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On the Relationship Between High-Order Linkage Disequilibrium and Epistasis
Abstract A plausible explanation for statistical epistasis revealed in genome wide association analyses is the presence of high order linkage disequilibrium (LD) between the genotyped markers tested for interactions and unobserved functional polymorphisms. Based on findings in experimental data, it...
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Published in: | G3 : genes - genomes - genetics 2018-08, Vol.8 (8), p.2817-2824 |
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A plausible explanation for statistical epistasis revealed in genome wide association analyses is the presence of high order linkage disequilibrium (LD) between the genotyped markers tested for interactions and unobserved functional polymorphisms. Based on findings in experimental data, it has been suggested that high order LD might be a common explanation for statistical epistasis inferred between local polymorphisms in the same genomic region. Here, we empirically evaluate how prevalent high order LD is between local, as well as distal, polymorphisms in the genome. This could provide insights into whether we should account for this when interpreting results from genome wide scans for statistical epistasis. An extensive and strong genome wide high order LD was revealed between pairs of markers on the high density 250k SNP-chip and individual markers revealed by whole genome sequencing in the Arabidopsis thaliana 1001-genomes collection. The high order LD was found to be more prevalent in smaller populations, but present also in samples including several hundred individuals. An empirical example illustrates that high order LD might be an even greater challenge in cases when the genetic architecture is more complex than the common assumption of bi-allelic loci. The example shows how significant statistical epistasis is detected for a pair of markers in high order LD with a complex multi allelic locus. Overall, our study illustrates the importance of considering also other explanations than functional genetic interactions when genome wide statistical epistasis is detected, in particular when the results are obtained in small populations of inbred individuals. |
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A plausible explanation for statistical epistasis revealed in genome wide association analyses is the presence of high order linkage disequilibrium (LD) between the genotyped markers tested for interactions and unobserved functional polymorphisms. Based on findings in experimental data, it has been suggested that high order LD might be a common explanation for statistical epistasis inferred between local polymorphisms in the same genomic region. Here, we empirically evaluate how prevalent high order LD is between local, as well as distal, polymorphisms in the genome. This could provide insights into whether we should account for this when interpreting results from genome wide scans for statistical epistasis. An extensive and strong genome wide high order LD was revealed between pairs of markers on the high density 250k SNP-chip and individual markers revealed by whole genome sequencing in the Arabidopsis thaliana 1001-genomes collection. The high order LD was found to be more prevalent in smaller populations, but present also in samples including several hundred individuals. An empirical example illustrates that high order LD might be an even greater challenge in cases when the genetic architecture is more complex than the common assumption of bi-allelic loci. The example shows how significant statistical epistasis is detected for a pair of markers in high order LD with a complex multi allelic locus. Overall, our study illustrates the importance of considering also other explanations than functional genetic interactions when genome wide statistical epistasis is detected, in particular when the results are obtained in small populations of inbred individuals.</description><identifier>ISSN: 2160-1836</identifier><identifier>EISSN: 2160-1836</identifier><identifier>DOI: 10.1534/g3.118.200513</identifier><identifier>PMID: 29945968</identifier><language>eng</language><publisher>United States: Oxford University Press</publisher><subject>Alleles ; Arabidopsis - genetics ; Arabidopsis thaliana ; Biologi ; Biology ; epistasis ; Epistasis, Genetic ; Genetic Association Studies ; Genetic Markers ; Genome, Plant ; Genome-Wide Association Study ; Genotype ; high order linkage disequilibrium ; Humans ; Investigations ; leaf ; Linkage Disequilibrium ; Models, Genetic ; molybdenum ; Polymorphism, Single Nucleotide ; Quantitative Trait Loci ; Quantitative Trait, Heritable</subject><ispartof>G3 : genes - genomes - genetics, 2018-08, Vol.8 (8), p.2817-2824</ispartof><rights>2018 Zan et al. 2018</rights><rights>Copyright © 2018 Zan et al.</rights><rights>Copyright © 2018 Zan 2018</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c457t-62c1c95caf5ea3cf65b3521da0ec1138f49636101debc1b43d38fb45bcbcb1373</citedby><cites>FETCH-LOGICAL-c457t-62c1c95caf5ea3cf65b3521da0ec1138f49636101debc1b43d38fb45bcbcb1373</cites><orcidid>0000-0002-2722-5264 ; 0000-0002-7451-9222 ; 0000-0001-5571-4578</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/PMC6071592/pdf/$$EPDF$$P50$$Gpubmedcentral$$Hfree_for_read</linktopdf><linktohtml>$$Uhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC6071592/$$EHTML$$P50$$Gpubmedcentral$$Hfree_for_read</linktohtml><link.rule.ids>230,314,727,780,784,885,27924,27925,53791,53793</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/29945968$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink><backlink>$$Uhttps://urn.kb.se/resolve?urn=urn:nbn:se:uu:diva-356530$$DView record from Swedish Publication Index$$Hfree_for_read</backlink></links><search><creatorcontrib>Zan, Yanjun</creatorcontrib><creatorcontrib>Forsberg, Simon K G</creatorcontrib><creatorcontrib>Carlborg, Örjan</creatorcontrib><title>On the Relationship Between High-Order Linkage Disequilibrium and Epistasis</title><title>G3 : genes - genomes - genetics</title><addtitle>G3 (Bethesda)</addtitle><description>Abstract
A plausible explanation for statistical epistasis revealed in genome wide association analyses is the presence of high order linkage disequilibrium (LD) between the genotyped markers tested for interactions and unobserved functional polymorphisms. Based on findings in experimental data, it has been suggested that high order LD might be a common explanation for statistical epistasis inferred between local polymorphisms in the same genomic region. Here, we empirically evaluate how prevalent high order LD is between local, as well as distal, polymorphisms in the genome. This could provide insights into whether we should account for this when interpreting results from genome wide scans for statistical epistasis. An extensive and strong genome wide high order LD was revealed between pairs of markers on the high density 250k SNP-chip and individual markers revealed by whole genome sequencing in the Arabidopsis thaliana 1001-genomes collection. The high order LD was found to be more prevalent in smaller populations, but present also in samples including several hundred individuals. An empirical example illustrates that high order LD might be an even greater challenge in cases when the genetic architecture is more complex than the common assumption of bi-allelic loci. The example shows how significant statistical epistasis is detected for a pair of markers in high order LD with a complex multi allelic locus. Overall, our study illustrates the importance of considering also other explanations than functional genetic interactions when genome wide statistical epistasis is detected, in particular when the results are obtained in small populations of inbred individuals.</description><subject>Alleles</subject><subject>Arabidopsis - genetics</subject><subject>Arabidopsis thaliana</subject><subject>Biologi</subject><subject>Biology</subject><subject>epistasis</subject><subject>Epistasis, Genetic</subject><subject>Genetic Association Studies</subject><subject>Genetic Markers</subject><subject>Genome, Plant</subject><subject>Genome-Wide Association Study</subject><subject>Genotype</subject><subject>high order linkage disequilibrium</subject><subject>Humans</subject><subject>Investigations</subject><subject>leaf</subject><subject>Linkage Disequilibrium</subject><subject>Models, Genetic</subject><subject>molybdenum</subject><subject>Polymorphism, Single Nucleotide</subject><subject>Quantitative Trait Loci</subject><subject>Quantitative Trait, Heritable</subject><issn>2160-1836</issn><issn>2160-1836</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2018</creationdate><recordtype>article</recordtype><recordid>eNqFkU1PwzAMhiMEYmjsyBX1yIGOuGmy9oI0PoeYNAkB1yhN3S7QtSVpQfx7ggYDTtgHW87j15FeQg6AjoGz-KRkY4BkHFHKgW2RvQgEDSFhYvtXPyAj556oD86FiMUuGURpGvNUJHvkdlEH3RKDO6xUZ5raLU0bnGH3hlgHM1Muw4XN0QZzUz-rEoML4_ClN5XJrOlXgarz4LI1rlPOuH2yU6jK4eirDsnD1eX9-SycL65vzqfzUMd80oUi0qBTrlXBUTFdCJ4xHkGuKGoAlhRxKpgACjlmGrKY5X6WxTzTPoFN2JAcr3XdG7Z9JltrVsq-y0YZeWEep7Kxpex7ybjgjHr8dI17doW5xrqzqvqz9felNktZNq9S0AnwNPICR18Ctnnp0XVyZZzGqlI1Nr2TERU0EWmcgkfDNapt45zFYnMGqPy0TJZMesvk2jLPH_7-24b-NujndtO3_2h9AC_Unp4</recordid><startdate>20180801</startdate><enddate>20180801</enddate><creator>Zan, Yanjun</creator><creator>Forsberg, Simon K G</creator><creator>Carlborg, Örjan</creator><general>Oxford University Press</general><general>Genetics Society of America</general><scope>CGR</scope><scope>CUY</scope><scope>CVF</scope><scope>ECM</scope><scope>EIF</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7X8</scope><scope>5PM</scope><scope>ACNBI</scope><scope>ADTPV</scope><scope>AOWAS</scope><scope>D8T</scope><scope>DF2</scope><scope>ZZAVC</scope><orcidid>https://orcid.org/0000-0002-2722-5264</orcidid><orcidid>https://orcid.org/0000-0002-7451-9222</orcidid><orcidid>https://orcid.org/0000-0001-5571-4578</orcidid></search><sort><creationdate>20180801</creationdate><title>On the Relationship Between High-Order Linkage Disequilibrium and Epistasis</title><author>Zan, Yanjun ; Forsberg, Simon K G ; Carlborg, Örjan</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c457t-62c1c95caf5ea3cf65b3521da0ec1138f49636101debc1b43d38fb45bcbcb1373</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2018</creationdate><topic>Alleles</topic><topic>Arabidopsis - genetics</topic><topic>Arabidopsis thaliana</topic><topic>Biologi</topic><topic>Biology</topic><topic>epistasis</topic><topic>Epistasis, Genetic</topic><topic>Genetic Association Studies</topic><topic>Genetic Markers</topic><topic>Genome, Plant</topic><topic>Genome-Wide Association Study</topic><topic>Genotype</topic><topic>high order linkage disequilibrium</topic><topic>Humans</topic><topic>Investigations</topic><topic>leaf</topic><topic>Linkage Disequilibrium</topic><topic>Models, Genetic</topic><topic>molybdenum</topic><topic>Polymorphism, Single Nucleotide</topic><topic>Quantitative Trait Loci</topic><topic>Quantitative Trait, Heritable</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Zan, Yanjun</creatorcontrib><creatorcontrib>Forsberg, Simon K G</creatorcontrib><creatorcontrib>Carlborg, Örjan</creatorcontrib><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>MEDLINE - Academic</collection><collection>PubMed Central (Full Participant titles)</collection><collection>SWEPUB Uppsala universitet full text</collection><collection>SwePub</collection><collection>SwePub Articles</collection><collection>SWEPUB Freely available online</collection><collection>SWEPUB Uppsala universitet</collection><collection>SwePub Articles full text</collection><jtitle>G3 : genes - genomes - genetics</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Zan, Yanjun</au><au>Forsberg, Simon K G</au><au>Carlborg, Örjan</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>On the Relationship Between High-Order Linkage Disequilibrium and Epistasis</atitle><jtitle>G3 : genes - genomes - genetics</jtitle><addtitle>G3 (Bethesda)</addtitle><date>2018-08-01</date><risdate>2018</risdate><volume>8</volume><issue>8</issue><spage>2817</spage><epage>2824</epage><pages>2817-2824</pages><issn>2160-1836</issn><eissn>2160-1836</eissn><abstract>Abstract
A plausible explanation for statistical epistasis revealed in genome wide association analyses is the presence of high order linkage disequilibrium (LD) between the genotyped markers tested for interactions and unobserved functional polymorphisms. Based on findings in experimental data, it has been suggested that high order LD might be a common explanation for statistical epistasis inferred between local polymorphisms in the same genomic region. Here, we empirically evaluate how prevalent high order LD is between local, as well as distal, polymorphisms in the genome. This could provide insights into whether we should account for this when interpreting results from genome wide scans for statistical epistasis. An extensive and strong genome wide high order LD was revealed between pairs of markers on the high density 250k SNP-chip and individual markers revealed by whole genome sequencing in the Arabidopsis thaliana 1001-genomes collection. The high order LD was found to be more prevalent in smaller populations, but present also in samples including several hundred individuals. An empirical example illustrates that high order LD might be an even greater challenge in cases when the genetic architecture is more complex than the common assumption of bi-allelic loci. The example shows how significant statistical epistasis is detected for a pair of markers in high order LD with a complex multi allelic locus. Overall, our study illustrates the importance of considering also other explanations than functional genetic interactions when genome wide statistical epistasis is detected, in particular when the results are obtained in small populations of inbred individuals.</abstract><cop>United States</cop><pub>Oxford University Press</pub><pmid>29945968</pmid><doi>10.1534/g3.118.200513</doi><tpages>8</tpages><orcidid>https://orcid.org/0000-0002-2722-5264</orcidid><orcidid>https://orcid.org/0000-0002-7451-9222</orcidid><orcidid>https://orcid.org/0000-0001-5571-4578</orcidid><oa>free_for_read</oa></addata></record> |
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subjects | Alleles Arabidopsis - genetics Arabidopsis thaliana Biologi Biology epistasis Epistasis, Genetic Genetic Association Studies Genetic Markers Genome, Plant Genome-Wide Association Study Genotype high order linkage disequilibrium Humans Investigations leaf Linkage Disequilibrium Models, Genetic molybdenum Polymorphism, Single Nucleotide Quantitative Trait Loci Quantitative Trait, Heritable |
title | On the Relationship Between High-Order Linkage Disequilibrium and Epistasis |
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