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Tutorial: BoF Bioc2017: Analyzing publicly available cancer genomics data from GTEx and TCGA with Bioconductor
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11 weeks ago by
shepherl ♦♦ 470
shepherl ♦♦ 470 wrote:

Notes from the BoF Bioc2017 Discussions Courtesy of moderator Sonali Arora

BioC2017_TCGA_GTEx_BOF

This repository contains a brief outline for a "Birds-of-Feather" (BOF) session to meet and discuss analyzing publicly available cancer data from TCGA & GTEx

TCGA data

  1. 39 projects

  2. 29 primary sites

  3. 14551 cases

  4. 274,724 files

  5. 22,144 genes

  6. 3,115,606 mutations

GTEx data

  1. 53 tissues

  2. 544 donors

  3. 8555 samples

Sources for getting TCGA data

  1. NCI's Genomic Data Commons (GDC) website

  2. Nice interactive way of choosing samples, create a manifest file , and then download using gdc data transfer tool.

  3. NCI Cancer Genomics Cloud (CGC) pilots

  4. Broad Institute - FireCloud

  5. Institute for Systems Biology-CGC

  6. Seven Bridges Genomics CGC

  7. NCI CGC Workshop/Tutorials by Team CGC

  8. NCI CGC Introduction PPT

  9. TCGAbiolinks

  10. Recount2 

    + data is made available as a Bioconductor RangedSummarizedExperiment object.

    + data from select publications is also available

    + gene level and exon level data is present.

  1. RTCGAToolbox

  2. UCSC Xena Server

  3. contains data from other sources too such as ICGC, TARGET, GTEx , TOIL

  4. RNASeq data is present as log2(RPKM+1),no raw read counts to use as input for edgeR or DESeq2

  5. mutation data, copy number data, protein expression RRPA, DNA methylation, miRNA isoform expression data.

  6. ExperimentHub() contains raw RNASeq gene counts from TCGA. GSE62944

```{r eval=FALSE}

library(ExperimentHub)

eh = ExperimentHub()

query(eh, "TCGA")

tumor_samples = eh[["EH164"]]

normal_sample = eh[["EH165"]]

```

  1. Re-normalize RNASeq data from TCGA using kallisto can be found here

Sources for getting GTEx data

  1. GTEx website

  2. Recount2

  3. Coming Soon!! will be added to ExperimentHub()

What kind of analysis do you typically do with TCGA/GTEx data ? Packages being used ?

  1. clustering of samples/ genes - PCA plots.

  2. differenrial expression analysis between 2 chosen groups?0 using RNASeq data

  3. mutation analysis

Other publicly available databases for Cancer / Cool resources for studying cancer

Acknowledgements

  1. Martin Morgan & the Core Bioconductor Team

  2. GTEx Project - The Genotype-Tissue Expression (GTEx) Project was supported by the Common Fund of the Office of the Director of the National Institutes of Health, and by NCI, NHGRI, NHLBI, NIDA, NIMH, and NINDS. The data used for the analyses described in this manuscript were obtained from: [insert, where appropriate] the GTEx Portal on MM/DD/YY and/or dbGaP accession number phs000424.vN.pN on MM/DD/YYYY.

  3. TCGA data discussed here is generated by the TCGA Research Network: http://cancergenome.nih.gov/.

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