Genetic architecture of plant stress resistance: multi-trait genome-wide association mapping

被引:112
作者
Thoen, Manus P. M. [1 ,2 ,3 ]
Olivas, Nelson H. Davila [1 ]
Kloth, Karen J. [1 ,2 ,3 ]
Coolen, Silvia [4 ]
Huang, Ping-Ping [5 ]
Aarts, Mark G. M. [5 ]
Bac-Molenaar, Johanna A. [2 ,5 ]
Bakker, Jaap [6 ]
Bouwmeester, Harro J. [2 ]
Broekgaarden, Colette [4 ,7 ]
Bucher, Johan [7 ]
Busscher-Lange, Jacqueline [1 ,2 ,3 ]
Cheng, Xi [2 ]
Fradin, Emilie F. [2 ]
Jongsma, Maarten A. [3 ]
Julkowska, Magdalena M. [8 ,9 ]
Keurentjes, Joost J. B. [5 ]
Ligterink, Wilco [2 ]
Pieterse, Corne M. J. [4 ]
Ruyter-Spira, Carolien [2 ]
Smant, Geert [6 ]
Testerink, Christa [8 ,9 ]
Usadel, Bjoern [10 ]
van Loon, Joop J. A. [1 ]
van Pelt, Johan A. [4 ]
van Schaik, Casper C. [6 ]
van Wees, Saskia C. M. [4 ]
Visser, Richard G. F. [7 ]
Voorrips, Roeland [7 ]
Vosman, Ben [7 ]
Vreugdenhil, Dick [2 ]
Warmerdam, Sonja [6 ]
Wiegers, Gerrie L. [1 ,3 ]
van Heerwaarden, Joost [11 ]
Kruijer, Willem [11 ]
van Eeuwijk, Fred A. [11 ]
Dicke, Marcel [1 ]
机构
[1] Wageningen Univ & Res, Entomol Lab, POB 16, NL-6700 AA Wageningen, Netherlands
[2] Wageningen Univ & Res, Lab Plant Physiol, POB 16, NL-6700 AA Wageningen, Netherlands
[3] Wageningen Univ & Res, Business Unit Biosci, Wageningen Plant Res, POB 16, NL-6700 AA Wageningen, Netherlands
[4] Univ Utrecht, Plant Microbe Interact, Dept Biol, POB 800-56, NL-3508 TB Utrecht, Netherlands
[5] Wageningen Univ & Res, Genet Lab, POB 16, NL-6700 AA Wageningen, Netherlands
[6] Wageningen Univ & Res, Nematol Lab, POB 8213, NL-6700 ES Wageningen, Netherlands
[7] Wageningen Univ & Res, Wageningen Univ & Res Plant Breeding, POB 386, NL-6700 AJ Wageningen, Netherlands
[8] Univ Amsterdam, Sect Plant Physiol, Swammerdam Inst Life Sci, POB 94215, NL-1090 GE Amsterdam, Netherlands
[9] Univ Amsterdam, Sect Plant Cell Biol, Swammerdam Inst Life Sci, POB 94215, NL-1090 GE Amsterdam, Netherlands
[10] Rhein Westfal TH Aachen, Inst Biol 1, Worringer Weg 3, D-52074 Aachen, Germany
[11] Wageningen Univ & Res, Biometris, POB 16, NL-6700 AA Wageningen, Netherlands
关键词
abiotic stress; biotic stress; genetic architecture; genome-wide association mapping; multiple stresses; DEPENDENT ANION CHANNEL; CINNAMOYL-COA REDUCTASE; ARABIDOPSIS-THALIANA; TRANSCRIPTION FACTORS; MIXED-MODEL; ABSCISIC-ACID; BIOTIC STRESS; DISEASE RESISTANCE; CORRELATED TRAITS; SALT;
D O I
10.1111/nph.14220
中图分类号
Q94 [植物学];
学科分类号
071001 ;
摘要
Plants are exposed to combinations of various biotic and abiotic stresses, but stress responses are usually investigated for single stresses only. Here, we investigated the genetic architecture underlying plant responses to 11 single stresses and several of their combinations by phenotyping 350 Arabidopsis thaliana accessions. A set of 214 000 single nucleotide polymorphisms (SNPs) was screened for marker-trait associations in genome-wide association (GWA) analyses using tailored multi-trait mixed models. Stress responses that share phytohormonal signaling pathways also share genetic architecture underlying these responses. After removing the effects of general robustness, for the 30 most significant SNPs, average quantitative trait locus (QTL) effect sizes were larger for dual stresses than for single stresses. Plants appear to deploy broad-spectrum defensive mechanisms influencing multiple traits in response to combined stresses. Association analyses identified QTLs with contrasting and with similar responses to biotic vs abiotic stresses, and below-ground vs above-ground stresses. Our approach allowed for an unprecedented comprehensive genetic analysis of how plants deal with a wide spectrum of stress conditions.
引用
收藏
页码:1346 / 1362
页数:17
相关论文
共 124 条
  • [1] Multi-trait and multi-environment QTL analyses of yield and a set of physiological traits in pepper
    Alimi, N. A.
    Bink, M. C. A. M.
    Dieleman, J. A.
    Magan, J. J.
    Wubs, A. M.
    Palloix, A.
    van Eeuwijk, F. A.
    [J]. THEORETICAL AND APPLIED GENETICS, 2013, 126 (10) : 2597 - 2625
  • [2] What Has Natural Variation Taught Us about Plant Development, Physiology, and Adaptation?
    Alonso-Blanco, Carlos
    Aarts, Mark G. M.
    Bentsink, Leonie
    Keurentjes, Joost J. B.
    Reymond, Matthieu
    Vreugdenhil, Dick
    Koornneef, Maarten
    [J]. PLANT CELL, 2009, 21 (07) : 1877 - 1896
  • [3] Antagonistic interaction between abscisic acid and jasmonate-ethylene signaling pathways modulates defense gene expression and disease resistance in Arabidopsis
    Anderson, JP
    Badruzsaufari, E
    Schenk, PM
    Manners, JM
    Desmond, OJ
    Ehlert, C
    Maclean, DJ
    Ebert, PR
    Kazan, K
    [J]. PLANT CELL, 2004, 16 (12) : 3460 - 3479
  • [4] Genome-wide association study of 107 phenotypes in Arabidopsis thaliana inbred lines
    Atwell, Susanna
    Huang, Yu S.
    Vilhjalmsson, Bjarni J.
    Willems, Glenda
    Horton, Matthew
    Li, Yan
    Meng, Dazhe
    Platt, Alexander
    Tarone, Aaron M.
    Hu, Tina T.
    Jiang, Rong
    Muliyati, N. Wayan
    Zhang, Xu
    Amer, Muhammad Ali
    Baxter, Ivan
    Brachi, Benjamin
    Chory, Joanne
    Dean, Caroline
    Debieu, Marilyne
    de Meaux, Juliette
    Ecker, Joseph R.
    Faure, Nathalie
    Kniskern, Joel M.
    Jones, Jonathan D. G.
    Michael, Todd
    Nemri, Adnane
    Roux, Fabrice
    Salt, David E.
    Tang, Chunlao
    Todesco, Marco
    Traw, M. Brian
    Weigel, Detlef
    Marjoram, Paul
    Borevitz, Justin O.
    Bergelson, Joy
    Nordborg, Magnus
    [J]. NATURE, 2010, 465 (7298) : 627 - 631
  • [5] Genome-Wide Association Mapping of Fertility Reduction upon Heat Stress Reveals Developmental Stage-Specific QTLs in Arabidopsis thaliana
    Bac-Molenaar, Johanna A.
    Fradin, Emilie F.
    Becker, Frank F. M.
    Rienstra, Juriaan A.
    van der Schoot, J.
    Vreugdenhil, Dick
    Keurentjes, Joost J. B.
    [J]. PLANT CELL, 2015, 27 (07) : 1857 - 1874
  • [6] Maturation of nematode-induced galls in Medicago truncatula is related to water status and primary metabolism modifications
    Baldacci-Cresp, Fabien
    Maucourt, Mickael
    Deborde, Catherine
    Pierre, Olivier
    Moing, Annick
    Brouquisse, Renaud
    Favery, Bruno
    Frendo, Pierre
    [J]. PLANT SCIENCE, 2015, 232 : 77 - 85
  • [7] Tolerance of wheat to vegetative stage soil waterlogging is conditioned by both constitutive and adaptive QTL
    Ballesteros, Diana C.
    Mason, R. Esten
    Addison, Christopher K.
    Acuna, M. Andrea
    Arguello, M. Nelly
    Subramanian, Nithya
    Miller, Randall Galen
    Sater, Haley
    Gbur, Edward E.
    Miller, David
    Griffey, Carl A.
    Barnett, Marla D.
    Tucker, Dominic
    [J]. EUPHYTICA, 2015, 201 (03) : 329 - 343
  • [8] Asg1 is a stress-inducible gene which increases stomatal resistance in salt stressed potato
    Batelli, Giorgia
    Massarelli, Immacolata
    Van Oosten, Michael
    Nurcato, Roberta
    Vannini, Candida
    Raimondi, Giampaolo
    Leone, Antonella
    Zhu, Jian-Kang
    Maggio, Albino
    Grillo, Stefania
    [J]. JOURNAL OF PLANT PHYSIOLOGY, 2012, 169 (18) : 1849 - 1857
  • [9] A Coastal Cline in Sodium Accumulation in Arabidopsis thaliana Is Driven by Natural Variation of the Sodium Transporter AtHKT1;1
    Baxter, Ivan
    Brazelton, Jessica N.
    Yu, Danni
    Huang, Yu S.
    Lahner, Brett
    Yakubova, Elena
    Li, Yan
    Bergelson, Joy
    Borevitz, Justin O.
    Nordborg, Magnus
    Vitek, Olga
    Salt, David E.
    [J]. PLOS GENETICS, 2010, 6 (11):
  • [10] CONTROLLING THE FALSE DISCOVERY RATE - A PRACTICAL AND POWERFUL APPROACH TO MULTIPLE TESTING
    BENJAMINI, Y
    HOCHBERG, Y
    [J]. JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY, 1995, 57 (01) : 289 - 300