Identification of superior haplotypes and candidate genes for yield-related traits in tobacco (Nicotiana tabacum L.) using association mapping

被引:9
作者
Ikram, Muhammad [1 ]
Xiao, Jianwang [1 ]
Li, Ronghua [1 ]
Xia, Yanshi [1 ]
Zhao, Weicai [2 ]
Yuan, Qinghua [3 ]
Siddique, Kadambot H. M. [4 ,5 ]
Guo, Peiguo [1 ]
机构
[1] Guangzhou Univ, Sch Life Sci, Guangdong Prov Key Lab Plant Adaptat & Mol Design, Guangzhou 510006, Peoples R China
[2] Guangdong Res Inst Tobacco Sci, Shaoguan 512029, Peoples R China
[3] Guangdong Acad Agr Sci GAAS, Guangdong Prov Engn & Technol Res Ctr Tobacco Bre, Crops Res Inst, Guangdong Key Lab Crops Genet Improvement, Guangzhou 510640, Peoples R China
[4] Univ Western Australia, UWA Inst Agr, Perth, WA 6001, Australia
[5] Univ Western Australia, UWA Sch Agr & Environm, Perth, WA 6001, Australia
关键词
Tobacco; Yield-related traits; Association mapping; SNPs; Superior alleles; Haplotypes; Candidate genes; GENOME-WIDE ASSOCIATION; WILT RESISTANCE; PLANT HEIGHT; LINKAGE MAP; ACID; DOMESTICATION; CONJUGATION; RESPONSES; MARKERS; PATHWAY;
D O I
10.1016/j.indcrop.2022.115886
中图分类号
S2 [农业工程];
学科分类号
0828 ;
摘要
Tobacco is an industrial crop, and its leaves and stems are used to produce cigarettes, cigars, pipe tobacco, and to extract bioethanol and biofuel. However, knowledge of the genetic basis underlying agronomic traits related to quality and yield in tobacco is limited. Therefore, we undertook association mapping to identify quantitative trait nucleotides (QTNs) associated with seven yield-related traits in 94 natural tobacco accessions using 126,602 SNPs and two multi-locus models. The mapping identified 465 QTNs across five environments for stem girth (SG: 84 QTNs), leaf number (LN: 61), SPAD (76), leaf length (LL: 71), leaf width (LW: 71), leaf length to width ratio (LLW: 58), and node distance (ND: 67), with phenotypic variance ranging from 0.46% to 30.99%. Of these, 45 reliable QTNs were found in multiple environments and detected by both methods. In addition, the mapping identified 16 pleiotropic QTNs for different traits, e.g., pQTN-18-13 on Chr18 associated with all traits except SG. For 43 QTNs, yield-related traits significantly differed between superior and alternative alleles, with 13 forming haplotype blocks with 3-5 haplotype groups. We screened 15 putative candidate genes based on the 13 haplotype QTNs for yield-related traits, e.g., PCK1, ECR1, MTACP1, SMC6B, and FH14. To the best of our knowledge, this is the first study to identify superior haplotypes associated with yield-related traits, providing a foundation for genetic studies, map-based cloning, and molecular breeding to improve tobacco varieties with desirable yield-related traits.
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页数:14
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共 81 条
[1]   Identification and Analysis of Small Interfering RNAs Associated With Heat Stress in Flowering Chinese Cabbage Using High-Throughput Sequencing [J].
Ahmed, Waqas ;
Xia, Yanshi ;
Li, Ronghua ;
Zhang, Hua ;
Siddique, Kadambot H. M. ;
Guo, Peiguo .
FRONTIERS IN GENETICS, 2021, 12
[2]   Comparative Analysis of miRNA Expression Profiles between Heat-Tolerant and Heat-Sensitive Genotypes of Flowering Chinese Cabbage Under Heat Stress Using High-Throughput Sequencing [J].
Ahmed, Waqas ;
Li, Ronghua ;
Xia, Yanshi ;
Bai, Guihua ;
Siddique, Kadambot H. M. ;
Zhang, Hua ;
Zheng, Yansong ;
Yang, Xinquan ;
Guo, Peiguo .
GENES, 2020, 11 (03)
[3]   Identification of conserved and novel miRNAs responsive to heat stress in flowering Chinese cabbage using high-throughput sequencing [J].
Ahmed, Waqas ;
Xia, Yanshi ;
Zhang, Hua ;
Li, Ronghua ;
Bai, Guihua ;
Siddique, Kadambot H. M. ;
Guo, Peiguo .
SCIENTIFIC REPORTS, 2019, 9 (1)
[4]   Haploview: analysis and visualization of LD and haplotype maps [J].
Barrett, JC ;
Fry, B ;
Maller, J ;
Daly, MJ .
BIOINFORMATICS, 2005, 21 (02) :263-265
[5]   Fitting Linear Mixed-Effects Models Using lme4 [J].
Bates, Douglas ;
Maechler, Martin ;
Bolker, Benjamin M. ;
Walker, Steven C. .
JOURNAL OF STATISTICAL SOFTWARE, 2015, 67 (01) :1-48
[6]   Drought stress delays endosperm development and misregulates genes associated with cytoskeleton organization and grain quality proteins in developing wheat seeds [J].
Begcy, Kevin ;
Walia, Harkamal .
PLANT SCIENCE, 2015, 240 :109-119
[7]   Biomass Characteristics and Energy Yields of Tobacco (Nicotiana tabacum L.) Cultivated in Eastern Poland [J].
Berbec, Adam Kleofas ;
Matyka, Mariusz .
AGRICULTURE-BASEL, 2020, 10 (11) :1-12
[8]   Genome-wide association study identifies five new cadmium uptake loci in wheat [J].
Bin Safdar, Luqman ;
Almas, Fakhrah ;
Sarfraz, Sidra ;
Ejaz, Muhammad ;
Ali, Zeshan ;
Mahmood, Zahid ;
Yang, Li ;
Tehseen, Muhammad Massub ;
Ikram, Muhammad ;
Liu, Shengyi ;
Quraishi, Umar Masood .
PLANT GENOME, 2020, 13 (02)
[9]   A microsatellite marker based linkage map of tobacco [J].
Bindler, Gregor ;
van der Hoeven, Rutger ;
Gunduz, Irfan ;
Plieske, Joerg ;
Ganal, Martin ;
Rossi, Luca ;
Gadani, Ferruccio ;
Donini, Paolo .
THEORETICAL AND APPLIED GENETICS, 2007, 114 (02) :341-349
[10]   A high density genetic map of tobacco (Nicotiana tabacum L.) obtained from large scale microsatellite marker development [J].
Bindler, Gregor ;
Plieske, Joerg ;
Bakaher, Nicolas ;
Gunduz, Irfan ;
Ivanov, Nikolai ;
Van der Hoeven, Rutger ;
Ganal, Martin ;
Donini, Paolo .
THEORETICAL AND APPLIED GENETICS, 2011, 123 (02) :219-230