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Prioritization of cancer therapeutic targets using CRISPR–Cas9 screens

Author

Listed:
  • Fiona M. Behan

    (Wellcome Sanger Institute
    Open Targets)

  • Francesco Iorio

    (Wellcome Sanger Institute
    Open Targets
    European Bioinformatics Institute)

  • Gabriele Picco

    (Wellcome Sanger Institute)

  • Emanuel Gonçalves

    (Wellcome Sanger Institute)

  • Charlotte M. Beaver

    (Wellcome Sanger Institute)

  • Giorgia Migliardi

    (Candiolo Cancer Institute-FPO, IRCCS
    University of Torino)

  • Rita Santos

    (GlaxoSmithKline Research and Development)

  • Yanhua Rao

    (GlaxoSmithKline Research and Development)

  • Francesco Sassi

    (Candiolo Cancer Institute-FPO, IRCCS)

  • Marika Pinnelli

    (Candiolo Cancer Institute-FPO, IRCCS
    University of Torino)

  • Rizwan Ansari

    (Wellcome Sanger Institute)

  • Sarah Harper

    (Wellcome Sanger Institute)

  • David Adam Jackson

    (Wellcome Sanger Institute)

  • Rebecca McRae

    (Wellcome Sanger Institute)

  • Rachel Pooley

    (Wellcome Sanger Institute)

  • Piers Wilkinson

    (Wellcome Sanger Institute)

  • Dieudonne Meer

    (Wellcome Sanger Institute)

  • David Dow

    (Open Targets
    GlaxoSmithKline Research and Development)

  • Carolyn Buser-Doepner

    (Open Targets
    GlaxoSmithKline Research and Development)

  • Andrea Bertotti

    (Candiolo Cancer Institute-FPO, IRCCS
    University of Torino)

  • Livio Trusolino

    (Candiolo Cancer Institute-FPO, IRCCS
    University of Torino)

  • Euan A. Stronach

    (Open Targets
    GlaxoSmithKline Research and Development)

  • Julio Saez-Rodriguez

    (Open Targets
    European Bioinformatics Institute
    RWTH Aachen University
    Heidelberg University, Faculty of Medicine, Bioquant)

  • Kosuke Yusa

    (Wellcome Sanger Institute
    Open Targets
    Kyoto University)

  • Mathew J. Garnett

    (Wellcome Sanger Institute
    Open Targets)

Abstract

Functional genomics approaches can overcome limitations—such as the lack of identification of robust targets and poor clinical efficacy—that hamper cancer drug development. Here we performed genome-scale CRISPR–Cas9 screens in 324 human cancer cell lines from 30 cancer types and developed a data-driven framework to prioritize candidates for cancer therapeutics. We integrated cell fitness effects with genomic biomarkers and target tractability for drug development to systematically prioritize new targets in defined tissues and genotypes. We verified one of our most promising dependencies, the Werner syndrome ATP-dependent helicase, as a synthetic lethal target in tumours from multiple cancer types with microsatellite instability. Our analysis provides a resource of cancer dependencies, generates a framework to prioritize cancer drug targets and suggests specific new targets. The principles described in this study can inform the initial stages of drug development by contributing to a new, diverse and more effective portfolio of cancer drug targets.

Suggested Citation

  • Fiona M. Behan & Francesco Iorio & Gabriele Picco & Emanuel Gonçalves & Charlotte M. Beaver & Giorgia Migliardi & Rita Santos & Yanhua Rao & Francesco Sassi & Marika Pinnelli & Rizwan Ansari & Sarah H, 2019. "Prioritization of cancer therapeutic targets using CRISPR–Cas9 screens," Nature, Nature, vol. 568(7753), pages 511-516, April.
  • Handle: RePEc:nat:nature:v:568:y:2019:i:7753:d:10.1038_s41586-019-1103-9
    DOI: 10.1038/s41586-019-1103-9
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    Cited by:

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    2. Peter C. DeWeirdt & Abby V. McGee & Fengyi Zheng & Ifunanya Nwolah & Mudra Hegde & John G. Doench, 2022. "Accounting for small variations in the tracrRNA sequence improves sgRNA activity predictions for CRISPR screening," Nature Communications, Nature, vol. 13(1), pages 1-11, December.
    3. Ruitong Li & Olaf Klingbeil & Davide Monducci & Michael J. Young & Diego J. Rodriguez & Zaid Bayyat & Joshua M. Dempster & Devishi Kesar & Xiaoping Yang & Mahdi Zamanighomi & Christopher R. Vakoc & Ta, 2022. "Comparative optimization of combinatorial CRISPR screens," Nature Communications, Nature, vol. 13(1), pages 1-10, December.
    4. Arindam Datta & Kajal Biswas & Joshua A. Sommers & Haley Thompson & Sanket Awate & Claudia M. Nicolae & Tanay Thakar & George-Lucian Moldovan & Robert H. Shoemaker & Shyam K. Sharan & Robert M. Brosh, 2021. "WRN helicase safeguards deprotected replication forks in BRCA2-mutated cancer cells," Nature Communications, Nature, vol. 12(1), pages 1-22, December.
    5. Jurica Levatić & Marina Salvadores & Francisco Fuster-Tormo & Fran Supek, 2022. "Mutational signatures are markers of drug sensitivity of cancer cells," Nature Communications, Nature, vol. 13(1), pages 1-19, December.
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    7. Sandro Goruppi & Andrea Clocchiatti & Giulia Bottoni & Emery Cicco & Min Ma & Beatrice Tassone & Victor Neel & Shadhmer Demehri & Christian Simon & G. Paolo Dotto, 2023. "The ULK3 kinase is a determinant of keratinocyte self-renewal and tumorigenesis targeting the arginine methylome," Nature Communications, Nature, vol. 14(1), pages 1-21, December.
    8. Ke Cong & Nathan MacGilvary & Silviana Lee & Shannon G. MacLeod & Jennifer Calvo & Min Peng & Arne Nedergaard Kousholt & Tovah A. Day & Sharon B. Cantor, 2024. "FANCJ promotes PARP1 activity during DNA replication that is essential in BRCA1 deficient cells," Nature Communications, Nature, vol. 15(1), pages 1-14, December.
    9. Alexendar R. Perez & Laura Sala & Richard K. Perez & Joana A. Vidigal, 2021. "CSC software corrects off-target mediated gRNA depletion in CRISPR-Cas9 essentiality screens," Nature Communications, Nature, vol. 12(1), pages 1-11, December.
    10. Xuefeng Wang & Shuo Zhang & Yuqin liu, 2022. "ITGInsight–discovering and visualizing research fronts in the scientific literature," Scientometrics, Springer;Akadémiai Kiadó, vol. 127(11), pages 6509-6531, November.
    11. Han Jin & Cheng Zhang & Martin Zwahlen & Kalle Feilitzen & Max Karlsson & Mengnan Shi & Meng Yuan & Xiya Song & Xiangyu Li & Hong Yang & Hasan Turkez & Linn Fagerberg & Mathias Uhlén & Adil Mardinoglu, 2023. "Systematic transcriptional analysis of human cell lines for gene expression landscape and tumor representation," Nature Communications, Nature, vol. 14(1), pages 1-15, December.
    12. Miguel M. Álvarez & Josep Biayna & Fran Supek, 2022. "TP53-dependent toxicity of CRISPR/Cas9 cuts is differential across genomic loci and can confound genetic screening," Nature Communications, Nature, vol. 13(1), pages 1-14, December.
    13. Sandor Spisak & David Chen & Pornlada Likasitwatanakul & Paul Doan & Zhixin Li & Pratyusha Bala & Laura Vizkeleti & Viktoria Tisza & Pushpamali Silva & Marios Giannakis & Brian Wolpin & Jun Qi & Nilay, 2024. "Identifying regulators of aberrant stem cell and differentiation activity in colorectal cancer using a dual endogenous reporter system," Nature Communications, Nature, vol. 15(1), pages 1-16, December.
    14. Nishanth Ulhas Nair & Patricia Greninger & Xiaohu Zhang & Adam A. Friedman & Arnaud Amzallag & Eliane Cortez & Avinash Das Sahu & Joo Sang Lee & Anahita Dastur & Regina K. Egan & Ellen Murchie & Miche, 2023. "A landscape of response to drug combinations in non-small cell lung cancer," Nature Communications, Nature, vol. 14(1), pages 1-19, December.
    15. Amy J. Heidersbach & Kristel M. Dorighi & Javier A. Gomez & Ashley M. Jacobi & Benjamin Haley, 2023. "A versatile, high-efficiency platform for CRISPR-based gene activation," Nature Communications, Nature, vol. 14(1), pages 1-10, December.
    16. Fei Li & Yizhe Wang & Inah Hwang & Ja-Young Jang & Libo Xu & Zhong Deng & Eun Young Yu & Yiming Cai & Caizhi Wu & Zhenbo Han & Yu-Han Huang & Xiangao Huang & Ling Zhang & Jun Yao & Neal F. Lue & Paul , 2023. "Histone demethylase KDM2A is a selective vulnerability of cancers relying on alternative telomere maintenance," Nature Communications, Nature, vol. 14(1), pages 1-16, December.
    17. Boyang Zhao & Yiyun Rao & Scott Leighow & Edward P. O’Brien & Luke Gilbert & Justin R. Pritchard, 2022. "A pan-CRISPR analysis of mammalian cell specificity identifies ultra-compact sgRNA subsets for genome-scale experiments," Nature Communications, Nature, vol. 13(1), pages 1-13, December.
    18. Sebastian Carrasco Pro & Heather Hook & David Bray & Daniel Berenzy & Devlin Moyer & Meimei Yin & Adam Thomas Labadorf & Ryan Tewhey & Trevor Siggers & Juan Ignacio Fuxman Bass, 2023. "Widespread perturbation of ETS factor binding sites in cancer," Nature Communications, Nature, vol. 14(1), pages 1-15, December.
    19. Xiao Chen & Yinglu Li & Fang Zhu & Xinjing Xu & Brian Estrella & Manuel A. Pazos & John T. McGuire & Dimitris Karagiannis & Varun Sahu & Mustafo Mustafokulov & Claudio Scuoppo & Francisco J. Sánchez-R, 2023. "Context-defined cancer co-dependency mapping identifies a functional interplay between PRC2 and MLL-MEN1 complex in lymphoma," Nature Communications, Nature, vol. 14(1), pages 1-17, December.
    20. Sanju Sinha & Karina Barbosa & Kuoyuan Cheng & Mark D. M. Leiserson & Prashant Jain & Anagha Deshpande & David M. Wilson & Bríd M. Ryan & Ji Luo & Ze’ev A. Ronai & Joo Sang Lee & Aniruddha J. Deshpand, 2021. "A systematic genome-wide mapping of oncogenic mutation selection during CRISPR-Cas9 genome editing," Nature Communications, Nature, vol. 12(1), pages 1-13, December.
    21. Min Pan & William C. Wright & Richard H. Chapple & Asif Zubair & Manbir Sandhu & Jake E. Batchelder & Brandt C. Huddle & Jonathan Low & Kaley B. Blankenship & Yingzhe Wang & Brittney Gordon & Payton A, 2021. "The chemotherapeutic CX-5461 primarily targets TOP2B and exhibits selective activity in high-risk neuroblastoma," Nature Communications, Nature, vol. 12(1), pages 1-20, December.
    22. Hyeong-Min Lee & William C. Wright & Min Pan & Jonathan Low & Duane Currier & Jie Fang & Shivendra Singh & Stephanie Nance & Ian Delahunty & Yuna Kim & Richard H. Chapple & Yinwen Zhang & Xueying Liu , 2023. "A CRISPR-drug perturbational map for identifying compounds to combine with commonly used chemotherapeutics," Nature Communications, Nature, vol. 14(1), pages 1-18, December.

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