Tolerance to mild salinity stress in japonica rice: A genome-wide association mapping study highlights calcium signaling and metabolism genes
Salinity tolerance is an important quality for European rice grown in river deltas. We evaluated the salinity tolerance of a panel of 235 temperate japonica rice accessions genotyped with 30,000 SNP markers. The panel was exposed to mild salt stress (50 mM NaCl; conductivity of 6 dS m-1) at the seed...
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creator | Frouin, Julien Languillaume, Antoine Mas, Justine Mieulet, Delphine Boisnard, Arnaud Labeyrie, Axel Bettembourg, Mathilde Bureau, Charlotte Lorenzini, Eve Portefaix, Muriel Turquay, Patricia Vernet, Aurore Périn, Christophe Ahmadi, Nourollah Courtois, Brigitte |
description | Salinity tolerance is an important quality for European rice grown in river deltas. We evaluated the salinity tolerance of a panel of 235 temperate japonica rice accessions genotyped with 30,000 SNP markers. The panel was exposed to mild salt stress (50 mM NaCl; conductivity of 6 dS m-1) at the seedling stage. Eight different root and shoot growth parameters were measured for both the control and stressed treatments. The Na+ and K+ mass fractions of the stressed plants were measured using atomic absorption spectroscopy. The salt treatment affected plant growth, particularly the shoot parameters. The panel showed a wide range of Na+/K+ ratio and the temperate accessions were distributed over an increasing axis, from the most resistant to the most susceptible checks. We conducted a genome-wide association study on indices of stress response and ion mass fractions in the leaves using a classical mixed model controlling structure and kinship. A total of 27 QTLs validated by sub-sampling were identified. For indices of stress responses, we also used another model that focused on marker × treatment interactions and detected 50 QTLs, three of which were also identified using the classical method. We compared the positions of the significant QTLs to those of approximately 300 genes that play a role in rice salt tolerance. The positions of several QTLs were close to those of genes involved in calcium signaling and metabolism, while other QTLs were close to those of kinases. These results reveal the salinity tolerance of accessions with a temperate japonica background. Although the detected QTLs must be confirmed by other approaches, the number of associations linked to candidate genes involved in calcium-mediated ion homeostasis highlights pathways to explore in priority to understand the salinity tolerance of temperate rice. |
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We evaluated the salinity tolerance of a panel of 235 temperate japonica rice accessions genotyped with 30,000 SNP markers. The panel was exposed to mild salt stress (50 mM NaCl; conductivity of 6 dS m-1) at the seedling stage. Eight different root and shoot growth parameters were measured for both the control and stressed treatments. The Na+ and K+ mass fractions of the stressed plants were measured using atomic absorption spectroscopy. The salt treatment affected plant growth, particularly the shoot parameters. The panel showed a wide range of Na+/K+ ratio and the temperate accessions were distributed over an increasing axis, from the most resistant to the most susceptible checks. We conducted a genome-wide association study on indices of stress response and ion mass fractions in the leaves using a classical mixed model controlling structure and kinship. A total of 27 QTLs validated by sub-sampling were identified. For indices of stress responses, we also used another model that focused on marker × treatment interactions and detected 50 QTLs, three of which were also identified using the classical method. We compared the positions of the significant QTLs to those of approximately 300 genes that play a role in rice salt tolerance. The positions of several QTLs were close to those of genes involved in calcium signaling and metabolism, while other QTLs were close to those of kinases. These results reveal the salinity tolerance of accessions with a temperate japonica background. Although the detected QTLs must be confirmed by other approaches, the number of associations linked to candidate genes involved in calcium-mediated ion homeostasis highlights pathways to explore in priority to understand the salinity tolerance of temperate rice.</description><identifier>ISSN: 1932-6203</identifier><identifier>EISSN: 1932-6203</identifier><identifier>DOI: 10.1371/journal.pone.0190964</identifier><identifier>PMID: 29342194</identifier><language>eng</language><publisher>United States: Public Library of Science</publisher><subject>Absorption spectroscopy ; Arabidopsis ; Atomic absorption analysis ; Atomic absorption spectroscopy ; Atomic beam spectroscopy ; Atomic properties ; Atomic structure ; Biology and Life Sciences ; Calcium ; Calcium homeostasis ; Calcium metabolism ; Calcium signalling ; Deltas ; Ecology and Environmental Sciences ; Floods ; Gene mapping ; Genes ; Genome-wide association studies ; Genomes ; Genomics ; Homeostasis ; Kinases ; Leaves ; Life Sciences ; Mathematical models ; Medicine and Health Sciences ; Metabolism ; Oryza ; Physical Sciences ; Plant growth ; Quantitative trait loci ; Research and Analysis Methods ; Rice ; Rivers ; Salinity ; Salinity effects ; Salinity tolerance ; Salt tolerance ; Salts ; Seedlings ; Single-nucleotide polymorphism ; Sodium chloride ; Spectral analysis ; Spectroscopy ; Stress ; Stresses ; Vegetal Biology</subject><ispartof>PloS one, 2018-01, Vol.13 (1), p.e0190964-e0190964</ispartof><rights>2018 Frouin et al. This is an open access article distributed under the terms of the Creative Commons Attribution License: http://creativecommons.org/licenses/by/4.0/ (the “License”), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.</rights><rights>Attribution</rights><rights>2018 Frouin et al 2018 Frouin et al</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c560t-aaf1dc6c2e4452e97199de0d4a8648b1d4873d2b077e42506fc47886d40fab423</citedby><cites>FETCH-LOGICAL-c560t-aaf1dc6c2e4452e97199de0d4a8648b1d4873d2b077e42506fc47886d40fab423</cites><orcidid>0000-0003-2118-7102 ; 0000-0002-2469-310X ; 0000-0003-1591-0755 ; 0000-0001-6220-0372</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/PMC5771603/pdf/$$EPDF$$P50$$Gpubmedcentral$$Hfree_for_read</linktopdf><linktohtml>$$Uhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC5771603/$$EHTML$$P50$$Gpubmedcentral$$Hfree_for_read</linktohtml><link.rule.ids>230,314,727,780,784,864,885,2102,2928,23866,27924,27925,53791,53793,79600,79601</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/29342194$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink><backlink>$$Uhttps://hal.inrae.fr/hal-02626430$$DView record in HAL$$Hfree_for_read</backlink></links><search><contributor>Baisakh, Niranjan</contributor><creatorcontrib>Frouin, Julien</creatorcontrib><creatorcontrib>Languillaume, Antoine</creatorcontrib><creatorcontrib>Mas, Justine</creatorcontrib><creatorcontrib>Mieulet, Delphine</creatorcontrib><creatorcontrib>Boisnard, Arnaud</creatorcontrib><creatorcontrib>Labeyrie, Axel</creatorcontrib><creatorcontrib>Bettembourg, Mathilde</creatorcontrib><creatorcontrib>Bureau, Charlotte</creatorcontrib><creatorcontrib>Lorenzini, Eve</creatorcontrib><creatorcontrib>Portefaix, Muriel</creatorcontrib><creatorcontrib>Turquay, Patricia</creatorcontrib><creatorcontrib>Vernet, Aurore</creatorcontrib><creatorcontrib>Périn, Christophe</creatorcontrib><creatorcontrib>Ahmadi, Nourollah</creatorcontrib><creatorcontrib>Courtois, Brigitte</creatorcontrib><title>Tolerance to mild salinity stress in japonica rice: A genome-wide association mapping study highlights calcium signaling and metabolism genes</title><title>PloS one</title><addtitle>PLoS One</addtitle><description>Salinity tolerance is an important quality for European rice grown in river deltas. We evaluated the salinity tolerance of a panel of 235 temperate japonica rice accessions genotyped with 30,000 SNP markers. The panel was exposed to mild salt stress (50 mM NaCl; conductivity of 6 dS m-1) at the seedling stage. Eight different root and shoot growth parameters were measured for both the control and stressed treatments. The Na+ and K+ mass fractions of the stressed plants were measured using atomic absorption spectroscopy. The salt treatment affected plant growth, particularly the shoot parameters. The panel showed a wide range of Na+/K+ ratio and the temperate accessions were distributed over an increasing axis, from the most resistant to the most susceptible checks. We conducted a genome-wide association study on indices of stress response and ion mass fractions in the leaves using a classical mixed model controlling structure and kinship. A total of 27 QTLs validated by sub-sampling were identified. For indices of stress responses, we also used another model that focused on marker × treatment interactions and detected 50 QTLs, three of which were also identified using the classical method. We compared the positions of the significant QTLs to those of approximately 300 genes that play a role in rice salt tolerance. The positions of several QTLs were close to those of genes involved in calcium signaling and metabolism, while other QTLs were close to those of kinases. These results reveal the salinity tolerance of accessions with a temperate japonica background. Although the detected QTLs must be confirmed by other approaches, the number of associations linked to candidate genes involved in calcium-mediated ion homeostasis highlights pathways to explore in priority to understand the salinity tolerance of temperate rice.</description><subject>Absorption spectroscopy</subject><subject>Arabidopsis</subject><subject>Atomic absorption analysis</subject><subject>Atomic absorption spectroscopy</subject><subject>Atomic beam spectroscopy</subject><subject>Atomic properties</subject><subject>Atomic structure</subject><subject>Biology and Life Sciences</subject><subject>Calcium</subject><subject>Calcium homeostasis</subject><subject>Calcium metabolism</subject><subject>Calcium signalling</subject><subject>Deltas</subject><subject>Ecology and Environmental Sciences</subject><subject>Floods</subject><subject>Gene mapping</subject><subject>Genes</subject><subject>Genome-wide association 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Nourollah</au><au>Courtois, Brigitte</au><au>Baisakh, Niranjan</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Tolerance to mild salinity stress in japonica rice: A genome-wide association mapping study highlights calcium signaling and metabolism genes</atitle><jtitle>PloS one</jtitle><addtitle>PLoS One</addtitle><date>2018-01-01</date><risdate>2018</risdate><volume>13</volume><issue>1</issue><spage>e0190964</spage><epage>e0190964</epage><pages>e0190964-e0190964</pages><issn>1932-6203</issn><eissn>1932-6203</eissn><abstract>Salinity tolerance is an important quality for European rice grown in river deltas. We evaluated the salinity tolerance of a panel of 235 temperate japonica rice accessions genotyped with 30,000 SNP markers. The panel was exposed to mild salt stress (50 mM NaCl; conductivity of 6 dS m-1) at the seedling stage. Eight different root and shoot growth parameters were measured for both the control and stressed treatments. The Na+ and K+ mass fractions of the stressed plants were measured using atomic absorption spectroscopy. The salt treatment affected plant growth, particularly the shoot parameters. The panel showed a wide range of Na+/K+ ratio and the temperate accessions were distributed over an increasing axis, from the most resistant to the most susceptible checks. We conducted a genome-wide association study on indices of stress response and ion mass fractions in the leaves using a classical mixed model controlling structure and kinship. A total of 27 QTLs validated by sub-sampling were identified. For indices of stress responses, we also used another model that focused on marker × treatment interactions and detected 50 QTLs, three of which were also identified using the classical method. We compared the positions of the significant QTLs to those of approximately 300 genes that play a role in rice salt tolerance. The positions of several QTLs were close to those of genes involved in calcium signaling and metabolism, while other QTLs were close to those of kinases. These results reveal the salinity tolerance of accessions with a temperate japonica background. Although the detected QTLs must be confirmed by other approaches, the number of associations linked to candidate genes involved in calcium-mediated ion homeostasis highlights pathways to explore in priority to understand the salinity tolerance of temperate rice.</abstract><cop>United States</cop><pub>Public Library of Science</pub><pmid>29342194</pmid><doi>10.1371/journal.pone.0190964</doi><orcidid>https://orcid.org/0000-0003-2118-7102</orcidid><orcidid>https://orcid.org/0000-0002-2469-310X</orcidid><orcidid>https://orcid.org/0000-0003-1591-0755</orcidid><orcidid>https://orcid.org/0000-0001-6220-0372</orcidid><oa>free_for_read</oa></addata></record> |
fulltext | fulltext |
identifier | ISSN: 1932-6203 |
ispartof | PloS one, 2018-01, Vol.13 (1), p.e0190964-e0190964 |
issn | 1932-6203 1932-6203 |
language | eng |
recordid | cdi_plos_journals_1988517017 |
source | DOAJ Directory of Open Access Journals; Elektronische Zeitschriftenbibliothek - Frei zugängliche E-Journals; Public Library of Science (PLoS); PubMed Central; Free Full-Text Journals in Chemistry |
subjects | Absorption spectroscopy Arabidopsis Atomic absorption analysis Atomic absorption spectroscopy Atomic beam spectroscopy Atomic properties Atomic structure Biology and Life Sciences Calcium Calcium homeostasis Calcium metabolism Calcium signalling Deltas Ecology and Environmental Sciences Floods Gene mapping Genes Genome-wide association studies Genomes Genomics Homeostasis Kinases Leaves Life Sciences Mathematical models Medicine and Health Sciences Metabolism Oryza Physical Sciences Plant growth Quantitative trait loci Research and Analysis Methods Rice Rivers Salinity Salinity effects Salinity tolerance Salt tolerance Salts Seedlings Single-nucleotide polymorphism Sodium chloride Spectral analysis Spectroscopy Stress Stresses Vegetal Biology |
title | Tolerance to mild salinity stress in japonica rice: A genome-wide association mapping study highlights calcium signaling and metabolism genes |
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