Leveraging base-pair mammalian constraint to understand genetic variation and human disease

Thousands of genomic regions have been associated with heritable human diseases, but attempts to elucidate biological mechanisms are impeded by an inability to discern which genomic positions are functionally important. Evolutionary constraint is a powerful predictor of function, agnostic to cell ty...

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Veröffentlicht in:Science (American Association for the Advancement of Science) 2023-04, Vol.380 (6643), p.eabn2937-eabn2937
Hauptverfasser: Sullivan, Patrick F, Meadows, Jennifer R S, Gazal, Steven, Phan, BaDoi N, Li, Xue, Genereux, Diane P, Dong, Michael X, Bianchi, Matteo, Andrews, Gregory, Sakthikumar, Sharadha, Nordin, Jessika, Roy, Ananya, Christmas, Matthew J, Marinescu, Voichita D, Wang, Chao, Wallerman, Ola, Xue, James, Yao, Shuyang, Sun, Quan, Szatkiewicz, Jin, Wen, Jia, Huckins, Laura M, Lawler, Alyssa, Keough, Kathleen C, Zheng, Zhili, Zeng, Jian, Wray, Naomi R, Li, Yun, Johnson, Jessica, Chen, Jiawen, Paten, Benedict, Reilly, Steven K, Hughes, Graham M, Weng, Zhiping, Pollard, Katherine S, Pfenning, Andreas R, Forsberg-Nilsson, Karin, Karlsson, Elinor K, Lindblad-Toh, Kerstin
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container_end_page eabn2937
container_issue 6643
container_start_page eabn2937
container_title Science (American Association for the Advancement of Science)
container_volume 380
creator Sullivan, Patrick F
Meadows, Jennifer R S
Gazal, Steven
Phan, BaDoi N
Li, Xue
Genereux, Diane P
Dong, Michael X
Bianchi, Matteo
Andrews, Gregory
Sakthikumar, Sharadha
Nordin, Jessika
Roy, Ananya
Christmas, Matthew J
Marinescu, Voichita D
Wang, Chao
Wallerman, Ola
Xue, James
Yao, Shuyang
Sun, Quan
Szatkiewicz, Jin
Wen, Jia
Huckins, Laura M
Lawler, Alyssa
Keough, Kathleen C
Zheng, Zhili
Zeng, Jian
Wray, Naomi R
Li, Yun
Johnson, Jessica
Chen, Jiawen
Paten, Benedict
Reilly, Steven K
Hughes, Graham M
Weng, Zhiping
Pollard, Katherine S
Pfenning, Andreas R
Forsberg-Nilsson, Karin
Karlsson, Elinor K
Lindblad-Toh, Kerstin
description Thousands of genomic regions have been associated with heritable human diseases, but attempts to elucidate biological mechanisms are impeded by an inability to discern which genomic positions are functionally important. Evolutionary constraint is a powerful predictor of function, agnostic to cell type or disease mechanism. Single-base phyloP scores from 240 mammals identified 3.3% of the human genome as significantly constrained and likely functional. We compared phyloP scores to genome annotation, association studies, copy-number variation, clinical genetics findings, and cancer data. Constrained positions are enriched for variants that explain common disease heritability more than other functional annotations. Our results improve variant annotation but also highlight that the regulatory landscape of the human genome still needs to be further explored and linked to disease.
doi_str_mv 10.1126/science.abn2937
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Study</topic><topic>Genomes</topic><topic>Genomics</topic><topic>Health risks</topic><topic>Heritability</topic><topic>Humans</topic><topic>Mammals</topic><topic>Molecular Sequence Annotation</topic><topic>Nucleotides</topic><topic>Polygenic inheritance</topic><topic>Polymorphism</topic><topic>Polymorphism, Single Nucleotide</topic><topic>Primates</topic><topic>Quantitative trait loci</topic><topic>Single-nucleotide polymorphism</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Sullivan, Patrick F</creatorcontrib><creatorcontrib>Meadows, Jennifer R S</creatorcontrib><creatorcontrib>Gazal, Steven</creatorcontrib><creatorcontrib>Phan, BaDoi N</creatorcontrib><creatorcontrib>Li, Xue</creatorcontrib><creatorcontrib>Genereux, Diane P</creatorcontrib><creatorcontrib>Dong, Michael X</creatorcontrib><creatorcontrib>Bianchi, Matteo</creatorcontrib><creatorcontrib>Andrews, Gregory</creatorcontrib><creatorcontrib>Sakthikumar, 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Benedict</creatorcontrib><creatorcontrib>Reilly, Steven K</creatorcontrib><creatorcontrib>Hughes, Graham M</creatorcontrib><creatorcontrib>Weng, Zhiping</creatorcontrib><creatorcontrib>Pollard, Katherine S</creatorcontrib><creatorcontrib>Pfenning, Andreas R</creatorcontrib><creatorcontrib>Forsberg-Nilsson, Karin</creatorcontrib><creatorcontrib>Karlsson, Elinor K</creatorcontrib><creatorcontrib>Lindblad-Toh, Kerstin</creatorcontrib><creatorcontrib>Zoonomia Consortium</creatorcontrib><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>Aluminium Industry Abstracts</collection><collection>Animal Behavior Abstracts</collection><collection>Bacteriology Abstracts (Microbiology B)</collection><collection>Calcium &amp; Calcified Tissue Abstracts</collection><collection>Ceramic 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Academic</collection><collection>PubMed Central (Full Participant titles)</collection><collection>SwePub</collection><collection>SwePub Articles</collection><collection>SWEPUB Uppsala universitet</collection><collection>SWEPUB Freely available online</collection><collection>SwePub Articles full text</collection><jtitle>Science (American Association for the Advancement of Science)</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Sullivan, Patrick F</au><au>Meadows, Jennifer R S</au><au>Gazal, Steven</au><au>Phan, BaDoi N</au><au>Li, Xue</au><au>Genereux, Diane P</au><au>Dong, Michael X</au><au>Bianchi, Matteo</au><au>Andrews, Gregory</au><au>Sakthikumar, Sharadha</au><au>Nordin, Jessika</au><au>Roy, Ananya</au><au>Christmas, Matthew J</au><au>Marinescu, Voichita D</au><au>Wang, Chao</au><au>Wallerman, Ola</au><au>Xue, James</au><au>Yao, Shuyang</au><au>Sun, Quan</au><au>Szatkiewicz, Jin</au><au>Wen, Jia</au><au>Huckins, Laura M</au><au>Lawler, Alyssa</au><au>Keough, Kathleen C</au><au>Zheng, Zhili</au><au>Zeng, Jian</au><au>Wray, Naomi R</au><au>Li, Yun</au><au>Johnson, Jessica</au><au>Chen, Jiawen</au><au>Paten, Benedict</au><au>Reilly, Steven K</au><au>Hughes, Graham M</au><au>Weng, Zhiping</au><au>Pollard, Katherine S</au><au>Pfenning, Andreas R</au><au>Forsberg-Nilsson, Karin</au><au>Karlsson, Elinor K</au><au>Lindblad-Toh, Kerstin</au><aucorp>Zoonomia Consortium</aucorp><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Leveraging base-pair mammalian constraint to understand genetic variation and human disease</atitle><jtitle>Science (American Association for the Advancement of Science)</jtitle><addtitle>Science</addtitle><date>2023-04-28</date><risdate>2023</risdate><volume>380</volume><issue>6643</issue><spage>eabn2937</spage><epage>eabn2937</epage><pages>eabn2937-eabn2937</pages><issn>0036-8075</issn><issn>1095-9203</issn><eissn>1095-9203</eissn><abstract>Thousands of genomic regions have been associated with heritable human diseases, but attempts to elucidate biological mechanisms are impeded by an inability to discern which genomic positions are functionally important. Evolutionary constraint is a powerful predictor of function, agnostic to cell type or disease mechanism. Single-base phyloP scores from 240 mammals identified 3.3% of the human genome as significantly constrained and likely functional. We compared phyloP scores to genome annotation, association studies, copy-number variation, clinical genetics findings, and cancer data. Constrained positions are enriched for variants that explain common disease heritability more than other functional annotations. Our results improve variant annotation but also highlight that the regulatory landscape of the human genome still needs to be further explored and linked to disease.</abstract><cop>United States</cop><pub>The American Association for the Advancement of Science</pub><pmid>37104612</pmid><doi>10.1126/science.abn2937</doi><orcidid>https://orcid.org/0000-0002-0850-230X</orcidid><orcidid>https://orcid.org/0000-0003-4510-5730</orcidid><orcidid>https://orcid.org/0000-0002-6619-873X</orcidid><orcidid>https://orcid.org/0000-0002-3032-7966</orcidid><orcidid>https://orcid.org/0000-0002-9880-3965</orcidid><orcidid>https://orcid.org/0000-0001-6331-5980</orcidid><orcidid>https://orcid.org/0000-0002-5369-6502</orcidid><orcidid>https://orcid.org/0000-0002-9870-6196</orcidid><orcidid>https://orcid.org/0000-0001-8324-2803</orcidid><orcidid>https://orcid.org/0000-0001-8801-5220</orcidid><orcidid>https://orcid.org/0000-0002-7481-0511</orcidid><orcidid>https://orcid.org/0000-0002-3447-9801</orcidid><orcidid>https://orcid.org/0000-0001-9669-4470</orcidid><orcidid>https://orcid.org/0000-0003-2102-221X</orcidid><orcidid>https://orcid.org/0000-0002-4343-3776</orcidid><orcidid>https://orcid.org/0000-0003-4084-3099</orcidid><orcidid>https://orcid.org/0000-0003-3088-345X</orcidid><orcidid>https://orcid.org/0000-0002-9126-2692</orcidid><orcidid>https://orcid.org/0000-0002-8414-2190</orcidid><orcidid>https://orcid.org/0000-0002-4519-3120</orcidid><orcidid>https://orcid.org/0000-0003-3936-4023</orcidid><orcidid>https://orcid.org/0000-0003-3140-1483</orcidid><orcidid>https://orcid.org/0000-0003-0692-6245</orcidid><orcidid>https://orcid.org/0000-0002-3332-5747</orcidid><orcidid>https://orcid.org/0000-0002-9275-4189</orcidid><orcidid>https://orcid.org/0000-0002-7746-8264</orcidid><orcidid>https://orcid.org/0000-0002-6355-7581</orcidid><orcidid>https://orcid.org/0000-0002-2151-5164</orcidid><orcidid>https://orcid.org/0000-0002-4898-7401</orcidid><orcidid>https://orcid.org/0000-0001-8863-3539</orcidid><orcidid>https://orcid.org/0000-0001-7421-3357</orcidid><orcidid>https://orcid.org/0000-0003-1037-7904</orcidid><orcidid>https://orcid.org/0000-0003-3394-6495</orcidid><orcidid>https://orcid.org/0000-0002-4803-4707</orcidid><orcidid>https://orcid.org/0000-0001-8338-0253</orcidid><orcidid>https://orcid.org/0000-0002-6193-534X</orcidid><orcidid>https://orcid.org/0000-0001-5770-0989</orcidid><oa>free_for_read</oa></addata></record>
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issn 0036-8075
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1095-9203
language eng
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source American Association for the Advancement of Science; MEDLINE; SWEPUB Freely available online
subjects Alleles
Animals
Annotations
Biological Evolution
Coding
Constraints
Developmental stages
Disease
Disease - genetics
Encyclopedias
Enrichment
Evolution
Gene expression
Gene frequency
Gene mapping
Gene polymorphism
Genetic diversity
Genetic variance
Genetic Variation
Genetics
Genome, Human
Genome-wide association studies
Genome-Wide Association Study
Genomes
Genomics
Health risks
Heritability
Humans
Mammals
Molecular Sequence Annotation
Nucleotides
Polygenic inheritance
Polymorphism
Polymorphism, Single Nucleotide
Primates
Quantitative trait loci
Single-nucleotide polymorphism
title Leveraging base-pair mammalian constraint to understand genetic variation and human disease
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