Colon/Rectal 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 = 239. Number of gene expression samples = 243. Number of methylation samples = 239.

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 = 239

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
cg12889195 LOC654433 2 113992843 -0.86 0 0 6.650 0.710598
cg13101072 FAM50B 6 3849818 -0.83 0 0 5.485 0.628812
cg05218245 LY6G6D 6 31683352 -0.82 0 0 NA 0.607076
cg16430166 KIAA1383 1 232941468 -0.82 3.9e-59 3.1e-59 4.299 0.531084
cg25732104 GJB5 1 35220710 -0.82 1.3e-55 1.1e-55 NA 0.684182
cg19817882 LEFTY1 1 226075069 -0.81 0 0 9.102 0.710770
cg20953047 PIGR 1 207120022 -0.81 0 0 13.594 0.714385
cg01832005 C3orf14 3 62304779 -0.81 0 0 4.948 0.471404
cg18237551 ZNF300 5 150284600 -0.81 0 0 4.517 0.533537
cg23484087 ZNF256 19 58459097 -0.81 0 0 4.730 0.359674
cg21627760 ZNF304 19 57862638 -0.81 0 0 5.618 0.472631
cg20607331 ZNF549 19 58038621 -0.8 0 0 5.042 0.457190
cg22054362 ZFP28 19 57050367 -0.8 0 0 5.083 0.302332
cg14830003 DNALI1 1 38022657 -0.8 0 0 5.505 0.741483
cg02125271 SNRPN 15 25200406 -0.79 0 0 8.694 0.747035
cg09360501 ZNF43 19 22018958 -0.79 0 0 6.043 0.425931
cg18533833 CHFR 12 133464613 -0.79 0 0 8.225 0.195971
cg01226614 SERP2 13 44947593 -0.79 0 0 4.768 0.540931
cg03669949 DDX43 6 74104426 -0.79 1.1e-43 9.1e-44 NA 0.833768
cg12889195 PAX8 2 113992843 -0.79 1.3e-51 1e-51 6.444 0.710598
cg16363586 BST2 19 17516329 -0.78 0 0 9.973 0.594618
cg25784220 ZSCAN18 19 58609602 -0.78 0 0 7.517 0.459515
cg08058988 TDGF1 3 46621936 -0.78 0 0 NA 0.597503
cg01584473 MUC17 7 100663367 -0.78 0 0 NA 0.664870
cg07693270 RPL39L 3 186856928 -0.78 0 0 4.981 0.673565
cg02835214 ZNF134 19 58125672 -0.78 0 0 5.894 0.306279
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/COADREAD-TP/2904206/0.GDAC_MethylationPreprocess.Finished/COADREAD-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/COADREAD-TP/2843419/COADREAD-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.