Colon Adenocarcinoma: Correlation between mRNA expression and DNA methylation
(primary solid tumor cohort)
Maintained by Richard Park (Boston University/Harvard Medical School)
Overview
Introduction

The role of general epigenetic mechanisms in carcinogenesis and tumor aggressiveness is well documented: CpG island hyper-methylation silences tumor suppressor genes, whereas hypo-methylation promotes the transcriptional activation of oncogenes and induces chromosomal instability. This pipeline calculates and identifies correlations between DNA methylation and gene expression profiles using the available array technologies.

Summary

The top 25 correlated methylation probes per gene are displayed. Total number of matched samples = 189. Number of gene expression samples = 192. Number of methylation samples = 189.

Results
Correlation Histogram

Figure 1.  Histogram of methylation correlation values. n is the number of matched samples between Level 3 CpG site methylation and Level 3 gene expression arrays. Number of Matched Samples = 189

Qvalue Summary Plots

Figure 2.  Plot 1. The estimated pi_0 versus the tuning parameter lambda. Plot 2. The q-values versus the p-values. Plot 3. The number of significant tests versus each q-value cutoff. Plot 4. The number of expected false positives versus the number of significant tests.The first is a plot of the estimate of pi_0 versus its tuning parameter lambda. In most cases, as lambda gets larger, the bias of the estimate decreases, yet the variance increases. Comparing your estimate of pi_0 to this plot allows one to guage its quality. The remaining three plots show how many tests are significant, as well as how many false positives to expect for each q-value cut-off.

Negative Correlation between Methylation and Gene Expression

Table 1.  Get Full Table Top 25 most negatively correlated methylation probes. Correlation Coefficient: See Methods & Data below. Pval and Qval: P- and Q-values of the correlation coefficient. Expression Mean: mean detection level of gene expression probes. Methylation Mean: mean detection level of CpG methylation probes.

Meth_Probe Gene Chrom Position Corr_Coeff Pval Qval Expr_Mean Meth_Mean
cg11763394 LOC654433 2 113992921 -0.84 0 0 6.608 0.713758
cg25732104 GJB5 1 35220710 -0.83 0 0 NA 0.675659
cg05218245 LY6G6D 6 31683352 -0.81 0 0 NA 0.636678
cg21627760 ZNF304 19 57862638 -0.81 0 0 5.515 0.485325
cg13101072 FAM50B 6 3849818 -0.81 0 0 5.412 0.640938
cg16430166 KIAA1383 1 232941468 -0.81 6.6e-45 6.5e-45 4.327 0.522042
cg19817882 LEFTY1 1 226075069 -0.81 0 0 8.819 0.724477
cg21645164 CHFR 12 133464327 -0.81 0 0 8.172 0.339890
cg20953047 PIGR 1 207120022 -0.8 0 0 13.939 0.702316
cg02343823 ZNF300 5 150284419 -0.8 0 0 4.361 0.662821
cg25963041 ZFP28 19 57049777 -0.8 0 0 4.953 0.445785
cg23484087 ZNF256 19 58459097 -0.79 0 0 4.607 0.365314
cg07693270 RPL39L 3 186856928 -0.79 0 0 4.798 0.682694
cg03669949 DDX43 6 74104426 -0.79 2.8e-34 2.8e-34 NA 0.826202
cg11398523 FUZ 19 50316423 -0.78 0 0 6.190 0.350713
cg02612618 ZNF43 19 22018605 -0.78 0 0 5.920 0.406971
cg09035699 ACSL6 5 131310461 -0.78 0 0 NA 0.570706
cg25784220 ZSCAN18 19 58609602 -0.78 0 0 7.427 0.466541
cg01601746 ZNF549 19 58038689 -0.78 0 0 4.883 0.456792
cg02835214 ZNF134 19 58125672 -0.78 0 0 5.706 0.337447
cg01226614 SERP2 13 44947593 -0.78 0 0 4.733 0.539818
cg04793813 MT1E 16 56659964 -0.78 0 0 8.658 0.375482
cg01584473 MUC17 7 100663367 -0.78 0 0 NA 0.664750
cg01832005 C3orf14 3 62304779 -0.78 0 0 4.826 0.477976
cg08058988 TDGF1 3 46621936 -0.78 0 0 NA 0.613588
cg14830003 DNALI1 1 38022657 -0.77 0 0 5.396 0.751504
Methods & Data
Input

Methylation Array Platforms: Illumina Infinium HumanMethylation27, Illumina DNA Methylation OMA002, Illumina DNA Methylation OMA003

  • methylation file = /xchip/cga/gdac-prod/tcga-gdac/jobResults/GDAC_MethylationPreprocess/COAD-TP/2904199/0.GDAC_MethylationPreprocess.Finished/COAD-TP.meth.for_correlation.filtered_data.txt

Gene Expression Platforms: Agilent 244K Gene Expression G4502A-07-1, Agilent 244K Gene Expression G4502A-07-2, Agilent 244K Gene Expression G4502A-07-3, Affymetrix Human Exon 1.0 ST Array, Affymetrix HT Human Genome U133 Array

  • gene expression file = /xchip/cga/gdac-prod/tcga-gdac/jobResults/mRNAseq_preprocessor/COAD-TP/2843325/COAD-TP.uncv2.mRNAseq_RSEM_normalized_log2.txt

Correlation Coefficient

Level 3 methylation and gene expression arrays were paired on the basis of Entrez Gene ID concordance. The association between CpG site methylation and the level of expression of the corresponding genes was determined by calculating a correlation measure between the two platforms.

  • correlation measure = Spearman

Download Results

This is an experimental feature. The full results of the analysis summarized in this report can be downloaded from the TCGA Data Coordination Center.