IDEAS home Printed from https://ideas.repec.org/a/nat/natcom/v12y2021i1d10.1038_s41467-021-26722-w.html
   My bibliography  Save this article

CSC software corrects off-target mediated gRNA depletion in CRISPR-Cas9 essentiality screens

Author

Listed:
  • Alexendar R. Perez

    (National Cancer Institute
    University of California, San Francisco)

  • Laura Sala

    (National Cancer Institute)

  • Richard K. Perez

    (University of California, San Francisco
    Stanford University)

  • Joana A. Vidigal

    (National Cancer Institute)

Abstract

Off-target effects are well established confounders of CRISPR negative selection screens that impair the identification of essential genomic loci. In particular, non-coding regulatory elements and repetitive regions are often difficult to target with specific gRNAs, effectively precluding the unbiased screening of a large portion of the genome. To address this, we developed CRISPR Specificity Correction (CSC), a computational method that corrects for the effect of off-targeting on gRNA depletion. We benchmark CSC with data from the Cancer Dependency Map and show that it significantly improves the overall sensitivity and specificity of viability screens while preserving known essentialities, particularly for genes targeted by highly promiscuous gRNAs. We believe this tool will further enable the functional annotation of the genome as it represents a robust alternative to the traditional filtering strategy of discarding unspecific guides from the analysis. CSC is an open-source software that can be seamlessly integrated into current CRISPR analysis pipelines.

Suggested Citation

  • 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.
  • Handle: RePEc:nat:natcom:v:12:y:2021:i:1:d:10.1038_s41467-021-26722-w
    DOI: 10.1038/s41467-021-26722-w
    as

    Download full text from publisher

    File URL: https://www.nature.com/articles/s41467-021-26722-w
    File Function: Abstract
    Download Restriction: no

    File URL: https://libkey.io/10.1038/s41467-021-26722-w?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Josh Tycko & Michael Wainberg & Georgi K. Marinov & Oana Ursu & Gaelen T. Hess & Braeden K. Ego & Aradhana & Amy Li & Alisa Truong & Alexandro E. Trevino & Kaitlyn Spees & David Yao & Irene M. Kaplow , 2019. "Mitigation of off-target toxicity in CRISPR-Cas9 screens for essential non-coding elements," Nature Communications, Nature, vol. 10(1), pages 1-14, December.
    2. Konrad J. Karczewski & Laurent C. Francioli & Grace Tiao & Beryl B. Cummings & Jessica Alföldi & Qingbo Wang & Ryan L. Collins & Kristen M. Laricchia & Andrea Ganna & Daniel P. Birnbaum & Laura D. Gau, 2020. "The mutational constraint spectrum quantified from variation in 141,456 humans," Nature, Nature, vol. 581(7809), pages 434-443, May.
    3. Jeff Vierstra & John Lazar & Richard Sandstrom & Jessica Halow & Kristen Lee & Daniel Bates & Morgan Diegel & Douglas Dunn & Fidencio Neri & Eric Haugen & Eric Rynes & Alex Reynolds & Jemma Nelson & A, 2020. "Global reference mapping of human transcription factor footprints," Nature, Nature, vol. 583(7818), pages 729-736, July.
    4. 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.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. 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.
    2. 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.
    3. Vincent Michaud & Eulalie Lasseaux & David J. Green & Dave T. Gerrard & Claudio Plaisant & Tomas Fitzgerald & Ewan Birney & Benoît Arveiler & Graeme C. Black & Panagiotis I. Sergouniotis, 2022. "The contribution of common regulatory and protein-coding TYR variants to the genetic architecture of albinism," Nature Communications, Nature, vol. 13(1), pages 1-8, December.
    4. 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.
    5. Michel S. Naslavsky & Marilia O. Scliar & Guilherme L. Yamamoto & Jaqueline Yu Ting Wang & Stepanka Zverinova & Tatiana Karp & Kelly Nunes & José Ricardo Magliocco Ceroni & Diego Lima Carvalho & Carlo, 2022. "Whole-genome sequencing of 1,171 elderly admixed individuals from Brazil," Nature Communications, Nature, vol. 13(1), pages 1-11, December.
    6. Nicole Deflaux & Margaret Sunitha Selvaraj & Henry Robert Condon & Kelsey Mayo & Sara Haidermota & Melissa A. Basford & Chris Lunt & Anthony A. Philippakis & Dan M. Roden & Joshua C. Denny & Anjene Mu, 2023. "Demonstrating paths for unlocking the value of cloud genomics through cross cohort analysis," Nature Communications, Nature, vol. 14(1), pages 1-10, December.
    7. Andrea Wilderman & Eva D’haene & Machteld Baetens & Tara N. Yankee & Emma Wentworth Winchester & Nicole Glidden & Ellen Roets & Jo Dorpe & Sandra Janssens & Danny E. Miller & Miranda Galey & Kari M. B, 2024. "A distant global control region is essential for normal expression of anterior HOXA genes during mouse and human craniofacial development," Nature Communications, Nature, vol. 15(1), pages 1-23, December.
    8. Ruoyu Tian & Tian Ge & Hyeokmoon Kweon & Daniel B. Rocha & Max Lam & Jimmy Z. Liu & Kritika Singh & Daniel F. Levey & Joel Gelernter & Murray B. Stein & Ellen A. Tsai & Hailiang Huang & Christopher F., 2024. "Whole-exome sequencing in UK Biobank reveals rare genetic architecture for depression," Nature Communications, Nature, vol. 15(1), pages 1-12, December.
    9. Mary-Ellen Lynall & Blagoje Soskic & James Hayhurst & Jeremy Schwartzentruber & Daniel F. Levey & Gita A. Pathak & Renato Polimanti & Joel Gelernter & Murray B. Stein & Gosia Trynka & Menna R. Clatwor, 2022. "Genetic variants associated with psychiatric disorders are enriched at epigenetically active sites in lymphoid cells," Nature Communications, Nature, vol. 13(1), pages 1-15, December.
    10. Adrienne Tin & Pascal Schlosser & Pamela R. Matias-Garcia & Chris H. L. Thio & Roby Joehanes & Hongbo Liu & Zhi Yu & Antoine Weihs & Anselm Hoppmann & Franziska Grundner-Culemann & Josine L. Min & Vic, 2021. "Epigenome-wide association study of serum urate reveals insights into urate co-regulation and the SLC2A9 locus," Nature Communications, Nature, vol. 12(1), pages 1-18, December.
    11. Oriol Pich & Iker Reyes-Salazar & Abel Gonzalez-Perez & Nuria Lopez-Bigas, 2022. "Discovering the drivers of clonal hematopoiesis," Nature Communications, Nature, vol. 13(1), pages 1-12, December.
    12. Magdalena Zimoń & Yunfeng Huang & Anthi Trasta & Aliaksandr Halavatyi & Jimmy Z. Liu & Chia-Yen Chen & Peter Blattmann & Bernd Klaus & Christopher D. Whelan & David Sexton & Sally John & Wolfgang Hube, 2021. "Pairwise effects between lipid GWAS genes modulate lipid plasma levels and cellular uptake," Nature Communications, Nature, vol. 12(1), pages 1-16, December.
    13. 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.
    14. Yangci Liu & Haoming Zhai & Helen Alemayehu & Jérôme Boulanger & Lee J. Hopkins & Alicia C. Borgeaud & Christina Heroven & Jonathan D. Howe & Kendra E. Leigh & Clare E. Bryant & Yorgo Modis, 2023. "Cryo-electron tomography of NLRP3-activated ASC complexes reveals organelle co-localization," Nature Communications, Nature, vol. 14(1), pages 1-15, December.
    15. 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.
    16. Ping Chun Wu & Yan Quan Lee & Mattias Möller & Jill R. Storry & Martin L. Olsson, 2023. "Elucidation of the low-expressing erythroid CR1 phenotype by bioinformatic mining of the GATA1-driven blood-group regulome," Nature Communications, Nature, vol. 14(1), pages 1-12, December.
    17. Jörn Bethune & April Kleppe & Søren Besenbacher, 2022. "A method to build extended sequence context models of point mutations and indels," Nature Communications, Nature, vol. 13(1), pages 1-10, December.
    18. Laia Simó-Riudalbas & Sandra Offner & Evarist Planet & Julien Duc & Laurence Abrami & Sagane Dind & Alexandre Coudray & Mairene Coto-Llerena & Caner Ercan & Salvatore Piscuoglio & Claus Lindbjerg Ande, 2022. "Transposon-activated POU5F1B promotes colorectal cancer growth and metastasis," Nature Communications, Nature, vol. 13(1), pages 1-17, December.
    19. Ulrik Kristoffer Stoltze & Jon Foss-Skiftesvik & Thomas van Overeem Hansen & Simon Rasmussen & Konrad J. Karczewski & Karin A. W. Wadt & Kjeld Schmiegelow, 2024. "The evolutionary impact of childhood cancer on the human gene pool," Nature Communications, Nature, vol. 15(1), pages 1-15, December.
    20. 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.

    More about this item

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:nat:natcom:v:12:y:2021:i:1:d:10.1038_s41467-021-26722-w. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.nature.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.