Genome-Wide Association Analyses Reveal the Importance of Alternative Splicing in Diversifying Gene Function and Regulating Phenotypic Variation in Maize
Alternative splicing (AS) enhances transcriptome diversity and plays important roles in regulating plant processes. Although widespread natural variation in AS has been observed in plants, how AS is regulated and contribute to phenotypic variation is poorly understood. Here, we report a population-l...
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description | Alternative splicing (AS) enhances transcriptome diversity and plays important roles in regulating plant processes. Although widespread natural variation in AS has been observed in plants, how AS is regulated and contribute to phenotypic variation is poorly understood. Here, we report a population-level transcriptome assembly and genome-wide association study to identify splicing quantitative trait loci (sQTLs) in developing maize (Zea mays) kernels from 368 inbred lines. We detected 19,554 unique sQTLs for 6570 genes. Most sQTLs showed small isoform usage changes without involving major isoform switching between genotypes. The sQTL-affected isoforms tend to display distinct protein functions. We demonstrate that non-sense-mediated mRNA decay, microRNA-mediated regulation, and small interfering peptide-mediated peptide interference are frequently involved in sQTL regulation. The natural variation in AS and overall mRNA level appears to be independently regulated with different cis-sequences preferentially used. We identified 214 putative trans-acting splicing regulators, among which ZmGRP1, encoding an hnRNP-like glycine-rich RNA binding protein, regulates the largest trans-cluster. Knockout of ZmGRP1 by CRISPR/Cas9 altered splicing of numerous downstream genes. We found that 739 sQTLs colocalized with previous marker-trait associations, most of which occurred without changes in overall mRNA level. Our findings uncover the importance of AS in diversifying gene function and regulating phenotypic variation. |
doi_str_mv | 10.1105/tpc.18.00109 |
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Although widespread natural variation in AS has been observed in plants, how AS is regulated and contribute to phenotypic variation is poorly understood. Here, we report a population-level transcriptome assembly and genome-wide association study to identify splicing quantitative trait loci (sQTLs) in developing maize (Zea mays) kernels from 368 inbred lines. We detected 19,554 unique sQTLs for 6570 genes. Most sQTLs showed small isoform usage changes without involving major isoform switching between genotypes. The sQTL-affected isoforms tend to display distinct protein functions. We demonstrate that non-sense-mediated mRNA decay, microRNA-mediated regulation, and small interfering peptide-mediated peptide interference are frequently involved in sQTL regulation. The natural variation in AS and overall mRNA level appears to be independently regulated with different cis-sequences preferentially used. We identified 214 putative trans-acting splicing regulators, among which ZmGRP1, encoding an hnRNP-like glycine-rich RNA binding protein, regulates the largest trans-cluster. Knockout of ZmGRP1 by CRISPR/Cas9 altered splicing of numerous downstream genes. We found that 739 sQTLs colocalized with previous marker-trait associations, most of which occurred without changes in overall mRNA level. Our findings uncover the importance of AS in diversifying gene function and regulating phenotypic variation.</description><identifier>ISSN: 1040-4651</identifier><identifier>EISSN: 1532-298X</identifier><identifier>DOI: 10.1105/tpc.18.00109</identifier><identifier>PMID: 29967286</identifier><language>eng</language><publisher>United States: American Society of Plant Biologists</publisher><subject>Alternative splicing ; Association analysis ; Corn ; CRISPR ; Gene expression ; Gene mapping ; Gene sequencing ; Genes ; Genome-wide association studies ; Genomes ; Genotype & phenotype ; Genotypes ; Glycine ; Inbreeding ; Isoforms ; Large-Scale Biology ; LARGE-SCALE BIOLOGY ARTICLE ; miRNA ; mRNA turnover ; Nonsense-mediated mRNA decay ; Phenotypic variations ; Proteins ; Quantitative trait loci ; Regulators ; Ribonucleic acid ; RNA ; RNA-binding protein ; Splicing ; Zea mays</subject><ispartof>The Plant cell, 2018-07, Vol.30 (7), p.1404-1423</ispartof><rights>American Society of Plant Biologists</rights><rights>2018 American Society of Plant Biologists. All rights reserved.</rights><rights>Copyright American Society of Plant Biologists Jul 2018</rights><rights>2018 American Society of Plant Biologists. All rights reserved. 2018</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c434t-e02a80085bedfca2282e6b1eba90b71be76e04ae7c187238befb11fdc9faa0a33</citedby><orcidid>0000-0002-6106-8530 ; 0000-0002-9604-300X ; 0000-0002-0104-0413 ; 0000-0001-8650-7811 ; 0000-0001-6438-948X ; 0000-0003-3552-4536 ; 0000-0002-3304-8321 ; 0000-0001-7717-893X ; 0000-0001-9903-0629 ; 0000-0002-3397-9361 ; 0000-0001-9345-827X ; 0000-0002-0868-3163</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://www.jstor.org/stable/pdf/90024048$$EPDF$$P50$$Gjstor$$H</linktopdf><linktohtml>$$Uhttps://www.jstor.org/stable/90024048$$EHTML$$P50$$Gjstor$$H</linktohtml><link.rule.ids>230,314,777,781,800,882,27905,27906,57998,58231</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/29967286$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Chen, Qiuyue</creatorcontrib><creatorcontrib>Han, Yingjia</creatorcontrib><creatorcontrib>Liu, Haijun</creatorcontrib><creatorcontrib>Wang, Xufeng</creatorcontrib><creatorcontrib>Sun, Jiamin</creatorcontrib><creatorcontrib>Zhao, Binghao</creatorcontrib><creatorcontrib>Li, Weiya</creatorcontrib><creatorcontrib>Tian, Jinge</creatorcontrib><creatorcontrib>Liang, Yameng</creatorcontrib><creatorcontrib>Yan, Jianbing</creatorcontrib><creatorcontrib>Yang, Xiaohong</creatorcontrib><creatorcontrib>Tian, Feng</creatorcontrib><title>Genome-Wide Association Analyses Reveal the Importance of Alternative Splicing in Diversifying Gene Function and Regulating Phenotypic Variation in Maize</title><title>The Plant cell</title><addtitle>Plant Cell</addtitle><description>Alternative splicing (AS) enhances transcriptome diversity and plays important roles in regulating plant processes. Although widespread natural variation in AS has been observed in plants, how AS is regulated and contribute to phenotypic variation is poorly understood. Here, we report a population-level transcriptome assembly and genome-wide association study to identify splicing quantitative trait loci (sQTLs) in developing maize (Zea mays) kernels from 368 inbred lines. We detected 19,554 unique sQTLs for 6570 genes. Most sQTLs showed small isoform usage changes without involving major isoform switching between genotypes. The sQTL-affected isoforms tend to display distinct protein functions. We demonstrate that non-sense-mediated mRNA decay, microRNA-mediated regulation, and small interfering peptide-mediated peptide interference are frequently involved in sQTL regulation. The natural variation in AS and overall mRNA level appears to be independently regulated with different cis-sequences preferentially used. We identified 214 putative trans-acting splicing regulators, among which ZmGRP1, encoding an hnRNP-like glycine-rich RNA binding protein, regulates the largest trans-cluster. Knockout of ZmGRP1 by CRISPR/Cas9 altered splicing of numerous downstream genes. We found that 739 sQTLs colocalized with previous marker-trait associations, most of which occurred without changes in overall mRNA level. Our findings uncover the importance of AS in diversifying gene function and regulating phenotypic variation.</description><subject>Alternative splicing</subject><subject>Association analysis</subject><subject>Corn</subject><subject>CRISPR</subject><subject>Gene expression</subject><subject>Gene mapping</subject><subject>Gene sequencing</subject><subject>Genes</subject><subject>Genome-wide association studies</subject><subject>Genomes</subject><subject>Genotype & phenotype</subject><subject>Genotypes</subject><subject>Glycine</subject><subject>Inbreeding</subject><subject>Isoforms</subject><subject>Large-Scale Biology</subject><subject>LARGE-SCALE BIOLOGY ARTICLE</subject><subject>miRNA</subject><subject>mRNA turnover</subject><subject>Nonsense-mediated mRNA decay</subject><subject>Phenotypic variations</subject><subject>Proteins</subject><subject>Quantitative trait loci</subject><subject>Regulators</subject><subject>Ribonucleic acid</subject><subject>RNA</subject><subject>RNA-binding protein</subject><subject>Splicing</subject><subject>Zea mays</subject><issn>1040-4651</issn><issn>1532-298X</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2018</creationdate><recordtype>article</recordtype><recordid>eNpdkUuP0zAURiMEYh6wYwuyxGYWpFw7iWNvkKqBGUYaBOK9sxz3pnWV2MFOKpV_wr_FnZYKWPlxj8-1_WXZEwozSqF6OQ5mRsUMgIK8l53SqmA5k-L7_TSHEvKSV_QkO4txDYmpqXyYnTApec0EP81-XaPzPebf7ALJPEZvrB6td2TudLeNGMlH3KDuyLhCctMPPozaGSS-JfNuxOASvUHyaeissW5JrCOv00aItt3u1kmP5Gpy5k6q3SL5llOXTqXih1VqPm4Ha8hXHQ6Nk-Gdtj_xUfag1V3Ex4fxPPty9ebz5dv89v31zeX8NjdlUY45AtMCQFQNLlqjGRMMeUOx0RKamjZYc4RSY22oqFkhGmwbStuFka3WoIviPHu19w5T0-PCoBuD7tQQbK_DVnlt1b8VZ1dq6TeKg-SVZElwcRAE_2PCOKreRoNdpx36KSoGvKhpXcsyoc__Q9d-Sn_Y7SjBCwmc8kS92FMm-BgDtsfLUFC7zFXKXFGh7jJP-LO_H3CE_4ScgKd7YB1HH451CcBKKEXxG78ftdM</recordid><startdate>20180701</startdate><enddate>20180701</enddate><creator>Chen, Qiuyue</creator><creator>Han, Yingjia</creator><creator>Liu, Haijun</creator><creator>Wang, Xufeng</creator><creator>Sun, Jiamin</creator><creator>Zhao, Binghao</creator><creator>Li, Weiya</creator><creator>Tian, Jinge</creator><creator>Liang, Yameng</creator><creator>Yan, Jianbing</creator><creator>Yang, Xiaohong</creator><creator>Tian, Feng</creator><general>American Society of Plant Biologists</general><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>4T-</scope><scope>7QO</scope><scope>7TM</scope><scope>8FD</scope><scope>FR3</scope><scope>K9.</scope><scope>P64</scope><scope>RC3</scope><scope>7X8</scope><scope>5PM</scope><orcidid>https://orcid.org/0000-0002-6106-8530</orcidid><orcidid>https://orcid.org/0000-0002-9604-300X</orcidid><orcidid>https://orcid.org/0000-0002-0104-0413</orcidid><orcidid>https://orcid.org/0000-0001-8650-7811</orcidid><orcidid>https://orcid.org/0000-0001-6438-948X</orcidid><orcidid>https://orcid.org/0000-0003-3552-4536</orcidid><orcidid>https://orcid.org/0000-0002-3304-8321</orcidid><orcidid>https://orcid.org/0000-0001-7717-893X</orcidid><orcidid>https://orcid.org/0000-0001-9903-0629</orcidid><orcidid>https://orcid.org/0000-0002-3397-9361</orcidid><orcidid>https://orcid.org/0000-0001-9345-827X</orcidid><orcidid>https://orcid.org/0000-0002-0868-3163</orcidid></search><sort><creationdate>20180701</creationdate><title>Genome-Wide Association Analyses Reveal the Importance of Alternative Splicing in Diversifying Gene Function and Regulating Phenotypic Variation in Maize</title><author>Chen, Qiuyue ; Han, Yingjia ; Liu, Haijun ; Wang, Xufeng ; Sun, Jiamin ; Zhao, Binghao ; Li, Weiya ; Tian, Jinge ; Liang, Yameng ; Yan, Jianbing ; Yang, Xiaohong ; Tian, Feng</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c434t-e02a80085bedfca2282e6b1eba90b71be76e04ae7c187238befb11fdc9faa0a33</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2018</creationdate><topic>Alternative splicing</topic><topic>Association analysis</topic><topic>Corn</topic><topic>CRISPR</topic><topic>Gene expression</topic><topic>Gene mapping</topic><topic>Gene sequencing</topic><topic>Genes</topic><topic>Genome-wide association studies</topic><topic>Genomes</topic><topic>Genotype & phenotype</topic><topic>Genotypes</topic><topic>Glycine</topic><topic>Inbreeding</topic><topic>Isoforms</topic><topic>Large-Scale Biology</topic><topic>LARGE-SCALE BIOLOGY ARTICLE</topic><topic>miRNA</topic><topic>mRNA turnover</topic><topic>Nonsense-mediated mRNA decay</topic><topic>Phenotypic variations</topic><topic>Proteins</topic><topic>Quantitative trait loci</topic><topic>Regulators</topic><topic>Ribonucleic acid</topic><topic>RNA</topic><topic>RNA-binding protein</topic><topic>Splicing</topic><topic>Zea mays</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Chen, Qiuyue</creatorcontrib><creatorcontrib>Han, Yingjia</creatorcontrib><creatorcontrib>Liu, Haijun</creatorcontrib><creatorcontrib>Wang, Xufeng</creatorcontrib><creatorcontrib>Sun, Jiamin</creatorcontrib><creatorcontrib>Zhao, Binghao</creatorcontrib><creatorcontrib>Li, Weiya</creatorcontrib><creatorcontrib>Tian, Jinge</creatorcontrib><creatorcontrib>Liang, Yameng</creatorcontrib><creatorcontrib>Yan, Jianbing</creatorcontrib><creatorcontrib>Yang, Xiaohong</creatorcontrib><creatorcontrib>Tian, Feng</creatorcontrib><collection>PubMed</collection><collection>CrossRef</collection><collection>Docstoc</collection><collection>Biotechnology Research 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>Biotechnology and BioEngineering Abstracts</collection><collection>Genetics Abstracts</collection><collection>MEDLINE - Academic</collection><collection>PubMed Central (Full Participant titles)</collection><jtitle>The Plant cell</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Chen, Qiuyue</au><au>Han, Yingjia</au><au>Liu, Haijun</au><au>Wang, Xufeng</au><au>Sun, Jiamin</au><au>Zhao, Binghao</au><au>Li, Weiya</au><au>Tian, Jinge</au><au>Liang, Yameng</au><au>Yan, Jianbing</au><au>Yang, Xiaohong</au><au>Tian, Feng</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Genome-Wide Association Analyses Reveal the Importance of Alternative Splicing in Diversifying Gene Function and Regulating Phenotypic Variation in Maize</atitle><jtitle>The Plant cell</jtitle><addtitle>Plant Cell</addtitle><date>2018-07-01</date><risdate>2018</risdate><volume>30</volume><issue>7</issue><spage>1404</spage><epage>1423</epage><pages>1404-1423</pages><issn>1040-4651</issn><eissn>1532-298X</eissn><abstract>Alternative splicing (AS) enhances transcriptome diversity and plays important roles in regulating plant processes. Although widespread natural variation in AS has been observed in plants, how AS is regulated and contribute to phenotypic variation is poorly understood. Here, we report a population-level transcriptome assembly and genome-wide association study to identify splicing quantitative trait loci (sQTLs) in developing maize (Zea mays) kernels from 368 inbred lines. We detected 19,554 unique sQTLs for 6570 genes. Most sQTLs showed small isoform usage changes without involving major isoform switching between genotypes. The sQTL-affected isoforms tend to display distinct protein functions. We demonstrate that non-sense-mediated mRNA decay, microRNA-mediated regulation, and small interfering peptide-mediated peptide interference are frequently involved in sQTL regulation. The natural variation in AS and overall mRNA level appears to be independently regulated with different cis-sequences preferentially used. We identified 214 putative trans-acting splicing regulators, among which ZmGRP1, encoding an hnRNP-like glycine-rich RNA binding protein, regulates the largest trans-cluster. Knockout of ZmGRP1 by CRISPR/Cas9 altered splicing of numerous downstream genes. We found that 739 sQTLs colocalized with previous marker-trait associations, most of which occurred without changes in overall mRNA level. Our findings uncover the importance of AS in diversifying gene function and regulating phenotypic variation.</abstract><cop>United States</cop><pub>American Society of Plant Biologists</pub><pmid>29967286</pmid><doi>10.1105/tpc.18.00109</doi><tpages>20</tpages><orcidid>https://orcid.org/0000-0002-6106-8530</orcidid><orcidid>https://orcid.org/0000-0002-9604-300X</orcidid><orcidid>https://orcid.org/0000-0002-0104-0413</orcidid><orcidid>https://orcid.org/0000-0001-8650-7811</orcidid><orcidid>https://orcid.org/0000-0001-6438-948X</orcidid><orcidid>https://orcid.org/0000-0003-3552-4536</orcidid><orcidid>https://orcid.org/0000-0002-3304-8321</orcidid><orcidid>https://orcid.org/0000-0001-7717-893X</orcidid><orcidid>https://orcid.org/0000-0001-9903-0629</orcidid><orcidid>https://orcid.org/0000-0002-3397-9361</orcidid><orcidid>https://orcid.org/0000-0001-9345-827X</orcidid><orcidid>https://orcid.org/0000-0002-0868-3163</orcidid><oa>free_for_read</oa></addata></record> |
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source | Elektronische Zeitschriftenbibliothek - Frei zugängliche E-Journals; Jstor Complete Legacy; Oxford University Press Journals All Titles (1996-Current) |
subjects | Alternative splicing Association analysis Corn CRISPR Gene expression Gene mapping Gene sequencing Genes Genome-wide association studies Genomes Genotype & phenotype Genotypes Glycine Inbreeding Isoforms Large-Scale Biology LARGE-SCALE BIOLOGY ARTICLE miRNA mRNA turnover Nonsense-mediated mRNA decay Phenotypic variations Proteins Quantitative trait loci Regulators Ribonucleic acid RNA RNA-binding protein Splicing Zea mays |
title | Genome-Wide Association Analyses Reveal the Importance of Alternative Splicing in Diversifying Gene Function and Regulating Phenotypic Variation in Maize |
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