Skin Cutaneous Melanoma: Correlations between copy number and mRNAseq expression
(NRAS_Hotspot_Mutants cohort)
Maintained by TCGA GDAC Team (Broad Institute/MD Anderson Cancer Center/Harvard Medical School)
Overview
Introduction

A TCGA sample is profiled to detect the copy number variations and expressions of genes. This pipeline attempts to correlate copy number and Rnaseq data of genes across samples to determine if the copy number variations also result in differential expressions. This report contains the calculated correlation coefficients based on measurements of genomic copy number (log2) values and RNAseq expression of the corresponding feature across patients. High positive/low negative correlation coefficients indicate that genomic alterations result in differences in the expressions of mRNAseq the genomic regions transcribe.

Summary

The correlation coefficients in 10, 20, 30, 40, 50, 60, 70, 80, 90 percentiles are 959.4, 2129.8, 2860, 3533.6, 4200, 4883, 5591.8, 6317, 7136, respectively.

Results
Correlation results

Number of genes and samples used for the calculation are shown in Table 1. Figure 1 shows the distribution of calculated correlation coefficients and quantile-quantile plot of the calculated correlation coefficients against a normal distribution. Table 2 shows the top 20 features ordered by the value of correlation coefficients.

Table 1.  Counts of mRNAseq and number of samples in copy number and expression data sets and common to both

Category Copy number Expression Common
Sample 62 62 62
Genes 23778 18037 17945

Figure 1.  Summary figures. Left: histogram showing the distribution of the calculated correlations across samples for all Genes. Right: QQ plot of the calculated correlations across samples. The QQ plot is used to plot the quantiles of the calculated correlation coefficients against that derived from a normal distribution. Points deviating from the blue line indicate deviation from normality.

Table 2.  Get Full Table Top 20 features (defined by the feature column) ranked by correlation coefficients

Locus ID Gene Symbol Cytoband cor p-value q-value
6418 SET 9q34.11 0.8378 0 0
23353 SUN1 7p22.3 0.836 0 0
63915 MUTED 6p24.3 0.8271 0 0
51406 NOL7 6p23 0.8257 0 0
10048 RANBP9 6p23 0.8233 2.22044604925031e-16 1.19116973844674e-13
6046 BRD2 6p21.32 0.823 2.22044604925031e-16 1.19116973844674e-13
6257 RXRB 6p21.32 0.8228 2.22044604925031e-16 1.19116973844674e-13
6780 STAU1 20q13.13 0.8221 2.22044604925031e-16 1.19116973844674e-13
11269 DDX19B 16q22.1 0.822 2.22044604925031e-16 1.19116973844674e-13
7326 UBE2G1 17p13.2 0.822 2.22044604925031e-16 1.19116973844674e-13
23265 EXOC7 17q25.1 0.8219 2.22044604925031e-16 1.19116973844674e-13
152006 RNF38 9p13.2 0.8213 4.44089209850063e-16 1.63785839036427e-13
1211 CLTA 9p13.3 0.8199 4.44089209850063e-16 1.63785839036427e-13
4927 NUP88 17p13.2 0.8184 4.44089209850063e-16 1.63785839036427e-13
2547 XRCC6 22q13.2 0.818 4.44089209850063e-16 1.63785839036427e-13
1432 MAPK14 6p21.31 0.8172 4.44089209850063e-16 1.63785839036427e-13
5515 PPP2CA 5q31.1 0.8136 8.88178419700125e-16 2.91174824953648e-13
2665 GDI2 10p15.1 0.813 8.88178419700125e-16 2.91174824953648e-13
9440 MED17 11q21 0.812 1.33226762955019e-15 4.13774751249921e-13
11091 WDR5 9q34.2 0.807 2.22044604925031e-15 6.55143356145708e-13
Methods & Data
Input

Gene level (TCGA Level III) mRNAseq expression data and copy number data of corresponding gene derived by GISTIC pipelinePearson correlation coefficients were calculated for each pair of genes shared by the two data sets across all the samples that were common.

Correlation across sample

Pairwise correlations between the log2 copy numbers and expressions of each gene across samples were calculated using Pearson correlation.

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.