Pinpointing Genomic Regions and Candidate Genes Associated with Seed Oil and Protein Content in Soybean through an Integrative Transcriptomic and QTL Meta-Analysis
机构:
Natl Agrifood Biotechnol Inst NABI, Dept Agr Biotechnol, Mohali 140306, India
Indian Council Agr Res ICAR, Div Crop Sci, New Delhi 110001, IndiaNatl Agrifood Biotechnol Inst NABI, Dept Agr Biotechnol, Mohali 140306, India
Soybean with enriched nutrients has emerged as a prominent source of edible oil and protein. In the present study, a meta-analysis was performed by integrating quantitative trait loci (QTLs) information, region-specific association and transcriptomic analysis. Analysis of about a thousand QTLs previously identified in soybean helped to pinpoint 14 meta-QTLs for oil and 16 meta-QTLs for protein content. Similarly, region-specific association analysis using whole genome re-sequenced data was performed for the most promising meta-QTL on chromosomes 6 and 20. Only 94 out of 468 genes related to fatty acid and protein metabolic pathways identified within the meta-QTL region were found to be expressed in seeds. Allele mining and haplotyping of these selected genes were performed using whole genome resequencing data. Interestingly, a significant haplotypic association of some genes with oil and protein content was observed, for instance, in the case of FAD2-1B gene, an average seed oil content of 20.22% for haplotype 1 compared to 15.52% for haplotype 5 was observed. In addition, the mutation S86F in the FAD2-1B gene produces a destabilizing effect of (Delta Delta G Stability) -0.31 kcal/mol. Transcriptomic analysis revealed the tissue-specific expression of candidate genes. Based on their higher expression in seed developmental stages, genes such as sugar transporter, fatty acid desaturase (FAD), lipid transporter, major facilitator protein and amino acid transporter can be targeted for functional validation. The approach and information generated in the present study will be helpful in the map-based cloning of regulatory genes, as well as for marker-assisted breeding in soybean.
机构:
Univ Missouri, Dept Comp Sci, Columbia, MO 65211 USA
Univ Missouri, Christoper S Bond Life Sci Ctr, Columbia, MO 65211 USAUniv Missouri, Div Plant Sci, Columbia, MO 65211 USA
Yao, Qiuming
;
Patil, Gunvant B.
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h-index: 0
机构:
Univ Missouri, Div Plant Sci, Columbia, MO 65211 USAUniv Missouri, Div Plant Sci, Columbia, MO 65211 USA
Patil, Gunvant B.
;
Agarwal, Gaurav
论文数: 0引用数: 0
h-index: 0
机构:
Univ Missouri, Div Plant Sci, Columbia, MO 65211 USA
Int Crops Res Inst Semi Arid Trop, Ctr Excellence Genom, Hyderabad, Andhra Pradesh, IndiaUniv Missouri, Div Plant Sci, Columbia, MO 65211 USA
Agarwal, Gaurav
;
Deshmukh, Rupesh K.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Missouri, Div Plant Sci, Columbia, MO 65211 USAUniv Missouri, Div Plant Sci, Columbia, MO 65211 USA
Deshmukh, Rupesh K.
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Lin, Li
论文数: 0引用数: 0
h-index: 0
机构:
Univ Missouri, Div Plant Sci, Columbia, MO 65211 USAUniv Missouri, Div Plant Sci, Columbia, MO 65211 USA
Lin, Li
;
Wang, Biao
论文数: 0引用数: 0
h-index: 0
机构:
Univ Missouri, Div Plant Sci, Columbia, MO 65211 USA
Shanghai Jiao Tong Univ, Sch Agr & Biol, Legume Biotech Lab, Shanghai, Peoples R ChinaUniv Missouri, Div Plant Sci, Columbia, MO 65211 USA
Wang, Biao
;
Wang, Yongqin
论文数: 0引用数: 0
h-index: 0
机构:
Univ Missouri, Div Plant Sci, Columbia, MO 65211 USAUniv Missouri, Div Plant Sci, Columbia, MO 65211 USA
Wang, Yongqin
;
Prince, Silvas J.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Missouri, Div Plant Sci, Columbia, MO 65211 USAUniv Missouri, Div Plant Sci, Columbia, MO 65211 USA
Prince, Silvas J.
;
Song, Li
论文数: 0引用数: 0
h-index: 0
机构:
Univ Missouri, Div Plant Sci, Columbia, MO 65211 USAUniv Missouri, Div Plant Sci, Columbia, MO 65211 USA
Song, Li
;
Xu, Dong
论文数: 0引用数: 0
h-index: 0
机构:
Univ Missouri, Dept Comp Sci, Columbia, MO 65211 USA
Univ Missouri, Christoper S Bond Life Sci Ctr, Columbia, MO 65211 USAUniv Missouri, Div Plant Sci, Columbia, MO 65211 USA
Xu, Dong
;
An, Yongqiang C.
论文数: 0引用数: 0
h-index: 0
机构:
ARS, Plant Genet Res Unit, Donald Danforth Plant Sci Ctr, Midwest Area, St Louis, MO USAUniv Missouri, Div Plant Sci, Columbia, MO 65211 USA
An, Yongqiang C.
;
Valliyodan, Babu
论文数: 0引用数: 0
h-index: 0
机构:
Univ Missouri, Div Plant Sci, Columbia, MO 65211 USAUniv Missouri, Div Plant Sci, Columbia, MO 65211 USA
Valliyodan, Babu
;
Varshney, Rajeev K.
论文数: 0引用数: 0
h-index: 0
机构:
Int Crops Res Inst Semi Arid Trop, Ctr Excellence Genom, Hyderabad, Andhra Pradesh, IndiaUniv Missouri, Div Plant Sci, Columbia, MO 65211 USA
Varshney, Rajeev K.
;
Nguyen, Henry T.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Missouri, Div Plant Sci, Columbia, MO 65211 USAUniv Missouri, Div Plant Sci, Columbia, MO 65211 USA
机构:
Wayne State Univ, Inst Environm Hlth Sci, Detroit, MI 48202 USA
Wayne State Univ, Sch Med, Dept Obstet & Gynecol, CS Mott Ctr, Detroit, MI 48201 USA
McGill Univ, Sch Comp Sci, Quebec City, PQ, Canada
McGill Univ, Genome Quebec Innovat Ctr, Quebec City, PQ, CanadaWayne State Univ, Inst Environm Hlth Sci, Detroit, MI 48202 USA
Cingolani, Pablo
;
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机构:
Platts, Adrian
;
Wang, Le Lily
论文数: 0引用数: 0
h-index: 0
机构:
Wayne State Univ, Inst Environm Hlth Sci, Detroit, MI 48202 USAWayne State Univ, Inst Environm Hlth Sci, Detroit, MI 48202 USA
Wang, Le Lily
;
Coon, Melissa
论文数: 0引用数: 0
h-index: 0
机构:
Wayne State Univ, Sch Med, Dept Obstet & Gynecol, CS Mott Ctr, Detroit, MI 48201 USAWayne State Univ, Inst Environm Hlth Sci, Detroit, MI 48202 USA
Coon, Melissa
;
论文数: 引用数:
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机构:
Tung Nguyen
;
Wang, Luan
论文数: 0引用数: 0
h-index: 0
机构:
Wayne State Univ, Inst Environm Hlth Sci, Detroit, MI 48202 USA
Wayne State Univ, Sch Med, Dept Obstet & Gynecol, CS Mott Ctr, Detroit, MI 48201 USAWayne State Univ, Inst Environm Hlth Sci, Detroit, MI 48202 USA
Wang, Luan
;
Land, Susan J.
论文数: 0引用数: 0
h-index: 0
机构:
Wayne State Univ, Sch Med, Dept Obstet & Gynecol, CS Mott Ctr, Detroit, MI 48201 USAWayne State Univ, Inst Environm Hlth Sci, Detroit, MI 48202 USA
Land, Susan J.
;
Lu, Xiangyi
论文数: 0引用数: 0
h-index: 0
机构:
Wayne State Univ, Inst Environm Hlth Sci, Detroit, MI 48202 USAWayne State Univ, Inst Environm Hlth Sci, Detroit, MI 48202 USA
Lu, Xiangyi
;
Ruden, Douglas M.
论文数: 0引用数: 0
h-index: 0
机构:
Wayne State Univ, Inst Environm Hlth Sci, Detroit, MI 48202 USA
Wayne State Univ, Sch Med, Dept Obstet & Gynecol, CS Mott Ctr, Detroit, MI 48201 USAWayne State Univ, Inst Environm Hlth Sci, Detroit, MI 48202 USA
El-Hamidi M, 2018, B NATL RES CENT, V42, DOI [10.1186/s42269-018-0019-0, 10.1186/s42269-018-0019-0, DOI 10.1186/S42269-018-0019-0, 10.1186/S42269-018-0019-0]
机构:
Univ Missouri, Dept Comp Sci, Columbia, MO 65211 USA
Univ Missouri, Christoper S Bond Life Sci Ctr, Columbia, MO 65211 USAUniv Missouri, Div Plant Sci, Columbia, MO 65211 USA
Yao, Qiuming
;
Patil, Gunvant B.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Missouri, Div Plant Sci, Columbia, MO 65211 USAUniv Missouri, Div Plant Sci, Columbia, MO 65211 USA
Patil, Gunvant B.
;
Agarwal, Gaurav
论文数: 0引用数: 0
h-index: 0
机构:
Univ Missouri, Div Plant Sci, Columbia, MO 65211 USA
Int Crops Res Inst Semi Arid Trop, Ctr Excellence Genom, Hyderabad, Andhra Pradesh, IndiaUniv Missouri, Div Plant Sci, Columbia, MO 65211 USA
Agarwal, Gaurav
;
Deshmukh, Rupesh K.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Missouri, Div Plant Sci, Columbia, MO 65211 USAUniv Missouri, Div Plant Sci, Columbia, MO 65211 USA
Deshmukh, Rupesh K.
;
Lin, Li
论文数: 0引用数: 0
h-index: 0
机构:
Univ Missouri, Div Plant Sci, Columbia, MO 65211 USAUniv Missouri, Div Plant Sci, Columbia, MO 65211 USA
Lin, Li
;
Wang, Biao
论文数: 0引用数: 0
h-index: 0
机构:
Univ Missouri, Div Plant Sci, Columbia, MO 65211 USA
Shanghai Jiao Tong Univ, Sch Agr & Biol, Legume Biotech Lab, Shanghai, Peoples R ChinaUniv Missouri, Div Plant Sci, Columbia, MO 65211 USA
Wang, Biao
;
Wang, Yongqin
论文数: 0引用数: 0
h-index: 0
机构:
Univ Missouri, Div Plant Sci, Columbia, MO 65211 USAUniv Missouri, Div Plant Sci, Columbia, MO 65211 USA
Wang, Yongqin
;
Prince, Silvas J.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Missouri, Div Plant Sci, Columbia, MO 65211 USAUniv Missouri, Div Plant Sci, Columbia, MO 65211 USA
Prince, Silvas J.
;
Song, Li
论文数: 0引用数: 0
h-index: 0
机构:
Univ Missouri, Div Plant Sci, Columbia, MO 65211 USAUniv Missouri, Div Plant Sci, Columbia, MO 65211 USA
Song, Li
;
Xu, Dong
论文数: 0引用数: 0
h-index: 0
机构:
Univ Missouri, Dept Comp Sci, Columbia, MO 65211 USA
Univ Missouri, Christoper S Bond Life Sci Ctr, Columbia, MO 65211 USAUniv Missouri, Div Plant Sci, Columbia, MO 65211 USA
Xu, Dong
;
An, Yongqiang C.
论文数: 0引用数: 0
h-index: 0
机构:
ARS, Plant Genet Res Unit, Donald Danforth Plant Sci Ctr, Midwest Area, St Louis, MO USAUniv Missouri, Div Plant Sci, Columbia, MO 65211 USA
An, Yongqiang C.
;
Valliyodan, Babu
论文数: 0引用数: 0
h-index: 0
机构:
Univ Missouri, Div Plant Sci, Columbia, MO 65211 USAUniv Missouri, Div Plant Sci, Columbia, MO 65211 USA
Valliyodan, Babu
;
Varshney, Rajeev K.
论文数: 0引用数: 0
h-index: 0
机构:
Int Crops Res Inst Semi Arid Trop, Ctr Excellence Genom, Hyderabad, Andhra Pradesh, IndiaUniv Missouri, Div Plant Sci, Columbia, MO 65211 USA
Varshney, Rajeev K.
;
Nguyen, Henry T.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Missouri, Div Plant Sci, Columbia, MO 65211 USAUniv Missouri, Div Plant Sci, Columbia, MO 65211 USA
机构:
Wayne State Univ, Inst Environm Hlth Sci, Detroit, MI 48202 USA
Wayne State Univ, Sch Med, Dept Obstet & Gynecol, CS Mott Ctr, Detroit, MI 48201 USA
McGill Univ, Sch Comp Sci, Quebec City, PQ, Canada
McGill Univ, Genome Quebec Innovat Ctr, Quebec City, PQ, CanadaWayne State Univ, Inst Environm Hlth Sci, Detroit, MI 48202 USA
Cingolani, Pablo
;
论文数: 引用数:
h-index:
机构:
Platts, Adrian
;
Wang, Le Lily
论文数: 0引用数: 0
h-index: 0
机构:
Wayne State Univ, Inst Environm Hlth Sci, Detroit, MI 48202 USAWayne State Univ, Inst Environm Hlth Sci, Detroit, MI 48202 USA
Wang, Le Lily
;
Coon, Melissa
论文数: 0引用数: 0
h-index: 0
机构:
Wayne State Univ, Sch Med, Dept Obstet & Gynecol, CS Mott Ctr, Detroit, MI 48201 USAWayne State Univ, Inst Environm Hlth Sci, Detroit, MI 48202 USA
Coon, Melissa
;
论文数: 引用数:
h-index:
机构:
Tung Nguyen
;
Wang, Luan
论文数: 0引用数: 0
h-index: 0
机构:
Wayne State Univ, Inst Environm Hlth Sci, Detroit, MI 48202 USA
Wayne State Univ, Sch Med, Dept Obstet & Gynecol, CS Mott Ctr, Detroit, MI 48201 USAWayne State Univ, Inst Environm Hlth Sci, Detroit, MI 48202 USA
Wang, Luan
;
Land, Susan J.
论文数: 0引用数: 0
h-index: 0
机构:
Wayne State Univ, Sch Med, Dept Obstet & Gynecol, CS Mott Ctr, Detroit, MI 48201 USAWayne State Univ, Inst Environm Hlth Sci, Detroit, MI 48202 USA
Land, Susan J.
;
Lu, Xiangyi
论文数: 0引用数: 0
h-index: 0
机构:
Wayne State Univ, Inst Environm Hlth Sci, Detroit, MI 48202 USAWayne State Univ, Inst Environm Hlth Sci, Detroit, MI 48202 USA
Lu, Xiangyi
;
Ruden, Douglas M.
论文数: 0引用数: 0
h-index: 0
机构:
Wayne State Univ, Inst Environm Hlth Sci, Detroit, MI 48202 USA
Wayne State Univ, Sch Med, Dept Obstet & Gynecol, CS Mott Ctr, Detroit, MI 48201 USAWayne State Univ, Inst Environm Hlth Sci, Detroit, MI 48202 USA
El-Hamidi M, 2018, B NATL RES CENT, V42, DOI [10.1186/s42269-018-0019-0, 10.1186/s42269-018-0019-0, DOI 10.1186/S42269-018-0019-0, 10.1186/S42269-018-0019-0]