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Genomic basis for RNA alterations in cancer

Author

Listed:
  • Claudia Calabrese

    (European Bioinformatics Institute)

  • Natalie R. Davidson

    (ETH Zurich
    Memorial Sloan Kettering Cancer Center
    Weill Cornell Medical College
    SIB Swiss Institute of Bioinformatics)

  • Deniz Demircioğlu

    (National University of Singapore
    Genome Institute of Singapore)

  • Nuno A. Fonseca

    (European Bioinformatics Institute)

  • Yao He

    (Peking University)

  • André Kahles

    (ETH Zurich
    Memorial Sloan Kettering Cancer Center
    SIB Swiss Institute of Bioinformatics
    University Hospital Zurich)

  • Kjong-Van Lehmann

    (ETH Zurich
    Memorial Sloan Kettering Cancer Center
    SIB Swiss Institute of Bioinformatics
    University Hospital Zurich)

  • Fenglin Liu

    (Peking University)

  • Yuichi Shiraishi

    (The University of Tokyo)

  • Cameron M. Soulette

    (University of California, Santa Cruz)

  • Lara Urban

    (European Bioinformatics Institute)

  • Liliana Greger

    (European Bioinformatics Institute)

  • Siliang Li

    (BGI-Shenzhen
    China National GeneBank-Shenzhen)

  • Dongbing Liu

    (BGI-Shenzhen
    China National GeneBank-Shenzhen)

  • Marc D. Perry

    (Ontario Institute for Cancer Research, Toronto
    University of California, San Francisco)

  • Qian Xiang

    (Ontario Institute for Cancer Research, Toronto)

  • Fan Zhang

    (Peking University)

  • Junjun Zhang

    (Ontario Institute for Cancer Research, Toronto)

  • Peter Bailey

    (University of Glasgow)

  • Serap Erkek

    (Genome Biology Unit)

  • Katherine A. Hoadley

    (The University of North Carolina at Chapel Hill)

  • Yong Hou

    (BGI-Shenzhen
    China National GeneBank-Shenzhen)

  • Matthew R. Huska

    (Max Delbruck Center for Molecular Medicine)

  • Helena Kilpinen

    (University College London)

  • Jan O. Korbel

    (Genome Biology Unit)

  • Maximillian G. Marin

    (University of California, Santa Cruz)

  • Julia Markowski

    (Max Delbruck Center for Molecular Medicine)

  • Tannistha Nandi

    (Genome Institute of Singapore)

  • Qiang Pan-Hammarström

    (BGI-Shenzhen
    Karolinska Institutet)

  • Chandra Sekhar Pedamallu

    (Broad Institute
    Dana-Farber Cancer Institute
    Harvard Medical School)

  • Reiner Siebert

    (Ulm University and Ulm University Medical Center)

  • Stefan G. Stark

    (ETH Zurich
    Memorial Sloan Kettering Cancer Center
    SIB Swiss Institute of Bioinformatics
    University Hospital Zurich)

  • Hong Su

    (BGI-Shenzhen
    China National GeneBank-Shenzhen)

  • Patrick Tan

    (Genome Institute of Singapore
    Duke-NUS Medical School)

  • Sebastian M. Waszak

    (Genome Biology Unit)

  • Christina Yung

    (Ontario Institute for Cancer Research, Toronto)

  • Shida Zhu

    (BGI-Shenzhen
    China National GeneBank-Shenzhen)

  • Philip Awadalla

    (Ontario Institute for Cancer Research, Toronto
    University of Toronto)

  • Chad J. Creighton

    (Baylor College of Medicine)

  • Matthew Meyerson

    (Broad Institute
    Dana-Farber Cancer Institute
    Harvard Medical School)

  • B. F. Francis Ouellette

    (University of Toronto, Toronto)

  • Kui Wu

    (BGI-Shenzhen
    China National GeneBank-Shenzhen)

  • Huanming Yang

    (BGI-Shenzhen)

  • Alvis Brazma

    (European Bioinformatics Institute)

  • Angela N. Brooks

    (University of California, Santa Cruz
    Broad Institute
    Dana-Farber Cancer Institute)

  • Jonathan Göke

    (Genome Institute of Singapore
    National Cancer Centre Singapore)

  • Gunnar Rätsch

    (ETH Zurich
    Memorial Sloan Kettering Cancer Center
    Weill Cornell Medical College
    SIB Swiss Institute of Bioinformatics)

  • Roland F. Schwarz

    (European Bioinformatics Institute
    Max Delbruck Center for Molecular Medicine
    German Cancer Consortium (DKTK)
    German Cancer Research Center (DKFZ))

  • Oliver Stegle

    (European Bioinformatics Institute
    Genome Biology Unit
    German Cancer Research Center (DKFZ))

  • Zemin Zhang

    (Peking University)

Abstract

Transcript alterations often result from somatic changes in cancer genomes1. Various forms of RNA alterations have been described in cancer, including overexpression2, altered splicing3 and gene fusions4; however, it is difficult to attribute these to underlying genomic changes owing to heterogeneity among patients and tumour types, and the relatively small cohorts of patients for whom samples have been analysed by both transcriptome and whole-genome sequencing. Here we present, to our knowledge, the most comprehensive catalogue of cancer-associated gene alterations to date, obtained by characterizing tumour transcriptomes from 1,188 donors of the Pan-Cancer Analysis of Whole Genomes (PCAWG) Consortium of the International Cancer Genome Consortium (ICGC) and The Cancer Genome Atlas (TCGA)5. Using matched whole-genome sequencing data, we associated several categories of RNA alterations with germline and somatic DNA alterations, and identified probable genetic mechanisms. Somatic copy-number alterations were the major drivers of variations in total gene and allele-specific expression. We identified 649 associations of somatic single-nucleotide variants with gene expression in cis, of which 68.4% involved associations with flanking non-coding regions of the gene. We found 1,900 splicing alterations associated with somatic mutations, including the formation of exons within introns in proximity to Alu elements. In addition, 82% of gene fusions were associated with structural variants, including 75 of a new class, termed ‘bridged’ fusions, in which a third genomic location bridges two genes. We observed transcriptomic alteration signatures that differ between cancer types and have associations with variations in DNA mutational signatures. This compendium of RNA alterations in the genomic context provides a rich resource for identifying genes and mechanisms that are functionally implicated in cancer.

Suggested Citation

  • Claudia Calabrese & Natalie R. Davidson & Deniz Demircioğlu & Nuno A. Fonseca & Yao He & André Kahles & Kjong-Van Lehmann & Fenglin Liu & Yuichi Shiraishi & Cameron M. Soulette & Lara Urban & Liliana , 2020. "Genomic basis for RNA alterations in cancer," Nature, Nature, vol. 578(7793), pages 129-136, February.
  • Handle: RePEc:nat:nature:v:578:y:2020:i:7793:d:10.1038_s41586-020-1970-0
    DOI: 10.1038/s41586-020-1970-0
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    Citations

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    Cited by:

    1. Zijie Jin & Wenjian Huang & Ning Shen & Juan Li & Xiaochen Wang & Jiqiao Dong & Peter J. Park & Ruibin Xi, 2022. "Single-cell gene fusion detection by scFusion," Nature Communications, Nature, vol. 13(1), pages 1-12, December.
    2. Arashdeep Singh & Arati Rajeevan & Vishaka Gopalan & Piyush Agrawal & Chi-Ping Day & Sridhar Hannenhalli, 2022. "Broad misappropriation of developmental splicing profile by cancer in multiple organs," Nature Communications, Nature, vol. 13(1), pages 1-18, December.
    3. Ting Fu & Kofi Amoah & Tracey W. Chan & Jae Hoon Bahn & Jae-Hyung Lee & Sari Terrazas & Rockie Chong & Sriram Kosuri & Xinshu Xiao, 2024. "Massively parallel screen uncovers many rare 3′ UTR variants regulating mRNA abundance of cancer driver genes," Nature Communications, Nature, vol. 15(1), pages 1-20, December.
    4. Christos Miliotis & Yuling Ma & Xanthi-Lida Katopodi & Dimitra Karagkouni & Eleni Kanata & Kaia Mattioli & Nikolas Kalavros & Yered H. Pita-Juárez & Felipe Batalini & Varune R. Ramnarine & Shivani Nan, 2024. "Determinants of gastric cancer immune escape identified from non-coding immune-landscape quantitative trait loci," Nature Communications, Nature, vol. 15(1), pages 1-15, December.

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