Genome-wide association and differential expression analysis of salt tolerance in Gossypium hirsutum L at the germination stage

被引:55
作者
Yuan, Yanchao [1 ,2 ]
Xing, Huixian [1 ]
Zeng, Wenguan [1 ]
Xu, Jialing [1 ]
Mao, Lili [1 ]
Wang, Liyuan [1 ]
Feng, Wei [1 ]
Tao, Jincai [1 ]
Wang, Haoran [1 ]
Zhang, Haijun [1 ]
Wang, Qingkang [1 ]
Zhang, Guihua [3 ]
Song, Xianliang [1 ]
Sun, Xue-Zhen [1 ]
机构
[1] Shandong Agr Univ, State Key Lab Crop Biol, Agron Coll, Tai An, Shandong, Peoples R China
[2] Qingdao Agr Univ, Coll Life Sci, Key Lab Plant Biotechnol Univ Shandong Prov, Changcheng Rd 700, Qingdao, Shandong, Peoples R China
[3] Heze Acad Agr Sci, Heze, Peoples R China
关键词
Salinity; Transcriptome; Genetic variation; Genome-wide association study; Germination stage; Comprehensive evaluation; Single-nucleotide polymorphisms (SNPs); BZIP TRANSCRIPTION FACTOR; ABIOTIC STRESS TOLERANCE; SEQ ANALYSIS REVEALS; FLAVONOID BIOSYNTHESIS; MOLECULAR DIVERSITY; TRANSGENIC TOBACCO; PLANT-RESPONSES; ION HOMEOSTASIS; GENE-EXPRESSION; SEEDLING STAGE;
D O I
10.1186/s12870-019-1989-2
中图分类号
Q94 [植物学];
学科分类号
071001 ;
摘要
Background Salinity is a major abiotic stress seriously hindering crop yield. Development and utilization of tolerant varieties is the most economical way to address soil salinity. Upland cotton is a major fiber crop and pioneer plant on saline soil and thus its genetic architecture underlying salt tolerance should be extensively explored. Results In this study, genome-wide association analysis and RNA sequencing were employed to detect salt-tolerant qualitative-trait loci (QTLs) and candidate genes in 196 upland cotton genotypes at the germination stage. Using comprehensive evaluation values of salt tolerance in four environments, we identified 33 significant single-nucleotide polymorphisms (SNPs), including 17 and 7 SNPs under at least two and four environments, respectively. The 17 stable SNPs were located within or near 98 candidate genes in 13 QTLs, including 35 genes that were functionally annotated to be involved in salt stress responses. RNA-seq analysis indicated that among the 98 candidate genes, 13 were stably differentially expressed. Furthermore, 12 of the 13 candidate genes were verified by qRT-PCR. RNA-seq analysis detected 6640, 3878, and 6462 differentially expressed genes at three sampling time points, of which 869 were shared. Conclusions These results, including the elite cotton accessions with accurate salt tolerance evaluation, the significant SNP markers, the candidate genes, and the salt-tolerant pathways, could improve our understanding of the molecular regulatory mechanisms under salt stress tolerance and genetic manipulation for cotton improvement.
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页数:19
相关论文
共 102 条
[1]   Quantitative trait locus mapping of drought and salt tolerance in an introgressed recombinant inbred line population of Upland cotton under the greenhouse and field conditions [J].
Abdelraheem, Abdelraheem ;
Fang, David D. ;
Zhang, Jinfa .
EUPHYTICA, 2018, 214 (01)
[2]   A meta-analysis of quantitative trait loci for abiotic and biotic stress resistance in tetraploid cotton [J].
Abdelraheem, Abdelraheem ;
Liu, Feng ;
Song, Mingzhou ;
Zhang, Jinfa F. .
MOLECULAR GENETICS AND GENOMICS, 2017, 292 (06) :1221-1235
[3]   Differential expression analysis for sequence count data [J].
Anders, Simon ;
Huber, Wolfgang .
GENOME BIOLOGY, 2010, 11 (10)
[4]   Heavy-metal stress induced accumulation of chitinase isoforms in plants [J].
Bekesiova, Beata ;
Hraska, Stefan ;
Libantova, Jana ;
Moravcikova, Jana ;
Matusikova, Ildiko .
MOLECULAR BIOLOGY REPORTS, 2008, 35 (04) :579-588
[5]   Function of a plant stress-induced gene, HVA22.: Synthetic enhancement screen with its yeast homolog reveals its role in vesicular traffic [J].
Brands, A ;
Ho, THD .
PLANT PHYSIOLOGY, 2002, 130 (03) :1121-1131
[6]   High-density 80 K SNP array is a powerful tool for genotyping G. hirsutum accessions and genome analysis [J].
Cai, Caiping ;
Zhu, Guozhong ;
Zhang, Tianzhen ;
Guo, Wangzhen .
BMC GENOMICS, 2017, 18
[7]   Comprehensive evaluation and screening for chilling-tolerance in tomato lines at the seedling stage [J].
Cao, Xue ;
Jiang, Fangling ;
Wang, Xu ;
Zang, Yuwen ;
Wu, Zhen .
EUPHYTICA, 2015, 205 (02) :569-584
[8]  
Champion A, 2009, MOL PLANT PATHOL, V10, P471, DOI [10.1111/j.1364-3703.2009.00549.x, 10.1111/J.1364-3703.2009.00549.X]
[9]   iTRAQ-Based Quantitative Proteomic Analysis of Cotton Roots and Leaves Reveals Pathways Associated with Salt Stress [J].
Chen, Tingting ;
Zhang, Lei ;
Shang, Haihong ;
Liu, Shaodong ;
Peng, Jun ;
Gong, Wankui ;
Shi, Yuzhen ;
Zhang, Siping ;
Li, Junwen ;
Gong, Juwu ;
Ge, Qun ;
Liu, Aiying ;
Ma, Huijuan ;
Zhao, Xinhua ;
Yuan, Youlu .
PLOS ONE, 2016, 11 (02)
[10]   Analyzing Blends of Herbivore-Induced Volatile Organic Compounds With Factor Analysis: Revisiting "Cotton Plant, Gossypium hirsutum L., Defense in Response to Nitrogen Fertilization" [J].
Chen, Yigen .
JOURNAL OF ECONOMIC ENTOMOLOGY, 2013, 106 (02) :1053-1057