A cis-regulatory lexicon of DNA motif combinations mediating cell-type-specific gene regulation
Gene expression is controlled by transcription factors (TFs) that bind cognate DNA motif sequences in cis-regulatory elements (CREs). The combinations of DNA motifs acting within homeostasis and disease, however, are unclear. Gene expression, chromatin accessibility, TF footprinting, and H3K27ac-dep...
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Veröffentlicht in: | Cell genomics 2022-11, Vol.2 (11), p.100191, Article 100191 |
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creator | Donohue, Laura K.H. Guo, Margaret G. Zhao, Yang Jung, Namyoung Bussat, Rose T. Kim, Daniel S. Neela, Poornima H. Kellman, Laura N. Garcia, Omar S. Meyers, Robin M. Altman, Russ B. Khavari, Paul A. |
description | Gene expression is controlled by transcription factors (TFs) that bind cognate DNA motif sequences in cis-regulatory elements (CREs). The combinations of DNA motifs acting within homeostasis and disease, however, are unclear. Gene expression, chromatin accessibility, TF footprinting, and H3K27ac-dependent DNA looping data were generated and a random-forest-based model was applied to identify 7,531 cell-type-specific cis-regulatory modules (CRMs) across 15 diploid human cell types. A co-enrichment framework within CRMs nominated 838 cell-type-specific, recurrent heterotypic DNA motif combinations (DMCs), which were functionally validated using massively parallel reporter assays. Cancer cells engaged DMCs linked to neoplasia-enabling processes operative in normal cells while also activating new DMCs only seen in the neoplastic state. This integrative approach identifies cell-type-specific cis-regulatory combinatorial DNA motifs in diverse normal and diseased human cells and represents a general framework for deciphering cis-regulatory sequence logic in gene regulation.
[Display omitted]
•Profiling of 15 diploid human cell types via RNA-seq, ATAC-seq, and H3K27ac HiChIP•Identification of 838 cell-type-specific, recurrent heterotypic DNA motif combinations•Functional validation of regulatory DMCs via massively parallel reporter assays•Cancer-type-specific DMCs are linked to neoplasia-enabling processes
The cis-regulatory logic encoded within DNA sequences that mediate cell-type-specific gene expression is undefined. Here Donohue et al. generate multi-omics data across 15 diploid human cell types and present a new integrative framework for identifying regulatory DNA motif combinations (DMCs). Specifically, they identify cell-type- and -state-specific DMCs and anticipate broad applicability of the approach. |
doi_str_mv | 10.1016/j.xgen.2022.100191 |
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[Display omitted]
•Profiling of 15 diploid human cell types via RNA-seq, ATAC-seq, and H3K27ac HiChIP•Identification of 838 cell-type-specific, recurrent heterotypic DNA motif combinations•Functional validation of regulatory DMCs via massively parallel reporter assays•Cancer-type-specific DMCs are linked to neoplasia-enabling processes
The cis-regulatory logic encoded within DNA sequences that mediate cell-type-specific gene expression is undefined. Here Donohue et al. generate multi-omics data across 15 diploid human cell types and present a new integrative framework for identifying regulatory DNA motif combinations (DMCs). Specifically, they identify cell-type- and -state-specific DMCs and anticipate broad applicability of the approach.</description><identifier>ISSN: 2666-979X</identifier><identifier>EISSN: 2666-979X</identifier><identifier>DOI: 10.1016/j.xgen.2022.100191</identifier><identifier>PMID: 36742369</identifier><language>eng</language><publisher>United States: Elsevier Inc</publisher><subject>cis-regulatory logic ; gene regulation ; massively parallel reporter assay ; multi-omics ; random-forest model</subject><ispartof>Cell genomics, 2022-11, Vol.2 (11), p.100191, Article 100191</ispartof><rights>2022</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c455t-f0ccf471bb6f96dbe83ca5a4090f6ab46af1d3173e31de412f57c3e5fa06feee3</citedby><cites>FETCH-LOGICAL-c455t-f0ccf471bb6f96dbe83ca5a4090f6ab46af1d3173e31de412f57c3e5fa06feee3</cites><orcidid>0000-0003-0098-4989</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/PMC9894309/pdf/$$EPDF$$P50$$Gpubmedcentral$$Hfree_for_read</linktopdf><linktohtml>$$Uhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC9894309/$$EHTML$$P50$$Gpubmedcentral$$Hfree_for_read</linktohtml><link.rule.ids>230,314,723,776,780,860,881,27901,27902,53766,53768</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/36742369$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Donohue, Laura K.H.</creatorcontrib><creatorcontrib>Guo, Margaret G.</creatorcontrib><creatorcontrib>Zhao, Yang</creatorcontrib><creatorcontrib>Jung, Namyoung</creatorcontrib><creatorcontrib>Bussat, Rose T.</creatorcontrib><creatorcontrib>Kim, Daniel S.</creatorcontrib><creatorcontrib>Neela, Poornima H.</creatorcontrib><creatorcontrib>Kellman, Laura N.</creatorcontrib><creatorcontrib>Garcia, Omar S.</creatorcontrib><creatorcontrib>Meyers, Robin M.</creatorcontrib><creatorcontrib>Altman, Russ B.</creatorcontrib><creatorcontrib>Khavari, Paul A.</creatorcontrib><title>A cis-regulatory lexicon of DNA motif combinations mediating cell-type-specific gene regulation</title><title>Cell genomics</title><addtitle>Cell Genom</addtitle><description>Gene expression is controlled by transcription factors (TFs) that bind cognate DNA motif sequences in cis-regulatory elements (CREs). The combinations of DNA motifs acting within homeostasis and disease, however, are unclear. Gene expression, chromatin accessibility, TF footprinting, and H3K27ac-dependent DNA looping data were generated and a random-forest-based model was applied to identify 7,531 cell-type-specific cis-regulatory modules (CRMs) across 15 diploid human cell types. A co-enrichment framework within CRMs nominated 838 cell-type-specific, recurrent heterotypic DNA motif combinations (DMCs), which were functionally validated using massively parallel reporter assays. Cancer cells engaged DMCs linked to neoplasia-enabling processes operative in normal cells while also activating new DMCs only seen in the neoplastic state. This integrative approach identifies cell-type-specific cis-regulatory combinatorial DNA motifs in diverse normal and diseased human cells and represents a general framework for deciphering cis-regulatory sequence logic in gene regulation.
[Display omitted]
•Profiling of 15 diploid human cell types via RNA-seq, ATAC-seq, and H3K27ac HiChIP•Identification of 838 cell-type-specific, recurrent heterotypic DNA motif combinations•Functional validation of regulatory DMCs via massively parallel reporter assays•Cancer-type-specific DMCs are linked to neoplasia-enabling processes
The cis-regulatory logic encoded within DNA sequences that mediate cell-type-specific gene expression is undefined. Here Donohue et al. generate multi-omics data across 15 diploid human cell types and present a new integrative framework for identifying regulatory DNA motif combinations (DMCs). Specifically, they identify cell-type- and -state-specific DMCs and anticipate broad applicability of the approach.</description><subject>cis-regulatory logic</subject><subject>gene regulation</subject><subject>massively parallel reporter assay</subject><subject>multi-omics</subject><subject>random-forest model</subject><issn>2666-979X</issn><issn>2666-979X</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2022</creationdate><recordtype>article</recordtype><recordid>eNp9kUtrGzEUhUVpaUKaP9BF0TKbcfSYkSwoBeM8wTSbFLoTGs2VKzMjudLY2P--MnZDsslKF-m75x7dg9BXSiaUUHG9muyWECaMMFYuCFX0AzpnQohKSfX746v6DF3mvCKEsGkBJf-MzriQNeNCnSM9w9bnKsFy05sxpj3uYedtDDg6fPNzhoc4eodtHFofzOhjyHiAzpcyLLGFvq_G_RqqvAbrnbe4mAJ8kiv0F_TJmT7D5em8QL_ubp_nD9Xi6f5xPltUtm6asXLEWldL2rbCKdG1MOXWNKYmijhh2loYRztOJQdOO6gpc420HBpniHAAwC_Qj6PuetMWfxbCmEyv18kPJu11NF6_fQn-j17GrVZTVXOiisDVSSDFvxvIox58PvzPBIibrJmUXFJB6LSg7IjaFHNO4F7GUKIP4eiVPoSjD-HoYzil6dtrgy8t_6MowPcjAGVNWw9JZ-sh2LLsBHbUXfTv6f8Djymjrw</recordid><startdate>20221109</startdate><enddate>20221109</enddate><creator>Donohue, Laura K.H.</creator><creator>Guo, Margaret G.</creator><creator>Zhao, Yang</creator><creator>Jung, Namyoung</creator><creator>Bussat, Rose T.</creator><creator>Kim, Daniel S.</creator><creator>Neela, Poornima H.</creator><creator>Kellman, Laura N.</creator><creator>Garcia, Omar S.</creator><creator>Meyers, Robin M.</creator><creator>Altman, Russ B.</creator><creator>Khavari, Paul A.</creator><general>Elsevier Inc</general><scope>6I.</scope><scope>AAFTH</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7X8</scope><scope>5PM</scope><orcidid>https://orcid.org/0000-0003-0098-4989</orcidid></search><sort><creationdate>20221109</creationdate><title>A cis-regulatory lexicon of DNA motif combinations mediating cell-type-specific gene regulation</title><author>Donohue, Laura K.H. ; Guo, Margaret G. ; Zhao, Yang ; Jung, Namyoung ; Bussat, Rose T. ; Kim, Daniel S. ; Neela, Poornima H. ; Kellman, Laura N. ; Garcia, Omar S. ; Meyers, Robin M. ; Altman, Russ B. ; Khavari, Paul A.</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c455t-f0ccf471bb6f96dbe83ca5a4090f6ab46af1d3173e31de412f57c3e5fa06feee3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2022</creationdate><topic>cis-regulatory logic</topic><topic>gene regulation</topic><topic>massively parallel reporter assay</topic><topic>multi-omics</topic><topic>random-forest model</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Donohue, Laura K.H.</creatorcontrib><creatorcontrib>Guo, Margaret G.</creatorcontrib><creatorcontrib>Zhao, Yang</creatorcontrib><creatorcontrib>Jung, Namyoung</creatorcontrib><creatorcontrib>Bussat, Rose T.</creatorcontrib><creatorcontrib>Kim, Daniel S.</creatorcontrib><creatorcontrib>Neela, Poornima H.</creatorcontrib><creatorcontrib>Kellman, Laura N.</creatorcontrib><creatorcontrib>Garcia, Omar S.</creatorcontrib><creatorcontrib>Meyers, Robin M.</creatorcontrib><creatorcontrib>Altman, Russ B.</creatorcontrib><creatorcontrib>Khavari, Paul A.</creatorcontrib><collection>ScienceDirect Open Access Titles</collection><collection>Elsevier:ScienceDirect:Open Access</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>MEDLINE - Academic</collection><collection>PubMed Central (Full Participant titles)</collection><jtitle>Cell genomics</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Donohue, Laura K.H.</au><au>Guo, Margaret G.</au><au>Zhao, Yang</au><au>Jung, Namyoung</au><au>Bussat, Rose T.</au><au>Kim, Daniel S.</au><au>Neela, Poornima H.</au><au>Kellman, Laura N.</au><au>Garcia, Omar S.</au><au>Meyers, Robin M.</au><au>Altman, Russ B.</au><au>Khavari, Paul A.</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>A cis-regulatory lexicon of DNA motif combinations mediating cell-type-specific gene regulation</atitle><jtitle>Cell genomics</jtitle><addtitle>Cell Genom</addtitle><date>2022-11-09</date><risdate>2022</risdate><volume>2</volume><issue>11</issue><spage>100191</spage><pages>100191-</pages><artnum>100191</artnum><issn>2666-979X</issn><eissn>2666-979X</eissn><abstract>Gene expression is controlled by transcription factors (TFs) that bind cognate DNA motif sequences in cis-regulatory elements (CREs). The combinations of DNA motifs acting within homeostasis and disease, however, are unclear. Gene expression, chromatin accessibility, TF footprinting, and H3K27ac-dependent DNA looping data were generated and a random-forest-based model was applied to identify 7,531 cell-type-specific cis-regulatory modules (CRMs) across 15 diploid human cell types. A co-enrichment framework within CRMs nominated 838 cell-type-specific, recurrent heterotypic DNA motif combinations (DMCs), which were functionally validated using massively parallel reporter assays. Cancer cells engaged DMCs linked to neoplasia-enabling processes operative in normal cells while also activating new DMCs only seen in the neoplastic state. This integrative approach identifies cell-type-specific cis-regulatory combinatorial DNA motifs in diverse normal and diseased human cells and represents a general framework for deciphering cis-regulatory sequence logic in gene regulation.
[Display omitted]
•Profiling of 15 diploid human cell types via RNA-seq, ATAC-seq, and H3K27ac HiChIP•Identification of 838 cell-type-specific, recurrent heterotypic DNA motif combinations•Functional validation of regulatory DMCs via massively parallel reporter assays•Cancer-type-specific DMCs are linked to neoplasia-enabling processes
The cis-regulatory logic encoded within DNA sequences that mediate cell-type-specific gene expression is undefined. Here Donohue et al. generate multi-omics data across 15 diploid human cell types and present a new integrative framework for identifying regulatory DNA motif combinations (DMCs). Specifically, they identify cell-type- and -state-specific DMCs and anticipate broad applicability of the approach.</abstract><cop>United States</cop><pub>Elsevier Inc</pub><pmid>36742369</pmid><doi>10.1016/j.xgen.2022.100191</doi><orcidid>https://orcid.org/0000-0003-0098-4989</orcidid><oa>free_for_read</oa></addata></record> |
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subjects | cis-regulatory logic gene regulation massively parallel reporter assay multi-omics random-forest model |
title | A cis-regulatory lexicon of DNA motif combinations mediating cell-type-specific gene regulation |
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