AKT	0.049	0.12	0.22	1	-0.39	5	6
FOXO3	0	0	-10000	0	-10000	0	0
AKT1	0.028	0.063	-10000	0	-0.51	2	2
FOXO1	0	0	-10000	0	-10000	0	0
AKT3	0.023	0.067	-10000	0	-0.51	2	2
FOXO4	0	0	-10000	0	-10000	0	0
MET	0.024	0.076	-10000	0	-0.51	3	3
PIK3CA	0.009	0.062	-10000	0	-0.51	2	2
PIK3CB	0.02	0.063	-10000	0	-0.51	2	2
NRAS	0.028	0.049	-10000	0	-0.51	1	1
PIK3CG	0.024	0.076	-10000	0	-0.51	3	3
PIK3R3	0.02	0.079	-10000	0	-0.51	3	3
PIK3R2	0.036	0.006	-10000	0	-10000	0	0
NF1	0.035	0.009	-10000	0	-10000	0	0
RAS	-0.007	0.093	-10000	0	-0.29	8	8
ERBB2	0.026	0.064	-10000	0	-0.51	2	2
proliferation/survival/translation	-0.069	0.081	0.37	1	-0.2	18	19
PI3K	0.024	0.1	0.2	3	-0.28	9	12
PIK3R1	0.01	0.091	-10000	0	-0.51	4	4
KRAS	0.02	0.086	-10000	0	-0.51	4	4
FOXO	0.067	0.057	0.19	6	-10000	0	6
AKT2	0.033	0.022	-10000	0	-10000	0	0
PTEN	0.029	0.045	-10000	0	-0.51	1	1

×

Class I PI3K signaling events

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
ARF5/GTP	-0.019	0.075	-10000	0	-0.25	9	9
DAPP1	-0.023	0.16	0.23	1	-0.44	13	14
Src family/SYK family/BLNK-LAT/BTK-ITK	-0.028	0.22	-10000	0	-0.65	12	12
mol:DAG	0.003	0.094	0.19	5	-0.26	8	13
HRAS	0.028	0.065	-10000	0	-0.51	2	2
RAP1A	0.028	0.062	-10000	0	-0.5	2	2
ARF5/GDP	0.014	0.099	-10000	0	-0.34	4	4
PLCG2	0.014	0.1	-10000	0	-0.51	6	6
PLCG1	0.035	0.009	-10000	0	-10000	0	0
ARF5	0.029	0.062	-10000	0	-0.51	2	2
mol:GTP	-0.018	0.07	-10000	0	-0.26	7	7
ARF1/GTP	-0.01	0.065	-10000	0	-0.24	7	7
RHOA	0.033	0.013	-10000	0	-10000	0	0
YES1	0.031	0.044	-10000	0	-0.51	1	1
RAP1A/GTP	-0.009	0.083	0.18	13	-0.26	7	20
ADAP1	-0.018	0.065	-10000	0	-0.25	7	7
ARAP3	-0.017	0.069	-10000	0	-0.26	7	7
INPPL1	0.03	0.048	-10000	0	-0.51	1	1
PREX1	0.003	0.12	-10000	0	-0.51	8	8
ARHGEF6	0.026	0.076	-10000	0	-0.51	3	3
ARHGEF7	0.034	0.014	-10000	0	-10000	0	0
ARF1	0.037	0.005	-10000	0	-10000	0	0
NRAS	0.027	0.049	-10000	0	-0.49	1	1
FYN	0.029	0.062	-10000	0	-0.51	2	2
ARF6	0.028	0.063	-10000	0	-0.51	2	2
FGR	0.035	0.013	-10000	0	-10000	0	0
mol:Ca2+	0.005	0.059	0.15	8	-0.16	3	11
mol:IP4	0	0	-10000	0	-10000	0	0
TIAM1	0.036	0.007	-10000	0	-10000	0	0
ZAP70	0.034	0.019	-10000	0	-10000	0	0
mol:IP3	0.003	0.077	0.18	8	-0.2	6	14
LYN	0.032	0.044	-10000	0	-0.51	1	1
ARF1/GDP	0.018	0.095	-10000	0	-0.34	4	4
RhoA/GDP	0.023	0.092	0.33	1	-0.24	6	7
PDK1/Src/Hsp90	0.043	0.032	-10000	0	-0.31	1	1
BLNK	0.017	0.097	-10000	0	-0.51	5	5
actin cytoskeleton reorganization	-0.003	0.12	0.34	1	-0.46	3	4
SRC	0.034	0.01	-10000	0	-10000	0	0
PLEKHA2	-0.01	0.035	-10000	0	-0.31	2	2
RAC1	0.036	0.007	-10000	0	-10000	0	0
PTEN	0.027	0.046	-10000	0	-0.48	1	1
HSP90AA1	0	0	-10000	0	-10000	0	0
ARF6/GTP	-0.019	0.08	-10000	0	-0.28	8	8
RhoA/GTP	-0.009	0.082	0.3	2	-0.25	7	9
Src family/SYK family/BLNK-LAT	-0.014	0.17	-10000	0	-0.54	10	10
BLK	0.013	0.071	-10000	0	-0.51	2	2
PDPK1	0.033	0.044	-10000	0	-0.51	1	1
CYTH1	-0.018	0.065	-10000	0	-0.25	7	7
HCK	0.012	0.1	-10000	0	-0.51	6	6
CYTH3	-0.018	0.065	-10000	0	-0.25	7	7
CYTH2	-0.018	0.065	-10000	0	-0.25	7	7
KRAS	0.02	0.088	-10000	0	-0.51	4	4
GO:0030676	0	0	-10000	0	-10000	0	0
FOXO3	0.004	0.053	-10000	0	-0.43	1	1
SGK1	0.005	0.056	-10000	0	-0.46	1	1
INPP5D	0	0	-10000	0	-10000	0	0
mol:GDP	0.001	0.091	-10000	0	-0.36	4	4
SOS1	0.036	0.007	-10000	0	-10000	0	0
SYK	0.013	0.11	-10000	0	-0.51	6	6
ARF6/GDP	0.004	0.092	0.31	1	-0.26	8	9
mol:PI-3-4-5-P3	-0.019	0.068	-10000	0	-0.26	7	7
ARAP3/RAP1A/GTP	-0.009	0.083	0.18	13	-0.26	7	20
VAV1	0.013	0.1	-10000	0	-0.51	6	6
mol:PI-3-4-P2	0.006	0.032	-10000	0	-0.36	1	1
RAS family/GTP/PI3K Class I	0.04	0.086	-10000	0	-0.26	7	7
PLEKHA1	-0.016	0.049	-10000	0	-0.31	4	4
Rac1/GDP	0.016	0.095	-10000	0	-0.34	4	4
LAT	0.033	0.022	-10000	0	-10000	0	0
Rac1/GTP	0.006	0.1	-10000	0	-0.4	6	6
ITK	-0.021	0.068	-10000	0	-0.25	8	8
Src family/SYK family/BLNK-LAT/BTK-ITK/PLC-gamma	-0.003	0.12	0.23	4	-0.37	8	12
LCK	-0.003	0.13	-10000	0	-0.51	10	10
BTK	-0.032	0.092	-10000	0	-0.28	14	14

×

S1P3 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	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
PDGFRB	0.034	0.014	-9999	-10000	0	0
mol:S1P	0	0.004	-9999	-0.034	2	2
S1P1/S1P/Gi	-0.025	0.13	-9999	-0.31	19	19
GNAO1	0.035	0.016	-9999	-10000	0	0
S1P/S1P3/G12/G13	0.041	0.032	-9999	-0.28	1	1
AKT1	-0.014	0.16	-9999	-0.52	13	13
AKT3	-0.025	0.18	-9999	-1	3	3
mol:GTP	0	0	-9999	-10000	0	0
PDGFB-D/PDGFRB	0.034	0.014	-9999	-10000	0	0
GNAI2	0.03	0.024	-9999	-10000	0	0
GNAI3	0.035	0.012	-9999	-10000	0	0
GNAI1	0.003	0.13	-9999	-0.5	9	9
mol:GDP	0	0	-9999	-10000	0	0
S1PR3	0.001	0.005	-9999	-0.039	2	2
S1PR2	0	0	-9999	-10000	0	0
EDG1	0.007	0.12	-9999	-0.51	7	7
mol:Ca2+	-0.006	0.1	-9999	-0.32	8	8
MAPK3	-0.012	0.097	-9999	-0.36	5	5
MAPK1	-0.005	0.085	-9999	-0.33	4	4
JAK2	-0.031	0.14	-9999	-0.4	11	11
CXCR4	-0.045	0.14	-9999	-0.33	20	20
FLT1	0.007	0.12	-9999	-0.5	8	8
RhoA/GDP	0.024	0.009	-9999	-10000	0	0
Rac1/GDP	0.027	0.005	-9999	-10000	0	0
SRC	-0.01	0.089	-9999	-0.37	3	3
S1P/S1P3/Gi	-0.006	0.1	-9999	-0.32	8	8
RAC1	0.036	0.007	-9999	-10000	0	0
RhoA/GTP	0.007	0.1	-9999	-0.34	5	5
VEGFA	0.001	0.006	-9999	-0.047	2	2
S1P/S1P2/Gi	-0.006	0.1	-9999	-0.32	8	8
VEGFR1 homodimer/VEGFA homodimer	0.009	0.089	-9999	-0.36	8	8
RHOA	0.033	0.013	-9999	-10000	0	0
S1P/S1P3/Gq	-0.015	0.1	-9999	-0.29	16	16
GNAQ	0	0	-9999	-10000	0	0
GNAZ	0.008	0.11	-9999	-0.5	7	7
G12/G13	0.047	0.038	-9999	-0.37	1	1
GNA14	0.016	0.081	-9999	-0.51	3	3
GNA15	-0.005	0.14	-9999	-0.51	11	11
GNA12	0.035	0.009	-9999	-10000	0	0
GNA13	0.032	0.045	-9999	-0.51	1	1
GNA11	0.028	0.062	-9999	-0.51	2	2
Rac1/GTP	0.004	0.1	-9999	-0.34	5	5

×

Hypoxic and oxygen homeostasis regulation of HIF-1-alpha

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	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
HIF3A	0.035	0.016	-9999	-10000	0	0
oxygen homeostasis	0	0	-9999	-10000	0	0
TCEB2	0.036	0.006	-9999	-10000	0	0
TCEB1	0.035	0.01	-9999	-10000	0	0
HIF1A/p53	-0.006	0.11	-9999	-0.38	9	9
HIF1A	-0.012	0.094	-9999	-0.38	7	7
COPS5	0.035	0.009	-9999	-10000	0	0
VHL/Elongin B/Elongin C/RBX1/CUL2	0.079	0.071	-9999	-0.28	3	3
FIH (dimer)	0.036	0.008	-9999	-10000	0	0
CDKN2A	-0.035	0.15	-9999	-0.51	13	13
ARNT/IPAS	0.052	0.016	-9999	-10000	0	0
HIF1AN	0.036	0.008	-9999	-10000	0	0
GNB2L1	0.037	0	-9999	-10000	0	0
HIF1A/ARNT	0.004	0.1	-9999	-0.36	8	8
CUL2	0.035	0.013	-9999	-10000	0	0
OS9	0.036	0.011	-9999	-10000	0	0
RACK1/Elongin B/Elongin C	0.069	0.021	-9999	-10000	0	0
response to hypoxia	0	0	-9999	-10000	0	0
HIF1A/Hsp90	-0.017	0.094	-9999	-0.36	8	8
PHD1-3/OS9	-0.002	0.15	-9999	-0.31	25	25
HIF1A/RACK1/Elongin B/Elongin C	0.034	0.1	-9999	-0.33	6	6
VHL	0.021	0.077	-9999	-0.51	3	3
HSP90AA1	0	0	-9999	-10000	0	0
HIF1A/JAB1	0.006	0.097	-9999	-0.38	6	6
EGLN3	-0.068	0.2	-9999	-0.51	25	25
EGLN2	0.026	0.065	-9999	-0.51	2	2
EGLN1	0.028	0.063	-9999	-0.51	2	2
TP53	0.018	0.079	-9999	-0.51	3	3
VHL/Elongin B/Elongin C/RBX1/CUL2/HIF1A	-0.013	0.2	-9999	-0.58	15	15
ARNT	0.037	0	-9999	-10000	0	0
ARD1A	0.037	0	-9999	-10000	0	0
RBX1	0.034	0.014	-9999	-10000	0	0
HIF1A/p19ARF	-0.037	0.12	-9999	-0.36	11	11

×

PDGFR-beta signaling pathway

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
S1P1/Sphingosine-1-phosphate	0.014	0.16	-10000	0	-0.42	11	11
PDGFB-D/PDGFRB/SLAP	0.024	0.096	-10000	0	-0.37	8	8
PDGFB-D/PDGFRB/APS/CBL	0.046	0.015	-10000	0	-10000	0	0
AKT1	0.057	0.16	0.36	10	-0.34	4	14
mol:PI-4-5-P2	0	0.001	-10000	0	-10000	0	0
mol:Sphingosine-1-phosphate	0.007	0.14	-10000	0	-0.42	11	11
PIK3CA	0.009	0.062	-10000	0	-0.51	2	2
FGR	-0.005	0.12	-10000	0	-0.56	5	5
mol:Ca2+	0.007	0.12	-10000	0	-0.48	6	6
MYC	0.006	0.2	-10000	0	-0.84	6	6
SHC1	0.035	0.01	-10000	0	-10000	0	0
HRAS/GDP	0.033	0.056	-10000	0	-0.26	3	3
LRP1/PDGFRB/PDGFB	0.065	0.03	-10000	0	-10000	0	0
GRB10	0	0.13	-10000	0	-0.51	9	9
PTPN11	0.033	0.045	-10000	0	-0.51	1	1
GO:0007205	0.006	0.13	-10000	0	-0.49	6	6
PTEN	0.029	0.045	-10000	0	-0.51	1	1
GRB2	0.036	0.007	-10000	0	-10000	0	0
GRB7	0.035	0.014	-10000	0	-10000	0	0
PDGFB-D/PDGFRB/SHP2	0.048	0.039	-10000	0	-0.37	1	1
PDGFB-D/PDGFRB/GRB10	0.02	0.1	-10000	0	-0.37	9	9
cell cycle arrest	0.024	0.096	-10000	0	-0.37	8	8
HRAS	0.028	0.063	-10000	0	-0.51	2	2
HIF1A	0.041	0.15	0.34	8	-0.33	5	13
GAB1	0.001	0.14	-10000	0	-0.47	8	8
mol:GTP	0	0	-10000	0	-10000	0	0
DNM2	0.002	0.14	-10000	0	-0.44	7	7
PDGFB-D/PDGFRB	0.062	0.034	-10000	0	-10000	0	0
mol:GDP	0	0	-10000	0	-10000	0	0
PDGFB-D/PDGFRB/LMW-PTP	0.051	0.017	-10000	0	-10000	0	0
S1P1/Sphingosine-1-phosphate/PDGFB-D/PDGFRB	0.013	0.16	-10000	0	-0.45	11	11
positive regulation of MAPKKK cascade	0.048	0.039	-10000	0	-0.37	1	1
PIK3R1	0.01	0.091	-10000	0	-0.51	4	4
mol:IP3	0.006	0.13	-10000	0	-0.49	6	6
E5	-0.001	0.002	-10000	0	-10000	0	0
CSK	0.036	0.007	-10000	0	-10000	0	0
PDGFB-D/PDGFRB/GRB7	0.049	0.021	-10000	0	-10000	0	0
SHB	0.024	0.064	-10000	0	-0.51	2	2
BLK	-0.059	0.19	-10000	0	-0.46	23	23
PTPN2	0.036	0.008	-10000	0	-10000	0	0
PDGFB-D/PDGFRB/SNX15	0.051	0.017	-10000	0	-10000	0	0
BCAR1	0.037	0.005	-10000	0	-10000	0	0
VAV2	-0.004	0.16	-10000	0	-0.51	9	9
CBL	0.036	0.006	-10000	0	-10000	0	0
PDGFB-D/PDGFRB/DEP1	0.047	0.039	-10000	0	-0.38	1	1
LCK	-0.04	0.19	-10000	0	-0.58	15	15
PDGFRB	0.034	0.015	-10000	0	-10000	0	0
ACP1	0.037	0	-10000	0	-10000	0	0
HCK	-0.013	0.16	-10000	0	-0.67	7	7
ABL1	0.002	0.13	-10000	0	-0.41	9	9
PDGFB-D/PDGFRB/CBL	0.001	0.15	-10000	0	-0.53	8	8
PTPN1	0.035	0.01	-10000	0	-10000	0	0
SNX15	0.037	0	-10000	0	-10000	0	0
STAT3	0.035	0.008	-10000	0	-10000	0	0
STAT1	0.01	0.11	-10000	0	-0.51	7	7
cell proliferation	0.01	0.18	0.32	2	-0.68	7	9
SLA	0.004	0.12	-10000	0	-0.51	8	8
actin cytoskeleton reorganization	0.066	0.091	0.36	4	-10000	0	4
SRC	0.014	0.05	-10000	0	-10000	0	0
PI3K	-0.032	0.09	-10000	0	-0.27	16	16
PDGFB-D/PDGFRB/GRB7/SHC	0.063	0.03	-10000	0	-10000	0	0
SH2B2	0	0	-10000	0	-10000	0	0
PLCgamma1/SPHK1	0.007	0.15	-10000	0	-0.44	11	11
LYN	0.008	0.077	-10000	0	-0.49	2	2
LRP1	0.037	0	-10000	0	-10000	0	0
SOS1	0.036	0.007	-10000	0	-10000	0	0
STAT5B	0.035	0.008	-10000	0	-10000	0	0
STAT5A	0.035	0.014	-10000	0	-10000	0	0
NCK1-2/p130 Cas	0.071	0.063	-10000	0	-0.27	1	1
SPHK1	-0.003	0.14	-10000	0	-0.51	10	10
EDG1	0.007	0.12	-10000	0	-0.51	7	7
mol:DAG	0.006	0.13	-10000	0	-0.49	6	6
PLCG1	0.006	0.13	-10000	0	-0.51	6	6
NHERF/PDGFRB	0.015	0.13	-10000	0	-0.32	18	18
YES1	0.002	0.093	-10000	0	-0.7	2	2
cell migration	0.015	0.13	-10000	0	-0.32	18	18
SHC/Grb2/SOS1	0.089	0.05	-10000	0	-10000	0	0
SLC9A3R2	0.025	0.066	-10000	0	-0.51	2	2
SLC9A3R1	-0.027	0.17	-10000	0	-0.51	17	17
NHERF1-2/PDGFRB/PTEN	0.02	0.13	-10000	0	-0.3	19	19
FYN	-0.002	0.12	-10000	0	-0.71	4	4
DOK1	0.025	0.04	-10000	0	-10000	0	0
HRAS/GTP	0.021	0.045	-10000	0	-0.36	2	2
PDGFB	0.032	0.02	-10000	0	-10000	0	0
RAC1	-0.005	0.18	0.35	1	-0.6	8	9
PRKCD	0.023	0.052	-10000	0	-0.32	1	1
FER	0.023	0.043	-10000	0	-10000	0	0
MAPKKK cascade	0.01	0.075	0.44	2	-10000	0	2
RASA1	0.023	0.049	-10000	0	-0.29	1	1
NCK1	0.025	0.046	-10000	0	-0.51	1	1
NCK2	0.037	0.004	-10000	0	-10000	0	0
p62DOK/Csk	0.046	0.037	-10000	0	-10000	0	0
PDGFB-D/PDGFRB/SHB	0.039	0.055	-10000	0	-0.36	2	2
chemotaxis	0.003	0.12	-10000	0	-0.4	9	9
STAT1-3-5/STAT1-3-5	0.063	0.077	-10000	0	-0.27	6	6
Bovine Papilomavirus E5/PDGFRB	0.024	0.014	-10000	0	-10000	0	0
PTPRJ	0.033	0.044	-10000	0	-0.51	1	1

×

Regulation of Androgen receptor activity

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
HDAC1	0.018	0.008	-10000	0	-10000	0	0
SMARCC1	0	0.16	-10000	0	-1.4	2	2
REL	0.007	0.11	-10000	0	-0.51	7	7
HDAC7	-0.032	0.11	-10000	0	-0.33	4	4
JUN	0.006	0.12	-10000	0	-0.51	7	7
EP300	0.01	0.11	-10000	0	-0.51	7	7
KAT2B	0	0	-10000	0	-10000	0	0
KAT5	0	0	-10000	0	-10000	0	0
MAPK14	-0.006	0.072	-10000	0	-0.37	5	5
FOXO1	0	0	-10000	0	-10000	0	0
T-DHT/AR	-0.004	0.13	-10000	0	-0.36	3	3
MAP2K6	0.007	0.098	-10000	0	-0.51	5	5
BRM/BAF57	0.043	0.035	-10000	0	-10000	0	0
MAP2K4	0.02	0.049	-10000	0	-0.5	1	1
SMARCA2	0.03	0.024	-10000	0	-10000	0	0
PDE9A	-0.043	0.26	-10000	0	-0.97	9	9
NCOA2	0.028	0.062	-10000	0	-0.5	2	2
CEBPA	0.015	0.097	-10000	0	-0.51	5	5
EHMT2	0.036	0.012	-10000	0	-10000	0	0
cell proliferation	0.019	0.14	0.35	4	-0.38	2	6
NR0B1	-0.2	0.23	-10000	0	-0.51	53	53
EGR1	-0.02	0.15	-10000	0	-0.5	13	13
RXRs/9cRA	0.058	0.05	-10000	0	-0.3	2	2
AR/RACK1/Src	0.019	0.096	0.34	2	-0.33	1	3
AR/GR	0.02	0.076	-10000	0	-0.35	2	2
GNB2L1	0.038	0	-10000	0	-10000	0	0
PKN1	0.035	0.009	-10000	0	-10000	0	0
RCHY1	0.027	0.063	-10000	0	-0.51	2	2
epidermal growth factor receptor activity	0	0	-10000	0	-10000	0	0
MAPK8	0.004	0.038	-10000	0	-0.35	1	1
T-DHT/AR/TIF2/CARM1	0.019	0.096	-10000	0	-0.39	3	3
SRC	-0.019	0.07	0.2	4	-0.27	5	9
NR3C1	0.034	0.014	-10000	0	-10000	0	0
KLK3	-0.003	0.12	0.41	1	-10000	0	1
APPBP2	0.025	0.027	-10000	0	-10000	0	0
TRIM24	0.026	0.076	-10000	0	-0.5	3	3
T-DHT/AR/TIP60	-0.02	0.067	-10000	0	-0.3	4	4
TMPRSS2	-0.19	0.45	-10000	0	-1	32	32
RXRG	0.033	0.018	-10000	0	-10000	0	0
mol:9cRA	0	0	-10000	0	-10000	0	0
RXRA	0.028	0.063	-10000	0	-0.5	2	2
RXRB	0.036	0.012	-10000	0	-10000	0	0
CARM1	0.035	0.01	-10000	0	-10000	0	0
NR2C2	0.03	0.045	-10000	0	-0.5	1	1
KLK2	0.02	0.076	-10000	0	-0.4	1	1
AR	0.007	0.076	-10000	0	-0.32	4	4
SENP1	0.037	0.004	-10000	0	-10000	0	0
HSP90AA1	0	0	-10000	0	-10000	0	0
MDM2	0.031	0.044	-10000	0	-0.51	1	1
SRY	0.033	0.019	-10000	0	-10000	0	0
GATA2	0.03	0.015	-10000	0	-10000	0	0
MYST2	0.033	0.044	-10000	0	-0.51	1	1
HOXB13	-0.095	0.22	-10000	0	-0.5	34	34
T-DHT/AR/RACK1/Src	0.015	0.099	0.32	3	-0.35	1	4
positive regulation of transcription	0.03	0.015	-10000	0	-10000	0	0
DNAJA1	0.022	0.029	-10000	0	-10000	0	0
proteasomal ubiquitin-dependent protein catabolic process	0.016	0.049	-10000	0	-0.32	3	3
NCOA1	0.044	0.034	-10000	0	-0.18	2	2
SPDEF	0.029	0.035	-10000	0	-10000	0	0
T-DHT/AR/TIF2	0.005	0.083	-10000	0	-0.36	3	3
T-DHT/AR/Hsp90	-0.02	0.067	-10000	0	-0.3	4	4
GSK3B	0.028	0.019	-10000	0	-10000	0	0
NR2C1	0.037	0	-10000	0	-10000	0	0
mol:T-DHT	-0.023	0.069	0.23	3	-0.29	5	8
SIRT1	0.036	0.007	-10000	0	-10000	0	0
ZMIZ2	-0.001	0	-10000	0	-10000	0	0
POU2F1	0.005	0.066	-10000	0	-0.18	2	2
T-DHT/AR/DAX-1	-0.11	0.13	-10000	0	-0.29	43	43
CREBBP	0.036	0.008	-10000	0	-10000	0	0
SMARCE1	0.036	0.008	-10000	0	-10000	0	0

×

a4b1 and a4b7 Integrin signaling

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	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
ITGB1	0.028	0.063	-9999	-0.51	2	2
ITGB7	0.037	0	-9999	-10000	0	0
ITGA4	0.016	0.098	-9999	-0.51	5	5
alpha4/beta7 Integrin	0.038	0.077	-9999	-0.37	5	5
alpha4/beta1 Integrin	0.031	0.095	-9999	-0.42	6	6

×

Paxillin-independent events mediated by a4b1 and a4b7

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
PTK2	0.009	0.098	-10000	0	-0.46	6	6
CRKL	0.034	0.014	-10000	0	-10000	0	0
Rac1/GDP	0.027	0.005	-10000	0	-10000	0	0
DOCK1	0.036	0.007	-10000	0	-10000	0	0
ITGA4	0.016	0.098	-10000	0	-0.51	5	5
alpha4/beta7 Integrin/MAdCAM1	0.064	0.076	-10000	0	-0.28	5	5
EPO	0.033	0.02	-10000	0	-10000	0	0
alpha4/beta7 Integrin	0.038	0.077	-10000	0	-0.37	5	5
mol:GTP	0	0	-10000	0	-10000	0	0
CRK	0.034	0.011	-10000	0	-10000	0	0
alpha4/beta1 Integrin	0.031	0.095	-10000	0	-0.42	6	6
EPO/EPOR (dimer)	0.048	0.023	-10000	0	-10000	0	0
lamellipodium assembly	0.054	0.13	-10000	0	-0.43	6	6
PIK3CA	0.009	0.062	-10000	0	-0.51	2	2
PI3K	0.005	0.071	-10000	0	-0.37	4	4
ARF6	0.028	0.063	-10000	0	-0.51	2	2
JAK2	0.012	0.076	-10000	0	-0.32	6	6
PXN	0.037	0.003	-10000	0	-10000	0	0
PIK3R1	0.01	0.091	-10000	0	-0.51	4	4
MADCAM1	0.034	0.014	-10000	0	-10000	0	0
cell adhesion	0.062	0.074	-10000	0	-0.28	5	5
CRKL/CBL	0.05	0.018	-10000	0	-10000	0	0
ITGB1	0.028	0.063	-10000	0	-0.51	2	2
SRC	-0.01	0.11	-10000	0	-0.36	11	11
ITGB7	0.037	0	-10000	0	-10000	0	0
RAC1	0.036	0.007	-10000	0	-10000	0	0
alpha4/beta1 Integrin/VCAM1	0.02	0.13	-10000	0	-0.38	13	13
p130Cas/Crk/Dock1	0.018	0.11	-10000	0	-0.57	2	2
VCAM1	-0.005	0.13	-10000	0	-0.51	9	9
RHOA	0.033	0.013	-10000	0	-10000	0	0
alpha4/beta1 Integrin/Paxillin/GIT1	0.061	0.1	-10000	0	-0.36	7	7
BCAR1	-0.035	0.097	0.19	3	-0.34	11	14
EPOR	0.035	0.008	-10000	0	-10000	0	0
mol:GDP	0	0	-10000	0	-10000	0	0
CBL	0.036	0.006	-10000	0	-10000	0	0
GIT1	0.028	0.063	-10000	0	-0.51	2	2
Rac1/GTP	0.054	0.13	-10000	0	-0.44	6	6

×

S1P5 pathway

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
mol:S1P	0	0	-10000	0	-10000	0	0
telencephalon oligodendrocyte cell migration	-0.003	0.099	0.3	7	-10000	0	7
GNAI2	0.03	0.022	-10000	0	-10000	0	0
S1P/S1P5/G12	0.024	0.006	-10000	0	-10000	0	0
mol:GDP	0	0	-10000	0	-10000	0	0
GNAO1	0.036	0.012	-10000	0	-10000	0	0
RhoA/GTP	0.004	0.1	-10000	0	-0.31	7	7
negative regulation of cAMP metabolic process	-0.006	0.098	-10000	0	-0.25	18	18
GNAZ	0.008	0.11	-10000	0	-0.51	7	7
GNAI3	0.035	0.008	-10000	0	-10000	0	0
GNA12	0.035	0.009	-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	-0.007	0.099	-10000	0	-0.26	18	18
RhoA/GDP	0.024	0.009	-10000	0	-10000	0	0
RHOA	0.033	0.013	-10000	0	-10000	0	0
GNAI1	0.004	0.13	-10000	0	-0.51	9	9

×

ceramide signaling pathway

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
MAP4K4	-0.01	0.14	-10000	0	-0.5	7	7
BAG4	0.028	0.016	-10000	0	-10000	0	0
BAD	0	0.044	-10000	0	-0.17	1	1
NFKBIA	0.031	0.046	-10000	0	-0.51	1	1
BIRC3	-0.025	0.16	-10000	0	-0.51	14	14
BAX	0.004	0.049	0.21	2	-0.16	2	4
EnzymeConsortium:3.1.4.12	0.002	0.032	-10000	0	-0.1	7	7
IKBKB	0	0.14	-10000	0	-0.47	7	7
MAP2K2	-0.001	0.048	0.19	3	-0.21	1	4
MAP2K1	-0.002	0.048	0.19	2	-0.21	1	3
SMPD1	0.002	0.035	-10000	0	-0.13	1	1
GO:0005551	0	0	-10000	0	-10000	0	0
FADD/Caspase 8	0.018	0.15	0.28	4	-0.46	8	12
MAP2K4	-0.004	0.053	-10000	0	-0.2	5	5
protein ubiquitination	-0.006	0.14	-10000	0	-0.48	7	7
EnzymeConsortium:2.7.1.37	-0.003	0.051	0.19	2	-0.21	1	3
response to UV	0	0.001	0.002	2	-10000	0	2
RAF1	0	0.049	0.2	2	-0.22	1	3
CRADD	0.03	0.062	-10000	0	-0.51	2	2
mol:ceramide	0.003	0.046	-10000	0	-0.15	6	6
I-kappa-B-alpha/RELA/p50/ubiquitin	0.045	0.032	-10000	0	-0.31	1	1
MADD	0.036	0.007	-10000	0	-10000	0	0
MAP3K1	-0.005	0.055	-10000	0	-0.21	5	5
TRADD	0.032	0.044	-10000	0	-0.51	1	1
RELA/p50	0.037	0	-10000	0	-10000	0	0
MAPK3	0.003	0.051	0.19	2	-10000	0	2
MAPK1	0	0.055	0.19	2	-0.24	2	4
p50/RELA/I-kappa-B-alpha	0.049	0.037	-10000	0	-0.37	1	1
FADD	0.007	0.14	0.26	3	-0.5	7	10
KSR1	0	0.05	0.22	1	-0.18	3	4
MAPK8	-0.004	0.055	0.25	1	-0.2	2	3
TRAF2	0.035	0.013	-10000	0	-10000	0	0
response to radiation	0	0	-10000	0	-10000	0	0
CHUK	-0.013	0.13	-10000	0	-0.47	7	7
TNF R/SODD	0.028	0.063	-10000	0	-0.37	3	3
TNF	0.028	0.051	-10000	0	-0.51	1	1
CYCS	0.009	0.05	0.16	2	-0.16	1	3
IKBKG	-0.012	0.13	-10000	0	-0.47	7	7
TNF/TNF R/TRADD/MADD/cIAP/RIP/TRAF2/RAIDD	-0.005	0.14	-10000	0	-0.52	7	7
RELA	0.037	0	-10000	0	-10000	0	0
RIPK1	0.036	0.007	-10000	0	-10000	0	0
AIFM1	0.007	0.05	0.16	2	-0.16	2	4
TNF/TNF R/SODD	0.036	0.066	-10000	0	-0.32	3	3
TNFRSF1A	0.02	0.086	-10000	0	-0.5	4	4
response to heat	0	0	-10000	0	-10000	0	0
CASP8	0.028	0.1	-10000	0	-0.63	3	3
NSMAF	-0.003	0.14	0.28	1	-0.48	7	8
response to hydrogen peroxide	0	0.001	0.002	2	-10000	0	2
BCL2	-0.001	0.11	-10000	0	-0.51	6	6

×

Paxillin-dependent events mediated by a4b1

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
CRKL	0.034	0.014	-10000	0	-10000	0	0
Rac1/GDP	0.036	0.016	-10000	0	-10000	0	0
DOCK1	0.036	0.007	-10000	0	-10000	0	0
ITGA4	0.016	0.098	-10000	0	-0.51	5	5
RAC1	0.036	0.007	-10000	0	-10000	0	0
alpha4/beta7 Integrin	0.038	0.077	-10000	0	-0.37	5	5
mol:GTP	0	0	-10000	0	-10000	0	0
CRK	0.034	0.011	-10000	0	-10000	0	0
alpha4/beta1 Integrin	0.048	0.089	-10000	0	-0.36	6	6
alpha4/beta7 Integrin/Paxillin	0.045	0.065	-10000	0	-0.29	5	5
lamellipodium assembly	0.012	0.13	-10000	0	-0.39	10	10
PIK3CA	0.009	0.062	-10000	0	-0.51	2	2
PI3K	0.005	0.071	-10000	0	-0.37	4	4
ARF6	0.028	0.063	-10000	0	-0.51	2	2
TLN1	0.033	0.012	-10000	0	-10000	0	0
PXN	0.018	0.005	-10000	0	-10000	0	0
PIK3R1	0.01	0.091	-10000	0	-0.51	4	4
ARF6/GTP	0.045	0.098	-10000	0	-0.3	9	9
cell adhesion	0.058	0.078	-10000	0	-0.32	4	4
CRKL/CBL	0.05	0.018	-10000	0	-10000	0	0
alpha4/beta1 Integrin/Paxillin	0.039	0.081	-10000	0	-0.33	6	6
ITGB1	0.028	0.063	-10000	0	-0.51	2	2
ITGB7	0.037	0	-10000	0	-10000	0	0
ARF6/GDP	0.028	0.063	-10000	0	-0.5	2	2
alpha4/beta1 Integrin/Paxillin/VCAM1	0.034	0.13	-10000	0	-0.33	13	13
p130Cas/Crk/Dock1	0.067	0.024	-10000	0	-10000	0	0
VCAM1	-0.005	0.13	-10000	0	-0.51	9	9
alpha4/beta1 Integrin/Paxillin/Talin	0.06	0.079	-10000	0	-0.32	4	4
alpha4/beta1 Integrin/Paxillin/GIT1	0.054	0.098	-10000	0	-0.34	7	7
BCAR1	0.037	0.005	-10000	0	-10000	0	0
mol:GDP	-0.051	0.096	0.34	7	-10000	0	7
CBL	0.036	0.006	-10000	0	-10000	0	0
PRKACA	0.035	0.009	-10000	0	-10000	0	0
GIT1	0.028	0.063	-10000	0	-0.51	2	2
alpha4/beta1 Integrin/Paxillin/Talin/Actin Cytoskeleton	0.06	0.079	-10000	0	-0.32	4	4
Rac1/GTP	0.01	0.14	-10000	0	-0.45	9	9

×

Regulation of Telomerase

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
Telomerase catalytic core complex	-0.043	0.21	-10000	0	-0.81	6	6
RAD9A	0.037	0.004	-10000	0	-10000	0	0
AP1	-0.02	0.16	-10000	0	-0.42	18	18
IFNAR2	0.026	0.064	-10000	0	-0.5	2	2
AKT1	0.008	0.068	-10000	0	-0.27	7	7
ER alpha/Oestrogen	0.001	0.084	-10000	0	-0.37	7	7
NFX1/SIN3/HDAC complex	0.013	0.078	-10000	0	-0.3	7	7
EGF	-0.032	0.15	-10000	0	-0.51	13	13
SMG5	0	0	-10000	0	-10000	0	0
SMG6	0	0	-10000	0	-10000	0	0
SP3/HDAC2	0.05	0.024	-10000	0	-10000	0	0
TERT/c-Abl	-0.026	0.2	-10000	0	-0.75	6	6
SAP18	0.034	0.011	-10000	0	-10000	0	0
MRN complex	0.065	0.027	-10000	0	-10000	0	0
WT1	-0.015	0.14	-10000	0	-0.51	11	11
WRN	0.032	0.013	-10000	0	-10000	0	0
SP1	0.027	0.065	-10000	0	-0.52	2	2
SP3	0.037	0.004	-10000	0	-10000	0	0
TERF2IP	0.036	0.012	-10000	0	-10000	0	0
Telomerase/Nucleolin	-0.017	0.19	-10000	0	-0.67	6	6
Mad/Max	0.045	0.041	-10000	0	-0.37	1	1
TERT	-0.045	0.22	-10000	0	-0.85	6	6
CCND1	-0.072	0.34	-10000	0	-1.2	12	12
MAX	0.036	0.008	-10000	0	-10000	0	0
RBBP7	0.035	0.019	-10000	0	-10000	0	0
RBBP4	0.033	0.044	-10000	0	-0.5	1	1
TERF2	0.03	0.018	-10000	0	-10000	0	0
PTGES3	0.037	0.003	-10000	0	-10000	0	0
SIN3A	0.037	0.005	-10000	0	-10000	0	0
Telomerase/911	0.035	0.086	-10000	0	-0.4	3	3
CDKN1B	-0.059	0.14	-10000	0	-0.33	31	31
RAD1	0.027	0.045	-10000	0	-0.51	1	1
XRCC5	0.036	0.006	-10000	0	-10000	0	0
XRCC6	0.035	0.01	-10000	0	-10000	0	0
SAP30	0.033	0.012	-10000	0	-10000	0	0
TRF2/PARP2	0.049	0.019	-10000	0	-10000	0	0
UBE3A	0.037	0.002	-10000	0	-10000	0	0
JUN	0.005	0.12	-10000	0	-0.51	7	7
E6	0	0.003	-10000	0	-10000	0	0
HPV-16 E6/E6AP	0.026	0.012	-10000	0	-10000	0	0
FOS	-0.029	0.16	-10000	0	-0.51	14	14
IFN-gamma/IRF1	-0.064	0.19	-10000	0	-0.4	33	33
PARP2	0.037	0	-10000	0	-10000	0	0
BLM	0.025	0.076	-10000	0	-0.51	3	3
Telomerase	0.029	0.044	-10000	0	-10000	0	0
IRF1	0.015	0.099	-10000	0	-0.5	5	5
ESR1	0	0.12	-10000	0	-0.51	7	7
KU/TER	0.05	0.016	-10000	0	-10000	0	0
ATM/TRF2	0.049	0.023	-10000	0	-10000	0	0
ubiquitin-dependent protein catabolic process	0.024	0.063	-10000	0	-0.28	2	2
HPV-16 E6/E6AP/NFX1/SIN3/HDAC complex	0.024	0.064	-10000	0	-0.29	2	2
HDAC1	0.035	0.013	-10000	0	-10000	0	0
HDAC2	0.033	0.018	-10000	0	-10000	0	0
ATM	0.012	0.043	-10000	0	-0.5	1	1
SMAD3	0.002	0.076	-10000	0	-0.37	6	6
ABL1	0.037	0.004	-10000	0	-10000	0	0
MXD1	0.03	0.048	-10000	0	-0.5	1	1
MRE11A	0.037	0.005	-10000	0	-10000	0	0
HUS1	0.032	0.044	-10000	0	-0.51	1	1
RPS6KB1	0.037	0.005	-10000	0	-10000	0	0
TERT/NF kappa B1/14-3-3	-0.006	0.21	-10000	0	-0.7	6	6
NR2F2	0.028	0.062	-10000	0	-0.5	2	2
MAPK3	0.016	0.013	-10000	0	-10000	0	0
MAPK1	0.012	0.034	-10000	0	-0.37	1	1
TGFB1/TGF beta receptor Type II	0.036	0.007	-10000	0	-10000	0	0
NFKB1	0.035	0.008	-10000	0	-10000	0	0
HNRNPC	0	0	-10000	0	-10000	0	0
DNA damage response signal transduction by p53 class mediator resulting in induction of apoptosis	0.012	0.043	-10000	0	-0.5	1	1
NBN	0.034	0.01	-10000	0	-10000	0	0
EGFR	-0.03	0.17	-10000	0	-0.51	17	17
mol:Oestrogen	0	0.002	-10000	0	-10000	0	0
EGF/EGFR	-0.05	0.18	-10000	0	-0.42	25	25
MYC	0.012	0.11	-10000	0	-0.51	6	6
IL2	0.033	0.019	-10000	0	-10000	0	0
KU	0.05	0.016	-10000	0	-10000	0	0
RAD50	0.034	0.01	-10000	0	-10000	0	0
HSP90AA1	0	0	-10000	0	-10000	0	0
TGFB1	0.036	0.007	-10000	0	-10000	0	0
TRF2/BLM	0.04	0.059	-10000	0	-0.35	3	3
FRAP1	0.036	0.007	-10000	0	-10000	0	0
KU/TERT	-0.014	0.21	-10000	0	-0.75	6	6
SP1/HDAC2	0.045	0.057	-10000	0	-0.38	2	2
PINX1	0.031	0.014	-10000	0	-10000	0	0
Telomerase/EST1A	-0.026	0.18	-10000	0	-0.64	7	7
Smad3/Myc	0.009	0.099	-10000	0	-0.35	10	10
911 complex	0.051	0.055	-10000	0	-0.32	2	2
IFNG	-0.095	0.21	-10000	0	-0.5	32	32
Telomerase/PinX1	-0.022	0.19	-10000	0	-0.67	6	6
Telomerase/AKT1/mTOR/p70S6K	0.018	0.073	-10000	0	-10000	0	0
SIN3B	0.036	0.007	-10000	0	-10000	0	0
YWHAE	0.034	0.011	-10000	0	-10000	0	0
Telomerase/EST1B	-0.026	0.18	-10000	0	-0.64	7	7
response to DNA damage stimulus	0.005	0.024	0.13	1	-0.18	1	2
MRN complex/TRF2/Rap1	0.085	0.046	-10000	0	-10000	0	0
TRF2/WRN	0.042	0.028	-10000	0	-10000	0	0
Telomerase/hnRNP C1/C2	-0.026	0.18	-10000	0	-0.64	7	7
E2F1	0.033	0.016	-10000	0	-10000	0	0
ZNFX1	0	0.001	-10000	0	-10000	0	0
PIF1	0	0	-10000	0	-10000	0	0
NCL	0.036	0.006	-10000	0	-10000	0	0
DKC1	0.036	0.011	-10000	0	-10000	0	0
telomeric DNA binding	0	0	-10000	0	-10000	0	0

×

Insulin 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
CBL/APS/CAP	0.036	0.076	-10000	0	-0.25	8	8
TC10/GTP	0.039	0.051	-10000	0	-0.26	3	3
Insulin Receptor/Insulin/IRS1/Shp2	0.062	0.097	-10000	0	-0.29	9	9
HRAS	0.028	0.063	-10000	0	-0.51	2	2
APS homodimer	0	0	-10000	0	-10000	0	0
GRB14	-0.044	0.19	-10000	0	-0.51	21	21
FOXO3	-0.01	0.022	-10000	0	-10000	0	0
AKT1	0.037	0.16	0.35	2	-0.42	6	8
INSR	0.035	0.045	-10000	0	-0.51	1	1
Insulin Receptor/Insulin	0.077	0.05	-10000	0	-0.25	1	1
mol:GTP	0	0	-10000	0	-10000	0	0
GRB10	0	0.13	-10000	0	-0.51	9	9
SORBS1	0.03	0.027	-10000	0	-10000	0	0
CRK	0.034	0.011	-10000	0	-10000	0	0
PTPN1	0.015	0.036	-10000	0	-0.24	1	1
CAV1	-0.026	0.12	-10000	0	-0.31	20	20
CBL/APS/CAP/Crk-II/C3G	0.07	0.04	-10000	0	-10000	0	0
Insulin Receptor/Insulin/IRS1/NCK2	0.064	0.092	-10000	0	-0.29	8	8
mol:GDP	0	0	-10000	0	-10000	0	0
mol:PI-3-4-5-P3	0.001	0.08	-10000	0	-0.26	10	10
Insulin Receptor/Insuli/IRS1/GRB2/SHC/PTP1B	0.024	0.089	-10000	0	-0.51	1	1
RPS6KB1	0.03	0.15	0.33	2	-0.41	5	7
PARD6A	0.025	0.038	-10000	0	-10000	0	0
CBL	0.036	0.006	-10000	0	-10000	0	0
tumor necrosis factor-mediated signaling pathway	0	0	-10000	0	-10000	0	0
DOK1	0.031	0.019	-10000	0	-10000	0	0
PIK3R1	0.01	0.091	-10000	0	-0.51	4	4
Insulin Receptor/Insuli/IRS1/GRB2/Shc	0.035	0.15	-10000	0	-0.42	5	5
HRAS/GTP	0.005	0.063	-10000	0	-0.24	9	9
Insulin Receptor	0.035	0.045	-10000	0	-0.51	1	1
Insulin Receptor/Insuli/IRS1/GRB2/SHC	0.073	0.092	-10000	0	-0.28	7	7
PRKCI	-0.032	0.16	-10000	0	-0.59	10	10
Insulin Receptor/Insulin/GRB14/PDK1	-0.036	0.12	-10000	0	-0.31	19	19
SHC1	0.035	0.01	-10000	0	-10000	0	0
negative regulation of MAPKKK cascade	0.046	0.05	-10000	0	-10000	0	0
PI3K	0.006	0.086	-10000	0	-0.26	10	10
NCK2	0.037	0.004	-10000	0	-10000	0	0
RHOQ	0.023	0.075	-10000	0	-0.51	3	3
mol:H2O2	0.001	0.005	-10000	0	-10000	0	0
HRAS/GDP	0.021	0.045	-10000	0	-0.36	2	2
AKT2	0.036	0.16	0.35	2	-0.41	4	6
PRKCZ	-0.018	0.11	-10000	0	-0.59	5	5
SH2B2	0	0	-10000	0	-10000	0	0
SHC/SHIP	0.008	0.065	-10000	0	-0.25	8	8
F2RL2	0.004	0.077	-10000	0	-0.51	2	2
TRIP10	0.029	0.048	-10000	0	-0.51	1	1
Insulin Receptor/Insulin/Shc	0.062	0.039	-10000	0	-0.27	1	1
TC10/GTP/CIP4/Exocyst	0.033	0.06	-10000	0	-0.31	4	4
Insulin Receptor/Insulin/SHC/GRB2/Sos1	0.093	0.053	-10000	0	-0.26	1	1
RAPGEF1	0.037	0.005	-10000	0	-10000	0	0
RASA1	0.03	0.045	-10000	0	-0.51	1	1
NCK1	0.025	0.046	-10000	0	-0.51	1	1
CBL/APS/CAP/Crk-II	0.057	0.033	-10000	0	-10000	0	0
TC10/GDP	0.017	0.055	-10000	0	-0.36	3	3
Insulin Receptor/Insulin/SHC/GRB10	0.055	0.098	-10000	0	-0.29	9	9
INPP5D	-0.019	0.058	-10000	0	-0.26	8	8
SOS1	0.036	0.007	-10000	0	-10000	0	0
SGK1	-0.005	0.01	-10000	0	-10000	0	0
mol:cAMP	0	0	-10000	0	-10000	0	0
PTPN11	0.033	0.045	-10000	0	-0.51	1	1
IRS1	0.008	0.12	-10000	0	-0.51	7	7
p62DOK/RasGAP	0.047	0.05	-10000	0	-10000	0	0
INS	0.039	0.011	-10000	0	-10000	0	0
mol:PI-3-4-P2	-0.019	0.058	-10000	0	-0.26	8	8
GRB2	0.036	0.007	-10000	0	-10000	0	0
EIF4EBP1	0.021	0.14	0.33	2	-0.39	6	8
PTPRA	0.039	0.011	-10000	0	-10000	0	0
PIK3CA	0.009	0.062	-10000	0	-0.51	2	2
TC10/GTP/CIP4	0.033	0.06	-10000	0	-0.31	4	4
PDPK1	0.033	0.044	-10000	0	-0.51	1	1
Insulin Receptor/Insuli/IRS1/GRB2/SHC/Sos	0.019	0.066	-10000	0	-0.23	8	8
Insulin Receptor/Insulin/IRS1	0.046	0.084	-10000	0	-0.28	8	8
Insulin Receptor/Insulin/IRS3	0.052	0.04	-10000	0	-0.37	1	1
Par3/Par6	0.027	0.085	-10000	0	-0.28	6	6

×

Angiopoietin receptor Tie2-mediated signaling

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	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
AKT1	0.013	0.16	-9999	-0.64	6	6
NCK1/PAK1/Dok-R	-0.035	0.086	-9999	-0.38	6	6
NCK1/Dok-R	-0.009	0.18	-9999	-0.81	6	6
PIK3CA	0.009	0.062	-9999	-0.5	2	2
mol:beta2-estradiol	-0.007	0.011	-9999	-10000	0	0
RELA	0.037	0	-9999	-10000	0	0
SHC1	0.035	0.01	-9999	-10000	0	0
Rac/GDP	0.027	0.005	-9999	-10000	0	0
F2	0.017	0.027	-9999	-10000	0	0
TNIP2	0.029	0.046	-9999	-0.51	1	1
NF kappa B/RelA	0.041	0.16	-9999	-0.69	6	6
FN1	-0.004	0.13	-9999	-0.51	9	9
PLD2	-0.004	0.17	-9999	-0.82	6	6
PTPN11	0.033	0.045	-9999	-0.51	1	1
GRB14	-0.044	0.19	-9999	-0.51	21	21
ELK1	0.006	0.16	-9999	-0.77	6	6
GRB7	0.035	0.014	-9999	-10000	0	0
PAK1	0.03	0.048	-9999	-0.51	1	1
Tie2/Ang1/alpha5/beta1 Integrin	0.024	0.19	-9999	-0.75	6	6
CDKN1A	0.02	0.18	-9999	-0.77	4	4
ITGA5	0.028	0.064	-9999	-0.51	2	2
mol:GTP	0	0	-9999	-10000	0	0
RasGAP/Dok-R	-0.005	0.19	-9999	-0.8	6	6
CRK	0.034	0.011	-9999	-10000	0	0
mol:NO	0.018	0.14	-9999	-0.51	6	6
PLG	0.004	0.16	-9999	-0.75	6	6
mol:GDP	0	0	-9999	-10000	0	0
chemokinesis	0.015	0.16	-9999	-0.63	6	6
GRB2	0.036	0.007	-9999	-10000	0	0
PIK3R1	0.011	0.091	-9999	-0.5	4	4
ANGPT2	0.013	0.16	-9999	-1.3	1	1
BMX	-0.003	0.16	-9999	-0.75	6	6
ANGPT1	0.017	0.053	-9999	-10000	0	0
tube development	0.018	0.15	-9999	-0.66	2	2
ANGPT4	0.026	0.075	-9999	-0.5	3	3
response to hypoxia	-0.002	0.017	-9999	-10000	0	0
Tie2/Ang1/GRB14	-0.016	0.18	-9999	-0.76	6	6
alpha5/beta1 Integrin	0.039	0.07	-9999	-0.37	4	4
FGF2	0.019	0.079	-9999	-0.51	3	3
STAT5A (dimer)	0.033	0.18	-9999	-0.92	1	1
mol:L-citrulline	0.018	0.14	-9999	-0.51	6	6
AGTR1	0.008	0.078	-9999	-0.5	3	3
MAPK14	0.02	0.16	-9999	-0.74	6	6
Tie2/SHP2	0.013	0.12	-9999	-0.5	1	1
TEK	0.024	0.084	-9999	-10000	0	0
RPS6KB1	0.015	0.16	-9999	-0.62	6	6
Angiotensin II/AT1	0.008	0.056	-9999	-0.36	3	3
Tie2/Ang1/GRB2	0.022	0.16	-9999	-0.75	6	6
MAPK3	-0.007	0.16	-9999	-0.78	6	6
MAPK1	-0.006	0.16	-9999	-0.78	6	6
Tie2/Ang1/GRB7	0.021	0.16	-9999	-0.75	6	6
NFKB1	0.035	0.008	-9999	-10000	0	0
MAPK8	0.001	0.16	-9999	-0.75	6	6
PI3K	-0.019	0.16	-9999	-0.7	6	6
FES	0.009	0.18	-9999	-0.74	6	6
Crk/Dok-R	-0.002	0.19	-9999	-0.8	6	6
Tie2/Ang1/ABIN2	0.015	0.16	-9999	-0.75	6	6
blood circulation	0	0	-9999	-10000	0	0
negative regulation of caspase activity	0.017	0.15	-9999	-0.59	6	6
STAT5A	0.035	0.014	-9999	-10000	0	0
mol:ROS	0	0	-9999	-10000	0	0
PTK2	0.021	0.16	-9999	-0.66	5	5
Tie2/Ang2	0.013	0.18	-9999	-0.9	2	2
Tie2/Ang1	0.006	0.16	-9999	-0.78	6	6
FOXO1	0.019	0.16	-9999	-0.6	7	7
ELF1	0.04	0.025	-9999	-10000	0	0
ELF2	-0.008	0.21	-9999	-1	6	6
mol:Choline	-0.004	0.16	-9999	-0.8	6	6
cell migration	-0.018	0.058	-9999	-0.21	6	6
FYN	0.014	0.16	-9999	-0.76	2	2
DOK2	-0.024	0.16	-9999	-0.51	15	15
negative regulation of cell cycle	0.023	0.16	-9999	-0.68	4	4
ETS1	0.03	0.068	-9999	-0.51	2	2
PXN	0.024	0.15	-9999	-0.56	5	5
ITGB1	0.028	0.063	-9999	-0.51	2	2
NOS3	0.015	0.15	-9999	-0.57	6	6
RAC1	0.036	0.007	-9999	-10000	0	0
TNF	0.032	0.056	-9999	-0.51	1	1
MAPKKK cascade	-0.004	0.16	-9999	-0.8	6	6
RASA1	0.03	0.045	-9999	-0.51	1	1
Tie2/Ang1/Shc	0.021	0.16	-9999	-0.75	6	6
NCK1	0.025	0.046	-9999	-0.51	1	1
vasculogenesis	0.019	0.13	-9999	-0.47	6	6
mol:Phosphatidic acid	-0.004	0.16	-9999	-0.8	6	6
mol:Angiotensin II	0.002	0.002	-9999	-10000	0	0
mol:NADP	0.018	0.14	-9999	-0.51	6	6
Rac1/GTP	0.021	0.16	-9999	-0.59	6	6
MMP2	-0.021	0.17	-9999	-0.75	6	6

×

S1P4 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
mol:S1P	0	0	-10000	0	-10000	0	0
GNAO1	0.036	0.012	-10000	0	-10000	0	0
CDC42/GTP	0.003	0.1	-10000	0	-0.31	7	7
PLCG1	-0.013	0.088	-10000	0	-0.3	6	6
mol:GTP	0	0	-10000	0	-10000	0	0
GNAI2	0.03	0.022	-10000	0	-10000	0	0
GNAI3	0.035	0.008	-10000	0	-10000	0	0
G12/G13	0.047	0.038	-10000	0	-0.37	1	1
cell migration	0.002	0.1	-10000	0	-0.3	7	7
S1PR5	0	0	-10000	0	-10000	0	0
S1PR4	0	0	-10000	0	-10000	0	0
MAPK3	-0.013	0.094	-10000	0	-0.32	7	7
MAPK1	-0.008	0.082	-10000	0	-0.34	4	4
S1P/S1P5/Gi	-0.007	0.099	-10000	0	-0.26	18	18
GNAI1	0.004	0.13	-10000	0	-0.51	9	9
CDC42/GDP	0.027	0.005	-10000	0	-10000	0	0
S1P/S1P5/G12	0.024	0.006	-10000	0	-10000	0	0
RHOA	0.023	0.041	0.19	6	-0.27	1	7
S1P/S1P4/Gi	-0.007	0.099	-10000	0	-0.26	18	18
mol:GDP	0	0	-10000	0	-10000	0	0
GNAZ	0.008	0.11	-10000	0	-0.51	7	7
S1P/S1P4/G12/G13	0.041	0.03	-10000	0	-0.28	1	1
GNA12	0.035	0.009	-10000	0	-10000	0	0
GNA13	0.032	0.045	-10000	0	-0.51	1	1
CDC42	0.036	0.007	-10000	0	-10000	0	0

×

LPA4-mediated signaling events

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
ADCY4	-0.012	0.042	-10000	0	-0.31	3	3
ADCY5	-0.007	0.01	-10000	0	-10000	0	0
ADCY6	-0.006	0.002	-10000	0	-10000	0	0
ADCY7	-0.008	0.025	-10000	0	-0.31	1	1
ADCY1	-0.006	0.002	-10000	0	-10000	0	0
ADCY2	-0.012	0.036	-10000	0	-0.31	2	2
ADCY3	-0.011	0.035	-10000	0	-0.31	2	2
ADCY8	-0.016	0.03	-10000	0	-0.31	1	1
PRKCE	0.009	0.003	-10000	0	-10000	0	0
ADCY9	-0.006	0.004	-10000	0	-10000	0	0
mol:DAG	0	0	-10000	0	-10000	0	0
cAMP biosynthetic process	0.055	0.11	0.26	22	-0.3	1	23

×

Aurora A signaling

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
Aurora A/GADD45A	0.033	0.066	-10000	0	-0.27	4	4
BIRC5	0	0.13	-10000	0	-0.51	10	10
NFKBIA	0.012	0.056	0.25	5	-0.31	1	6
CPEB1	0.009	0.1	-10000	0	-0.51	5	5
AKT1	0.009	0.049	0.25	3	-0.31	1	4
NDEL1	0.033	0.011	-10000	0	-10000	0	0
Aurora A/BRCA1	0.023	0.036	-10000	0	-0.21	1	1
NDEL1/TACC3	0.047	0.049	-10000	0	-0.21	1	1
GADD45A	0.017	0.089	-10000	0	-0.51	4	4
GSK3B	0.029	0.022	-10000	0	-10000	0	0
PAK1/Aurora A	0.04	0.052	-10000	0	-0.31	1	1
MDM2	0.032	0.044	-10000	0	-0.51	1	1
JUB	-0.01	0.15	-10000	0	-0.51	13	13
TPX2	0.012	0.044	-10000	0	-0.37	2	2
TP53	0.009	0.066	-10000	0	-0.33	5	5
DLG7	0.001	0.051	0.25	2	-0.24	4	6
AURKAIP1	0	0	-10000	0	-10000	0	0
ARHGEF7	0.034	0.014	-10000	0	-10000	0	0
G2 phase of mitotic cell cycle	0	0	-10000	0	-10000	0	0
Aurora A/NDEL1/TACC3	0.049	0.053	-10000	0	-0.22	1	1
G2/M transition of mitotic cell cycle	0.022	0.036	-10000	0	-0.21	1	1
AURKA	0.016	0.027	-10000	0	-10000	0	0
AURKB	0.006	0.046	-10000	0	-0.19	6	6
CDC25B	0.005	0.049	-10000	0	-0.26	2	2
G2/M transition checkpoint	0.002	0.084	-10000	0	-0.25	13	13
mRNA polyadenylation	0.011	0.065	-10000	0	-0.29	5	5
Aurora A/CPEB	0.011	0.065	-10000	0	-0.29	5	5
Aurora A/TACC1/TRAP/chTOG	0.061	0.072	-10000	0	-0.29	3	3
BRCA1	0.032	0.044	-10000	0	-0.51	1	1
centrosome duplication	0.039	0.052	-10000	0	-0.31	1	1
regulation of centrosome cycle	0.045	0.048	-10000	0	-0.21	1	1
spindle assembly	0.06	0.071	-10000	0	-0.28	3	3
TDRD7	0.023	0.086	-10000	0	-0.51	4	4
Aurora A/RasGAP/Survivin	0.042	0.093	-10000	0	-0.28	6	6
CENPA	0.005	0.061	-10000	0	-0.29	6	6
Aurora A/PP2A	0.042	0.051	-10000	0	-0.31	1	1
meiosis	0	0	-10000	0	-10000	0	0
protein catabolic process	0.012	0.06	0.2	1	-0.27	2	3
negative regulation of DNA binding	0	0.078	-10000	0	-0.33	5	5
prophase	0	0	-10000	0	-10000	0	0
GIT1/beta-PIX	0.042	0.052	-10000	0	-0.37	2	2
RASA1	0.03	0.045	-10000	0	-0.51	1	1
Ajuba/Aurora A	0.002	0.084	-10000	0	-0.25	13	13
mitotic prometaphase	0.003	0.023	-10000	0	-10000	0	0
proteasomal ubiquitin-dependent protein catabolic process	0.016	0.027	-10000	0	-10000	0	0
TACC1	0.03	0.015	-10000	0	-10000	0	0
TACC3	0.027	0.048	-10000	0	-0.51	1	1
Aurora A/Antizyme1	0.025	0.031	-10000	0	-10000	0	0
Aurora A/RasGAP	0.039	0.048	-10000	0	-0.31	1	1
OAZ1	0.035	0.009	-10000	0	-10000	0	0
RAN	0.037	0	-10000	0	-10000	0	0
mitosis	0	0	-10000	0	-10000	0	0
PRKACA	0.035	0.015	-10000	0	-10000	0	0
GIT1	0.028	0.063	-10000	0	-0.51	2	2
GIT1/beta-PIX/PAK1	0.053	0.062	-10000	0	-0.32	3	3
Importin alpha/Importin beta/TPX2	0.012	0.044	-10000	0	-0.37	2	2
PPP2R5D	0.033	0.044	-10000	0	-0.51	1	1
Aurora A/TPX2	0.012	0.039	-10000	0	-0.22	1	1
PAK1	0.03	0.048	-10000	0	-0.51	1	1
CKAP5	0.036	0.007	-10000	0	-10000	0	0

×

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	0.031	0.11	-10000	0	-0.45	3	3
CRKL	0.032	0.07	0.28	1	-0.21	1	2
mol:DAG	0.037	0.076	-10000	0	-0.43	1	1
HRAS	0.035	0.096	0.29	5	-0.44	1	6
MAPK8	0.027	0.053	0.23	1	-0.32	1	2
RAP1A	0.029	0.074	-10000	0	-0.25	2	2
GAB1	0.03	0.076	0.28	1	-0.27	2	3
MAPK14	0.028	0.057	0.23	1	-0.32	1	2
EPO	0.036	0.023	-10000	0	-10000	0	0
PLCG1	0.037	0.077	-10000	0	-0.44	1	1
EPOR/TRPC2/IP3 Receptors	0.038	0.016	-10000	0	-10000	0	0
RAPGEF1	0.037	0.005	-10000	0	-10000	0	0
EPO/EPOR (dimer)/SOCS3	0.058	0.066	-10000	0	-0.33	3	3
GAB1/SHC/GRB2/SOS1	0.065	0.079	0.28	1	-0.26	1	2
EPO/EPOR (dimer)	0.052	0.03	-10000	0	-10000	0	0
IRS2	0.015	0.089	0.28	1	-0.26	7	8
STAT1	0.025	0.1	-10000	0	-0.34	6	6
STAT5B	0.036	0.085	-10000	0	-0.48	1	1
cell proliferation	0.004	0.057	0.19	6	-0.3	1	7
GAB1/SHIP/PIK3R1/SHP2/SHC	0.022	0.08	-10000	0	-0.28	4	4
TEC	0.034	0.07	0.28	1	-10000	0	1
SOCS3	0.022	0.078	-10000	0	-0.51	3	3
STAT1 (dimer)	0.025	0.1	-10000	0	-0.33	6	6
JAK2	0.034	0.021	-10000	0	-10000	0	0
PIK3R1	0.01	0.091	-10000	0	-0.51	4	4
EPO/EPOR (dimer)/JAK2	0.059	0.075	-10000	0	-0.22	1	1
EPO/EPOR	0.052	0.03	-10000	0	-10000	0	0
LYN	0.031	0.047	-10000	0	-0.52	1	1
TEC/VAV2	0.027	0.097	0.27	1	-0.25	8	9
elevation of cytosolic calcium ion concentration	0.038	0.016	-10000	0	-10000	0	0
SHC1	0.035	0.01	-10000	0	-10000	0	0
EPO/EPOR (dimer)/LYN	0.066	0.053	-10000	0	-0.36	1	1
mol:IP3	0.037	0.076	-10000	0	-0.43	1	1
PI3K regualtory subunit polypeptide 1/IRS2/SHIP	0.01	0.096	-10000	0	-0.26	9	9
SH2B3	0	0.007	-10000	0	-10000	0	0
NFKB1	0.028	0.055	0.23	1	-0.32	1	2
EPO/EPOR (dimer)/JAK2/SOCS3	0.014	0.058	-10000	0	-0.31	3	3
PTPN6	0.021	0.057	-10000	0	-0.22	1	1
TEC/VAV2/GRB2	0.046	0.097	0.28	1	-0.26	1	2
EPOR	0.038	0.016	-10000	0	-10000	0	0
INPP5D	0	0	-10000	0	-10000	0	0
mol:GDP	0.064	0.079	0.28	1	-0.27	1	2
SOS1	0.036	0.007	-10000	0	-10000	0	0
PLCG2	0.014	0.1	-10000	0	-0.51	6	6
CRKL/CBL/C3G	0.058	0.071	-10000	0	-10000	0	0
VAV2	0.015	0.096	0.28	1	-0.25	9	10
CBL	0.032	0.068	-10000	0	-10000	0	0
SHC/Grb2/SOS1	0.029	0.048	-10000	0	-10000	0	0
STAT5A	0.036	0.085	-10000	0	-0.34	3	3
GRB2	0.036	0.007	-10000	0	-10000	0	0
STAT5 (dimer)	0.049	0.11	-10000	0	-0.36	6	6
LYN/PLCgamma2	0.032	0.085	-10000	0	-0.37	6	6
PTPN11	0.033	0.045	-10000	0	-0.51	1	1
BTK	0.012	0.1	0.28	1	-0.26	11	12
BCL2	-0.002	0.22	-10000	0	-0.88	8	8

×

Insulin-mediated glucose transport

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
Insulin responsive Vesicles	0.052	0.11	-10000	0	-0.24	5	5
CaM/Ca2+	0.027	0.005	-10000	0	-10000	0	0
AKT1	0.028	0.063	-10000	0	-0.51	2	2
AKT2	0.033	0.022	-10000	0	-10000	0	0
STXBP4	0.036	0.007	-10000	0	-10000	0	0
mol:GTP	0	0	-10000	0	-10000	0	0
mol:glucose	0.036	0.11	0.21	4	-0.25	7	11
YWHAZ	0.024	0.075	-10000	0	-0.51	3	3
CALM1	0.036	0.007	-10000	0	-10000	0	0
YWHAQ	0.035	0.009	-10000	0	-10000	0	0
TBC1D4	0.009	0.054	-10000	0	-0.37	3	3
mol:Ca2+	0	0	-10000	0	-10000	0	0
YWHAH	0.027	0.062	-10000	0	-0.51	2	2
YWHAB	0.035	0.009	-10000	0	-10000	0	0
SNARE/Synip	0.043	0.02	-10000	0	-10000	0	0
YWHAG	0.037	0.004	-10000	0	-10000	0	0
ASIP	0	0	-10000	0	-10000	0	0
PRKCI	-0.005	0.1	-10000	0	-0.51	6	6
AS160/CaM/Ca2+	0.027	0.005	-10000	0	-10000	0	0
RHOQ	0.023	0.075	-10000	0	-0.51	3	3
GYS1	0.01	0.035	0.25	1	-0.27	1	2
PRKCZ	0	0	-10000	0	-10000	0	0
TRIP10	0.029	0.048	-10000	0	-0.51	1	1
TC10/GTP/CIP4/Exocyst	0.033	0.06	-10000	0	-0.31	4	4
AS160/14-3-3	-0.005	0.12	-10000	0	-0.49	5	5
VAMP2	0.032	0.019	-10000	0	-10000	0	0
SLC2A4	0.035	0.11	0.21	4	-0.27	7	11
STX4	0	0	-10000	0	-10000	0	0
GSK3B	0.018	0.036	-10000	0	-0.31	1	1
SFN	-0.024	0.17	-10000	0	-0.51	17	17
LNPEP	0.033	0.016	-10000	0	-10000	0	0
YWHAE	0.034	0.011	-10000	0	-10000	0	0

×

Class I PI3K signaling events mediated by Akt

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
BCL2L1	0.017	0.006	-10000	0	-10000	0	0
BAD/BCL-XL/YWHAZ	0.047	0.047	-10000	0	-0.29	2	2
CDKN1B	0.032	0.08	0.26	2	-0.36	3	5
CDKN1A	0.021	0.072	-10000	0	-0.36	3	3
FRAP1	0.036	0.007	-10000	0	-10000	0	0
PRKDC	0.031	0.044	-10000	0	-0.51	1	1
FOXO3	0.023	0.065	-10000	0	-0.36	3	3
AKT1	0.025	0.068	-10000	0	-0.38	3	3
BAD	0.037	0	-10000	0	-10000	0	0
AKT3	0.01	0.049	-10000	0	-0.32	3	3
mol:GTP	0	0	-10000	0	-10000	0	0
FOXO4	0.023	0.065	-10000	0	-0.36	3	3
AKT1/ASK1	0.041	0.098	-10000	0	-0.47	4	4
BAD/YWHAZ	0.06	0.052	-10000	0	-0.32	2	2
RICTOR	0.029	0.015	-10000	0	-10000	0	0
RAF1	0.034	0.011	-10000	0	-10000	0	0
JNK cascade	-0.039	0.095	0.46	4	-10000	0	4
TSC1	0.021	0.069	-10000	0	-0.36	3	3
YWHAZ	0.024	0.075	-10000	0	-0.51	3	3
AKT1/RAF1	0.044	0.083	-10000	0	-0.36	4	4
EP300	0.01	0.11	-10000	0	-0.51	7	7
mol:GDP	0.025	0.067	-10000	0	-0.37	3	3
mol:PI-3-4-5-P3	0	0	-10000	0	-10000	0	0
TSC2	0.021	0.068	-10000	0	-0.36	3	3
YWHAQ	0.035	0.009	-10000	0	-10000	0	0
TBC1D4	0.005	0.034	-10000	0	-0.29	2	2
MAP3K5	0.025	0.076	-10000	0	-0.51	3	3
MAPKAP1	0.037	0.004	-10000	0	-10000	0	0
negative regulation of cell cycle	-0.017	0.11	0.43	6	-10000	0	6
YWHAH	0.027	0.062	-10000	0	-0.51	2	2
AKT1S1	0.024	0.075	0.28	1	-0.36	3	4
CASP9	0.025	0.064	0.26	1	-0.36	3	4
YWHAB	0.035	0.009	-10000	0	-10000	0	0
p27Kip1/KPNA1	0.042	0.09	0.32	1	-0.47	2	3
GBL	0.036	0.006	-10000	0	-10000	0	0
PDK1/Src/Hsp90	0.043	0.032	-10000	0	-0.31	1	1
YWHAE	0.034	0.011	-10000	0	-10000	0	0
SRC	0.034	0.01	-10000	0	-10000	0	0
AKT2/p21CIP1	0.022	0.067	-10000	0	-0.33	2	2
KIAA1303	0	0	-10000	0	-10000	0	0
mTOR/RHEB/GTP/Raptor/GBL	0.037	0.084	-10000	0	-0.48	3	3
CHUK	0.021	0.069	-10000	0	-0.36	3	3
BAD/BCL-XL	0.05	0.078	-10000	0	-0.35	3	3
mTORC2	0.073	0.041	-10000	0	-10000	0	0
AKT2	0.016	0.029	-10000	0	-0.32	1	1
FOXO1-3a-4/14-3-3 family	0.021	0.14	-10000	0	-0.54	6	6
PDPK1	0.033	0.044	-10000	0	-0.51	1	1
MDM2	0.026	0.074	0.26	2	-0.34	3	5
MAPKKK cascade	-0.044	0.081	0.36	4	-10000	0	4
MDM2/Cbp/p300	0.052	0.11	-10000	0	-0.4	5	5
TSC1/TSC2	0.015	0.067	-10000	0	-0.36	3	3
proteasomal ubiquitin-dependent protein catabolic process	0.049	0.11	-10000	0	-0.38	5	5
glucose import	0	0.03	-10000	0	-0.26	2	2
mTOR/RHEB/GDP/Raptor/GBL/PRAS40	0.039	0.083	-10000	0	-0.39	3	3
response to stress	0	0	-10000	0	-10000	0	0
SLC2A4	0	0.03	-10000	0	-0.26	2	2
GSK3A	0.022	0.066	-10000	0	-0.36	3	3
FOXO1	0.023	0.065	-10000	0	-0.36	3	3
GSK3B	0.055	0.097	0.26	9	-0.37	2	11
SFN	-0.024	0.17	-10000	0	-0.51	17	17
G1/S transition of mitotic cell cycle	0.057	0.096	0.28	5	-0.36	2	7
p27Kip1/14-3-3 family	0.014	0.12	-10000	0	-0.8	2	2
PRKACA	0.035	0.009	-10000	0	-10000	0	0
KPNA1	0.026	0.046	-10000	0	-0.51	1	1
HSP90AA1	0	0	-10000	0	-10000	0	0
YWHAG	0.037	0.004	-10000	0	-10000	0	0
RHEB	0.036	0.006	-10000	0	-10000	0	0
CREBBP	0.036	0.008	-10000	0	-10000	0	0

×

Signaling events regulated by Ret tyrosine kinase

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
PTK2	0.009	0.086	-10000	0	-0.34	8	8
Crk/p130 Cas/Paxillin	-0.022	0.071	-10000	0	-0.33	1	1
JUN	0.014	0.076	-10000	0	-0.31	1	1
HRAS	0.028	0.063	-10000	0	-0.51	2	2
RET51/GFRalpha1/GDNF/GRB10	0.038	0.09	-10000	0	-0.29	6	6
RAP1A	0.028	0.062	-10000	0	-0.51	2	2
FRS2	0.036	0.008	-10000	0	-10000	0	0
RAP1A/GDP	0.021	0.045	-10000	0	-0.36	2	2
RET51/GFRalpha1/GDNF/DOK1	0.058	0.06	-10000	0	-0.29	1	1
EntrezGene:5979	0	0	-10000	0	-10000	0	0
PTPN11	0.033	0.045	-10000	0	-0.51	1	1
mol:GTP	0	0	-10000	0	-10000	0	0
CRK	0.034	0.011	-10000	0	-10000	0	0
RET9/GFRalpha1/GDNF/Enigma	0.049	0.043	-10000	0	-0.29	1	1
RHOA	0.033	0.013	-10000	0	-10000	0	0
RAP1A/GTP	0.045	0.077	-10000	0	-0.27	5	5
GRB7	0.035	0.014	-10000	0	-10000	0	0
RET51/GFRalpha1/GDNF	0.057	0.061	-10000	0	-0.29	1	1
MAPKKK cascade	0.027	0.054	-10000	0	-0.27	1	1
BCAR1	0.037	0.005	-10000	0	-10000	0	0
RET9/GFRalpha1/GDNF/IRS1	0.036	0.076	-10000	0	-0.29	6	6
lamellipodium assembly	0.008	0.084	-10000	0	-0.26	3	3
RET51/GFRalpha1/GDNF/SHC	0.056	0.061	-10000	0	-0.29	1	1
PIK3CA	0.009	0.062	-10000	0	-0.51	2	2
RET9/GFRalpha1/GDNF/SHC	0.049	0.043	-10000	0	-0.29	1	1
RET9/GFRalpha1/GDNF/Shank3	0.053	0.042	-10000	0	-0.29	1	1
MAPK3	0.011	0.091	0.21	1	-0.26	5	6
DOK1	0.036	0.007	-10000	0	-10000	0	0
DOK6	-0.027	0.15	-10000	0	-0.51	12	12
PXN	0.037	0.003	-10000	0	-10000	0	0
neurite development	0.017	0.096	0.25	4	-0.35	2	6
DOK5	0.012	0.11	-10000	0	-0.51	6	6
GFRA1	0.033	0.02	-10000	0	-10000	0	0
MAPK8	0.028	0.059	-10000	0	-0.27	1	1
HRAS/GTP	0.041	0.066	-10000	0	-0.3	1	1
tube development	0.051	0.044	-10000	0	-0.27	1	1
MAPK1	0.01	0.093	-10000	0	-0.27	6	6
RET9/GFRalpha1/GDNF/FRS2/SHP2/Grb2	0.025	0.031	-10000	0	-0.24	1	1
Rac1/GDP	0.027	0.005	-10000	0	-10000	0	0
SRC	0.034	0.01	-10000	0	-10000	0	0
PDLIM7	0.034	0.011	-10000	0	-10000	0	0
RET51/GFRalpha1/GDNF/Dok6	0.021	0.11	-10000	0	-0.3	10	10
SHC1	0.035	0.01	-10000	0	-10000	0	0
RET51/GFRalpha1/GDNF/Dok4	0.055	0.074	-10000	0	-0.31	3	3
RET51/GFRalpha1/GDNF/Dok5	0.047	0.084	-10000	0	-0.3	5	5
PRKCA	0.033	0.044	-10000	0	-0.51	1	1
HRAS/GDP	0.021	0.045	-10000	0	-0.36	2	2
CREB1	0.048	0.05	-10000	0	-0.22	1	1
PIK3R1	0.01	0.091	-10000	0	-0.51	4	4
RET9/GFRalpha1/GDNF/SHC/GAB1/Grb2	0.018	0.049	-10000	0	-0.27	3	3
RET51/GFRalpha1/GDNF/Grb7	0.057	0.061	-10000	0	-0.29	1	1
mol:GDP	0	0	-10000	0	-10000	0	0
RET	0.021	0.043	-10000	0	-10000	0	0
DOK4	0.029	0.062	-10000	0	-0.51	2	2
JNK cascade	0.014	0.075	-10000	0	-0.31	1	1
RET9/GFRalpha1/GDNF/FRS2	0.051	0.043	-10000	0	-0.29	1	1
SHANK3	0.037	0	-10000	0	-10000	0	0
RASA1	0.03	0.045	-10000	0	-0.51	1	1
NCK1	0.025	0.046	-10000	0	-0.51	1	1
RET9/GFRalpha1/GDNF/SHC/Grb2/SOS1	0.024	0.027	-10000	0	-0.23	1	1
RET51/GFRalpha1/GDNF/FRS2/SHP2/Grb2	0.027	0.031	-10000	0	-0.23	1	1
RET51/GFRalpha1/GDNF/DOK/RasGAP/NCK	0.017	0.046	-10000	0	-0.27	2	2
RET51/GFRalpha1/GDNF/SHC/Grb2/SOS1	0.025	0.032	-10000	0	-0.23	1	1
PI3K	0.019	0.12	-10000	0	-0.38	3	3
SOS1	0.036	0.007	-10000	0	-10000	0	0
RET9/GFRalpha1/GDNF/Shank3/Grb2	0.065	0.048	-10000	0	-0.27	1	1
GRB10	0	0.13	-10000	0	-0.51	9	9
activation of MAPKK activity	0.043	0.046	-10000	0	-0.31	1	1
RET51/GFRalpha1/GDNF/FRS2	0.057	0.061	-10000	0	-0.29	1	1
GAB1	0.023	0.077	-10000	0	-0.51	3	3
IRS1	0.008	0.12	-10000	0	-0.51	7	7
IRS2	0.005	0.12	-10000	0	-0.51	8	8
RET51/GFRalpha1/GDNF/SHC/GAB1/Grb2	0.018	0.053	-10000	0	-0.28	3	3
RET51/GFRalpha1/GDNF/PKC alpha	0.056	0.067	-10000	0	-0.29	2	2
GRB2	0.036	0.007	-10000	0	-10000	0	0
PRKACA	0.035	0.009	-10000	0	-10000	0	0
GDNF	0.027	0.045	-10000	0	-0.51	1	1
RAC1	0.036	0.007	-10000	0	-10000	0	0
RET51/GFRalpha1/GDNF/IRS1	0.042	0.09	-10000	0	-0.3	6	6
Rac1/GTP	0.021	0.1	-10000	0	-0.31	3	3
RET9/GFRalpha1/GDNF	0.036	0.036	-10000	0	-0.31	1	1
GFRalpha1/GDNF	0.04	0.042	-10000	0	-0.37	1	1

×

Role of Calcineurin-dependent NFAT signaling in lymphocytes

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
BCL2L1	0.035	0.008	-10000	0	-10000	0	0
NFATC1	0.034	0.12	-10000	0	-0.44	4	4
NFATC2	0.015	0.067	-10000	0	-0.26	4	4
NFATC3	0.016	0.007	-10000	0	-10000	0	0
YWHAE	0.034	0.011	-10000	0	-10000	0	0
Calcineurin A alpha-beta B1/CABIN1	0.002	0.091	-10000	0	-0.35	4	4
Exportin 1/Ran/NUP214	0.066	0.026	-10000	0	-10000	0	0
mol:DAG	0	0	-10000	0	-10000	0	0
CABIN1/MEF2D/CaM/Ca2+/CAMK IV	0.038	0.099	-10000	0	-0.31	4	4
BCL2/BAX	0.021	0.089	-10000	0	-0.37	6	6
CaM/Ca2+/Calcineurin A alpha-beta B1	0.028	0.006	-10000	0	-10000	0	0
CaM/Ca2+	0.028	0.006	-10000	0	-10000	0	0
BAX	0.036	0.007	-10000	0	-10000	0	0
MAPK14	0.036	0.012	-10000	0	-10000	0	0
BAD	0.037	0	-10000	0	-10000	0	0
CABIN1/MEF2D	0.021	0.095	-10000	0	-0.32	5	5
Calcineurin A alpha-beta B1/BCL2	-0.001	0.11	-10000	0	-0.5	6	6
FKBP8	0.036	0.006	-10000	0	-10000	0	0
activation-induced cell death of T cells	-0.021	0.094	0.32	5	-10000	0	5
KPNB1	0.026	0.075	-10000	0	-0.51	3	3
KPNA2	0.029	0.062	-10000	0	-0.51	2	2
XPO1	0.033	0.013	-10000	0	-10000	0	0
SFN	-0.024	0.17	-10000	0	-0.51	17	17
MAP3K8	-0.009	0.15	-10000	0	-0.5	12	12
NFAT4/CK1 alpha	0.028	0.056	-10000	0	-0.26	5	5
MEF2D/NFAT1/Cbp/p300	0.057	0.096	-10000	0	-0.29	1	1
CABIN1	0.004	0.09	-10000	0	-0.35	4	4
CALM1	0.036	0.007	-10000	0	-10000	0	0
RAN	0.037	0	-10000	0	-10000	0	0
MAP3K1	0.019	0.087	-10000	0	-0.51	4	4
CAMK4	0.03	0.046	-10000	0	-0.51	1	1
mol:Ca2+	0.001	0.001	-10000	0	-10000	0	0
MAPK3	0.037	0.004	-10000	0	-10000	0	0
YWHAH	0.027	0.062	-10000	0	-0.51	2	2
Calcineurin A alpha-beta B1/AKAP79/PKA	0.045	0.042	-10000	0	-0.37	1	1
YWHAB	0.035	0.009	-10000	0	-10000	0	0
MAPK8	0.036	0.008	-10000	0	-10000	0	0
MAPK9	0.034	0.011	-10000	0	-10000	0	0
YWHAG	0.037	0.004	-10000	0	-10000	0	0
FKBP1A	0.036	0.007	-10000	0	-10000	0	0
NFAT1-c-4/YWHAQ	0.046	0.11	0.28	1	-0.41	3	4
PRKCH	0.018	0.096	-10000	0	-0.51	5	5
CABIN1/Cbp/p300	0.032	0.089	-10000	0	-0.37	7	7
CASP3	0.033	0.013	-10000	0	-10000	0	0
PIM1	0.036	0.012	-10000	0	-10000	0	0
Calcineurin A alpha-beta B1/FKBP12/FK506	0.025	0.005	-10000	0	-10000	0	0
apoptosis	0.019	0.03	-10000	0	-10000	0	0
14-3-3 family/BAD/CaM/Ca2+/Calcineurin A alpha-beta B1	0.009	0.11	-10000	0	-0.48	4	4
PRKCB	0	0	-10000	0	-10000	0	0
PRKCE	0.034	0.011	-10000	0	-10000	0	0
JNK2/NFAT4	0.034	0.031	-10000	0	-10000	0	0
BAD/BCL-XL	0.053	0.012	-10000	0	-10000	0	0
PRKCD	0.029	0.046	-10000	0	-0.51	1	1
NUP214	0.037	0.005	-10000	0	-10000	0	0
PRKCZ	0	0	-10000	0	-10000	0	0
PRKCA	0.033	0.044	-10000	0	-0.51	1	1
PRKCG	0.037	0	-10000	0	-10000	0	0
PRKCQ	0.01	0.11	-10000	0	-0.51	6	6
FKBP38/BCL2	0.021	0.089	-10000	0	-0.37	6	6
EP300	0.011	0.11	-10000	0	-0.5	7	7
PRKCB1	0.009	0.11	-10000	0	-0.51	7	7
CSNK2A1	0.035	0.008	-10000	0	-10000	0	0
NFATc/JNK1	0.051	0.12	-10000	0	-0.42	4	4
CaM/Ca2+/FKBP38	0.048	0.012	-10000	0	-10000	0	0
FKBP12/FK506	0.027	0.005	-10000	0	-10000	0	0
CSNK1A1	0.017	0.027	-10000	0	-0.31	1	1
CaM/Ca2+/CAMK IV	0.043	0.034	-10000	0	-0.31	1	1
NFATc/ERK1	0.053	0.12	-10000	0	-0.42	4	4
CABIN1/YWHAQ/CaM/Ca2+/CAMK IV	0.031	0.1	-10000	0	-0.31	4	4
NR4A1	0.032	0.085	-10000	0	-10000	0	0
GSK3B	0.029	0.018	-10000	0	-10000	0	0
positive T cell selection	0.016	0.007	-10000	0	-10000	0	0
NFAT1/CK1 alpha	0.02	0.052	-10000	0	-0.25	2	2
RCH1/ KPNB1	0.042	0.062	-10000	0	-0.37	3	3
YWHAQ	0.035	0.009	-10000	0	-10000	0	0
PRKACA	0.035	0.009	-10000	0	-10000	0	0
AKAP5	0.03	0.048	-10000	0	-0.51	1	1
MEF2D	0.035	0.009	-10000	0	-10000	0	0
mol:FK506	0	0	-10000	0	-10000	0	0
YWHAZ	0.024	0.075	-10000	0	-0.51	3	3
NFATc/p38 alpha	0.053	0.12	-10000	0	-0.42	4	4
CREBBP	0.036	0.008	-10000	0	-10000	0	0
BCL2	-0.001	0.11	-10000	0	-0.51	6	6

×

Atypical NF-kappaB pathway

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	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
BCL3/RelA	0.039	0.076	-9999	-0.37	5	5
FBXW11	0.034	0.01	-9999	-10000	0	0
NF kappa B1 p50/c-Rel	0.018	0.064	-9999	-0.31	5	5
NF kappa B1 p50/RelA/I kappa B alpha	0.018	0.093	-9999	-0.42	3	3
NFKBIA	0.004	0.088	-9999	-0.27	11	11
MAPK14	0.036	0.012	-9999	-10000	0	0
NF kappa B1 p105/p50	0.033	0.017	-9999	-10000	0	0
ARRB2	0.018	0.008	-9999	-10000	0	0
REL	0.007	0.11	-9999	-0.51	7	7
response to oxidative stress	0	0	-9999	-10000	0	0
BCL3/NF kappa B1 p50	0.024	0.058	-9999	-0.31	4	4
response to UV	0	0	-9999	-10000	0	0
NF kappa B1 p105/RelA	0.035	0.016	-9999	-10000	0	0
PIK3CA	0.009	0.062	-9999	-0.51	2	2
NF kappa B1 p50 dimer	0.025	0.01	-9999	-10000	0	0
PIK3R1	0.01	0.091	-9999	-0.51	4	4
NFKB1	0.016	0.007	-9999	-10000	0	0
RELA	0.037	0	-9999	-10000	0	0
positive regulation of anti-apoptosis	0.008	0.09	-9999	-0.36	3	3
NF kappa B1 p50/RelA/I kappa B alpha/beta Arrestin2	0.016	0.093	-9999	-0.41	3	3
SRC	0.034	0.01	-9999	-10000	0	0
PI3K	0.005	0.071	-9999	-0.37	4	4
NF kappa B1 p50/RelA	0.009	0.09	-9999	-0.36	3	3
IKBKB	0.032	0.013	-9999	-10000	0	0
beta TrCP1/SCF ubiquitin ligase complex	0.034	0.01	-9999	-10000	0	0
SYK	0.013	0.11	-9999	-0.51	6	6
I kappa B alpha/PIK3R1	0.005	0.1	-9999	-0.31	8	8
cell death	0.016	0.09	-9999	-0.39	3	3
NF kappa B1 p105/c-Rel	0.018	0.064	-9999	-0.31	5	5
LCK	-0.003	0.13	-9999	-0.51	10	10
BCL3	0.017	0.097	-9999	-0.51	5	5

×

Regulation of p38-alpha and p38-beta

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	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
RIP1/MEKK3	0.047	0.015	-9999	-10000	0	0
response to insulin stimulus	0	0	-9999	-10000	0	0
RIPK1	0.036	0.007	-9999	-10000	0	0
response to stress	0	0	-9999	-10000	0	0
MAP2K6	0.017	0.097	-9999	-0.51	5	5
mol:GTP	0	0	-9999	-10000	0	0
MAP2K4	0.03	0.045	-9999	-0.51	1	1
RAC1-CDC42/GTP/PAK family	0.017	0.031	-9999	-0.2	2	2
response to UV	0	0	-9999	-10000	0	0
YES1	0.031	0.044	-9999	-0.51	1	1
interleukin-1 receptor activity	0	0	-9999	-10000	0	0
tumor necrosis factor receptor activity	0	0	-9999	-10000	0	0
MAP3K3	0.035	0.013	-9999	-10000	0	0
FYN	0.029	0.062	-9999	-0.51	2	2
MAP3K12	0.037	0	-9999	-10000	0	0
FGR	0.035	0.013	-9999	-10000	0	0
p38 alpha/TAB1	0.017	0.12	-9999	-0.39	7	7
PRKG1	0.032	0.023	-9999	-10000	0	0
DUSP8	0.025	0.065	-9999	-0.51	2	2
PGK/cGMP/p38 alpha	0.007	0.12	-9999	-0.4	6	6
apoptosis	0.016	0.12	-9999	-0.37	7	7
RAL/GTP	0.023	0.089	-9999	-0.31	10	10
LYN	0.032	0.044	-9999	-0.51	1	1
DUSP1	0.02	0.068	-9999	-0.51	2	2
PAK1	0.03	0.048	-9999	-0.51	1	1
SRC	0.034	0.01	-9999	-10000	0	0
RAC1/OSM/MEKK3/MKK3	0.08	0.038	-9999	-10000	0	0
TRAF6	0.026	0.075	-9999	-0.51	3	3
RAC1	0.036	0.007	-9999	-10000	0	0
epidermal growth factor receptor activity	0	0	-9999	-10000	0	0
mol:LPS	0	0	-9999	-10000	0	0
mol:cGMP	0	0	-9999	-10000	0	0
CCM2	0.036	0.007	-9999	-10000	0	0
RAC1-CDC42/GTP	0.047	0.013	-9999	-10000	0	0
MAPK11	0.007	0.12	-9999	-0.43	6	6
BLK	0.013	0.071	-9999	-0.51	2	2
HCK	0.012	0.1	-9999	-0.51	6	6
MAP2K3	0.034	0.011	-9999	-10000	0	0
DUSP16	0.026	0.064	-9999	-0.51	2	2
DUSP10	0.018	0.089	-9999	-0.51	4	4
TRAF6/MEKK3	0.04	0.041	-9999	-0.28	2	2
MAP3K7IP1	0.035	0.009	-9999	-10000	0	0
MAPK14	0.002	0.12	-9999	-0.38	9	9
positive regulation of innate immune response	0.005	0.14	-9999	-0.48	7	7
LCK	-0.003	0.13	-9999	-0.51	10	10
p38alpha-beta/MKP7	0.015	0.14	-9999	-0.51	5	5
p38alpha-beta/MKP5	0.011	0.15	-9999	-0.48	6	6
PGK/cGMP	0.024	0.015	-9999	-10000	0	0
PAK2	0.034	0.044	-9999	-0.51	1	1
p38alpha-beta/MKP1	0.011	0.14	-9999	-0.47	7	7
CDC42	0.036	0.007	-9999	-10000	0	0
RALB	0.003	0.13	-9999	-0.51	9	9
RALA	0.032	0.044	-9999	-0.51	1	1
PAK3	0.027	0.036	-9999	-10000	0	0

×

Arf6 trafficking events

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
SLC2A4	0.033	0.015	-10000	0	-10000	0	0
CLTC	0.024	0.095	-10000	0	-0.45	5	5
calcium ion-dependent exocytosis	0.031	0.073	0.2	1	-0.28	4	5
Dynamin 2/GTP	0.028	0.04	-10000	0	-0.28	2	2
EXOC4	0.037	0.005	-10000	0	-10000	0	0
CD59	-0.003	0.073	-10000	0	-0.59	2	2
CPE	-0.007	0.08	-10000	0	-0.32	9	9
CTNNB1	0.031	0.019	-10000	0	-10000	0	0
membrane fusion	-0.002	0.055	-10000	0	-0.28	4	4
CTNND1	0.007	0.07	0.19	5	-0.28	7	12
DNM2	0.034	0.01	-10000	0	-10000	0	0
mol:PI-4-5-P2	0.028	0.076	-10000	0	-0.46	2	2
TSHR	0.009	0.054	-10000	0	-0.31	4	4
INS	0.01	0.097	-10000	0	-0.45	6	6
BIN1	0.033	0.045	-10000	0	-0.51	1	1
mol:Choline	-0.002	0.055	-10000	0	-0.28	4	4
growth hormone secretagogue receptor activity	0	0	-10000	0	-10000	0	0
mol:GDP	0.014	0.039	-10000	0	-0.31	2	2
membrane depolarization	0	0	-10000	0	-10000	0	0
ARF6	0.028	0.063	-10000	0	-0.51	2	2
mol:Ca2+	0.027	0.04	-10000	0	-0.28	2	2
JUP	-0.01	0.094	-10000	0	-0.58	3	3
ASAP2/amphiphysin II	0.037	0.049	-10000	0	-0.28	3	3
ARF6/GTP	0.02	0.047	-10000	0	-0.28	3	3
CDH1	-0.006	0.078	-10000	0	-0.59	2	2
clathrin-independent pinocytosis	0.02	0.046	-10000	0	-0.28	3	3
MAPK8IP3	0.032	0.045	-10000	0	-0.51	1	1
positive regulation of endocytosis	0.02	0.046	-10000	0	-0.28	3	3
EXOC2	0.034	0.044	-10000	0	-0.51	1	1
substrate adhesion-dependent cell spreading	0.033	0.059	-10000	0	-10000	0	0
insulin receptor binding	0	0	-10000	0	-10000	0	0
SPAG9	0.037	0.004	-10000	0	-10000	0	0
regulation of calcium-dependent cell-cell adhesion	-0.033	0.091	0.46	3	-10000	0	3
positive regulation of phagocytosis	0.013	0.039	-10000	0	-0.31	2	2
ARF6/GTP/JIP3	0.038	0.053	-10000	0	-0.31	3	3
ACAP1	-0.002	0.051	-10000	0	-0.26	4	4
mol:GTP	0	0	-10000	0	-10000	0	0
CHRM2	-0.03	0.13	-10000	0	-0.52	6	6
clathrin heavy chain/ACAP1	0.024	0.091	-10000	0	-0.47	3	3
JIP4/KLC1	0.04	0.041	-10000	0	-0.28	2	2
EXOC1	0.029	0.045	-10000	0	-0.51	1	1
exocyst	0.033	0.06	-10000	0	-10000	0	0
RALA/GTP	0.023	0.032	-10000	0	-0.36	1	1
ARF6/GTP/ARF6/GTP/JIP4/Dynactin Complex	0.042	0.044	-10000	0	-0.31	2	2
receptor recycling	0.02	0.046	-10000	0	-0.28	3	3
CTNNA1	0.015	0.046	0.19	5	-0.27	2	7
NME1	0.014	0.039	-10000	0	-0.31	2	2
clathrin coat assembly	0.023	0.094	-10000	0	-0.44	5	5
IL2RA	-0.014	0.11	-10000	0	-0.68	3	3
VAMP3	0.013	0.039	-10000	0	-0.31	2	2
GLUT4/clathrin heavy chain/ACAP1	0.038	0.09	-10000	0	-0.44	3	3
EXOC6	0.032	0.044	-10000	0	-0.51	1	1
PLD1	-0.009	0.071	-10000	0	-0.3	8	8
PLD2	0.01	0.048	-10000	0	-0.3	3	3
EXOC5	0.036	0.007	-10000	0	-10000	0	0
PIP5K1C	0.001	0.064	-10000	0	-0.47	2	2
SDC1	-0.017	0.12	-10000	0	-0.79	3	3
ARF6/GDP	0.028	0.041	-10000	0	-0.31	2	2
EXOC7	0.036	0.007	-10000	0	-10000	0	0
E-cadherin/beta catenin	0.035	0.095	-10000	0	-0.57	2	2
mol:Phosphatidic acid	-0.002	0.055	-10000	0	-0.28	4	4
endocytosis	-0.036	0.048	0.28	3	-10000	0	3
SCAMP2	0.036	0.006	-10000	0	-10000	0	0
ADRB2	-0.01	0.13	-10000	0	-0.5	6	6
EXOC3	0.037	0	-10000	0	-10000	0	0
ASAP2	0	0	-10000	0	-10000	0	0
Dynamin 2/GDP	0.036	0.046	-10000	0	-0.28	2	2
KLC1	0	0	-10000	0	-10000	0	0
AVPR2	0.022	0.09	-10000	0	-0.43	5	5
RALA	0.032	0.044	-10000	0	-0.51	1	1
E-cadherin/Ca2+/beta catenin/alpha catenin/p120 catenin	0.019	0.1	-10000	0	-0.54	2	2

×

p38 MAPK signaling pathway

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	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
TRAF6/ASK1	0.019	0.064	-9999	-0.31	4	4
TRAF2/ASK1	0.039	0.052	-9999	-0.31	3	3
ATM	0.033	0.044	-9999	-0.51	1	1
MAP2K3	-0.008	0.14	-9999	-0.42	10	10
response to stress	0	0	-9999	-10000	0	0
MAP2K6	-0.01	0.12	-9999	-0.42	7	7
hyperosmotic response	0	0	-9999	-10000	0	0
response to oxidative stress	0	0	-9999	-10000	0	0
GADD45G	0.023	0.055	-9999	-0.51	1	1
TXN	0.006	0.029	-9999	-0.33	1	1
CALM1	0.036	0.007	-9999	-10000	0	0
GADD45A	0.017	0.089	-9999	-0.51	4	4
GADD45B	0.027	0.063	-9999	-0.51	2	2
MAP3K1	0.019	0.087	-9999	-0.51	4	4
MAP3K6	0.028	0.063	-9999	-0.51	2	2
MAP3K7	0.035	0.013	-9999	-10000	0	0
MAP3K4	0.032	0.044	-9999	-0.51	1	1
mol:Ca2+	0	0	-9999	-10000	0	0
ASK1/ASK2	0.037	0.077	-9999	-0.37	5	5
TAK1/TAB family	0.019	0.031	-9999	-10000	0	0
RAC1/OSM/MEKK3	0.066	0.021	-9999	-10000	0	0
TRAF2	0.035	0.013	-9999	-10000	0	0
RAC1/OSM/MEKK3/MKK3	0.021	0.12	-9999	-0.38	6	6
TRAF6	0.014	0.039	-9999	-0.32	2	2
RAC1	0.036	0.007	-9999	-10000	0	0
mol:LPS	0	0	-9999	-10000	0	0
CAMK2B	0.023	0.055	-9999	-0.51	1	1
CCM2	0.036	0.007	-9999	-10000	0	0
CaM/Ca2+/CAMKIIB	0.037	0.04	-9999	-0.31	1	1
MAPK11	0.035	0.01	-9999	-10000	0	0
response to DNA damage stimulus	0	0	-9999	-10000	0	0
CaM/Ca2+/CAMKIIB/ASK1	0.046	0.066	-9999	-0.29	4	4
OSM/MEKK3	0.051	0.016	-9999	-10000	0	0
TAOK1	0.001	0.076	-9999	-0.32	8	8
TAOK2	0.018	0.028	-9999	-0.32	1	1
TAOK3	0.011	0.054	-9999	-0.32	4	4
MAP3K7IP1	0.035	0.009	-9999	-10000	0	0
MAPK14	0.036	0.012	-9999	-10000	0	0
MAP3K7IP2	0.035	0.009	-9999	-10000	0	0
MAP3K5	0.025	0.076	-9999	-0.51	3	3
MAP3K10	0.026	0.064	-9999	-0.51	2	2
MAP3K3	0.035	0.013	-9999	-10000	0	0
TRX/ASK1	0.022	0.055	-9999	-0.3	4	4
GADD45/MTK1/MTK1	0.045	0.089	-9999	-0.28	8	8

×

Regulation of cytoplasmic and nuclear SMAD2/3 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	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
SMAD4	0.031	0.044	-9999	-0.51	1	1
SMAD2	0.003	0.061	-9999	-0.26	4	4
SMAD3	0.01	0.07	-9999	-0.43	2	2
SMAD3/SMAD4	0.03	0.079	-9999	-0.37	3	3
SMAD4/Ubc9/PIASy	0.061	0.043	-9999	-0.32	1	1
SMAD2/SMAD2/SMAD4	0.061	0.081	-9999	-0.28	1	1
PPM1A	0.036	0.007	-9999	-10000	0	0
CALM1	0.036	0.007	-9999	-10000	0	0
SMAD2/SMAD4	0.019	0.068	-9999	-0.28	3	3
MAP3K1	0.019	0.087	-9999	-0.51	4	4
TRAP-1/SMAD4	0.044	0.052	-9999	-0.37	2	2
MAPK3	0.037	0.004	-9999	-10000	0	0
MAPK1	0.031	0.044	-9999	-0.51	1	1
NUP214	0.037	0.005	-9999	-10000	0	0
CTDSP1	0.036	0.007	-9999	-10000	0	0
CTDSP2	0.036	0.011	-9999	-10000	0	0
CTDSPL	0.029	0.046	-9999	-0.51	1	1
KPNB1	0.026	0.075	-9999	-0.51	3	3
TGFBRAP1	0.033	0.044	-9999	-0.51	1	1
UBE2I	0.036	0.007	-9999	-10000	0	0
NUP153	0.036	0.007	-9999	-10000	0	0
KPNA2	0.029	0.062	-9999	-0.51	2	2
PIAS4	0.035	0.009	-9999	-10000	0	0

×

Nephrin/Neph1 signaling in the kidney podocyte

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
positive regulation of NF-kappaB transcription factor activity	-0.045	0.029	-10000	0	-10000	0	0
KIRREL	0.038	0.013	-10000	0	-10000	0	0
Nephrin/NEPH1Par3/Par6/Atypical PKCs	0.045	0.03	-10000	0	-10000	0	0
PLCG1	0.035	0.009	-10000	0	-10000	0	0
ARRB2	0.034	0.011	-10000	0	-10000	0	0
WASL	0.023	0.086	-10000	0	-0.51	4	4
Nephrin/NEPH1/podocin/CD2AP	0.071	0.043	-10000	0	-10000	0	0
ChemicalAbstracts:57-88-5	0	0	-10000	0	-10000	0	0
Nephrin/NEPH1/podocin/NCK1-2/N-WASP	0.014	0.07	-10000	0	-0.33	4	4
FYN	0.039	0.064	0.28	5	-0.21	1	6
mol:Ca2+	0.068	0.043	-10000	0	-10000	0	0
mol:DAG	0.069	0.044	-10000	0	-10000	0	0
NPHS2	0.038	0.014	-10000	0	-10000	0	0
mol:IP3	0.069	0.044	-10000	0	-10000	0	0
regulation of endocytosis	0.058	0.046	-10000	0	-0.2	1	1
Nephrin/NEPH1/podocin/Cholesterol	0.054	0.033	-10000	0	-10000	0	0
establishment of cell polarity	0.045	0.029	-10000	0	-10000	0	0
Nephrin/NEPH1/podocin/NCK1-2	0.066	0.063	-10000	0	-0.29	1	1
Nephrin/NEPH1/beta Arrestin2	0.062	0.048	-10000	0	-0.2	1	1
NPHS1	0.034	0.027	-10000	0	-10000	0	0
Nephrin/NEPH1/podocin	0.056	0.041	-10000	0	-0.21	1	1
TJP1	0.03	0.062	-10000	0	-0.51	2	2
NCK1	0.025	0.046	-10000	0	-0.51	1	1
NCK2	0.037	0.004	-10000	0	-10000	0	0
heterophilic cell adhesion	0	0	-10000	0	-10000	0	0
Nephrin/NEPH1/podocin/PLCgamma1	0.071	0.044	-10000	0	-10000	0	0
CD2AP	0.036	0.007	-10000	0	-10000	0	0
Nephrin/NEPH1/podocin/GRB2	0.072	0.044	-10000	0	-10000	0	0
GRB2	0.036	0.007	-10000	0	-10000	0	0
homophilic cell adhesion	0	0	-10000	0	-10000	0	0
TRPC6	0.019	0.078	0.29	4	-0.28	4	8
cytoskeleton organization	0.009	0.068	0.26	2	-0.57	1	3
Nephrin/NEPH1	0.038	0.023	-10000	0	-10000	0	0
Nephrin/NEPH1/ZO-1	0.056	0.057	-10000	0	-0.34	2	2

×

BARD1 signaling events

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
BARD1/CSTF1	0.051	0.014	-10000	0	-10000	0	0
ATM	0.033	0.044	-10000	0	-0.51	1	1
UBE2D3	0.035	0.009	-10000	0	-10000	0	0
PRKDC	0.031	0.044	-10000	0	-0.51	1	1
ATR	0.026	0.017	-10000	0	-10000	0	0
UBE2L3	0.035	0.009	-10000	0	-10000	0	0
FANCD2	0.02	0.015	-10000	0	-10000	0	0
protein ubiquitination	0.066	0.082	-10000	0	-0.33	4	4
XRCC5	0.036	0.006	-10000	0	-10000	0	0
XRCC6	0.035	0.01	-10000	0	-10000	0	0
M/R/N Complex	0.065	0.027	-10000	0	-10000	0	0
MRE11A	0.037	0.005	-10000	0	-10000	0	0
DNA-PK	0.062	0.041	-10000	0	-0.32	1	1
FA complex/FANCD2/Ubiquitin	0.026	0.11	-10000	0	-0.4	8	8
FANCF	0.022	0.086	-10000	0	-0.51	4	4
BRCA1	0.032	0.044	-10000	0	-0.51	1	1
CCNE1	0.022	0.066	-10000	0	-0.51	2	2
CDK2/Cyclin E1	0.038	0.071	-10000	0	-0.52	2	2
FANCG	0.033	0.012	-10000	0	-10000	0	0
BRCA1/BACH1/BARD1	0.049	0.037	-10000	0	-0.37	1	1
FANCE	0.018	0.097	-10000	0	-0.51	5	5
FANCC	0.036	0.012	-10000	0	-10000	0	0
NBN	0.034	0.01	-10000	0	-10000	0	0
FANCA	0.027	0.051	-10000	0	-0.51	1	1
DNA repair	0.029	0.091	-10000	0	-0.33	2	2
BRCA1/BARD1/ubiquitin	0.049	0.037	-10000	0	-0.37	1	1
BARD1/DNA-PK	0.079	0.046	-10000	0	-0.29	1	1
FANCL	0.033	0.011	-10000	0	-10000	0	0
mRNA polyadenylation	-0.051	0.014	-10000	0	-10000	0	0
BRCA1/BARD1/CTIP/M/R/N Complex	0.03	0.053	-10000	0	-0.33	2	2
BRCA1/BACH1/BARD1/TopBP1	0.05	0.054	-10000	0	-0.32	2	2
BRCA1/BARD1/P53	0.048	0.065	-10000	0	-0.29	2	2
BARD1/CSTF1/BRCA1	0.065	0.039	-10000	0	-0.32	1	1
BRCA1/BACH1	0.032	0.044	-10000	0	-0.5	1	1
BARD1	0.036	0.007	-10000	0	-10000	0	0
PCNA	0.036	0.008	-10000	0	-10000	0	0
BRCA1/BARD1/UbcH5C	0.064	0.04	-10000	0	-0.32	1	1
BRCA1/BARD1/UbcH7	0.064	0.04	-10000	0	-0.32	1	1
BRCA1/BARD1/RAD51/PCNA	0.076	0.056	-10000	0	-0.29	2	2
BARD1/DNA-PK/P53	0.072	0.073	-10000	0	-0.27	3	3
BRCA1/BARD1/Ubiquitin	0.049	0.037	-10000	0	-0.37	1	1
BRCA1/BARD1/CTIP	0.048	0.053	-10000	0	-0.29	3	3
FA complex	0.035	0.076	-10000	0	-0.28	1	1
BARD1/EWS	0.05	0.017	-10000	0	-10000	0	0
RBBP8	0.012	0.044	-10000	0	-0.37	2	2
TP53	0.018	0.079	-10000	0	-0.51	3	3
TOPBP1	0.026	0.046	-10000	0	-0.51	1	1
G1/S transition of mitotic cell cycle	-0.046	0.064	0.29	2	-10000	0	2
BRCA1/BARD1	0.073	0.085	-10000	0	-0.34	4	4
CSTF1	0.036	0.007	-10000	0	-10000	0	0
BARD1/EWS-Fli1	0.027	0.005	-10000	0	-10000	0	0
CDK2	0.034	0.044	-10000	0	-0.51	1	1
UniProt:Q9BZD1	0	0	-10000	0	-10000	0	0
RAD51	0.032	0.045	-10000	0	-0.51	1	1
RAD50	0.034	0.01	-10000	0	-10000	0	0
BRCA1/BARD1/DNA-directed RNA polymerase II holoenzyme	0.049	0.037	-10000	0	-0.37	1	1
EWSR1	0.035	0.01	-10000	0	-10000	0	0

×

Circadian rhythm pathway

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
chromatin modification	0.03	0.12	-10000	0	-1.2	1	1
CLOCK	0.034	0.018	-10000	0	-10000	0	0
TIMELESS/CRY2	0.041	0.11	-10000	0	-1.3	1	1
DEC1/BMAL1	0.047	0.051	-10000	0	-0.36	2	2
ATR	0.026	0.017	-10000	0	-10000	0	0
NR1D1	0.012	0.11	-10000	0	-1.3	1	1
ARNTL	0.031	0.063	-10000	0	-0.5	2	2
TIMELESS	0.014	0.12	-10000	0	-1.3	1	1
NPAS2	0.014	0.11	-10000	0	-0.5	6	6
CRY2	0.036	0.007	-10000	0	-10000	0	0
mol:CO	-0.01	0.018	0.14	2	-10000	0	2
CHEK1	0.022	0.086	-10000	0	-0.51	4	4
mol:HEME	0.01	0.018	-10000	0	-0.14	2	2
PER1	0.034	0.011	-10000	0	-10000	0	0
BMAL/CLOCK/NPAS2	0.053	0.09	-10000	0	-0.3	7	7
BMAL1/CLOCK	0.024	0.11	-10000	0	-0.71	2	2
S phase of mitotic cell cycle	0.03	0.12	-10000	0	-1.2	1	1
TIMELESS/CHEK1/ATR	0.03	0.12	-10000	0	-1.2	1	1
mol:NADPH	0.01	0.018	-10000	0	-0.14	2	2
PER1/TIMELESS	0.038	0.11	-10000	0	-1.3	1	1
PER1-2 / CRY1-2	0	0	-10000	0	-10000	0	0
DEC1	0.035	0.013	-10000	0	-10000	0	0

×

Ephrin A reverse signaling

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	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
MAPKKK cascade	0.033	0.041	-9999	-0.31	1	1
EFNA5	0.033	0.015	-9999	-10000	0	0
FYN	0.011	0.052	-9999	-0.29	3	3
neuron projection morphogenesis	0.033	0.041	-9999	-0.31	1	1
cell-cell signaling	0	0	-9999	-10000	0	0
Ephrin A5/EPHA5	0.034	0.041	-9999	-0.31	1	1
EPHA5	0.023	0.054	-9999	-0.51	1	1

×

Signaling events mediated by HDAC Class I

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	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
NF kappa B/RelA	0.047	0.098	-9999	-0.37	4	4
Ran/GTP/Exportin 1/HDAC1	0.009	0.006	-9999	-10000	0	0
NF kappa B1 p50/RelA/I kappa B alpha	0.033	0.11	-9999	-0.39	5	5
SUMO1	0.036	0.007	-9999	-10000	0	0
ZFPM1	0.028	0.063	-9999	-0.51	2	2
NPC/RanGAP1/SUMO1/Ubc9	0.018	0.019	-9999	-0.21	1	1
FKBP3	0.032	0.044	-9999	-0.51	1	1
Histones	0.071	0.082	-9999	-0.4	1	1
YY1/LSF	0.023	0.087	-9999	-0.28	9	9
SMG5	0	0	-9999	-10000	0	0
RAN	0.037	0	-9999	-10000	0	0
I kappa B alpha/HDAC3	0.018	0.068	-9999	-0.32	5	5
I kappa B alpha/HDAC1	0.031	0.083	-9999	-0.46	2	2
SAP18	0.034	0.011	-9999	-10000	0	0
RELA	0.018	0.088	-9999	-0.66	1	1
HDAC1/Smad7	0.054	0.063	-9999	-0.32	3	3
RANGAP1	0.031	0.044	-9999	-0.51	1	1
HDAC3/TR2	0.037	0.076	-9999	-0.43	1	1
NuRD/MBD3 Complex	0.042	0.041	-9999	-10000	0	0
NF kappa B1 p50/RelA	0.027	0.099	-9999	-0.49	2	2
EntrezGene:23225	0	0	-9999	-10000	0	0
GATA2	0.03	0.015	-9999	-10000	0	0
GATA1	0.037	0	-9999	-10000	0	0
Mad/Max	0.046	0.04	-9999	-0.37	1	1
NuRD/MBD3 Complex/GATA1/Fog1	0.043	0.058	-9999	-10000	0	0
RBBP7	0.035	0.019	-9999	-10000	0	0
NPC	0.022	0.002	-9999	-10000	0	0
RBBP4	0.033	0.044	-9999	-0.51	1	1
MAX	0.036	0.008	-9999	-10000	0	0
EntrezGene:9972	0	0	-9999	-10000	0	0
FBXW11	0.034	0.01	-9999	-10000	0	0
NFKBIA	0.015	0.068	-9999	-0.5	2	2
KAT2B	0	0	-9999	-10000	0	0
mol:GTP	0	0	-9999	-10000	0	0
SIN3/HDAC complex	0.019	0.064	-9999	-0.34	3	3
SIN3 complex	0.078	0.038	-9999	-10000	0	0
SMURF1	0.025	0.076	-9999	-0.51	3	3
CHD3	0.033	0.015	-9999	-10000	0	0
SAP30	0.033	0.012	-9999	-10000	0	0
EntrezGene:23636	0	0	-9999	-10000	0	0
NCOR1	0.034	0.011	-9999	-10000	0	0
YY1/HDAC3	0.012	0.089	-9999	-0.46	3	3
YY1/HDAC2	0.023	0.086	-9999	-0.28	9	9
YY1/HDAC1	0.022	0.086	-9999	-0.28	9	9
NuRD/MBD2 Complex (MeCP1)	0.04	0.045	-9999	-10000	0	0
PPARG	-0.007	0.14	-9999	-0.36	16	16
HDAC8/hEST1B	0.047	0.012	-9999	-10000	0	0
UBE2I	0.036	0.007	-9999	-10000	0	0
beta TrCP1/SCF ubiquitin ligase complex	0.034	0.01	-9999	-10000	0	0
TNFRSF1A	0.02	0.086	-9999	-0.51	4	4
HDAC3/SMRT (N-CoR2)	0.033	0.083	-9999	-0.32	3	3
MBD3L2	0.021	0.087	-9999	-0.51	4	4
ubiquitin-dependent protein catabolic process	0.053	0.062	-9999	-0.31	3	3
CREBBP	0.036	0.008	-9999	-10000	0	0
NuRD/MBD3/MBD3L2 Complex	0.038	0.071	-9999	-0.29	1	1
HDAC1	0.035	0.013	-9999	-10000	0	0
HDAC3	0.022	0.034	-9999	-10000	0	0
HDAC2	0.036	0.006	-9999	-10000	0	0
YY1	0.004	0.077	-9999	-0.32	7	7
HDAC8	0.037	0	-9999	-10000	0	0
SMAD7	0.029	0.047	-9999	-0.51	1	1
NCOR2	0.03	0.061	-9999	-0.51	2	2
MXD1	0.03	0.048	-9999	-0.51	1	1
STAT3	0.011	0.072	-9999	-0.31	7	7
NFKB1	0.035	0.008	-9999	-10000	0	0
EntrezGene:8021	0	0	-9999	-10000	0	0
RANBP2	0.037	0.004	-9999	-10000	0	0
YY1/LSF/HDAC1	0.041	0.088	-9999	-0.26	9	9
YY1/SAP30/HDAC1	0.036	0.086	-9999	-0.26	9	9
EP300	0.01	0.11	-9999	-0.51	7	7
STAT3 (dimer non-phopshorylated)	0.011	0.071	-9999	-0.31	7	7
proteasomal ubiquitin-dependent protein catabolic process	0.015	0.067	-9999	-0.49	2	2
histone deacetylation	0.04	0.045	-9999	-10000	0	0
STAT3 (dimer non-phopshorylated)/HDAC3	0.021	0.081	-9999	-0.48	1	1
nuclear export	-0.047	0.012	-9999	-10000	0	0
PRKACA	0.035	0.009	-9999	-10000	0	0
GATAD2B	0.035	0.01	-9999	-10000	0	0
GATAD2A	0.036	0.006	-9999	-10000	0	0
GATA2/HDAC3	0.029	0.068	-9999	-0.43	1	1
GATA1/HDAC1	0.052	0.014	-9999	-10000	0	0
GATA1/HDAC3	0.037	0.076	-9999	-0.43	1	1
CHD4	0.034	0.011	-9999	-10000	0	0
TNF-alpha/TNFR1A	0.034	0.072	-9999	-0.37	4	4
SIN3/HDAC complex/Mad/Max	0.02	0.08	-9999	-0.39	3	3
NuRD Complex	0.043	0.057	-9999	-10000	0	0
positive regulation of chromatin silencing	0.068	0.08	-9999	-0.39	1	1
SIN3B	0.036	0.007	-9999	-10000	0	0
MTA2	0.037	0	-9999	-10000	0	0
SIN3A	0.037	0.005	-9999	-10000	0	0
XPO1	0.033	0.013	-9999	-10000	0	0
SUMO1/HDAC1	0.051	0.042	-9999	-10000	0	0
HDAC complex	0.085	0.043	-9999	-0.29	1	1
GATA1/Fog1	0.047	0.05	-9999	-0.37	2	2
FKBP25/HDAC1/HDAC2	0.065	0.04	-9999	-0.32	1	1
TNF	0.028	0.051	-9999	-0.51	1	1
negative regulation of cell growth	0.02	0.08	-9999	-0.39	3	3
NuRD/MBD2/PRMT5 Complex	0.04	0.045	-9999	-10000	0	0
Ran/GTP/Exportin 1	0.051	0.044	-9999	-10000	0	0
NF kappa B/RelA/I kappa B alpha	0.01	0.088	-9999	-0.4	5	5
SIN3/HDAC complex/NCoR1	0.009	0.085	-9999	-0.37	4	4
TFCP2	0.037	0	-9999	-10000	0	0
NR2C1	0.037	0	-9999	-10000	0	0
MBD3	0.035	0.008	-9999	-10000	0	0
MBD2	0.031	0.044	-9999	-0.51	1	1

×

Sumoylation by RanBP2 regulates transcriptional repression

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
HDAC1	0.035	0.013	-10000	0	-10000	0	0
Ran/GTP/Exportin 1/HDAC4	0.006	0.015	-10000	0	-10000	0	0
MDM2/SUMO1	0.05	0.047	-10000	0	-0.22	2	2
HDAC4	0.036	0.012	-10000	0	-10000	0	0
Ran/GTP/Exportin 1/HDAC1	0.006	0.016	-10000	0	-10000	0	0
SUMO1	0.036	0.007	-10000	0	-10000	0	0
NPC/RanGAP1/SUMO1	0.014	0.023	-10000	0	-0.24	1	1
mol:GTP	0	0	-10000	0	-10000	0	0
XPO1	0.008	0.024	-10000	0	-0.2	1	1
EntrezGene:23636	0	0	-10000	0	-10000	0	0
RAN	0.037	0	-10000	0	-10000	0	0
EntrezGene:8021	0	0	-10000	0	-10000	0	0
RANBP2	0.037	0.004	-10000	0	-10000	0	0
SUMO1/HDAC4	0.053	0.042	-10000	0	-0.2	1	1
SUMO1/HDAC1	0.051	0.042	-10000	0	-10000	0	0
RANGAP1	0.031	0.044	-10000	0	-0.51	1	1
MDM2/SUMO1/SUMO1	0.072	0.065	-10000	0	-0.29	3	3
NPC/RanGAP1/SUMO1/RanBP2/Ubc9	0.018	0.019	-10000	0	-0.21	1	1
Ran/GTP	0.04	0.037	-10000	0	-0.19	1	1
EntrezGene:23225	0	0	-10000	0	-10000	0	0
MDM2	0.032	0.044	-10000	0	-0.51	1	1
UBE2I	0.036	0.007	-10000	0	-10000	0	0
Ran/GTP/Exportin 1	0.057	0.065	0.2	19	-10000	0	19
NPC	0.022	0.002	-10000	0	-10000	0	0
PIAS2	0.023	0.076	-10000	0	-0.51	3	3
PIAS1	0.036	0.006	-10000	0	-10000	0	0
EntrezGene:9972	0	0	-10000	0	-10000	0	0

×

Rapid glucocorticoid signaling

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
Gs family/GDP/Gbeta gamma	0.044	0.065	-10000	0	-0.27	5	5
MAPK9	0.009	0.003	-10000	0	-10000	0	0
adrenocorticotropin secretion	0.009	0.006	-10000	0	-10000	0	0
GNB1/GNG2	0.049	0.01	-10000	0	-10000	0	0
GNB1	0.037	0	-10000	0	-10000	0	0
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	0.01	0.005	-10000	0	-10000	0	0
Gs family/GTP	0.009	0.055	-10000	0	-0.28	5	5
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	0.004	0.013	0.075	5	-10000	0	5
GNAL	0.01	0.1	-10000	0	-0.51	5	5
GNG2	0.036	0.007	-10000	0	-10000	0	0
CRH	0.034	0.014	-10000	0	-10000	0	0
mol:cortisol	0	0	-10000	0	-10000	0	0
MAPK8	0.01	0.002	-10000	0	-10000	0	0
MAPK11	0.01	0.003	-10000	0	-10000	0	0

×

Signaling events mediated by PRL

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	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
CCNE1	0.022	0.066	-9999	-0.51	2	2
mol:Halofuginone	0.002	0.025	-9999	-0.22	2	2
ITGA1	0.024	0.065	-9999	-0.51	2	2
CDKN1A	0.014	0.089	-9999	-0.52	2	2
PRL-3/alpha Tubulin	0.023	0.014	-9999	-10000	0	0
mol:Ca2+	-0.026	0.019	-9999	-10000	0	0
AGT	0.028	0.033	-9999	-10000	0	0
CCNA2	-0.024	0.13	-9999	-0.89	2	2
TUBA1B	0	0	-9999	-10000	0	0
EGR1	-0.022	0.11	-9999	-0.36	15	15
CDK2/Cyclin E1	0.033	0.11	-9999	-0.45	4	4
MAPK3	0.016	0.013	-9999	-10000	0	0
PRL-2 /Rab GGTase beta	0.052	0.013	-9999	-10000	0	0
MAPK1	0.012	0.033	-9999	-0.37	1	1
PTP4A1	-0.025	0.12	-9999	-0.94	2	2
PTP4A3	0.031	0.021	-9999	-10000	0	0
PTP4A2	0.036	0.007	-9999	-10000	0	0
ITGB1	0.01	0.046	-9999	-0.37	2	2
SRC	0.034	0.01	-9999	-10000	0	0
RAC1	0.018	0.065	-9999	-0.31	2	2
Rab GGTase beta/Rab GGTase alpha	0.05	0.017	-9999	-10000	0	0
PRL-1/ATF-5	-0.005	0.14	-9999	-0.76	3	3
RABGGTA	0.035	0.009	-9999	-10000	0	0
BCAR1	-0.023	0.015	-9999	-10000	0	0
RHOC	0.013	0.074	-9999	-0.31	4	4
RHOA	0.005	0.092	-9999	-0.32	8	8
cell motility	0.017	0.076	-9999	-10000	0	0
PRL-1/alpha Tubulin	-0.026	0.12	-9999	-0.89	2	2
PRL-3/alpha1 Integrin	0.038	0.055	-9999	-0.37	2	2
ROCK1	0.02	0.071	-9999	-10000	0	0
RABGGTB	0.035	0.008	-9999	-10000	0	0
CDK2	0.034	0.044	-9999	-0.51	1	1
mitosis	-0.025	0.12	-9999	-0.92	2	2
ATF5	0.015	0.082	-9999	-0.51	3	3

×

Class IB PI3K non-lipid kinase 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
cAMP biosynthetic process	-0.031	0.046	0.5	1	-10000	0	1
PI3K Class IB/PDE3B	0.031	0.046	-10000	0	-0.5	1	1
PDE3B	0.031	0.046	-10000	0	-0.51	1	1

×

Alternative NF-kappaB 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	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
IKK alpha homodimer	0.046	0.05	-9999	-0.37	2	2
FBXW11	0.034	0.01	-9999	-10000	0	0
proteasomal ubiquitin-dependent protein catabolic process	0	0	-9999	-10000	0	0
beta TrCP1/SCF ubiquitin ligase complex	0.034	0.01	-9999	-10000	0	0
CHUK	0.032	0.044	-9999	-0.51	1	1
NF kappa B2 p100/RelB	0.081	0.078	-9999	-0.27	5	5
NFKB1	0.035	0.008	-9999	-10000	0	0
MAP3K14	0.032	0.044	-9999	-0.51	1	1
NF kappa B1 p50/RelB	0.042	0.061	-9999	-0.37	3	3
RELB	0.024	0.076	-9999	-0.51	3	3
NFKB2	0.035	0.013	-9999	-10000	0	0
NF kappa B2 p52/RelB	0.038	0.053	-9999	-0.31	3	3
regulation of B cell activation	0.038	0.053	-9999	-0.31	3	3

×

Canonical 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	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
FBXW11	0.035	0.017	-9999	-10000	0	0
mol:GTP	0	0	-9999	-10000	0	0
NF kappa B1 p50/RelA/I kappa B alpha	0.064	0.069	-9999	-10000	0	0
ERC1	0	0	-9999	-10000	0	0
RIP2/NOD2	0.022	0.034	-9999	-0.36	1	1
NFKBIA	0.011	0.048	-9999	-0.56	1	1
BIRC2	0.035	0.016	-9999	-10000	0	0
IKBKB	0.032	0.013	-9999	-10000	0	0
RIPK2	0.029	0.047	-9999	-0.51	1	1
IKBKG	0.032	0.042	-9999	-10000	0	0
IKK complex/A20	0.055	0.079	-9999	-0.4	1	1
NEMO/A20/RIP2	0.029	0.047	-9999	-0.5	1	1
XPO1	0.033	0.013	-9999	-10000	0	0
NEMO/ATM	0.048	0.057	-9999	-10000	0	0
tumor necrosis factor receptor activity	0	0	-9999	-10000	0	0
RAN	0.037	0	-9999	-10000	0	0
Exportin 1/RanGTP	0.044	0.017	-9999	-10000	0	0
IKK complex/ELKS	0.041	0.054	-9999	-10000	0	0
BCL10/MALT1/TRAF6	0.053	0.073	-9999	-0.32	5	5
NOD2	0	0	-9999	-10000	0	0
NFKB1	0.037	0.016	-9999	-10000	0	0
RELA	0.039	0.013	-9999	-10000	0	0
MALT1	0.031	0.046	-9999	-0.51	1	1
cIAP1/UbcH5C	0.05	0.02	-9999	-10000	0	0
ATM	0.033	0.044	-9999	-0.51	1	1
TNF/TNFR1A	0.034	0.072	-9999	-0.37	4	4
TRAF6	0.026	0.075	-9999	-0.51	3	3
PRKCA	0.033	0.044	-9999	-0.51	1	1
CHUK	0.032	0.044	-9999	-0.51	1	1
UBE2D3	0.035	0.009	-9999	-10000	0	0
TNF	0.028	0.051	-9999	-0.51	1	1
NF kappa B1 p50/RelA	0.074	0.041	-9999	-0.29	1	1
BCL10	0.032	0.045	-9999	-0.51	1	1
proteasomal ubiquitin-dependent protein catabolic process	0.011	0.047	-9999	-0.56	1	1
beta TrCP1/SCF ubiquitin ligase complex	0.035	0.017	-9999	-10000	0	0
TNFRSF1A	0.02	0.086	-9999	-0.51	4	4
IKK complex	0.057	0.064	-9999	-10000	0	0
CYLD	0.036	0.006	-9999	-10000	0	0
IKK complex/PKC alpha	0.067	0.074	-9999	-0.31	1	1

×

Signaling events mediated by HDAC Class II

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	Mean.of.Down.Perturbations	Number.of.Down.Perturbations	Number.of.Total.Perturbations
G beta1gamma2/HDAC5	0.086	0.03	-9999	-10000	0	0
HDAC3	0.035	0.009	-9999	-10000	0	0
Ran/GTP/Exportin 1/HDAC4	0.009	0.006	-9999	-10000	0	0
GATA1/HDAC4	0.053	0.013	-9999	-10000	0	0
GATA1/HDAC5	0.052	0.015	-9999	-10000	0	0
GATA2/HDAC5	0.041	0.025	-9999	-10000	0	0
HDAC5/BCL6/BCoR	0.023	0.074	-9999	-0.32	5	5
HDAC9	0.029	0.048	-9999	-0.51	1	1
Glucocorticoid receptor/Hsp90/HDAC6	0.046	0.017	-9999	-10000	0	0
HDAC4/ANKRA2	0.047	0.021	-9999	-10000	0	0
HDAC5/YWHAB	0.049	0.019	-9999	-10000	0	0
NPC/RanGAP1/SUMO1/Ubc9	0.018	0.019	-9999	-0.21	1	1
GATA2	0.03	0.015	-9999	-10000	0	0
HDAC4/RFXANK	0.052	0.016	-9999	-10000	0	0
BCOR	0.037	0	-9999	-10000	0	0
mol:GTP	0	0	-9999	-10000	0	0
HDAC10	0.034	0.014	-9999	-10000	0	0
HDAC5	0.035	0.013	-9999	-10000	0	0
GNB1/GNG2	0.053	0.011	-9999	-10000	0	0
Histones	0.025	0.054	-9999	-0.34	2	2
ADRBK1	0.037	0.004	-9999	-10000	0	0
HDAC4	0.036	0.012	-9999	-10000	0	0
XPO1	0.033	0.013	-9999	-10000	0	0
HDAC5/ANKRA2	0.047	0.021	-9999	-10000	0	0
HDAC4/Ubc9	0.051	0.016	-9999	-10000	0	0
HDAC7	0	0	-9999	-10000	0	0
HDAC5/14-3-3 E	0.048	0.02	-9999	-10000	0	0
TUBA1B	0	0	-9999	-10000	0	0
HDAC6	0.036	0.011	-9999	-10000	0	0
HDAC5/RFXANK	0.051	0.017	-9999	-10000	0	0
CAMK4	0.03	0.046	-9999	-0.51	1	1
Tubulin/HDAC6	0.036	0.06	-9999	-0.31	4	4
SUMO1	0.036	0.007	-9999	-10000	0	0
EntrezGene:9972	0	0	-9999	-10000	0	0
YWHAB	0.035	0.009	-9999	-10000	0	0
GATA1	0.037	0	-9999	-10000	0	0
EntrezGene:8021	0	0	-9999	-10000	0	0
YWHAE	0.034	0.011	-9999	-10000	0	0
NR3C1	0.034	0.014	-9999	-10000	0	0
SUMO1/HDAC4	0.053	0.042	-9999	-0.2	1	1
SRF	0.036	0.007	-9999	-10000	0	0
HDAC4/YWHAB	0.05	0.018	-9999	-10000	0	0
Tubulin	0.014	0.064	-9999	-0.36	4	4
HDAC4/14-3-3 E	0.048	0.02	-9999	-10000	0	0
GNB1	0.037	0	-9999	-10000	0	0
RANGAP1	0.031	0.044	-9999	-0.51	1	1
BCL6/BCoR	0.014	0.075	-9999	-0.37	5	5
HDAC4/HDAC3/SMRT (N-CoR2)	0.064	0.049	-9999	-0.32	2	2
HDAC4/SRF	0.062	0.042	-9999	-0.32	1	1
HDAC4/ER alpha	0.022	0.092	-9999	-0.37	7	7
EntrezGene:23225	0	0	-9999	-10000	0	0
positive regulation of chromatin silencing	0.025	0.054	-9999	-0.33	2	2
cell motility	0.036	0.06	-9999	-0.31	4	4
EntrezGene:23636	0	0	-9999	-10000	0	0
UBE2I	0.036	0.007	-9999	-10000	0	0
HDAC7/HDAC3	0.026	0.007	-9999	-10000	0	0
BCL6	0.001	0.095	-9999	-0.51	5	5
HDAC4/CaMK II delta B	0.035	0.012	-9999	-10000	0	0
Hsp90/HDAC6	0.027	0.007	-9999	-10000	0	0
ESR1	0	0.12	-9999	-0.51	7	7
HDAC6/HDAC11	0.049	0.019	-9999	-10000	0	0
Ran/GTP/Exportin 1	0.051	0.044	-9999	-10000	0	0
NPC	0.022	0.002	-9999	-10000	0	0
MEF2C	0.006	0.11	-9999	-0.51	6	6
RAN	0.037	0	-9999	-10000	0	0
HDAC4/MEF2C	0.067	0.095	-9999	-0.27	8	8
GNG2	0.036	0.007	-9999	-10000	0	0
NCOR2	0.03	0.061	-9999	-0.51	2	2
TUBB2A	0.018	0.089	-9999	-0.51	4	4
HDAC11	0.034	0.011	-9999	-10000	0	0
HSP90AA1	0	0	-9999	-10000	0	0
RANBP2	0.037	0.004	-9999	-10000	0	0
ANKRA2	0.033	0.011	-9999	-10000	0	0
RFXANK	0.036	0.006	-9999	-10000	0	0
nuclear import	-0.041	0.021	-9999	-10000	0	0

×

Aurora C signaling

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
INCENP	0.033	0.045	-9999	-0.51	1	1
Aurora C/Aurora B/INCENP	0.06	0.046	-9999	-0.29	2	2
metaphase	0	0	-9999	-10000	0	0
mitosis	0	0	-9999	-10000	0	0
H3F3B	0.017	0.012	-9999	-10000	0	0
AURKB	0.03	0.045	-9999	-0.51	1	1
AURKC	0.037	0	-9999	-10000	0	0

×

Effects of Botulinum toxin

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.Down.Perturbations	Number.of.Total.Perturbations
STX1A	0.008	0.01	-10000	0	-10000	0	0
UniProt:P19321	0	0	-10000	0	-10000	0	0
RIMS1/UNC13B	0.044	0.029	-10000	0	-10000	0	0
STXBP1	0.036	0.012	-10000	0	-10000	0	0
ACh/CHRNA1	0.022	0.039	-10000	0	-0.32	1	1
RAB3GAP2/RIMS1/UNC13B	0.059	0.036	-10000	0	-10000	0	0
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	0.033	0.022	-10000	0	-10000	0	0
mol:ACh	0	0.023	0.088	1	-10000	0	1
RAB3GAP2	0.036	0.006	-10000	0	-10000	0	0
STX1A/SNAP25/VAMP2	0.041	0.056	-10000	0	-10000	0	0
UniProt:P10844	0	0	-10000	0	-10000	0	0
muscle contraction	0.022	0.039	-10000	0	-0.32	1	1
UNC13B	0.031	0.019	-10000	0	-10000	0	0
CHRNA1	0.032	0.046	-10000	0	-0.51	1	1
UniProt:P10845	0	0	-10000	0	-10000	0	0
ACh/Synaptotagmin 1	-0.001	0.083	-10000	0	-0.32	8	8
SNAP25	0.004	0.012	-10000	0	-10000	0	0
VAMP2	0.006	0.005	-10000	0	-10000	0	0
SYT1	-0.005	0.12	-10000	0	-0.51	8	8
UniProt:Q00496	0	0	-10000	0	-10000	0	0
STXIA/STXBP1	0.032	0.016	-10000	0	-10000	0	0
STX1A/SNAP25 fragment 1/VAMP2	0.041	0.056	-10000	0	-10000	0	0

×

Arf1 pathway

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
coatomer protein complex	0.013	0.024	-10000	0	-10000	0	0
EntrezGene:79658	0	0	-10000	0	-10000	0	0
ARF1/GDP/Membrin/GBF1/p115/Brefeldin A	0.011	0.029	-10000	0	-10000	0	0
AP2	0.017	0.053	-10000	0	-0.37	2	2
mol:DAG	0	0	-10000	0	-10000	0	0
Arfaptin 2/Rac/GTP	0.048	0.013	-10000	0	-10000	0	0
CLTB	0.032	0.018	-10000	0	-10000	0	0
coatomer protein complex/ARF1/GTP/ER cargo protein	0.021	0.013	-10000	0	-10000	0	0
CD4	0.033	0.015	-10000	0	-10000	0	0
CLTA	0.033	0.012	-10000	0	-10000	0	0
mol:GTP	-0.002	0.003	-10000	0	-10000	0	0
ARFGAP1	0.01	0.002	-10000	0	-10000	0	0
mol:PI-4-5-P2	0.007	0.024	-10000	0	-0.18	2	2
ARF1/GTP	0.021	0.015	-10000	0	-10000	0	0
coatomer protein complex/ARF1/GTP/ARF-GAP1/ER cargo protein	0.014	0.022	0.17	2	-10000	0	2
mol:Choline	0.006	0.025	-10000	0	-0.19	2	2
mol:GDP	0	0	-10000	0	-10000	0	0
ARF1	0.037	0.006	-10000	0	-10000	0	0
DDEF1	0.006	0.019	-10000	0	-0.19	1	1
ARF1/GDP	0.005	0.019	-10000	0	-10000	0	0
AP2M1	0.009	0.062	-10000	0	-0.51	2	2
EntrezGene:1313	0	0	-10000	0	-10000	0	0
actin filament polymerization	0.016	0.005	-10000	0	-10000	0	0
Rac/GTP	0.027	0.006	-10000	0	-10000	0	0
ARF1/GTP/GGA3/ARF-GAP1	0.048	0.03	-10000	0	-0.28	1	1
ARFIP2	0.03	0.019	-10000	0	-10000	0	0
COPA	0.035	0.009	-10000	0	-10000	0	0
RAC1	0.036	0.007	-10000	0	-10000	0	0
ARF1/GTP/coatomer protein complex	0.018	0.038	-10000	0	-10000	0	0
ARF1/GTP/ARHGAP10	0.024	0.005	-10000	0	-10000	0	0
GGA3	0.033	0.044	-10000	0	-0.51	1	1
ARF1/GTP/Membrin	0.024	0.044	-10000	0	-0.23	4	4
AP2A1	0.034	0.017	-10000	0	-10000	0	0
coatomer protein complex/ARF1/GTP/ARF-GAP1	0.013	0.032	-10000	0	-10000	0	0
ARF1/GDP/Membrin	0.025	0.049	-10000	0	-0.26	4	4
Arfaptin 2/Rac/GDP	0.047	0.012	-10000	0	-10000	0	0
CYTH2	-0.002	0.003	-10000	0	-10000	0	0
ARF1/GTP/GGA3	0.045	0.032	-10000	0	-0.33	1	1
mol:ATP	0	0	-10000	0	-10000	0	0
Rac/GDP	0.027	0.005	-10000	0	-10000	0	0
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	0.007	0.038	-10000	0	-0.34	1	1
PLD2	0.006	0.025	-10000	0	-0.19	2	2
ARF-GAP1/v-SNARE	0.01	0.002	-10000	0	-10000	0	0
PIP5K1A	0.007	0.024	-10000	0	-0.18	2	2
ARF1/GTP/Membrin/GBF1/p115	0.016	0.028	-10000	0	-10000	0	0
mol:Phosphatic acid	0	0	-10000	0	-10000	0	0
mol:Phosphatidic acid	0.006	0.025	-10000	0	-0.19	2	2
KDEL Receptor/Ligand/ARF-GAP1	0.01	0.002	-10000	0	-10000	0	0
GOSR2	0.01	0.047	-10000	0	-0.32	3	3
USO1	0.003	0.011	-10000	0	-0.086	2	2
GBF1	0.008	0.054	-10000	0	-0.32	4	4
ARF1/GTP/Arfaptin 2	0.047	0.015	-10000	0	-10000	0	0
CD4/HIV Nef/AP2/vacuolar proton-transporting V-type ATPase complex	0.024	0.054	-10000	0	-0.32	2	2