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Statistical modeling of nitrogen-dependent modulation of root system architecture in Arabidopsis thaliana
Plant root development is strongly affected by nutrient availability. Despite the importance of structure and function of roots in nutrient acquisition,statistical modeling approaches to evaluate dynamic and temporal modulations of root system architecture in response to nutrient availability have r...
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Published in: | Journal of integrative plant biology 2016-03, Vol.58 (3), p.254-265 |
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description | Plant root development is strongly affected by nutrient availability. Despite the importance of structure and function of roots in nutrient acquisition,statistical modeling approaches to evaluate dynamic and temporal modulations of root system architecture in response to nutrient availability have remained as widely open and exploratory areas in root biology. In this study,we developed a statistical modeling approach to investigate modulations of root system architecture in response to nitrogen availability. Mathematical models were designed for quantitative assessment of root growth and root branching phenotypes and their dynamic relationships based on hierarchical con figuration of primary and lateral roots formulating the fishbone-shaped root system architecture in Arabidopsis thaliana. Time-series datasets reporting dynamic changes in root developmental traits on different nitrate or ammonium concentrations were generated for statistical analyses. Regression analyses unraveled key parameters associated with:(i) inhibition of primary root growth under nitrogen limitation or on ammonium;(ii) rapid progression of lateral root emergence in response to ammonium; and(iii) inhibition of lateral root elongation in the presence of excess nitrate or ammonium. This study provides a statistical framework for interpreting dynamic modulation of root system architecture,supported by metaanalysis of datasets displaying morphological responses of roots to diverse nitrogen supplies. |
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Despite the importance of structure and function of roots in nutrient acquisition,statistical modeling approaches to evaluate dynamic and temporal modulations of root system architecture in response to nutrient availability have remained as widely open and exploratory areas in root biology. In this study,we developed a statistical modeling approach to investigate modulations of root system architecture in response to nitrogen availability. Mathematical models were designed for quantitative assessment of root growth and root branching phenotypes and their dynamic relationships based on hierarchical con figuration of primary and lateral roots formulating the fishbone-shaped root system architecture in Arabidopsis thaliana. Time-series datasets reporting dynamic changes in root developmental traits on different nitrate or ammonium concentrations were generated for statistical analyses. Regression analyses unraveled key parameters associated with:(i) inhibition of primary root growth under nitrogen limitation or on ammonium;(ii) rapid progression of lateral root emergence in response to ammonium; and(iii) inhibition of lateral root elongation in the presence of excess nitrate or ammonium. This study provides a statistical framework for interpreting dynamic modulation of root system architecture,supported by metaanalysis of datasets displaying morphological responses of roots to diverse nitrogen supplies.</description><identifier>ISSN: 1672-9072</identifier><identifier>EISSN: 1744-7909</identifier><identifier>DOI: 10.1111/jipb.12433</identifier><identifier>PMID: 26425993</identifier><language>eng</language><publisher>China (Republic : 1949- ): Blackwell Pub</publisher><subject>Ammonium ; ammonium nitrate ; ammonium nitrogen ; Arabidopsis - anatomy & histology ; Arabidopsis - drug effects ; Arabidopsis thaliana ; Availability ; branching ; data collection ; Datasets ; Elongation ; Inhibition ; Linear Models ; mathematical modeling ; Mathematical models ; meta-analysis ; Models, Statistical ; Modulation ; nitrate ; nitrate nitrogen ; Nitrogen ; Nitrogen - pharmacology ; Nutrient availability ; Nutrients ; phenotype ; Phenotypes ; Plant roots ; Plant Roots - anatomy & histology ; Plant Roots - drug effects ; Plant Roots - growth & development ; Regression analysis ; Root development ; root growth ; root system architecture ; root systems ; Roots ; Statistical analysis ; Statistical models ; Structure-function relationships ; time series analysis ; 养分有效性 ; 拟南芥 ; 时间调制 ; 根系发育 ; 根系结构 ; 氮素供应 ; 统计模型 ; 营养供应</subject><ispartof>Journal of integrative plant biology, 2016-03, Vol.58 (3), p.254-265</ispartof><rights>2015 Institute of Botany, Chinese Academy of Sciences</rights><rights>2015 Institute of Botany, Chinese Academy of Sciences.</rights><rights>2016 Institute of Botany, Chinese Academy of Sciences</rights><rights>Copyright © Wanfang Data Co. 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All Rights Reserved.</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c5783-5e2cdbecf7f983cf61ed69879c0f84c7eaac01cf8beb8473dff23e0caa9887f53</citedby><cites>FETCH-LOGICAL-c5783-5e2cdbecf7f983cf61ed69879c0f84c7eaac01cf8beb8473dff23e0caa9887f53</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Uhttp://image.cqvip.com/vip1000/qk/94176A/94176A.jpg</thumbnail><link.rule.ids>314,780,784,27924,27925</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/26425993$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Araya, Takao</creatorcontrib><creatorcontrib>Kubo, Takuya</creatorcontrib><creatorcontrib>von Wirén, Nicolaus</creatorcontrib><creatorcontrib>Takahashi, Hideki</creatorcontrib><title>Statistical modeling of nitrogen-dependent modulation of root system architecture in Arabidopsis thaliana</title><title>Journal of integrative plant biology</title><addtitle>Journal of Integrative Plant Biology</addtitle><description>Plant root development is strongly affected by nutrient availability. Despite the importance of structure and function of roots in nutrient acquisition,statistical modeling approaches to evaluate dynamic and temporal modulations of root system architecture in response to nutrient availability have remained as widely open and exploratory areas in root biology. In this study,we developed a statistical modeling approach to investigate modulations of root system architecture in response to nitrogen availability. Mathematical models were designed for quantitative assessment of root growth and root branching phenotypes and their dynamic relationships based on hierarchical con figuration of primary and lateral roots formulating the fishbone-shaped root system architecture in Arabidopsis thaliana. Time-series datasets reporting dynamic changes in root developmental traits on different nitrate or ammonium concentrations were generated for statistical analyses. Regression analyses unraveled key parameters associated with:(i) inhibition of primary root growth under nitrogen limitation or on ammonium;(ii) rapid progression of lateral root emergence in response to ammonium; and(iii) inhibition of lateral root elongation in the presence of excess nitrate or ammonium. This study provides a statistical framework for interpreting dynamic modulation of root system architecture,supported by metaanalysis of datasets displaying morphological responses of roots to diverse nitrogen supplies.</description><subject>Ammonium</subject><subject>ammonium nitrate</subject><subject>ammonium nitrogen</subject><subject>Arabidopsis - anatomy & histology</subject><subject>Arabidopsis - drug effects</subject><subject>Arabidopsis thaliana</subject><subject>Availability</subject><subject>branching</subject><subject>data collection</subject><subject>Datasets</subject><subject>Elongation</subject><subject>Inhibition</subject><subject>Linear Models</subject><subject>mathematical modeling</subject><subject>Mathematical models</subject><subject>meta-analysis</subject><subject>Models, Statistical</subject><subject>Modulation</subject><subject>nitrate</subject><subject>nitrate nitrogen</subject><subject>Nitrogen</subject><subject>Nitrogen - pharmacology</subject><subject>Nutrient availability</subject><subject>Nutrients</subject><subject>phenotype</subject><subject>Phenotypes</subject><subject>Plant roots</subject><subject>Plant Roots - anatomy & histology</subject><subject>Plant Roots - drug effects</subject><subject>Plant Roots - growth & development</subject><subject>Regression analysis</subject><subject>Root development</subject><subject>root growth</subject><subject>root system architecture</subject><subject>root systems</subject><subject>Roots</subject><subject>Statistical analysis</subject><subject>Statistical models</subject><subject>Structure-function relationships</subject><subject>time series analysis</subject><subject>养分有效性</subject><subject>拟南芥</subject><subject>时间调制</subject><subject>根系发育</subject><subject>根系结构</subject><subject>氮素供应</subject><subject>统计模型</subject><subject>营养供应</subject><issn>1672-9072</issn><issn>1744-7909</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2016</creationdate><recordtype>article</recordtype><recordid>eNp9kktvEzEUhUcIREtgww-AEQgJIU2xxzN-LNuKpq0qHiqFpeXxXCduJ3Zqe9SGX4_TpFmwwBtb8nePdc5xUbzG6ADn9fnaLrsDXDeEPCn2MWuaigkknuYzZXUlEKv3ihcxXiNEOKL182Kvpk3dCkH2C3uZVLIxWa2GcuF7GKybld6UzqbgZ-CqHpbgenBpfT0OmfZuDQTvUxlXMcGiVEHPbQKdxgCldeVhUJ3t_TLaWKa5Gqxy6mXxzKghwqvtPimuTr78PD6tLr5Nz44PLyrdMk6qFmrdd6ANM4ITbSiGngrOhEaGN5qBUhphbXgHHW8Y6Y2pCSCtlOCcmZZMig8b3TvljHIzee3H4PKL8s_dfVcjTBFBiGfu44ZbBn87QkxyYaOGYVAO_BglZqzFtEVEZPT9P-hOs0acC9YSjDL1aUPp4GMMYOQy2IUKK4mRXBcl10XJh6Iy_GYrOXYL6HfoYzMZwFsbdoDVf6Tk-dn3o0fRajOTC4X73YwKN5Iywlr5--tU1tPTo18nP87lOqq3G94oL9Us2CivLh8SQjgbyulOindbT3PvZrf5b-xUKeUNbwgV5C9XTMM2</recordid><startdate>201603</startdate><enddate>201603</enddate><creator>Araya, Takao</creator><creator>Kubo, Takuya</creator><creator>von Wirén, Nicolaus</creator><creator>Takahashi, Hideki</creator><general>Blackwell Pub</general><general>Blackwell Publishing Ltd</general><general>Wiley Subscription Services, Inc</general><general>Department of Biochemistry and Molecular Biology, Michigan State University, East Lansing, MI 48824, USA%Graduate School of Environmental Science, Hokkaido University, Sapporo 060-0810, Japan%Molecular Plant Nutrition, Leibniz Institute of Plant Genetics and Crop Plant Research, D-06466 Gatersleben, Germany</general><scope>2RA</scope><scope>92L</scope><scope>CQIGP</scope><scope>W94</scope><scope>WU4</scope><scope>~WA</scope><scope>FBQ</scope><scope>BSCLL</scope><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>7QO</scope><scope>7T7</scope><scope>8FD</scope><scope>C1K</scope><scope>FR3</scope><scope>P64</scope><scope>RC3</scope><scope>7X8</scope><scope>2B.</scope><scope>4A8</scope><scope>92I</scope><scope>93N</scope><scope>PSX</scope><scope>TCJ</scope></search><sort><creationdate>201603</creationdate><title>Statistical modeling of nitrogen-dependent modulation of root system architecture in Arabidopsis thaliana</title><author>Araya, Takao ; Kubo, Takuya ; von Wirén, Nicolaus ; Takahashi, Hideki</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c5783-5e2cdbecf7f983cf61ed69879c0f84c7eaac01cf8beb8473dff23e0caa9887f53</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2016</creationdate><topic>Ammonium</topic><topic>ammonium nitrate</topic><topic>ammonium nitrogen</topic><topic>Arabidopsis - anatomy & histology</topic><topic>Arabidopsis - drug effects</topic><topic>Arabidopsis thaliana</topic><topic>Availability</topic><topic>branching</topic><topic>data collection</topic><topic>Datasets</topic><topic>Elongation</topic><topic>Inhibition</topic><topic>Linear Models</topic><topic>mathematical modeling</topic><topic>Mathematical models</topic><topic>meta-analysis</topic><topic>Models, Statistical</topic><topic>Modulation</topic><topic>nitrate</topic><topic>nitrate nitrogen</topic><topic>Nitrogen</topic><topic>Nitrogen - pharmacology</topic><topic>Nutrient availability</topic><topic>Nutrients</topic><topic>phenotype</topic><topic>Phenotypes</topic><topic>Plant roots</topic><topic>Plant Roots - anatomy & histology</topic><topic>Plant Roots - drug effects</topic><topic>Plant Roots - growth & development</topic><topic>Regression analysis</topic><topic>Root development</topic><topic>root growth</topic><topic>root system architecture</topic><topic>root systems</topic><topic>Roots</topic><topic>Statistical analysis</topic><topic>Statistical models</topic><topic>Structure-function relationships</topic><topic>time series analysis</topic><topic>养分有效性</topic><topic>拟南芥</topic><topic>时间调制</topic><topic>根系发育</topic><topic>根系结构</topic><topic>氮素供应</topic><topic>统计模型</topic><topic>营养供应</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Araya, Takao</creatorcontrib><creatorcontrib>Kubo, Takuya</creatorcontrib><creatorcontrib>von Wirén, Nicolaus</creatorcontrib><creatorcontrib>Takahashi, Hideki</creatorcontrib><collection>维普_期刊</collection><collection>中文科技期刊数据库-CALIS站点</collection><collection>中文科技期刊数据库-7.0平台</collection><collection>中文科技期刊数据库-自然科学</collection><collection>中文科技期刊数据库-自然科学-生物科学</collection><collection>中文科技期刊数据库- 镜像站点</collection><collection>AGRIS</collection><collection>Istex</collection><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>Biotechnology Research Abstracts</collection><collection>Industrial and Applied Microbiology Abstracts (Microbiology A)</collection><collection>Technology Research Database</collection><collection>Environmental Sciences and Pollution Management</collection><collection>Engineering Research Database</collection><collection>Biotechnology and BioEngineering Abstracts</collection><collection>Genetics Abstracts</collection><collection>MEDLINE - Academic</collection><collection>Wanfang Data Journals - Hong Kong</collection><collection>WANFANG Data Centre</collection><collection>Wanfang Data Journals</collection><collection>万方数据期刊 - 香港版</collection><collection>China Online Journals (COJ)</collection><collection>China Online Journals (COJ)</collection><jtitle>Journal of integrative plant biology</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Araya, Takao</au><au>Kubo, Takuya</au><au>von Wirén, Nicolaus</au><au>Takahashi, Hideki</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Statistical modeling of nitrogen-dependent modulation of root system architecture in Arabidopsis thaliana</atitle><jtitle>Journal of integrative plant biology</jtitle><addtitle>Journal of Integrative Plant Biology</addtitle><date>2016-03</date><risdate>2016</risdate><volume>58</volume><issue>3</issue><spage>254</spage><epage>265</epage><pages>254-265</pages><issn>1672-9072</issn><eissn>1744-7909</eissn><abstract>Plant root development is strongly affected by nutrient availability. Despite the importance of structure and function of roots in nutrient acquisition,statistical modeling approaches to evaluate dynamic and temporal modulations of root system architecture in response to nutrient availability have remained as widely open and exploratory areas in root biology. In this study,we developed a statistical modeling approach to investigate modulations of root system architecture in response to nitrogen availability. Mathematical models were designed for quantitative assessment of root growth and root branching phenotypes and their dynamic relationships based on hierarchical con figuration of primary and lateral roots formulating the fishbone-shaped root system architecture in Arabidopsis thaliana. Time-series datasets reporting dynamic changes in root developmental traits on different nitrate or ammonium concentrations were generated for statistical analyses. Regression analyses unraveled key parameters associated with:(i) inhibition of primary root growth under nitrogen limitation or on ammonium;(ii) rapid progression of lateral root emergence in response to ammonium; and(iii) inhibition of lateral root elongation in the presence of excess nitrate or ammonium. This study provides a statistical framework for interpreting dynamic modulation of root system architecture,supported by metaanalysis of datasets displaying morphological responses of roots to diverse nitrogen supplies.</abstract><cop>China (Republic : 1949- )</cop><pub>Blackwell Pub</pub><pmid>26425993</pmid><doi>10.1111/jipb.12433</doi><tpages>12</tpages><oa>free_for_read</oa></addata></record> |
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subjects | Ammonium ammonium nitrate ammonium nitrogen Arabidopsis - anatomy & histology Arabidopsis - drug effects Arabidopsis thaliana Availability branching data collection Datasets Elongation Inhibition Linear Models mathematical modeling Mathematical models meta-analysis Models, Statistical Modulation nitrate nitrate nitrogen Nitrogen Nitrogen - pharmacology Nutrient availability Nutrients phenotype Phenotypes Plant roots Plant Roots - anatomy & histology Plant Roots - drug effects Plant Roots - growth & development Regression analysis Root development root growth root system architecture root systems Roots Statistical analysis Statistical models Structure-function relationships time series analysis 养分有效性 拟南芥 时间调制 根系发育 根系结构 氮素供应 统计模型 营养供应 |
title | Statistical modeling of nitrogen-dependent modulation of root system architecture in Arabidopsis thaliana |
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