Multicenter integrated analysis of noncoding CRISPRi screens

The ENCODE Consortium’s efforts to annotate noncoding cis -regulatory elements (CREs) have advanced our understanding of gene regulatory landscapes. Pooled, noncoding CRISPR screens offer a systematic approach to investigate cis -regulatory mechanisms. The ENCODE4 Functional Characterization Centers...

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Veröffentlicht in:Nature methods 2024-04, Vol.21 (4), p.723-734
Hauptverfasser: Yao, David, Tycko, Josh, Oh, Jin Woo, Bounds, Lexi R., Gosai, Sager J., Lataniotis, Lazaros, Mackay-Smith, Ava, Doughty, Benjamin R., Gabdank, Idan, Schmidt, Henri, Guerrero-Altamirano, Tania, Siklenka, Keith, Guo, Katherine, White, Alexander D., Youngworth, Ingrid, Andreeva, Kalina, Ren, Xingjie, Barrera, Alejandro, Luo, Yunhai, Yardımcı, Galip Gürkan, Tewhey, Ryan, Kundaje, Anshul, Greenleaf, William J., Sabeti, Pardis C., Leslie, Christina, Pritykin, Yuri, Moore, Jill E., Beer, Michael A., Gersbach, Charles A., Reddy, Timothy E., Shen, Yin, Engreitz, Jesse M., Bassik, Michael C., Reilly, Steven K.
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container_end_page 734
container_issue 4
container_start_page 723
container_title Nature methods
container_volume 21
creator Yao, David
Tycko, Josh
Oh, Jin Woo
Bounds, Lexi R.
Gosai, Sager J.
Lataniotis, Lazaros
Mackay-Smith, Ava
Doughty, Benjamin R.
Gabdank, Idan
Schmidt, Henri
Guerrero-Altamirano, Tania
Siklenka, Keith
Guo, Katherine
White, Alexander D.
Youngworth, Ingrid
Andreeva, Kalina
Ren, Xingjie
Barrera, Alejandro
Luo, Yunhai
Yardımcı, Galip Gürkan
Tewhey, Ryan
Kundaje, Anshul
Greenleaf, William J.
Sabeti, Pardis C.
Leslie, Christina
Pritykin, Yuri
Moore, Jill E.
Beer, Michael A.
Gersbach, Charles A.
Reddy, Timothy E.
Shen, Yin
Engreitz, Jesse M.
Bassik, Michael C.
Reilly, Steven K.
description The ENCODE Consortium’s efforts to annotate noncoding cis -regulatory elements (CREs) have advanced our understanding of gene regulatory landscapes. Pooled, noncoding CRISPR screens offer a systematic approach to investigate cis -regulatory mechanisms. The ENCODE4 Functional Characterization Centers conducted 108 screens in human cell lines, comprising >540,000 perturbations across 24.85 megabases of the genome. Using 332 functionally confirmed CRE–gene links in K562 cells, we established guidelines for screening endogenous noncoding elements with CRISPR interference (CRISPRi), including accurate detection of CREs that exhibit variable, often low, transcriptional effects. Benchmarking five screen analysis tools, we find that CASA produces the most conservative CRE calls and is robust to artifacts of low-specificity single guide RNAs. We uncover a subtle DNA strand bias for CRISPRi in transcribed regions with implications for screen design and analysis. Together, we provide an accessible data resource, predesigned single guide RNAs for targeting 3,275,697 ENCODE SCREEN candidate CREs with CRISPRi and screening guidelines to accelerate functional characterization of the noncoding genome. This analysis provides 108 noncoding CRISPR screens collated by the ENCODE4 consortium and establishes experimental guidelines for future CRISPRi screens characterizing functional cis -regulatory elements.
doi_str_mv 10.1038/s41592-024-02216-7
format Article
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Abstracts</collection><collection>Genetics Abstracts</collection><collection>MEDLINE - Academic</collection><jtitle>Nature methods</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Yao, David</au><au>Tycko, Josh</au><au>Oh, Jin Woo</au><au>Bounds, Lexi R.</au><au>Gosai, Sager J.</au><au>Lataniotis, Lazaros</au><au>Mackay-Smith, Ava</au><au>Doughty, Benjamin R.</au><au>Gabdank, Idan</au><au>Schmidt, Henri</au><au>Guerrero-Altamirano, Tania</au><au>Siklenka, Keith</au><au>Guo, Katherine</au><au>White, Alexander D.</au><au>Youngworth, Ingrid</au><au>Andreeva, Kalina</au><au>Ren, Xingjie</au><au>Barrera, Alejandro</au><au>Luo, Yunhai</au><au>Yardımcı, Galip Gürkan</au><au>Tewhey, Ryan</au><au>Kundaje, Anshul</au><au>Greenleaf, William J.</au><au>Sabeti, Pardis C.</au><au>Leslie, Christina</au><au>Pritykin, Yuri</au><au>Moore, Jill E.</au><au>Beer, Michael A.</au><au>Gersbach, Charles A.</au><au>Reddy, Timothy E.</au><au>Shen, Yin</au><au>Engreitz, Jesse M.</au><au>Bassik, Michael C.</au><au>Reilly, Steven K.</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Multicenter integrated analysis of noncoding CRISPRi screens</atitle><jtitle>Nature methods</jtitle><stitle>Nat Methods</stitle><addtitle>Nat Methods</addtitle><date>2024-04-01</date><risdate>2024</risdate><volume>21</volume><issue>4</issue><spage>723</spage><epage>734</epage><pages>723-734</pages><issn>1548-7091</issn><issn>1548-7105</issn><eissn>1548-7105</eissn><abstract>The ENCODE Consortium’s efforts to annotate noncoding cis -regulatory elements (CREs) have advanced our understanding of gene regulatory landscapes. Pooled, noncoding CRISPR screens offer a systematic approach to investigate cis -regulatory mechanisms. The ENCODE4 Functional Characterization Centers conducted 108 screens in human cell lines, comprising &gt;540,000 perturbations across 24.85 megabases of the genome. Using 332 functionally confirmed CRE–gene links in K562 cells, we established guidelines for screening endogenous noncoding elements with CRISPR interference (CRISPRi), including accurate detection of CREs that exhibit variable, often low, transcriptional effects. Benchmarking five screen analysis tools, we find that CASA produces the most conservative CRE calls and is robust to artifacts of low-specificity single guide RNAs. We uncover a subtle DNA strand bias for CRISPRi in transcribed regions with implications for screen design and analysis. Together, we provide an accessible data resource, predesigned single guide RNAs for targeting 3,275,697 ENCODE SCREEN candidate CREs with CRISPRi and screening guidelines to accelerate functional characterization of the noncoding genome. This analysis provides 108 noncoding CRISPR screens collated by the ENCODE4 consortium and establishes experimental guidelines for future CRISPRi screens characterizing functional cis -regulatory elements.</abstract><cop>New York</cop><pub>Nature Publishing Group US</pub><pmid>38504114</pmid><doi>10.1038/s41592-024-02216-7</doi><tpages>12</tpages><orcidid>https://orcid.org/0000-0003-1409-3095</orcidid><orcidid>https://orcid.org/0000-0002-2348-4162</orcidid><orcidid>https://orcid.org/0000-0001-5025-5886</orcidid><orcidid>https://orcid.org/0000-0002-4607-8001</orcidid><orcidid>https://orcid.org/0000-0001-6589-981X</orcidid><orcidid>https://orcid.org/0000-0003-3084-2287</orcidid><orcidid>https://orcid.org/0000-0003-3140-1483</orcidid><orcidid>https://orcid.org/0000-0002-4734-3743</orcidid><orcidid>https://orcid.org/0000-0003-0404-0563</orcidid><orcidid>https://orcid.org/0000-0001-6507-5191</orcidid><orcidid>https://orcid.org/0000-0002-3545-5481</orcidid><orcidid>https://orcid.org/0000-0002-7629-061X</orcidid><orcidid>https://orcid.org/0000-0001-9955-3809</orcidid><orcidid>https://orcid.org/0000-0001-5185-8427</orcidid><orcidid>https://orcid.org/0000-0002-4108-0575</orcidid><orcidid>https://orcid.org/0000-0001-9244-9822</orcidid><orcidid>https://orcid.org/0000-0002-2232-524X</orcidid><orcidid>https://orcid.org/0000-0002-4571-5910</orcidid><orcidid>https://orcid.org/0000-0002-5387-310X</orcidid><orcidid>https://orcid.org/0000-0003-1478-4013</orcidid><orcidid>https://orcid.org/0000-0003-0447-4468</orcidid><orcidid>https://orcid.org/0000-0002-5754-1719</orcidid><orcidid>https://orcid.org/0000-0001-9901-5613</orcidid><orcidid>https://orcid.org/0000-0002-9843-1890</orcidid><oa>free_for_read</oa></addata></record>
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identifier ISSN: 1548-7091
ispartof Nature methods, 2024-04, Vol.21 (4), p.723-734
issn 1548-7091
1548-7105
1548-7105
language eng
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source MEDLINE; Nature; SpringerLink Journals - AutoHoldings
subjects 631/1647/2217
631/208/191/2018
Analysis
Bioinformatics
Biological Microscopy
Biological Techniques
Biomedical and Life Sciences
Biomedical Engineering/Biotechnology
Cell lines
Clustered Regularly Interspaced Short Palindromic Repeats - genetics
Consortia
CRISPR
CRISPR-Cas Systems - genetics
Genome
Genomes
Guidelines
Humans
K562 Cells
Life Sciences
Proteomics
Regulatory mechanisms (biology)
Regulatory sequences
RNA, Guide, CRISPR-Cas Systems
Screening
Sieve analysis
title Multicenter integrated analysis of noncoding CRISPRi screens
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