Genome wide association mapping for heat tolerance in sub-tropical maize

被引:35
|
作者
Longmei, Ningthaipuilu [1 ]
Gill, Gurjit Kaur [1 ]
Zaidi, Pervez Haider [2 ]
Kumar, Ramesh [3 ]
Nair, Sudha Krishnan [2 ]
Hindu, Vermuri [2 ]
Vinayan, Madhumal Thayil [2 ]
Vikal, Yogesh [4 ]
机构
[1] Punjab Agr Univ, Plant Breeding & Genet, Ludhiana, Punjab, India
[2] Int Maize & Wheat Improvement Ctr CIMM YT, Asia Reg Off, Hyderabad, India
[3] Indian Inst Maize, Ludhiana, Punjab, India
[4] Punjab Agr Univ, Sch Agr Biotechnol, Ludhiana, Punjab, India
关键词
Association panel; Doubled haploids; Candidate genes; Genotyping by sequencing; Haplotype trend regression (HTR); Marker-trait association; SNPs; HIGH-TEMPERATURE; GENETIC-VARIATION; STRESS; PHOTOSYNTHESIS; REVEALS; PREDICTION; DROUGHT; REGIONS; GROWTH; LINES;
D O I
10.1186/s12864-021-07463-y
中图分类号
Q81 [生物工程学(生物技术)]; Q93 [微生物学];
学科分类号
071005 ; 0836 ; 090102 ; 100705 ;
摘要
Background Heat tolerance is becoming increasingly important where maize is grown under spring season in India which coincide with grain filling stage of crop resulting in tassel blast, reduced pollen viability, pollination failure and barren ears that causes devastating yield losses. So, there is need to identify the genomic regions associated with heat tolerance component traits which could be further employed in maize breeding program. Results An association mapping panel, consisting of 662 doubled haploid (DH) lines, was evaluated for yield contributing traits under normal and natural heat stress conditions. Genome wide association studies (GWAS) carried out using 187,000 SNPs and 130 SNPs significantly associated for grain yield (GY), days to 50% anthesis (AD), days to 50% silking (SD), anthesis-silking interval (ASI), plant height (PH), ear height (EH) and ear position (EPO) were identified under normal conditions. A total of 46 SNPs strongly associated with GY, ASI, EH and EPO were detected under heat stress conditions. Fifteen of the SNPs was found to have common association with more than one trait such as two SNPs viz. S10_1,905,273 and S10_1,905,274 showed colocalization with GY, PH and EH whereas S10_7,132,845 SNP associated with GY, AD and SD under normal conditions. No such colocalization of SNP markers with multiple traits was observed under heat stress conditions. Haplotypes trend regression analysis revealed 122 and 85 haplotype blocks, out of which, 20 and 6 haplotype blocks were associated with more than one trait under normal and heat stress conditions, respectively. Based on SNP association and haplotype mapping, nine and seven candidate genes were identified respectively, which belongs to different gene models having different biological functions in stress biology. Conclusions The present study identified significant SNPs and haplotype blocks associated with yield contributing traits that help in selection of donor lines with favorable alleles for multiple traits. These results provided insights of genetics of heat stress tolerance. The genomic regions detected in the present study need further validation before being applied in the breeding pipelines.
引用
收藏
页数:14
相关论文
共 50 条
  • [41] Genome-wide association and genomic prediction of resistance to maize lethal necrosis disease in tropical maize germplasm
    Gowda, Manje
    Das, Biswanath
    Makumbi, Dan
    Babu, Raman
    Semagn, Kassa
    Mahuku, George
    Olsen, Michael S.
    Bright, Jumbo M.
    Beyene, Yoseph
    Prasanna, Boddupalli M.
    THEORETICAL AND APPLIED GENETICS, 2015, 128 (10) : 1957 - 1968
  • [42] Genome-wide association and genomic prediction of resistance to maize lethal necrosis disease in tropical maize germplasm
    Manje Gowda
    Biswanath Das
    Dan Makumbi
    Raman Babu
    Kassa Semagn
    George Mahuku
    Michael S. Olsen
    Jumbo M. Bright
    Yoseph Beyene
    Boddupalli M. Prasanna
    Theoretical and Applied Genetics, 2015, 128 : 1957 - 1968
  • [43] A genome-wide association study of heat tolerance in Pacific abalone based on genome resequencing
    Yu, Feng
    Peng, Wenzhu
    Tang, Bin
    Zhang, Yifang
    Wang, Yi
    Gan, Yang
    Luo, Xuan
    You, Weiwei
    Gwo, Jin-Chywan
    Chen, Nan
    Ke, Caihuan
    AQUACULTURE, 2021, 536
  • [44] Evaluation of genome-wide selection efficiency in maize nested association mapping populations
    Zhigang Guo
    Dominic M. Tucker
    Jianwei Lu
    Venkata Kishore
    Gilles Gay
    Theoretical and Applied Genetics, 2012, 124 : 261 - 275
  • [45] Evaluation of genome-wide selection efficiency in maize nested association mapping populations
    Guo, Zhigang
    Tucker, Dominic M.
    Lu, Jianwei
    Kishore, Venkata
    Gay, Gilles
    THEORETICAL AND APPLIED GENETICS, 2012, 124 (02) : 261 - 275
  • [46] Genome-Wide Association Mapping of Aspergillus flavus and Aflatoxin Accumulation Resistance in Maize
    Warburton, Marilyn L.
    Tang, Juliet D.
    Windham, Gary L.
    Hawkins, Leigh K.
    Murray, Seth C.
    Xu, Wenwei
    Boykin, Debbie
    Perkins, Andy
    Williams, W. Paul
    CROP SCIENCE, 2015, 55 (05) : 1857 - 1867
  • [47] Genomic Prediction and Genome-Wide Association Studies for Productivity, Conformation and Heat Tolerance Traits in Tropical Smallholder Dairy Cows
    Bang, Nguyen N.
    Hayes, Ben J.
    Lyons, Russell E.
    Randhawa, Imtiaz A. S.
    Gaughan, John B.
    Trach, Nguyen X.
    Mcneill, David M.
    JOURNAL OF ANIMAL BREEDING AND GENETICS, 2024,
  • [48] Effects of plant populations on maize hybrids in the sub-tropical Mid South USA
    Bruns, HA
    Abbas, HK
    MAYDICA, 2003, 48 (01): : 21 - 27
  • [49] Integrated linkage mapping and genome-wide association study to dissect the genetic basis of zinc deficiency tolerance in maize at seedling stage
    Xu, Jianqin
    Ni, Zhongfu
    Chen, Fanjun
    Fu, Xiuyi
    Yu, Futong
    CROP JOURNAL, 2022, 10 (06): : 1807 - 1818
  • [50] Functional mechanisms of drought tolerance in subtropical maize (Zea mays L.) identified using genome-wide association mapping
    Nepolean Thirunavukkarasu
    Firoz Hossain
    Kanika Arora
    Rinku Sharma
    Kaliyugam Shiriga
    Swati Mittal
    Sweta Mohan
    Pottekatt Mohanlal Namratha
    Sreelatha Dogga
    Tikka Shobha Rani
    Sumalini Katragadda
    Abhishek Rathore
    Trushar Shah
    Trilochan Mohapatra
    Hari Shankar Gupta
    BMC Genomics, 15