Multi-omics data integration analysis identifies the spliceosome as a key regulator of DNA double-strand break repair

Author:

Sherill-Rofe Dana1,Raban Oded23,Findlay Steven24,Rahat Dolev15,Unterman Irene1,Samiei Arash23,Yasmeen Amber23,Kaiser Zafir67,Kuasne Hellen67,Park Morag678,Foulkes William D910,Bloch Idit1,Zick Aviad11ORCID,Gotlieb Walter H3,Tabach Yuval1ORCID,Orthwein Alexandre238ORCID

Affiliation:

1. Department of Developmental Biology and Cancer Research, Institute for Medical Research Israel-Canada, Hebrew University of Jerusalem-Hadassah Medical School, Jerusalem 91120, Israel

2. Lady Davis Institute for Medical Research, Segal Cancer Centre, Jewish General Hospital, 3755 Chemin de la Côte-Sainte-Catherine, Montréal, QC H3T 1E2, Canada

3. Division of Gynecology Oncology, Segal Cancer Center, Jewish General Hospital, McGill University, Montreal, QC H3T 1E2, Canada

4. Division of Experimental Medicine, McGill University, Montreal, QC H4A 3J1, Canada

5. Department of Genetics, Hadassah Medical Organization, Faculty of Medicine, Hebrew University of Jerusalem, Jerusalem 91120, Israel

6. Department of Biochemistry, McGill University, Montreal, QC H3G 1Y6, Canada

7. Goodman Cancer Research Centre, McGill University, Montreal, QC H3A 1A3, Canada

8. Gerald Bronfman Department of Oncology, McGill University, Montréal, QC H4A 3T2, Canada

9. The Research Institute of the McGill University Health Centre, Montreal, QC H4A 3J1, Canada

10. Department of Human Genetics, McGill University, Montreal, QC H4A 3J1, Canada

11. Department of Oncology, Hadassah Medical Center, Faculty of Medicine, Hebrew University of Jerusalem, Ein-Kerem, Jerusalem 91120, Israel

Abstract

Abstract DNA repair by homologous recombination (HR) is critical for the maintenance of genome stability. Germline and somatic mutations in HR genes have been associated with an increased risk of developing breast (BC) and ovarian cancers (OvC). However, the extent of factors and pathways that are functionally linked to HR with clinical relevance for BC and OvC remains unclear. To gain a broader understanding of this pathway, we used multi-omics datasets coupled with machine learning to identify genes that are associated with HR and to predict their sub-function. Specifically, we integrated our phylogenetic-based co-evolution approach (CladePP) with 23 distinct genetic and proteomic screens that monitored, directly or indirectly, DNA repair by HR. This omics data integration analysis yielded a new database (HRbase) that contains a list of 464 predictions, including 76 gold standard HR genes. Interestingly, the spliceosome machinery emerged as one major pathway with significant cross-platform interactions with the HR pathway. We functionally validated 6 spliceosome factors, including the RNA helicase SNRNP200 and its co-factor SNW1. Importantly, their RNA expression correlated with BC/OvC patient outcome. Altogether, we identified novel clinically relevant DNA repair factors and delineated their specific sub-function by machine learning. Our results, supported by evolutionary and multi-omics analyses, suggest that the spliceosome machinery plays an important role during the repair of DNA double-strand breaks (DSBs).

Funder

Israel Cancer Research Fund

Cole Foundation

CCSRI Innovation

Sir Mortimer B. Davis Foundation

Jewish General

Israel Science Foundation

Israel Precision Medicine Partnership

Israel Innovation Authority

ICRF, Fonds de la recherche du Québec-Santé

Gloria's Girls

Susan and Jonathan Wener

Publisher

Oxford University Press (OUP)

Subject

General Medicine

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3