Rectum 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 = 50. Number of gene expression samples = 51. Number of methylation samples = 50.

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 = 50

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
--- | --- | --- | --- | --- | --- | --- | --- | ---
cg01832005 | C3orf14 | 3 | 62304779 | -0.92 | 0 | 0 | 5.4057 | 0.446565
cg23659062 | DUSP27 | 1 | 167088658 | -0.92 | 0 | 0 | 7.0618 | 0.754537
cg12889195 | LOC654433 | 2 | 113992843 | -0.91 | 0 | 0 | 6.8069 | 0.697275
cg11103390 | ECHDC3 | 10 | 11784920 | -0.9 | 0 | 0 | 5.4130 | 0.612148
cg12889195 | PAX8 | 2 | 113992843 | -0.89 | 0 | 0 | 6.5706 | 0.697275
cg21614638 | DAPP1 | 4 | 100737821 | -0.89 | 0 | 0 | 5.9773 | 0.605434
cg14830003 | DNALI1 | 1 | 38022657 | -0.89 | 0 | 0 | 5.9173 | 0.703606
cg18301583 | ZNF415 | 19 | 53635967 | -0.89 | 0 | 0 | 5.7789 | 0.490682
cg22054362 | ZFP28 | 19 | 57050367 | -0.89 | 0 | 0 | 5.5725 | 0.311231
cg13289019 | FAM50B | 6 | 3849350 | -0.89 | 0 | 0 | 5.7601 | 0.471560
cg04675542 | ZNF300 | 5 | 150284416 | -0.88 | 0 | 0 | 5.1072 | 0.539913
cg09360501 | ZNF43 | 19 | 22018958 | -0.88 | 0 | 0 | 6.5055 | 0.382839
cg02125271 | SNRPN | 15 | 25200406 | -0.87 | 0 | 0 | 8.8726 | 0.730120
cg26475649 | C16orf62 | 16 | 19567354 | -0.87 | 0 | 0 | 8.6797 | 0.509712
cg23484087 | ZNF256 | 19 | 58459097 | -0.87 | 0 | 0 | 5.1975 | 0.338356
cg07713896 | FAM92A1 | 8 | 94712367 | -0.86 | 0 | 0 | 7.5620 | 0.247935
cg01827248 | NKD1 | 16 | 50584552 | -0.86 | 0 | 0 | 9.6272 | 0.680713
cg02738255 | PYGB | 20 | 25231685 | -0.86 | 0 | 0 | 13.3449 | 0.664096
cg20607331 | ZNF549 | 19 | 58038621 | -0.86 | 0 | 0 | 5.6434 | 0.389497
cg01333788 | GJB5 | 1 | 35220814 | -0.86 | 0 | 0 | NA | 0.656582
cg10410852 | PLA2G12B | 10 | 74714308 | -0.86 | 0 | 0 | NA | 0.543340
cg17981101 | MUC17 | 7 | 100663239 | -0.86 | 0 | 0 | 7.6493 | 0.729594
cg16021126 | SERP2 | 13 | 44947611 | -0.85 | 0 | 0 | 4.9023 | 0.422349
cg18379624 | COG3 | 13 | 46038841 | -0.85 | 0 | 0 | 10.3176 | 0.029573
cg16430166 | KIAA1383 | 1 | 232941468 | -0.85 | 0 | 0 | 4.1941 | 0.565264
cg08271804 | ZNF492 | 19 | 22816896 | -0.84 | 0 | 0 | NA | 0.552436

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/READ-TP/2904211/0.GDAC_MethylationPreprocess.Finished/READ-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/READ-TP/2844856/READ-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.

- Analysis Results (MD5 checksum)

- Auxiliary Data (MD5 checksum)

- MAGE-TAB File (MD5 checksum)

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