Parallel characterization of cis-regulatory elements for multiple genes using CRISPRpath

Current pooled CRISPR screens for cis-regulatory elements (CREs), based on transcriptional output changes, are typically limited to characterizing CREs of only one gene. Here, we describe CRISPRpath, a scalable screening strategy for parallelly characterizing CREs of genes linked to the same biologi...

Ausführliche Beschreibung

Gespeichert in:
Bibliographische Detailangaben
Veröffentlicht in:Science advances 2021-09, Vol.7 (38), p.eabi4360-eabi4360, Article 4360
Hauptverfasser: Ren, Xingjie, Wang, Mengchi, Li, Bingkun, Jamieson, Kirsty, Zheng, Lina, Jones, Ian R., Li, Bin, Takagi, Maya Asami, Lee, Jerry, Maliskova, Lenka, Tam, Tsz Wai, Yu, Miao, Hu, Rong, Lee, Lindsay, Abnousi, Armen, Li, Gang, Li, Yun, Hu, Ming, Ren, Bing, Wang, Wei, Shen, Yin
Format: Artikel
Sprache:eng
Schlagworte:
Online-Zugang:Volltext
Tags: Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!
container_end_page eabi4360
container_issue 38
container_start_page eabi4360
container_title Science advances
container_volume 7
creator Ren, Xingjie
Wang, Mengchi
Li, Bingkun
Jamieson, Kirsty
Zheng, Lina
Jones, Ian R.
Li, Bin
Takagi, Maya Asami
Lee, Jerry
Maliskova, Lenka
Tam, Tsz Wai
Yu, Miao
Hu, Rong
Lee, Lindsay
Abnousi, Armen
Li, Gang
Li, Yun
Hu, Ming
Ren, Bing
Wang, Wei
Shen, Yin
description Current pooled CRISPR screens for cis-regulatory elements (CREs), based on transcriptional output changes, are typically limited to characterizing CREs of only one gene. Here, we describe CRISPRpath, a scalable screening strategy for parallelly characterizing CREs of genes linked to the same biological pathway and converging phenotypes. We demonstrate the ability of CRISPRpath for simultaneously identifying functional enhancers of six genes in the 6-thioguanine-induced DNA mismatch repair pathway using both CRISPR interference (CRISPRi) and CRISPR nuclease (CRISPRn) approaches. Sixty percent of the identified enhancers are known promoters with distinct epigenomic features compared to other active promoters, including increased chromatin accessibility and interactivity. Furthermore, by imposing different levels of selection pressure, CRISPRpath can distinguish enhancers exerting strong impact on gene expression from those exerting weak impact. Our results offer a nuanced view of cis-regulation and demonstrate that CRISPRpath can be leveraged for understanding the complex gene regulatory program beyond transcriptional output at scale.
doi_str_mv 10.1126/sciadv.abi4360
format Article
fullrecord <record><control><sourceid>proquest_webof</sourceid><recordid>TN_cdi_webofscience_primary_000697350600029CitationCount</recordid><sourceformat>XML</sourceformat><sourcesystem>PC</sourcesystem><sourcerecordid>2573440547</sourcerecordid><originalsourceid>FETCH-LOGICAL-c390t-c7679c0d8cd4564b6ef6cfeaca39cbe37db63f7789d995e7f8747f85a167b9ab3</originalsourceid><addsrcrecordid>eNqNkc9rFDEUxwdRbKm9epQcBZk1M_k1uQgyVFsoWNoK3kIm87IbyUzWJFOpf31Td13qrZfkC_m8b95736p62-BV07T8YzJOj3crPThKOH5RHbdEsLpltHv5RB9Vpyn9xBg3lHPWyNfVEaGspR3tjqsfVzpq78EjsynKZIjuj84uzChYZFyqI6wXr3OI9wg8TDDnhGyIaFp8dlsPaA0zJLQkN69Rf31xc3W91XnzpnpltU9wur9Pqu9fzm778_ry29eL_vNlbYjEuTaCC2nw2JmRMk4HDpYbC9poIs0ARIwDJ1aITo5SMhC2E7QcTDdcDFIP5KT6tPPdLsMEoyn9lYHUNrpJx3sVtFP_v8xuo9bhTnWUkqYjxeD93iCGXwukrCaXDHivZwhLUi0ThFLMqCjoaoeaGFKKYA_fNFg9JqJ2iah9IqXg3dPmDvi__Rfgww74DUOwpRpmAwesZMalIAzzolpZ6O75dO_y3xz7sMyZPAAbMazm</addsrcrecordid><sourcetype>Open Access Repository</sourcetype><iscdi>true</iscdi><recordtype>article</recordtype><pqid>2573440547</pqid></control><display><type>article</type><title>Parallel characterization of cis-regulatory elements for multiple genes using CRISPRpath</title><source>DOAJ Directory of Open Access Journals</source><source>Elektronische Zeitschriftenbibliothek - Frei zugängliche E-Journals</source><source>Web of Science - Science Citation Index Expanded - 2021&lt;img src="https://exlibris-pub.s3.amazonaws.com/fromwos-v2.jpg" /&gt;</source><source>PubMed Central</source><creator>Ren, Xingjie ; Wang, Mengchi ; Li, Bingkun ; Jamieson, Kirsty ; Zheng, Lina ; Jones, Ian R. ; Li, Bin ; Takagi, Maya Asami ; Lee, Jerry ; Maliskova, Lenka ; Tam, Tsz Wai ; Yu, Miao ; Hu, Rong ; Lee, Lindsay ; Abnousi, Armen ; Li, Gang ; Li, Yun ; Hu, Ming ; Ren, Bing ; Wang, Wei ; Shen, Yin</creator><creatorcontrib>Ren, Xingjie ; Wang, Mengchi ; Li, Bingkun ; Jamieson, Kirsty ; Zheng, Lina ; Jones, Ian R. ; Li, Bin ; Takagi, Maya Asami ; Lee, Jerry ; Maliskova, Lenka ; Tam, Tsz Wai ; Yu, Miao ; Hu, Rong ; Lee, Lindsay ; Abnousi, Armen ; Li, Gang ; Li, Yun ; Hu, Ming ; Ren, Bing ; Wang, Wei ; Shen, Yin</creatorcontrib><description>Current pooled CRISPR screens for cis-regulatory elements (CREs), based on transcriptional output changes, are typically limited to characterizing CREs of only one gene. Here, we describe CRISPRpath, a scalable screening strategy for parallelly characterizing CREs of genes linked to the same biological pathway and converging phenotypes. We demonstrate the ability of CRISPRpath for simultaneously identifying functional enhancers of six genes in the 6-thioguanine-induced DNA mismatch repair pathway using both CRISPR interference (CRISPRi) and CRISPR nuclease (CRISPRn) approaches. Sixty percent of the identified enhancers are known promoters with distinct epigenomic features compared to other active promoters, including increased chromatin accessibility and interactivity. Furthermore, by imposing different levels of selection pressure, CRISPRpath can distinguish enhancers exerting strong impact on gene expression from those exerting weak impact. Our results offer a nuanced view of cis-regulation and demonstrate that CRISPRpath can be leveraged for understanding the complex gene regulatory program beyond transcriptional output at scale.</description><identifier>ISSN: 2375-2548</identifier><identifier>EISSN: 2375-2548</identifier><identifier>DOI: 10.1126/sciadv.abi4360</identifier><identifier>PMID: 34524848</identifier><language>eng</language><publisher>WASHINGTON: Amer Assoc Advancement Science</publisher><subject>Biomedicine and Life Sciences ; Genetics ; Molecular Biology ; Multidisciplinary Sciences ; SciAdv r-articles ; Science &amp; Technology ; Science &amp; Technology - Other Topics</subject><ispartof>Science advances, 2021-09, Vol.7 (38), p.eabi4360-eabi4360, Article 4360</ispartof><rights>Copyright © 2021 The Authors, some rights reserved; exclusive licensee American Association for the Advancement of Science. No claim to original U.S. Government Works. Distributed under a Creative Commons Attribution NonCommercial License 4.0 (CC BY-NC). 2021 The Authors</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>true</woscitedreferencessubscribed><woscitedreferencescount>13</woscitedreferencescount><woscitedreferencesoriginalsourcerecordid>wos000697350600029</woscitedreferencesoriginalsourcerecordid><citedby>FETCH-LOGICAL-c390t-c7679c0d8cd4564b6ef6cfeaca39cbe37db63f7789d995e7f8747f85a167b9ab3</citedby><cites>FETCH-LOGICAL-c390t-c7679c0d8cd4564b6ef6cfeaca39cbe37db63f7789d995e7f8747f85a167b9ab3</cites><orcidid>0000-0002-5435-1127 ; 0000-0001-6822-9440 ; 0000-0003-3110-7081 ; 0000-0003-0759-9063 ; 0000-0002-2348-4162 ; 0000-0003-0987-2916 ; 0000-0001-7677-3833 ; 0000-0003-2734-6418 ; 0000-0001-9901-5613 ; 0000-0002-9275-4189 ; 0000-0002-8626-3594 ; 0000-0003-4377-5060 ; 0000-0002-0660-0387</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC8443183/pdf/$$EPDF$$P50$$Gpubmedcentral$$Hfree_for_read</linktopdf><linktohtml>$$Uhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC8443183/$$EHTML$$P50$$Gpubmedcentral$$Hfree_for_read</linktohtml><link.rule.ids>230,315,728,781,785,865,886,2115,27929,27930,39263,53796,53798</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/34524848$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Ren, Xingjie</creatorcontrib><creatorcontrib>Wang, Mengchi</creatorcontrib><creatorcontrib>Li, Bingkun</creatorcontrib><creatorcontrib>Jamieson, Kirsty</creatorcontrib><creatorcontrib>Zheng, Lina</creatorcontrib><creatorcontrib>Jones, Ian R.</creatorcontrib><creatorcontrib>Li, Bin</creatorcontrib><creatorcontrib>Takagi, Maya Asami</creatorcontrib><creatorcontrib>Lee, Jerry</creatorcontrib><creatorcontrib>Maliskova, Lenka</creatorcontrib><creatorcontrib>Tam, Tsz Wai</creatorcontrib><creatorcontrib>Yu, Miao</creatorcontrib><creatorcontrib>Hu, Rong</creatorcontrib><creatorcontrib>Lee, Lindsay</creatorcontrib><creatorcontrib>Abnousi, Armen</creatorcontrib><creatorcontrib>Li, Gang</creatorcontrib><creatorcontrib>Li, Yun</creatorcontrib><creatorcontrib>Hu, Ming</creatorcontrib><creatorcontrib>Ren, Bing</creatorcontrib><creatorcontrib>Wang, Wei</creatorcontrib><creatorcontrib>Shen, Yin</creatorcontrib><title>Parallel characterization of cis-regulatory elements for multiple genes using CRISPRpath</title><title>Science advances</title><addtitle>SCI ADV</addtitle><addtitle>Sci Adv</addtitle><description>Current pooled CRISPR screens for cis-regulatory elements (CREs), based on transcriptional output changes, are typically limited to characterizing CREs of only one gene. Here, we describe CRISPRpath, a scalable screening strategy for parallelly characterizing CREs of genes linked to the same biological pathway and converging phenotypes. We demonstrate the ability of CRISPRpath for simultaneously identifying functional enhancers of six genes in the 6-thioguanine-induced DNA mismatch repair pathway using both CRISPR interference (CRISPRi) and CRISPR nuclease (CRISPRn) approaches. Sixty percent of the identified enhancers are known promoters with distinct epigenomic features compared to other active promoters, including increased chromatin accessibility and interactivity. Furthermore, by imposing different levels of selection pressure, CRISPRpath can distinguish enhancers exerting strong impact on gene expression from those exerting weak impact. Our results offer a nuanced view of cis-regulation and demonstrate that CRISPRpath can be leveraged for understanding the complex gene regulatory program beyond transcriptional output at scale.</description><subject>Biomedicine and Life Sciences</subject><subject>Genetics</subject><subject>Molecular Biology</subject><subject>Multidisciplinary Sciences</subject><subject>SciAdv r-articles</subject><subject>Science &amp; Technology</subject><subject>Science &amp; Technology - Other Topics</subject><issn>2375-2548</issn><issn>2375-2548</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2021</creationdate><recordtype>article</recordtype><sourceid>HGBXW</sourceid><recordid>eNqNkc9rFDEUxwdRbKm9epQcBZk1M_k1uQgyVFsoWNoK3kIm87IbyUzWJFOpf31Td13qrZfkC_m8b95736p62-BV07T8YzJOj3crPThKOH5RHbdEsLpltHv5RB9Vpyn9xBg3lHPWyNfVEaGspR3tjqsfVzpq78EjsynKZIjuj84uzChYZFyqI6wXr3OI9wg8TDDnhGyIaFp8dlsPaA0zJLQkN69Rf31xc3W91XnzpnpltU9wur9Pqu9fzm778_ry29eL_vNlbYjEuTaCC2nw2JmRMk4HDpYbC9poIs0ARIwDJ1aITo5SMhC2E7QcTDdcDFIP5KT6tPPdLsMEoyn9lYHUNrpJx3sVtFP_v8xuo9bhTnWUkqYjxeD93iCGXwukrCaXDHivZwhLUi0ThFLMqCjoaoeaGFKKYA_fNFg9JqJ2iah9IqXg3dPmDvi__Rfgww74DUOwpRpmAwesZMalIAzzolpZ6O75dO_y3xz7sMyZPAAbMazm</recordid><startdate>20210917</startdate><enddate>20210917</enddate><creator>Ren, Xingjie</creator><creator>Wang, Mengchi</creator><creator>Li, Bingkun</creator><creator>Jamieson, Kirsty</creator><creator>Zheng, Lina</creator><creator>Jones, Ian R.</creator><creator>Li, Bin</creator><creator>Takagi, Maya Asami</creator><creator>Lee, Jerry</creator><creator>Maliskova, Lenka</creator><creator>Tam, Tsz Wai</creator><creator>Yu, Miao</creator><creator>Hu, Rong</creator><creator>Lee, Lindsay</creator><creator>Abnousi, Armen</creator><creator>Li, Gang</creator><creator>Li, Yun</creator><creator>Hu, Ming</creator><creator>Ren, Bing</creator><creator>Wang, Wei</creator><creator>Shen, Yin</creator><general>Amer Assoc Advancement Science</general><general>American Association for the Advancement of Science</general><scope>BLEPL</scope><scope>DTL</scope><scope>HGBXW</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7X8</scope><scope>5PM</scope><orcidid>https://orcid.org/0000-0002-5435-1127</orcidid><orcidid>https://orcid.org/0000-0001-6822-9440</orcidid><orcidid>https://orcid.org/0000-0003-3110-7081</orcidid><orcidid>https://orcid.org/0000-0003-0759-9063</orcidid><orcidid>https://orcid.org/0000-0002-2348-4162</orcidid><orcidid>https://orcid.org/0000-0003-0987-2916</orcidid><orcidid>https://orcid.org/0000-0001-7677-3833</orcidid><orcidid>https://orcid.org/0000-0003-2734-6418</orcidid><orcidid>https://orcid.org/0000-0001-9901-5613</orcidid><orcidid>https://orcid.org/0000-0002-9275-4189</orcidid><orcidid>https://orcid.org/0000-0002-8626-3594</orcidid><orcidid>https://orcid.org/0000-0003-4377-5060</orcidid><orcidid>https://orcid.org/0000-0002-0660-0387</orcidid></search><sort><creationdate>20210917</creationdate><title>Parallel characterization of cis-regulatory elements for multiple genes using CRISPRpath</title><author>Ren, Xingjie ; Wang, Mengchi ; Li, Bingkun ; Jamieson, Kirsty ; Zheng, Lina ; Jones, Ian R. ; Li, Bin ; Takagi, Maya Asami ; Lee, Jerry ; Maliskova, Lenka ; Tam, Tsz Wai ; Yu, Miao ; Hu, Rong ; Lee, Lindsay ; Abnousi, Armen ; Li, Gang ; Li, Yun ; Hu, Ming ; Ren, Bing ; Wang, Wei ; Shen, Yin</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c390t-c7679c0d8cd4564b6ef6cfeaca39cbe37db63f7789d995e7f8747f85a167b9ab3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2021</creationdate><topic>Biomedicine and Life Sciences</topic><topic>Genetics</topic><topic>Molecular Biology</topic><topic>Multidisciplinary Sciences</topic><topic>SciAdv r-articles</topic><topic>Science &amp; Technology</topic><topic>Science &amp; Technology - Other Topics</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Ren, Xingjie</creatorcontrib><creatorcontrib>Wang, Mengchi</creatorcontrib><creatorcontrib>Li, Bingkun</creatorcontrib><creatorcontrib>Jamieson, Kirsty</creatorcontrib><creatorcontrib>Zheng, Lina</creatorcontrib><creatorcontrib>Jones, Ian R.</creatorcontrib><creatorcontrib>Li, Bin</creatorcontrib><creatorcontrib>Takagi, Maya Asami</creatorcontrib><creatorcontrib>Lee, Jerry</creatorcontrib><creatorcontrib>Maliskova, Lenka</creatorcontrib><creatorcontrib>Tam, Tsz Wai</creatorcontrib><creatorcontrib>Yu, Miao</creatorcontrib><creatorcontrib>Hu, Rong</creatorcontrib><creatorcontrib>Lee, Lindsay</creatorcontrib><creatorcontrib>Abnousi, Armen</creatorcontrib><creatorcontrib>Li, Gang</creatorcontrib><creatorcontrib>Li, Yun</creatorcontrib><creatorcontrib>Hu, Ming</creatorcontrib><creatorcontrib>Ren, Bing</creatorcontrib><creatorcontrib>Wang, Wei</creatorcontrib><creatorcontrib>Shen, Yin</creatorcontrib><collection>Web of Science Core Collection</collection><collection>Science Citation Index Expanded</collection><collection>Web of Science - Science Citation Index Expanded - 2021</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>MEDLINE - Academic</collection><collection>PubMed Central (Full Participant titles)</collection><jtitle>Science advances</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Ren, Xingjie</au><au>Wang, Mengchi</au><au>Li, Bingkun</au><au>Jamieson, Kirsty</au><au>Zheng, Lina</au><au>Jones, Ian R.</au><au>Li, Bin</au><au>Takagi, Maya Asami</au><au>Lee, Jerry</au><au>Maliskova, Lenka</au><au>Tam, Tsz Wai</au><au>Yu, Miao</au><au>Hu, Rong</au><au>Lee, Lindsay</au><au>Abnousi, Armen</au><au>Li, Gang</au><au>Li, Yun</au><au>Hu, Ming</au><au>Ren, Bing</au><au>Wang, Wei</au><au>Shen, Yin</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Parallel characterization of cis-regulatory elements for multiple genes using CRISPRpath</atitle><jtitle>Science advances</jtitle><stitle>SCI ADV</stitle><addtitle>Sci Adv</addtitle><date>2021-09-17</date><risdate>2021</risdate><volume>7</volume><issue>38</issue><spage>eabi4360</spage><epage>eabi4360</epage><pages>eabi4360-eabi4360</pages><artnum>4360</artnum><issn>2375-2548</issn><eissn>2375-2548</eissn><abstract>Current pooled CRISPR screens for cis-regulatory elements (CREs), based on transcriptional output changes, are typically limited to characterizing CREs of only one gene. Here, we describe CRISPRpath, a scalable screening strategy for parallelly characterizing CREs of genes linked to the same biological pathway and converging phenotypes. We demonstrate the ability of CRISPRpath for simultaneously identifying functional enhancers of six genes in the 6-thioguanine-induced DNA mismatch repair pathway using both CRISPR interference (CRISPRi) and CRISPR nuclease (CRISPRn) approaches. Sixty percent of the identified enhancers are known promoters with distinct epigenomic features compared to other active promoters, including increased chromatin accessibility and interactivity. Furthermore, by imposing different levels of selection pressure, CRISPRpath can distinguish enhancers exerting strong impact on gene expression from those exerting weak impact. Our results offer a nuanced view of cis-regulation and demonstrate that CRISPRpath can be leveraged for understanding the complex gene regulatory program beyond transcriptional output at scale.</abstract><cop>WASHINGTON</cop><pub>Amer Assoc Advancement Science</pub><pmid>34524848</pmid><doi>10.1126/sciadv.abi4360</doi><tpages>12</tpages><orcidid>https://orcid.org/0000-0002-5435-1127</orcidid><orcidid>https://orcid.org/0000-0001-6822-9440</orcidid><orcidid>https://orcid.org/0000-0003-3110-7081</orcidid><orcidid>https://orcid.org/0000-0003-0759-9063</orcidid><orcidid>https://orcid.org/0000-0002-2348-4162</orcidid><orcidid>https://orcid.org/0000-0003-0987-2916</orcidid><orcidid>https://orcid.org/0000-0001-7677-3833</orcidid><orcidid>https://orcid.org/0000-0003-2734-6418</orcidid><orcidid>https://orcid.org/0000-0001-9901-5613</orcidid><orcidid>https://orcid.org/0000-0002-9275-4189</orcidid><orcidid>https://orcid.org/0000-0002-8626-3594</orcidid><orcidid>https://orcid.org/0000-0003-4377-5060</orcidid><orcidid>https://orcid.org/0000-0002-0660-0387</orcidid><oa>free_for_read</oa></addata></record>
fulltext fulltext
identifier ISSN: 2375-2548
ispartof Science advances, 2021-09, Vol.7 (38), p.eabi4360-eabi4360, Article 4360
issn 2375-2548
2375-2548
language eng
recordid cdi_webofscience_primary_000697350600029CitationCount
source DOAJ Directory of Open Access Journals; Elektronische Zeitschriftenbibliothek - Frei zugängliche E-Journals; Web of Science - Science Citation Index Expanded - 2021<img src="https://exlibris-pub.s3.amazonaws.com/fromwos-v2.jpg" />; PubMed Central
subjects Biomedicine and Life Sciences
Genetics
Molecular Biology
Multidisciplinary Sciences
SciAdv r-articles
Science & Technology
Science & Technology - Other Topics
title Parallel characterization of cis-regulatory elements for multiple genes using CRISPRpath
url https://sfx.bib-bvb.de/sfx_tum?ctx_ver=Z39.88-2004&ctx_enc=info:ofi/enc:UTF-8&ctx_tim=2024-12-12T23%3A29%3A47IST&url_ver=Z39.88-2004&url_ctx_fmt=infofi/fmt:kev:mtx:ctx&rfr_id=info:sid/primo.exlibrisgroup.com:primo3-Article-proquest_webof&rft_val_fmt=info:ofi/fmt:kev:mtx:journal&rft.genre=article&rft.atitle=Parallel%20characterization%20of%20cis-regulatory%20elements%20for%20multiple%20genes%20using%20CRISPRpath&rft.jtitle=Science%20advances&rft.au=Ren,%20Xingjie&rft.date=2021-09-17&rft.volume=7&rft.issue=38&rft.spage=eabi4360&rft.epage=eabi4360&rft.pages=eabi4360-eabi4360&rft.artnum=4360&rft.issn=2375-2548&rft.eissn=2375-2548&rft_id=info:doi/10.1126/sciadv.abi4360&rft_dat=%3Cproquest_webof%3E2573440547%3C/proquest_webof%3E%3Curl%3E%3C/url%3E&disable_directlink=true&sfx.directlink=off&sfx.report_link=0&rft_id=info:oai/&rft_pqid=2573440547&rft_id=info:pmid/34524848&rfr_iscdi=true