학술논문

Genomic and Molecular Landscape of DNA Damage Repair Deficiency across The Cancer Genome Atlas
Document Type
article
Author
Knijnenburg, Theo AWang, LinghuaZimmermann, Michael TChambwe, NyashaGao, Galen FCherniack, Andrew DFan, HuihuiShen, HuiWay, Gregory PGreene, Casey SLiu, YuexinAkbani, RehanFeng, BinDonehower, Lawrence AMiller, ChaseShen, YangKarimi, MostafaChen, HaoranKim, PoraJia, PeilinShinbrot, EveZhang, ShaojunLiu, JianfangHu, HaiBailey, Matthew HYau, ChristinaWolf, DeniseZhao, ZhongmingWeinstein, John NLi, LeiDing, LiMills, Gordon BLaird, Peter WWheeler, David AShmulevich, IlyaNetwork, The Cancer Genome Atlas ResearchCaesar-Johnson, Samantha JDemchok, John AFelau, InaKasapi, MelpomeniFerguson, Martin LHutter, Carolyn MSofia, Heidi JTarnuzzer, RoyWang, ZhiningYang, LimingZenklusen, Jean CZhang, JiashanChudamani, SudhaLiu, JiaLolla, LaxmiNaresh, RashiPihl, ToddSun, QiangWan, YunhuWu, YeCho, JuokDeFreitas, TimothyFrazer, ScottGehlenborg, NilsGetz, GadHeiman, David IKim, JaegilLawrence, Michael SLin, PeiMeier, SamNoble, Michael SSaksena, GordonVoet, DougZhang, HaileiBernard, BradyDhankani, VarshaKnijnenburg, TheoKramer, RogerLeinonen, KalleMiller, MichaelReynolds, SheilaThorsson, VesteinnZhang, WeiBroom, Bradley MHegde, Apurva MJu, ZhenlinKanchi, Rupa SKorkut, AnilLi, JunLiang, HanLing, ShiyunLiu, WenbinLu, YilingNg, Kwok-ShingRao, ArvindRyan, MichaelWang, JingZhang, Jiexin
Source
Cell Reports. 23(1)
Subject
Biological Sciences
Bioinformatics and Computational Biology
Genetics
Ovarian Cancer
Genetic Testing
Human Genome
Rare Diseases
Cancer
Biotechnology
Aetiology
2.1 Biological and endogenous factors
Cell Line
Tumor
DNA Damage
Gene Silencing
Genome
Human
Humans
Loss of Heterozygosity
Machine Learning
Mutation
Neoplasms
Recombinational DNA Repair
Tumor Suppressor Proteins
Cancer Genome Atlas Research Network
DNA damage footprints
DNA damage repair
The Cancer Genome Atlas PanCanAtlas project
epigenetic silencing
integrative statistical analysis
mutational signatures
protein structure analysis
somatic copy-number alterations
somatic mutations
Biochemistry and Cell Biology
Medical Physiology
Biological sciences
Language
Abstract
DNA damage repair (DDR) pathways modulate cancer risk, progression, and therapeutic response. We systematically analyzed somatic alterations to provide a comprehensive view of DDR deficiency across 33 cancer types. Mutations with accompanying loss of heterozygosity were observed in over 1/3 of DDR genes, including TP53 and BRCA1/2. Other prevalent alterations included epigenetic silencing of the direct repair genes EXO5, MGMT, and ALKBH3 in ∼20% of samples. Homologous recombination deficiency (HRD) was present at varying frequency in many cancer types, most notably ovarian cancer. However, in contrast to ovarian cancer, HRD was associated with worse outcomes in several other cancers. Protein structure-based analyses allowed us to predict functional consequences of rare, recurrent DDR mutations. A new machine-learning-based classifier developed from gene expression data allowed us to identify alterations that phenocopy deleterious TP53 mutations. These frequent DDR gene alterations in many human cancers have functional consequences that may determine cancer progression and guide therapy.