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Genome-wide association mapping of transcriptome variation in Mimulus guttatus indicates differing patterns of selection on cis- versus trans-acting mutations
Abstract We measured the floral bud transcriptome of 151 fully sequenced lines of Mimulus guttatus from one natural population. Thousands of single nucleotide polymorphisms (SNPs) are implicated as transcription regulators, but there is a striking difference in the allele frequency spectrum of cis-a...
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Published in: | Genetics (Austin) 2022-01, Vol.220 (1) |
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We measured the floral bud transcriptome of 151 fully sequenced lines of Mimulus guttatus from one natural population. Thousands of single nucleotide polymorphisms (SNPs) are implicated as transcription regulators, but there is a striking difference in the allele frequency spectrum of cis-acting and trans-acting mutations. Cis-SNPs have intermediate frequencies (consistent with balancing selection) while trans-SNPs exhibit a rare-alleles model (consistent with purifying selection). This pattern only becomes clear when transcript variation is normalized on a gene-to-gene basis. If a global normalization is applied, as is typically in RNAseq experiments, asymmetric transcript distributions combined with “rarity disequilibrium” produce a superabundance of false positives for trans-acting SNPs. To explore the cause of purifying selection on trans-acting mutations, we identified gene expression modules as sets of coexpressed genes. The extent to which trans-acting mutations influence modules is a strong predictor of allele frequency. Mutations altering expression of genes with high “connectedness” (those that are highly predictive of the representative module expression value) have the lowest allele frequency. The expression modules can also predict whole-plant traits such as flower size. We find that a substantial portion of the genetic (co)variance among traits can be described as an emergent property of genetic effects on expression modules.
Brown and Kelly perform a genome-wide association study on the transcriptome of yellow monkeyflower using previously sequenced inbred lines. They find a striking difference in the minor allele frequency spectrum of SNPs affecting gene expression in cis vs. in trans. The authors show that gene co-expression modules can predict fitness-related life-history phenotypes that experience fitness tradeoffs in field studies. |
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We measured the floral bud transcriptome of 151 fully sequenced lines of Mimulus guttatus from one natural population. Thousands of single nucleotide polymorphisms (SNPs) are implicated as transcription regulators, but there is a striking difference in the allele frequency spectrum of cis-acting and trans-acting mutations. Cis-SNPs have intermediate frequencies (consistent with balancing selection) while trans-SNPs exhibit a rare-alleles model (consistent with purifying selection). This pattern only becomes clear when transcript variation is normalized on a gene-to-gene basis. If a global normalization is applied, as is typically in RNAseq experiments, asymmetric transcript distributions combined with “rarity disequilibrium” produce a superabundance of false positives for trans-acting SNPs. To explore the cause of purifying selection on trans-acting mutations, we identified gene expression modules as sets of coexpressed genes. The extent to which trans-acting mutations influence modules is a strong predictor of allele frequency. Mutations altering expression of genes with high “connectedness” (those that are highly predictive of the representative module expression value) have the lowest allele frequency. The expression modules can also predict whole-plant traits such as flower size. We find that a substantial portion of the genetic (co)variance among traits can be described as an emergent property of genetic effects on expression modules.
Brown and Kelly perform a genome-wide association study on the transcriptome of yellow monkeyflower using previously sequenced inbred lines. They find a striking difference in the minor allele frequency spectrum of SNPs affecting gene expression in cis vs. in trans. The authors show that gene co-expression modules can predict fitness-related life-history phenotypes that experience fitness tradeoffs in field studies.</description><identifier>ISSN: 1943-2631</identifier><identifier>ISSN: 0016-6731</identifier><identifier>EISSN: 1943-2631</identifier><identifier>DOI: 10.1093/genetics/iyab189</identifier><identifier>PMID: 34791192</identifier><language>eng</language><publisher>United States: Oxford University Press</publisher><subject>Alleles ; Flowers - genetics ; Frequency spectrum ; Gene expression ; Gene Expression Regulation, Plant ; Gene Frequency ; Gene mapping ; Genes ; Genetic effects ; Genetics ; Genome, Plant ; Genome-Wide Association Study - methods ; Genomes ; Intermediate frequencies ; Investigation ; Mimulus - genetics ; Mimulus guttatus ; Modules ; Mutation ; Nucleotides ; Polymorphism, Single Nucleotide ; Selection, Genetic ; Single-nucleotide polymorphism ; Skewed distributions ; Transcription ; Transcriptome ; Transcriptomes</subject><ispartof>Genetics (Austin), 2022-01, Vol.220 (1)</ispartof><rights>The Author(s) 2021. Published by Oxford University Press on behalf of Genetics Society of America. All rights reserved. For permissions, please email: journals.permissions@oup.com 2021</rights><rights>The Author(s) 2021. Published by Oxford University Press on behalf of Genetics Society of America. All rights reserved. For permissions, please email: journals.permissions@oup.com.</rights><rights>The Author(s) 2021. Published by Oxford University Press on behalf of Genetics Society of America. All rights reserved. For permissions, please email: journals.permissions@oup.com</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c418t-bbddb4fbf412cf28c27fc785d6c918dc31893644b024fde323615cdcee0389213</citedby><cites>FETCH-LOGICAL-c418t-bbddb4fbf412cf28c27fc785d6c918dc31893644b024fde323615cdcee0389213</cites><orcidid>0000-0002-5371-5830</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>230,314,780,784,885,27924,27925</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/34791192$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><contributor>Wright, S</contributor><creatorcontrib>Brown, Keely E</creatorcontrib><creatorcontrib>Kelly, John K</creatorcontrib><title>Genome-wide association mapping of transcriptome variation in Mimulus guttatus indicates differing patterns of selection on cis- versus trans-acting mutations</title><title>Genetics (Austin)</title><addtitle>Genetics</addtitle><description>Abstract
We measured the floral bud transcriptome of 151 fully sequenced lines of Mimulus guttatus from one natural population. Thousands of single nucleotide polymorphisms (SNPs) are implicated as transcription regulators, but there is a striking difference in the allele frequency spectrum of cis-acting and trans-acting mutations. Cis-SNPs have intermediate frequencies (consistent with balancing selection) while trans-SNPs exhibit a rare-alleles model (consistent with purifying selection). This pattern only becomes clear when transcript variation is normalized on a gene-to-gene basis. If a global normalization is applied, as is typically in RNAseq experiments, asymmetric transcript distributions combined with “rarity disequilibrium” produce a superabundance of false positives for trans-acting SNPs. To explore the cause of purifying selection on trans-acting mutations, we identified gene expression modules as sets of coexpressed genes. The extent to which trans-acting mutations influence modules is a strong predictor of allele frequency. Mutations altering expression of genes with high “connectedness” (those that are highly predictive of the representative module expression value) have the lowest allele frequency. The expression modules can also predict whole-plant traits such as flower size. We find that a substantial portion of the genetic (co)variance among traits can be described as an emergent property of genetic effects on expression modules.
Brown and Kelly perform a genome-wide association study on the transcriptome of yellow monkeyflower using previously sequenced inbred lines. They find a striking difference in the minor allele frequency spectrum of SNPs affecting gene expression in cis vs. in trans. The authors show that gene co-expression modules can predict fitness-related life-history phenotypes that experience fitness tradeoffs in field studies.</description><subject>Alleles</subject><subject>Flowers - genetics</subject><subject>Frequency spectrum</subject><subject>Gene expression</subject><subject>Gene Expression Regulation, Plant</subject><subject>Gene Frequency</subject><subject>Gene mapping</subject><subject>Genes</subject><subject>Genetic effects</subject><subject>Genetics</subject><subject>Genome, Plant</subject><subject>Genome-Wide Association Study - methods</subject><subject>Genomes</subject><subject>Intermediate frequencies</subject><subject>Investigation</subject><subject>Mimulus - genetics</subject><subject>Mimulus guttatus</subject><subject>Modules</subject><subject>Mutation</subject><subject>Nucleotides</subject><subject>Polymorphism, Single Nucleotide</subject><subject>Selection, Genetic</subject><subject>Single-nucleotide polymorphism</subject><subject>Skewed distributions</subject><subject>Transcription</subject><subject>Transcriptome</subject><subject>Transcriptomes</subject><issn>1943-2631</issn><issn>0016-6731</issn><issn>1943-2631</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2022</creationdate><recordtype>article</recordtype><recordid>eNqFkUtrFjEUhgdRbK3uXcmAG0HG5jKXZCOUolWouNF1yCQnnykzyZiT-aR_xt9qvktLdSMEcuA873uS81bVS0reUSL5-QYCZG_w3N_qkQr5qDqlsuUN6zl9_KA-qZ4h3hBCetmJp9UJbwdJqWSn1e8rCHGG5pe3UGvEaLzOPoZ61sviw6aOrs5JBzTJL7mQ9VanI-JD_cXP67RivVlz1rkUPlhvdAasrXcO0s5i0TlDCrjzQpjA7NXlGI9NvYWERbgf0ujSK4p5zfsR-Lx64vSE8OJ4n1XfP374dvmpuf569fny4roxLRW5GUdrx9aNrqXMOCYMG5wZRGd7I6mwhpfd8L5tR8JaZ4Ez3tPOWANAuJCM8rPq_cF3WccZSiOU90xqSX7W6VZF7dXfneB_qE3cKjFw3vOuGLw5GqT4cwXMavZoYJp0gLiiYp2UZCBl6QV9_Q96E9cUyvdUyUp0neCEF4ocKJMiYgJ3_xhK1C58dRe-OoZfJK8efuJecJd2Ad4egLgu_7f7A1DHw28</recordid><startdate>20220104</startdate><enddate>20220104</enddate><creator>Brown, Keely E</creator><creator>Kelly, John K</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>4T-</scope><scope>4U-</scope><scope>7QP</scope><scope>7SS</scope><scope>7TK</scope><scope>7TM</scope><scope>8FD</scope><scope>FR3</scope><scope>K9.</scope><scope>M7N</scope><scope>P64</scope><scope>RC3</scope><scope>7X8</scope><scope>5PM</scope><orcidid>https://orcid.org/0000-0002-5371-5830</orcidid></search><sort><creationdate>20220104</creationdate><title>Genome-wide association mapping of transcriptome variation in Mimulus guttatus indicates differing patterns of selection on cis- versus trans-acting mutations</title><author>Brown, Keely E ; Kelly, John K</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c418t-bbddb4fbf412cf28c27fc785d6c918dc31893644b024fde323615cdcee0389213</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2022</creationdate><topic>Alleles</topic><topic>Flowers - genetics</topic><topic>Frequency spectrum</topic><topic>Gene expression</topic><topic>Gene Expression Regulation, Plant</topic><topic>Gene Frequency</topic><topic>Gene mapping</topic><topic>Genes</topic><topic>Genetic effects</topic><topic>Genetics</topic><topic>Genome, Plant</topic><topic>Genome-Wide Association Study - methods</topic><topic>Genomes</topic><topic>Intermediate frequencies</topic><topic>Investigation</topic><topic>Mimulus - genetics</topic><topic>Mimulus guttatus</topic><topic>Modules</topic><topic>Mutation</topic><topic>Nucleotides</topic><topic>Polymorphism, Single Nucleotide</topic><topic>Selection, Genetic</topic><topic>Single-nucleotide polymorphism</topic><topic>Skewed distributions</topic><topic>Transcription</topic><topic>Transcriptome</topic><topic>Transcriptomes</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Brown, Keely E</creatorcontrib><creatorcontrib>Kelly, John K</creatorcontrib><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>Docstoc</collection><collection>University Readers</collection><collection>Calcium & Calcified Tissue Abstracts</collection><collection>Entomology Abstracts (Full archive)</collection><collection>Neurosciences Abstracts</collection><collection>Nucleic Acids Abstracts</collection><collection>Technology Research Database</collection><collection>Engineering Research Database</collection><collection>ProQuest Health & Medical Complete (Alumni)</collection><collection>Algology Mycology and Protozoology Abstracts (Microbiology C)</collection><collection>Biotechnology and BioEngineering Abstracts</collection><collection>Genetics Abstracts</collection><collection>MEDLINE - Academic</collection><collection>PubMed Central (Full Participant titles)</collection><jtitle>Genetics (Austin)</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Brown, Keely E</au><au>Kelly, John K</au><au>Wright, S</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Genome-wide association mapping of transcriptome variation in Mimulus guttatus indicates differing patterns of selection on cis- versus trans-acting mutations</atitle><jtitle>Genetics (Austin)</jtitle><addtitle>Genetics</addtitle><date>2022-01-04</date><risdate>2022</risdate><volume>220</volume><issue>1</issue><issn>1943-2631</issn><issn>0016-6731</issn><eissn>1943-2631</eissn><abstract>Abstract
We measured the floral bud transcriptome of 151 fully sequenced lines of Mimulus guttatus from one natural population. Thousands of single nucleotide polymorphisms (SNPs) are implicated as transcription regulators, but there is a striking difference in the allele frequency spectrum of cis-acting and trans-acting mutations. Cis-SNPs have intermediate frequencies (consistent with balancing selection) while trans-SNPs exhibit a rare-alleles model (consistent with purifying selection). This pattern only becomes clear when transcript variation is normalized on a gene-to-gene basis. If a global normalization is applied, as is typically in RNAseq experiments, asymmetric transcript distributions combined with “rarity disequilibrium” produce a superabundance of false positives for trans-acting SNPs. To explore the cause of purifying selection on trans-acting mutations, we identified gene expression modules as sets of coexpressed genes. The extent to which trans-acting mutations influence modules is a strong predictor of allele frequency. Mutations altering expression of genes with high “connectedness” (those that are highly predictive of the representative module expression value) have the lowest allele frequency. The expression modules can also predict whole-plant traits such as flower size. We find that a substantial portion of the genetic (co)variance among traits can be described as an emergent property of genetic effects on expression modules.
Brown and Kelly perform a genome-wide association study on the transcriptome of yellow monkeyflower using previously sequenced inbred lines. They find a striking difference in the minor allele frequency spectrum of SNPs affecting gene expression in cis vs. in trans. The authors show that gene co-expression modules can predict fitness-related life-history phenotypes that experience fitness tradeoffs in field studies.</abstract><cop>United States</cop><pub>Oxford University Press</pub><pmid>34791192</pmid><doi>10.1093/genetics/iyab189</doi><orcidid>https://orcid.org/0000-0002-5371-5830</orcidid><oa>free_for_read</oa></addata></record> |
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subjects | Alleles Flowers - genetics Frequency spectrum Gene expression Gene Expression Regulation, Plant Gene Frequency Gene mapping Genes Genetic effects Genetics Genome, Plant Genome-Wide Association Study - methods Genomes Intermediate frequencies Investigation Mimulus - genetics Mimulus guttatus Modules Mutation Nucleotides Polymorphism, Single Nucleotide Selection, Genetic Single-nucleotide polymorphism Skewed distributions Transcription Transcriptome Transcriptomes |
title | Genome-wide association mapping of transcriptome variation in Mimulus guttatus indicates differing patterns of selection on cis- versus trans-acting mutations |
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