Genome-wide association study reveals quantitative trait loci for waterlogging-triggered adventitious roots and aerenchyma formation in common wheat

Waterlogging severely affects wheat growth and development. Limited availability of oxygen in the root zone negatively affects the metabolism of plants. The formation of adventitious roots (ARs) and root cortical aerenchyma (RCA) are the most important adaptive trait contributing to plants’ ability...

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Published inFrontiers in plant science Vol. 13; p. 1066752
Main Authors Xu, Le, Zhao, Chenchen, Pang, Jiayin, Niu, Yanan, Liu, Huaqiong, Zhang, Wenying, Zhou, Meixue
Format Journal Article
LanguageEnglish
Published Switzerland Frontiers Media S.A 23.11.2022
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Abstract Waterlogging severely affects wheat growth and development. Limited availability of oxygen in the root zone negatively affects the metabolism of plants. The formation of adventitious roots (ARs) and root cortical aerenchyma (RCA) are the most important adaptive trait contributing to plants’ ability to survive in waterlogged soil conditions. This study used a genome-wide association study (GWAS) approach with 90K single nucleotide polymorphisms (SNPs) in a panel of 329 wheat genotypes, to reveal quantitative trait loci (QTL) conferring ARs and RCA. The wheat genotypes exposed to waterlogging were evaluated for ARs and RCA in both field and glasshouse over two consecutive years. Six and five significant marker-trait associations (MTAs) were identified for ARs and RCA formation under waterlogging, respectively. The most significant MTA for AR and RCA was found on chromosome 4B. Two wheat cultivars with contrasting waterlogging tolerance (tolerant: H-242, sensitive: H-195) were chosen to compare the development and regulation of aerenchyma in waterlogged conditions using staining methods. Results showed that under waterlogging conditions, H 2 O 2 signal generated before aerenchyma formation in both sensitive and tolerant varieties with the tolerant variety accumulating more H 2 O 2 and in a quicker manner compared to the sensitive one. Several genotypes which performed consistently well under different conditions can be used in breeding programs to develop waterlogging-tolerant wheat varieties.
AbstractList Waterlogging severely affects wheat growth and development. Limited availability of oxygen in the root zone negatively affects the metabolism of plants. The formation of adventitious roots (ARs) and root cortical aerenchyma (RCA) are the most important adaptive trait contributing to plants’ ability to survive in waterlogged soil conditions. This study used a genome-wide association study (GWAS) approach with 90K single nucleotide polymorphisms (SNPs) in a panel of 329 wheat genotypes, to reveal quantitative trait loci (QTL) conferring ARs and RCA. The wheat genotypes exposed to waterlogging were evaluated for ARs and RCA in both field and glasshouse over two consecutive years. Six and five significant marker-trait associations (MTAs) were identified for ARs and RCA formation under waterlogging, respectively. The most significant MTA for AR and RCA was found on chromosome 4B. Two wheat cultivars with contrasting waterlogging tolerance (tolerant: H-242, sensitive: H-195) were chosen to compare the development and regulation of aerenchyma in waterlogged conditions using staining methods. Results showed that under waterlogging conditions, H2O2 signal generated before aerenchyma formation in both sensitive and tolerant varieties with the tolerant variety accumulating more H2O2 and in a quicker manner compared to the sensitive one. Several genotypes which performed consistently well under different conditions can be used in breeding programs to develop waterlogging-tolerant wheat varieties.
Waterlogging severely affects wheat growth and development. Limited availability of oxygen in the root zone negatively affects the metabolism of plants. The formation of adventitious roots (ARs) and root cortical aerenchyma (RCA) are the most important adaptive trait contributing to plants’ ability to survive in waterlogged soil conditions. This study used a genome-wide association study (GWAS) approach with 90K single nucleotide polymorphisms (SNPs) in a panel of 329 wheat genotypes, to reveal quantitative trait loci (QTL) conferring ARs and RCA. The wheat genotypes exposed to waterlogging were evaluated for ARs and RCA in both field and glasshouse over two consecutive years. Six and five significant marker-trait associations (MTAs) were identified for ARs and RCA formation under waterlogging, respectively. The most significant MTA for AR and RCA was found on chromosome 4B. Two wheat cultivars with contrasting waterlogging tolerance (tolerant: H-242, sensitive: H-195) were chosen to compare the development and regulation of aerenchyma in waterlogged conditions using staining methods. Results showed that under waterlogging conditions, H 2 O 2 signal generated before aerenchyma formation in both sensitive and tolerant varieties with the tolerant variety accumulating more H 2 O 2 and in a quicker manner compared to the sensitive one. Several genotypes which performed consistently well under different conditions can be used in breeding programs to develop waterlogging-tolerant wheat varieties.
Waterlogging severely affects wheat growth and development. Limited availability of oxygen in the root zone negatively affects the metabolism of plants. The formation of adventitious roots (ARs) and root cortical aerenchyma (RCA) are the most important adaptive trait contributing to plants' ability to survive in waterlogged soil conditions. This study used a genome-wide association study (GWAS) approach with 90K single nucleotide polymorphisms (SNPs) in a panel of 329 wheat genotypes, to reveal quantitative trait loci (QTL) conferring ARs and RCA. The wheat genotypes exposed to waterlogging were evaluated for ARs and RCA in both field and glasshouse over two consecutive years. Six and five significant marker-trait associations (MTAs) were identified for ARs and RCA formation under waterlogging, respectively. The most significant MTA for AR and RCA was found on chromosome 4B. Two wheat cultivars with contrasting waterlogging tolerance (tolerant: H-242, sensitive: H-195) were chosen to compare the development and regulation of aerenchyma in waterlogged conditions using staining methods. Results showed that under waterlogging conditions, H O signal generated before aerenchyma formation in both sensitive and tolerant varieties with the tolerant variety accumulating more H O and in a quicker manner compared to the sensitive one. Several genotypes which performed consistently well under different conditions can be used in breeding programs to develop waterlogging-tolerant wheat varieties.
Waterlogging severely affects wheat growth and development. Limited availability of oxygen in the root zone negatively affects the metabolism of plants. The formation of adventitious roots (ARs) and root cortical aerenchyma (RCA) are the most important adaptive trait contributing to plants' ability to survive in waterlogged soil conditions. This study used a genome-wide association study (GWAS) approach with 90K single nucleotide polymorphisms (SNPs) in a panel of 329 wheat genotypes, to reveal quantitative trait loci (QTL) conferring ARs and RCA. The wheat genotypes exposed to waterlogging were evaluated for ARs and RCA in both field and glasshouse over two consecutive years. Six and five significant marker-trait associations (MTAs) were identified for ARs and RCA formation under waterlogging, respectively. The most significant MTA for AR and RCA was found on chromosome 4B. Two wheat cultivars with contrasting waterlogging tolerance (tolerant: H-242, sensitive: H-195) were chosen to compare the development and regulation of aerenchyma in waterlogged conditions using staining methods. Results showed that under waterlogging conditions, H2O2 signal generated before aerenchyma formation in both sensitive and tolerant varieties with the tolerant variety accumulating more H2O2 and in a quicker manner compared to the sensitive one. Several genotypes which performed consistently well under different conditions can be used in breeding programs to develop waterlogging-tolerant wheat varieties.Waterlogging severely affects wheat growth and development. Limited availability of oxygen in the root zone negatively affects the metabolism of plants. The formation of adventitious roots (ARs) and root cortical aerenchyma (RCA) are the most important adaptive trait contributing to plants' ability to survive in waterlogged soil conditions. This study used a genome-wide association study (GWAS) approach with 90K single nucleotide polymorphisms (SNPs) in a panel of 329 wheat genotypes, to reveal quantitative trait loci (QTL) conferring ARs and RCA. The wheat genotypes exposed to waterlogging were evaluated for ARs and RCA in both field and glasshouse over two consecutive years. Six and five significant marker-trait associations (MTAs) were identified for ARs and RCA formation under waterlogging, respectively. The most significant MTA for AR and RCA was found on chromosome 4B. Two wheat cultivars with contrasting waterlogging tolerance (tolerant: H-242, sensitive: H-195) were chosen to compare the development and regulation of aerenchyma in waterlogged conditions using staining methods. Results showed that under waterlogging conditions, H2O2 signal generated before aerenchyma formation in both sensitive and tolerant varieties with the tolerant variety accumulating more H2O2 and in a quicker manner compared to the sensitive one. Several genotypes which performed consistently well under different conditions can be used in breeding programs to develop waterlogging-tolerant wheat varieties.
Author Zhang, Wenying
Pang, Jiayin
Zhou, Meixue
Xu, Le
Niu, Yanan
Zhao, Chenchen
Liu, Huaqiong
AuthorAffiliation 1 MARA Key Laboratory of Sustainable Crop Production in the Middle Reaches of the Yangtze River (Co-construction by Ministry and Province), College of Agriculture, Engineering Research Centre of Ecology and Agricultural Use of Wetland, Ministry of Education, Yangtze University , Jingzhou , China
3 The UWA Institute of Agriculture and School of Agriculture and Environment, The University of Western Australia , Perth, WA , Australia
2 Tasmanian Institute of Agriculture, University of Tasmania , Launceston, TAS , Australia
AuthorAffiliation_xml – name: 3 The UWA Institute of Agriculture and School of Agriculture and Environment, The University of Western Australia , Perth, WA , Australia
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– name: 2 Tasmanian Institute of Agriculture, University of Tasmania , Launceston, TAS , Australia
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Cites_doi 10.1094/PDIS-02-19-0271-RE
10.1371/journal.pgen.1005767
10.1093/oxfordjournals.aob.a085646
10.1136/bmj.2.6096.1220
10.1016/j.fcr.2022.108461
10.1104/pp.15.01360
10.1104/pp.109.150045
10.1111/pce.13505
10.2307/41812018
10.1007/BF00384595
10.1046/j.1469-8137.2003.00907.x
10.1002/jpln.200900316
10.1186/2193-1801-2-245
10.2135/cropsci1994.0011183X003400060023x
10.1111/pce.12473
10.1006/anbo.1996.0405
10.3390/plants10081560
10.3390/ijms20030699
10.1111/j.1469-8137.1992.tb01073.x
10.1016/j.pbi.2013.06.008
10.1111/pce.12422
10.3389/fpls.2019.00140
10.1111/j.1469-8137.2010.03496.x
10.1111/j.1439-0523.2010.01792.x
10.1093/jxb/ert371
10.1007/s11104-011-1073-7
10.1104/pp.119.1.21
10.1007/s11032-005-5911-2
10.1007/s00425-013-1947-4
10.1111/pbi.13171
10.1016/S2095-3119(13)60354-8
10.1023/A:1024622405505
10.1093/aob/mcf072
10.1016/j.pbi.2016.06.005
10.2307/1513791
10.1007/s00709-015-0811-8
10.1023/A:1024573305997
10.1007/s11032-015-0243-3
10.3117/plantroot.4.31
10.1371/journal.pone.0120385
10.1007/s10725-018-0460-y
10.1038/nrg.2017.82
10.1111/j.1365-3040.1990.tb02144.x
10.0032-079X/80/0563-0187S01.95
10.3389/fpls.2017.01941
10.1093/jxb/ery190
10.3835/plantgenome2008.02.0089
10.1093/aob/mcm055
10.1007/s11104-015-2536-z
10.1093/jxb/eraa442
10.1146/annurev-arplant-042811-105441
10.1007/s10725-019-00518-x
10.1016/S0065-2296(08)60089-0
10.1007/s00122-016-2693-3
10.2135/cropsci1997.0011183X003700030020x
10.1016/S0014-5793(97)00086-0
10.3389/fpls.2015.00714
10.1186/1471-2164-9-401
10.3390/ijms23063341
10.1007/s11033-019-05225-4
10.1046/j.1365-3040.2003.01089.x
10.1023/a:1012945902299
10.3390/ijms23031243
10.1186/s12864-018-5405-3
10.1007/s10681-014-1184-3
10.1626/pps.15.164
10.1104/pp.107.102624
10.1007/s11032-017-0767-9
10.1104/pp.105.064469
10.1104/pp.112.4.1687
10.1016/j.gpb.2020.10.007
10.1111/j.1365-313x.2010.04262.x
10.1016/S1369-5266(02)00238-8
10.1007/s00122-018-3086-6
10.1111/j.1399-3054.1971.tb01427.x
10.1186/1471-2229-12-99
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Keywords aerenchyma
wheat
ethylene
adventitious roots
waterlogging
Language English
License Copyright © 2022 Xu, Zhao, Pang, Niu, Liu, Zhang and Zhou.
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Reviewed by: Xuechen Zhang, The State of Queensland, Australia; Yao Fangjie, Sichuan Agricultural University, China; Jindong Liu, Institute of Crop Sciences, Chinese Academy of Agricultural Sciences, China
These authors have contributed equally to this work
Edited by: Tianlun Zhao, Zhejiang University, China
This article was submitted to Plant Abiotic Stress, a section of the journal Frontiers in Plant Science
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References Manik (B45) 2022; 23
Evans (B18) 2003; 161
Rocha (B51) 2010; 152
Zeng (B72) 2014; 37
Malik (B41) 2003; 26
Thomson (B56) 1990; 13
Yu (B70) 2013; 2
Hossein (B23) 2012; 354
Vidoz (B61) 2010; 63
Toojinda (B59) 2003; 91
Zhang (B74) 2016; 129
Visser (B62) 1996; 112
Huang (B27) 1994; 34
Setter (B52) 2003; 253
Cheng (B14) 2016; 253
Zhu (B76) 2008; 1
Lorbiecke (B38) 1999; 119
Steffens (B55) 2005; 139
Haque (B21) 2010; 4
Huang (B26) 1997; 37
Kang (B29) 2020; 47
Kim (B30) 2015; 6
Zhou (B75) 2011; 130
Pang (B48) 2007; 145
Xu (B66) 2019; 89
Loreti (B39) 2016; 33
Voesenek (B63) 2013; 16
Gill (B19) 2017; 8
Burgos (B11) 2001; 122
Boru (B8) 2003; 132
Qiu (B50) 2007; 99
Haque (B22) 2012; 15
Campbell (B13) 2015; 10
Li (B33) 2001; 27
Bailey-Serres (B5) 2012; 160
Zhang (B73) 2015; 394
Armstrong (B3) 1971; 25
Liu (B36) 2016; 12
Xu (B67) 2013; 238
Li (B37) 2008; 9
Trought (B60) 1980; 56
Buckler (B10) 2002; 5
Nguyen (B47) 2018; 69
Malik (B40) 2001; 28
Benjamin (B7) 1979; 43
Wei (B64) 2019; 42
Li (B34) 2019; 87
Cornelious (B16) 2005; 16
Tong (B58) 2021; 10
Calvo-Polanco (B12) 2012; 12
Choudhury (B15) 2019; 103
Manik (B43) 2019; 10
Koramutla (B32) 2022; 23
Manik (B44) 2022; 279
Knoch (B31) 2020; 18
Yu (B71) 2014; 13
Steffens (B53) 2011; 190
Drew (B17) 1979; 147
Juliana (B28) 2018; 131
Malik (B42) 2002; 153
Yamauchi (B68) 2014; 65
Yin (B69) 2021; 19
Hossein (B24) 2010; 173
Steffens (B54) 2016; 170
Broughton (B9) 2015; 35
Nelson (B46) 2018; 19
Liu (B35) 2012; 63
Pan (B49) 2019; 20
Huang (B25) 2018; 38
Wiengweera (B65) 1997; 80
Armstrong (B4) 1979; 7
Gill (B20) 2019; 20
Abbas (B1) 2015; 25
Argus (B2) 2015; 36
Ballesteros (B6) 2015; 201
Thomson (B57) 1992; 120
References_xml – volume: 103
  start-page: 2798
  year: 2019
  ident: B15
  article-title: Identification of new QTL contributing to barley yellow dwarf virus-PAV (BYDV-PAV) resistance in wheat
  publication-title: Plant Dis.
  doi: 10.1094/PDIS-02-19-0271-RE
– volume: 12
  year: 2016
  ident: B36
  article-title: Iterative usage of fixed and random effect models for powerful and efficient genome-wide association studies
  publication-title: PloS Genet.
  doi: 10.1371/journal.pgen.1005767
– volume: 43
  start-page: 383
  year: 1979
  ident: B7
  article-title: Effects of a range of O2 concentrations on porosity of barley roots and on their sugar and protein concentrations
  publication-title: Ann. Bot.
  doi: 10.1093/oxfordjournals.aob.a085646
– volume: 27
  start-page: 434
  year: 2001
  ident: B33
  article-title: Effects of waterlogging at different growth stages on photosynthesis and yield of different wheat cultivars
  publication-title: Acta Agronomica Sinica.
  doi: 10.1136/bmj.2.6096.1220
– volume: 279
  start-page: 108461
  year: 2022
  ident: B44
  article-title: Impacts of barley root cortical aerenchyma on growth, physiology, yield components, and grain quality under field waterlogging conditions
  publication-title: Field Crops Res.
  doi: 10.1016/j.fcr.2022.108461
– volume: 170
  start-page: 603
  year: 2016
  ident: B54
  article-title: The physiology of adventitious roots
  publication-title: Plant Physiol.
  doi: 10.1104/pp.15.01360
– volume: 152
  start-page: 1501
  year: 2010
  ident: B51
  article-title: Glycolysis and the tricarboxylic acid cycle are linked by alanine aminotransferase during hypoxia induced by waterlogging of lotus japonicus
  publication-title: Plant Physiol.
  doi: 10.1104/pp.109.150045
– volume: 42
  start-page: 1471
  year: 2019
  ident: B64
  article-title: Constitutive expression of a stabilized transcription factor group VII ethylene response factor enhances waterlogging tolerance in wheat without penalizing grain yield
  publication-title: Plant Cell Environ.
  doi: 10.1111/pce.13505
– volume: 160
  start-page: 1698
  year: 2012
  ident: B5
  article-title: Waterproofing crops: Effective flooding survival strategies
  publication-title: Plant Physiol.
  doi: 10.2307/41812018
– volume: 147
  start-page: 83
  year: 1979
  ident: B17
  article-title: Ethylene-promoted adventitious rooting and development of cortical air spaces (aerenchyma) in roots may be adaptive responses to flooding in Zea mays l
  publication-title: Planta.
  doi: 10.1007/BF00384595
– volume: 161
  start-page: 35
  year: 2003
  ident: B18
  article-title: Aerenchyma formation
  publication-title: New Phytol.
  doi: 10.1046/j.1469-8137.2003.00907.x
– volume: 173
  start-page: 461
  year: 2010
  ident: B24
  article-title: Aluminum, manganese, and iron tolerance improves performance of wheat genotypes in waterlogged acidic soils
  publication-title: J. Plant Nutr. Soil Sci.
  doi: 10.1002/jpln.200900316
– volume: 2
  start-page: 1
  year: 2013
  ident: B70
  article-title: Conditional QTL mapping for waterlogging tolerance in two RILs populations of wheat
  publication-title: SpringerPlus.
  doi: 10.1186/2193-1801-2-245
– volume: 34
  start-page: 1538
  year: 1994
  ident: B27
  article-title: Root and shoot growth of wheat genotypes in response to hypoxia and subsequent resumption of aeration
  publication-title: Crop Sci.
  doi: 10.2135/cropsci1994.0011183X003400060023x
– volume: 36
  start-page: 1189
  year: 2015
  ident: B2
  article-title: Early physiological flood tolerance is followed by slow post-flooding root recovery in the dryland riparian tree Eucalyptus camaldulensis subsp refulgens
  publication-title: Plant Cell Environ.
  doi: 10.1111/pce.12473
– volume: 80
  start-page: 115
  year: 1997
  ident: B65
  article-title: The use of agar nutrient solution to simulate lack of convection in waterlogged soils
  publication-title: Ann. Bot.
  doi: 10.1006/anbo.1996.0405
– volume: 10
  year: 2021
  ident: B58
  article-title: Opportunities for improving waterlogging tolerance in cereal crops-physiological traits and genetic mechanisms
  publication-title: Plants.
  doi: 10.3390/plants10081560
– volume: 20
  year: 2019
  ident: B20
  article-title: Identification of QTL related to ROS formation under hypoxia and their association with waterlogging and salt tolerance in barley
  publication-title: Int. J. Mol. Sci.
  doi: 10.3390/ijms20030699
– volume: 120
  start-page: 335
  year: 1992
  ident: B57
  article-title: Tolerance of wheat (Triticum aestivum cvs. gamenya and kite) and triticale (Triticosecale cv. Muir) to waterlogging
  publication-title: New Phytol.
  doi: 10.1111/j.1469-8137.1992.tb01073.x
– volume: 16
  start-page: 647
  year: 2013
  ident: B63
  article-title: Flooding tolerance: O2 sensing and survival strategies
  publication-title: Curr. Opin. Plant Biol.
  doi: 10.1016/j.pbi.2013.06.008
– volume: 37
  start-page: 2325
  year: 2014
  ident: B72
  article-title: Linking oxygen availability with membrane potential maintenance and K+ retention of barley roots: implications for waterlogging stress tolerance
  publication-title: Plant Cell Environ.
  doi: 10.1111/pce.12422
– volume: 10
  year: 2019
  ident: B43
  article-title: Soil and crop management practices to minimize the impact of waterlogging on crop productivity
  publication-title: Front. Plant Sci.
  doi: 10.3389/fpls.2019.00140
– volume: 190
  start-page: 369
  year: 2011
  ident: B53
  article-title: Aerenchyma formation in the rice stem and its promotion by H2O2
  publication-title: New Phytol.
  doi: 10.1111/j.1469-8137.2010.03496.x
– volume: 130
  start-page: 203
  year: 2011
  ident: B75
  article-title: Accurate phenotyping reveals better QTL for waterlogging tolerance in barley
  publication-title: Plant Breed.
  doi: 10.1111/j.1439-0523.2010.01792.x
– volume: 65
  start-page: 261
  year: 2014
  ident: B68
  article-title: Ethylene and reactive oxygen species are involved in root aerenchyma formation and adaptation of wheat seedlings to oxygen-deficient conditions
  publication-title: J. Exp. Bot.
  doi: 10.1093/jxb/ert371
– volume: 354
  start-page: 371
  year: 2012
  ident: B23
  article-title: Tolerance to ion toxicities enhances wheat (Triticum aestivum l.) grain yield in waterlogged acidic soils
  publication-title: Plant Soil.
  doi: 10.1007/s11104-011-1073-7
– volume: 119
  start-page: 21
  year: 1999
  ident: B38
  article-title: Adventitious root growth and cell cycle induction in deepwater rice
  publication-title: Plant Physiol.
  doi: 10.1104/pp.119.1.21
– volume: 16
  start-page: 103
  year: 2005
  ident: B16
  article-title: Identification of QTLs underlying water-logging tolerance in soybean
  publication-title: Mol. Breed.
  doi: 10.1007/s11032-005-5911-2
– volume: 238
  start-page: 969
  year: 2013
  ident: B67
  article-title: Process of aerenchyma formation and reactive oxygen species induced by waterlogging in wheat seminal roots
  publication-title: Planta.
  doi: 10.1007/s00425-013-1947-4
– volume: 18
  start-page: 68
  year: 2020
  ident: B31
  article-title: Strong temporal dynamics of QTL action on plant growth progression revealed through high-throughput phenotyping in canola
  publication-title: Plant Biotechnol. J.
  doi: 10.1111/pbi.13171
– volume: 13
  start-page: 31
  year: 2014
  ident: B71
  article-title: QTLs for waterlogging tolerance at germination and seedling stages in population of recombinant inbred lines derived from a cross between synthetic and cultivated wheat genotypes
  publication-title: J. Integr. Agric.
  doi: 10.1016/S2095-3119(13)60354-8
– volume: 132
  start-page: 151
  year: 2003
  ident: B8
  article-title: Oxygen use from solution by wheat genotypes differing in tolerance to waterlogging
  publication-title: Euphytica.
  doi: 10.1023/A:1024622405505
– volume: 91
  start-page: 243
  year: 2003
  ident: B59
  article-title: Molecular genetics of submergence tolerance in rice: QTL analysis of key traits
  publication-title: Ann. Bot.
  doi: 10.1093/aob/mcf072
– volume: 33
  start-page: 64
  year: 2016
  ident: B39
  article-title: Plant responses to flooding stress
  publication-title: Curr. Opin. Plant Biol.
  doi: 10.1016/j.pbi.2016.06.005
– volume: 153
  start-page: 225
  year: 2002
  ident: B42
  article-title: Short-term waterlogging has long-term effects on the growth and physiology of wheat
  publication-title: New Phytol.
  doi: 10.2307/1513791
– volume: 253
  start-page: 311
  year: 2016
  ident: B14
  article-title: Reactive oxygen species regulate programmed cell death progress of endosperm in winter wheat (Triticum aestivum l.) under waterlogging
  publication-title: Protoplasma.
  doi: 10.1007/s00709-015-0811-8
– volume: 253
  start-page: 1
  year: 2003
  ident: B52
  article-title: Review of prospects for germplasm improvement for waterlogging tolerance in wheat, barley and oats
  publication-title: Plant Soil.
  doi: 10.1023/A:1024573305997
– volume: 35
  start-page: 27
  year: 2015
  ident: B9
  article-title: Waterlogging tolerance is associated with root porosity in barley (Hordeum vulgare l.)
  publication-title: Mol. Breed.
  doi: 10.1007/s11032-015-0243-3
– volume: 4
  start-page: 31
  year: 2010
  ident: B21
  article-title: Formation and extension of lysigenous aerenchyma in seminal root cortex of spring wheat (Triticum aestivum cv. bobwhite line SH 98 26) seedlings under different strengths of waterlogging
  publication-title: Plant Root.
  doi: 10.3117/plantroot.4.31
– volume: 10
  year: 2015
  ident: B13
  article-title: Genetic and molecular characterization of submergence response identifies Subtol6 as a major submergence tolerance locus in maize
  publication-title: PloS One
  doi: 10.1371/journal.pone.0120385
– volume: 87
  start-page: 149
  year: 2019
  ident: B34
  article-title: Histone acetylation modification affects cell wall degradation and aerenchyma formation in wheat seminal roots under waterlogging
  publication-title: Plant Growth Regul.
  doi: 10.1007/s10725-018-0460-y
– volume: 19
  start-page: 21
  year: 2018
  ident: B46
  article-title: Navigating complexity to breed disease-resistant crops
  publication-title: Nat. Rev. Genet.
  doi: 10.1038/nrg.2017.82
– volume: 13
  start-page: 395
  year: 1990
  ident: B56
  article-title: Aerenchyma formation and associated oxygen movement in seminal and nodal roots of wheat
  publication-title: Plant Cell Environ.
  doi: 10.1111/j.1365-3040.1990.tb02144.x
– volume: 56
  start-page: 187
  year: 1980
  ident: B60
  article-title: The development of waterlogging damage in wheat seedlings (Triticum aestivum l.)
  publication-title: Plant Soil.
  doi: 10.0032-079X/80/0563-0187S01.95
– volume: 8
  year: 2017
  ident: B19
  article-title: Cell-based phenotyping reveals QTL for membrane potential maintenance associated with hypoxia and salinity stress tolerance in barley
  publication-title: Front. Plant Sci.
  doi: 10.3389/fpls.2017.01941
– volume: 69
  start-page: 4065
  year: 2018
  ident: B47
  article-title: Hormonal regulation in adventitious roots and during their emergence under waterlogged conditions in wheat
  publication-title: J. Exp. Bot.
  doi: 10.1093/jxb/ery190
– volume: 1
  start-page: 5
  year: 2008
  ident: B76
  article-title: Status and prospects of association mapping in plants
  publication-title: Plant Genome.
  doi: 10.3835/plantgenome2008.02.0089
– volume: 99
  start-page: 1067
  year: 2007
  ident: B50
  article-title: Mapping of QTL associated with waterlogging tolerance during the seedling stage in maize
  publication-title: Ann. Bot.
  doi: 10.1093/aob/mcm055
– volume: 394
  start-page: 355
  year: 2015
  ident: B73
  article-title: Waterlogging tolerance in barley is associated with faster aerenchyma formation in adventitious roots
  publication-title: Plant Soil.
  doi: 10.1007/s11104-015-2536-z
– volume: 25
  start-page: 1483
  year: 2015
  ident: B1
  article-title: Oxygen sensing coordinates photomorphogenesis to facilitate seedling survival
  publication-title: Curr. Biol.
  doi: 10.1093/jxb/eraa442
– volume: 63
  start-page: 215
  year: 2012
  ident: B35
  article-title: Autophagy: pathways for self-eating in plant cells
  publication-title: Ann. Rev. Plant Biol.
  doi: 10.1146/annurev-arplant-042811-105441
– volume: 89
  start-page: 143
  year: 2019
  ident: B66
  article-title: Temperature influences waterlogging stress-induced damage in arabidopsis through the regulation of photosynthesis and hypoxia-related genes
  publication-title: Plant Growth Regul.
  doi: 10.1007/s10725-019-00518-x
– volume: 7
  start-page: 225
  year: 1979
  ident: B4
  article-title: Aeration in higher plants
  publication-title: Adv. Bot. Res.
  doi: 10.1016/S0065-2296(08)60089-0
– volume: 129
  start-page: 1167
  year: 2016
  ident: B74
  article-title: Identification of aerenchyma formation-related QTL in barley that can be effective in breeding for waterlogging tolerance
  publication-title: Theor. Appl. Genet.
  doi: 10.1007/s00122-016-2693-3
– volume: 37
  start-page: 812
  year: 1997
  ident: B26
  article-title: Root characteristics and hormone activity of wheat in response to hypoxia and ethylene
  publication-title: Crop Sci.
  doi: 10.2135/cropsci1997.0011183X003700030020x
– volume: 28
  start-page: 1121
  year: 2001
  ident: B40
  article-title: Changes in physiological and morphological traits of roots and shoots of wheat in response to different depths of waterlogging
  publication-title: Aus J. Plant Physiol.
  doi: 10.1016/S0014-5793(97)00086-0
– volume: 6
  year: 2015
  ident: B30
  article-title: Comparative analysis of endogenous hormones level in two soybean (Glycine max l.) lines differing in waterlogging tolerance
  publication-title: Front. Plant Sci.
  doi: 10.3389/fpls.2015.00714
– volume: 9
  year: 2008
  ident: B37
  article-title: Comparative mapping of quantitative trait loci associated with waterlogging tolerance in barley (Hordeum vulgare l.)
  publication-title: BMC Genom.
  doi: 10.1186/1471-2164-9-401
– volume: 23
  year: 2022
  ident: B45
  article-title: Genome-wide association study reveals marker trait associations (MTA) for waterlogging-triggered adventitious roots and aerenchyma formation in barley
  publication-title: Int. J. Mol. Sci.
  doi: 10.3390/ijms23063341
– volume: 47
  start-page: 1241
  year: 2020
  ident: B29
  article-title: Genome-wide association mapping for adult resistance to powdery mildew in common wheat
  publication-title: Mol. Biol. Rep.
  doi: 10.1007/s11033-019-05225-4
– volume: 26
  start-page: 1713
  year: 2003
  ident: B41
  article-title: Aerenchyma formation and radial O2 loss along adventitious roots of wheat with only the apical root portion exposed to O2 deficiency
  publication-title: Plant Cell Environ.
  doi: 10.1046/j.1365-3040.2003.01089.x
– volume: 122
  start-page: 287
  year: 2001
  ident: B11
  article-title: Flooding tolerance of spelt (Triticum spelta l.) compared to wheat (Triticum aestivum l.)- a physiological and genetic approach
  publication-title: Euphytica.
  doi: 10.1023/a:1012945902299
– volume: 23
  year: 2022
  ident: B32
  article-title: Salicylic acid enhances adventitious root and aerenchyma formation in wheat under waterlogged conditions
  publication-title: Int. J. Mol. Sci.
  doi: 10.3390/ijms23031243
– volume: 20
  start-page: 60
  year: 2019
  ident: B49
  article-title: Proteomic analysis reveals response of differential wheat (Triticum aestivum l.) genotypes to oxygen deficiency stress
  publication-title: BMC Genomics
  doi: 10.1186/s12864-018-5405-3
– volume: 201
  start-page: 329
  year: 2015
  ident: B6
  article-title: Tolerance of wheat to vegetative stage soil waterlogging is conditioned by both constitutive and adaptive QTL
  publication-title: Euphytica.
  doi: 10.1007/s10681-014-1184-3
– volume: 15
  start-page: 164
  year: 2012
  ident: B22
  article-title: Aerenchyma formation in the seminal roots of Japanese wheat cultivars in relation to growth under waterlogged conditions
  publication-title: Plant Prod Sci.
  doi: 10.1626/pps.15.164
– volume: 145
  start-page: 266
  year: 2007
  ident: B48
  article-title: Effect of secondary metabolites associated with anaerobic soil conditions on ion fluxes and electrophysiology in barley roots
  publication-title: Plant Physiol.
  doi: 10.1104/pp.107.102624
– volume: 38
  start-page: 16
  year: 2018
  ident: B25
  article-title: A major QTL controlling the tolerance to manganese toxicity in barley (Hordeum vulgare l.)
  publication-title: Mol. Breed
  doi: 10.1007/s11032-017-0767-9
– volume: 139
  start-page: 713
  year: 2005
  ident: B55
  article-title: Epidermal cell death in rice (Oryza sativa l.) is regulated by ethylene, gibberellin and abscisic acid
  publication-title: Plant Physiol.
  doi: 10.1104/pp.105.064469
– volume: 112
  start-page: 1687
  year: 1996
  ident: B62
  article-title: An ethylene-mediated increase in sensitivity to auxin induces adventitious root formation in flooded rumex palustris Sm
  publication-title: Plant Physiol.
  doi: 10.1104/pp.112.4.1687
– volume: 19
  start-page: 619
  year: 2021
  ident: B69
  article-title: rMVP: a memory-efficient, visualization-enhanced, and parallel-accelerated tool for genome-wide association study
  publication-title: Genom proteom bioinf.
  doi: 10.1016/j.gpb.2020.10.007
– volume: 63
  start-page: 551
  year: 2010
  ident: B61
  article-title: Hormonal interplay during adventitious root formation in flooded tomato plants
  publication-title: Plant J.
  doi: 10.1111/j.1365-313x.2010.04262.x
– volume: 5
  start-page: 107
  year: 2002
  ident: B10
  article-title: Plant molecular diversity and applications to genomics
  publication-title: Curt Opin. Plant Biol.
  doi: 10.1016/S1369-5266(02)00238-8
– volume: 131
  start-page: 1405
  year: 2018
  ident: B28
  article-title: Genome-wide association mapping for resistance to leaf rust, stripe rust and tan spot in wheat reveals potential candidate genes
  publication-title: Theor. Appl. Genet.
  doi: 10.1007/s00122-018-3086-6
– volume: 25
  start-page: 192
  year: 1971
  ident: B3
  article-title: Radial oxygen losses from intact rice roots as affected by distance from the apex, respiration and water logging
  publication-title: Physiol. Plant
  doi: 10.1111/j.1399-3054.1971.tb01427.x
– volume: 12
  year: 2012
  ident: B12
  article-title: Role of adventitious roots in water relations of tamarack (Larix laricina) seedlings exposed to flooding
  publication-title: BMC Plant Biol.
  doi: 10.1186/1471-2229-12-99
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Snippet Waterlogging severely affects wheat growth and development. Limited availability of oxygen in the root zone negatively affects the metabolism of plants. The...
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SubjectTerms adventitious roots
aerenchyma
ethylene
Plant Science
waterlogging
wheat
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Title Genome-wide association study reveals quantitative trait loci for waterlogging-triggered adventitious roots and aerenchyma formation in common wheat
URI https://www.ncbi.nlm.nih.gov/pubmed/36507408
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