Genome-wide association studies provide genetic insights into natural variation of seed-size-related traits in mungbean
Although mungbean ( (L.) R. Wilczek) is an important legume crop, its seed yield is relatively low. To address this issue, here 196 accessions with 3,607,508 SNP markers were used to identify quantitative trait nucleotides (QTNs), QTN-by-environment interactions (QEIs), and their candidate genes for...
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Published in | Frontiers in plant science Vol. 13; p. 997988 |
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Main Authors | , , , , , , , |
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Language | English |
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Abstract | Although mungbean (
(L.) R. Wilczek) is an important legume crop, its seed yield is relatively low. To address this issue, here 196 accessions with 3,607,508 SNP markers were used to identify quantitative trait nucleotides (QTNs), QTN-by-environment interactions (QEIs), and their candidate genes for seed length (SL), seed width, and 100-seed weight (HSW) in two environments. As a result, 98 QTNs and 20 QEIs were identified using 3VmrMLM, while 95, >10,000, and 15 QTNs were identified using EMMAX, GEMMA, and CMLM, respectively. Among 809 genes around these QTNs, 12 were homologous to known seed-development genes in rice and
, in which 10, 2, 1, and 0 genes were found, respectively, by the above four methods to be associated with the three traits, such as
for SL and
for HSW. Eight of the 12 genes were significantly differentially expressed between two large-seed and two small-seed accessions, and
,
,
,
,
,
, and
were further verified by RT-qPCR. Among 65 genes around these QEIs,
,
,
, and
were homologous to known seed-development genes in
, although new experiments are necessary to explore these novel GEI-trait associations. In addition, 54 genes were identified in comparative genomics analysis to be associated with seed development pathway, in which
,
,
,
, and
were also identified in genome-wide association studies. This result provided a reliable approach for identifying seed-size-related genes in mungbean and a solid foundation for further molecular biology research on seed-size-related genes. |
---|---|
AbstractList | Although mungbean (
Vigna radiata
(L.) R. Wilczek) is an important legume crop, its seed yield is relatively low. To address this issue, here 196 accessions with 3,607,508 SNP markers were used to identify quantitative trait nucleotides (QTNs), QTN-by-environment interactions (QEIs), and their candidate genes for seed length (SL), seed width, and 100-seed weight (HSW) in two environments. As a result, 98 QTNs and 20 QEIs were identified using 3VmrMLM, while 95, >10,000, and 15 QTNs were identified using EMMAX, GEMMA, and CMLM, respectively. Among 809 genes around these QTNs, 12 were homologous to known seed-development genes in rice and
Arabidopsis thaliana
, in which 10, 2, 1, and 0 genes were found, respectively, by the above four methods to be associated with the three traits, such as
VrEmp24/25
for SL and
VrKIX8
for HSW. Eight of the 12 genes were significantly differentially expressed between two large-seed and two small-seed accessions, and
VrKIX8
,
VrPAT14
,
VrEmp24/25
,
VrIAR1
,
VrBEE3
,
VrSUC4
, and
Vrflo2
were further verified by RT-qPCR. Among 65 genes around these QEIs,
VrFATB
,
VrGSO1
,
VrLACS2
, and
VrPAT14
were homologous to known seed-development genes in
A. thaliana
, although new experiments are necessary to explore these novel GEI-trait associations. In addition, 54 genes were identified in comparative genomics analysis to be associated with seed development pathway, in which
VrKIX8
,
VrABA2
,
VrABI5
,
VrSHB1
, and
VrIKU2
were also identified in genome-wide association studies. This result provided a reliable approach for identifying seed-size-related genes in mungbean and a solid foundation for further molecular biology research on seed-size-related genes. Although mungbean (Vigna radiata (L.) R. Wilczek) is an important legume crop, its seed yield is relatively low. To address this issue, here 196 accessions with 3,607,508 SNP markers were used to identify quantitative trait nucleotides (QTNs), QTN-by-environment interactions (QEIs), and their candidate genes for seed length (SL), seed width, and 100-seed weight (HSW) in two environments. As a result, 98 QTNs and 20 QEIs were identified using 3VmrMLM, while 95, >10,000, and 15 QTNs were identified using EMMAX, GEMMA, and CMLM, respectively. Among 809 genes around these QTNs, 12 were homologous to known seed-development genes in rice and Arabidopsis thaliana, in which 10, 2, 1, and 0 genes were found, respectively, by the above four methods to be associated with the three traits, such as VrEmp24/25 for SL and VrKIX8 for HSW. Eight of the 12 genes were significantly differentially expressed between two large-seed and two small-seed accessions, and VrKIX8, VrPAT14, VrEmp24/25, VrIAR1, VrBEE3, VrSUC4, and Vrflo2 were further verified by RT-qPCR. Among 65 genes around these QEIs, VrFATB, VrGSO1, VrLACS2, and VrPAT14 were homologous to known seed-development genes in A. thaliana, although new experiments are necessary to explore these novel GEI-trait associations. In addition, 54 genes were identified in comparative genomics analysis to be associated with seed development pathway, in which VrKIX8, VrABA2, VrABI5, VrSHB1, and VrIKU2 were also identified in genome-wide association studies. This result provided a reliable approach for identifying seed-size-related genes in mungbean and a solid foundation for further molecular biology research on seed-size-related genes.Although mungbean (Vigna radiata (L.) R. Wilczek) is an important legume crop, its seed yield is relatively low. To address this issue, here 196 accessions with 3,607,508 SNP markers were used to identify quantitative trait nucleotides (QTNs), QTN-by-environment interactions (QEIs), and their candidate genes for seed length (SL), seed width, and 100-seed weight (HSW) in two environments. As a result, 98 QTNs and 20 QEIs were identified using 3VmrMLM, while 95, >10,000, and 15 QTNs were identified using EMMAX, GEMMA, and CMLM, respectively. Among 809 genes around these QTNs, 12 were homologous to known seed-development genes in rice and Arabidopsis thaliana, in which 10, 2, 1, and 0 genes were found, respectively, by the above four methods to be associated with the three traits, such as VrEmp24/25 for SL and VrKIX8 for HSW. Eight of the 12 genes were significantly differentially expressed between two large-seed and two small-seed accessions, and VrKIX8, VrPAT14, VrEmp24/25, VrIAR1, VrBEE3, VrSUC4, and Vrflo2 were further verified by RT-qPCR. Among 65 genes around these QEIs, VrFATB, VrGSO1, VrLACS2, and VrPAT14 were homologous to known seed-development genes in A. thaliana, although new experiments are necessary to explore these novel GEI-trait associations. In addition, 54 genes were identified in comparative genomics analysis to be associated with seed development pathway, in which VrKIX8, VrABA2, VrABI5, VrSHB1, and VrIKU2 were also identified in genome-wide association studies. This result provided a reliable approach for identifying seed-size-related genes in mungbean and a solid foundation for further molecular biology research on seed-size-related genes. Although mungbean ( (L.) R. Wilczek) is an important legume crop, its seed yield is relatively low. To address this issue, here 196 accessions with 3,607,508 SNP markers were used to identify quantitative trait nucleotides (QTNs), QTN-by-environment interactions (QEIs), and their candidate genes for seed length (SL), seed width, and 100-seed weight (HSW) in two environments. As a result, 98 QTNs and 20 QEIs were identified using 3VmrMLM, while 95, >10,000, and 15 QTNs were identified using EMMAX, GEMMA, and CMLM, respectively. Among 809 genes around these QTNs, 12 were homologous to known seed-development genes in rice and , in which 10, 2, 1, and 0 genes were found, respectively, by the above four methods to be associated with the three traits, such as for SL and for HSW. Eight of the 12 genes were significantly differentially expressed between two large-seed and two small-seed accessions, and , , , , , , and were further verified by RT-qPCR. Among 65 genes around these QEIs, , , , and were homologous to known seed-development genes in , although new experiments are necessary to explore these novel GEI-trait associations. In addition, 54 genes were identified in comparative genomics analysis to be associated with seed development pathway, in which , , , , and were also identified in genome-wide association studies. This result provided a reliable approach for identifying seed-size-related genes in mungbean and a solid foundation for further molecular biology research on seed-size-related genes. Although mungbean (Vigna radiata (L.) R. Wilczek) is an important legume crop, its seed yield is relatively low. To address this issue, here 196 accessions with 3,607,508 SNP markers were used to identify quantitative trait nucleotides (QTNs), QTN-by-environment interactions (QEIs), and their candidate genes for seed length (SL), seed width, and 100-seed weight (HSW) in two environments. As a result, 98 QTNs and 20 QEIs were identified using 3VmrMLM, while 95, >10,000, and 15 QTNs were identified using EMMAX, GEMMA, and CMLM, respectively. Among 809 genes around these QTNs, 12 were homologous to known seed-development genes in rice and Arabidopsis thaliana, in which 10, 2, 1, and 0 genes were found, respectively, by the above four methods to be associated with the three traits, such as VrEmp24/25 for SL and VrKIX8 for HSW. Eight of the 12 genes were significantly differentially expressed between two large-seed and two small-seed accessions, and VrKIX8, VrPAT14, VrEmp24/25, VrIAR1, VrBEE3, VrSUC4, and Vrflo2 were further verified by RT-qPCR. Among 65 genes around these QEIs, VrFATB, VrGSO1, VrLACS2, and VrPAT14 were homologous to known seed-development genes in A. thaliana, although new experiments are necessary to explore these novel GEI-trait associations. In addition, 54 genes were identified in comparative genomics analysis to be associated with seed development pathway, in which VrKIX8, VrABA2, VrABI5, VrSHB1, and VrIKU2 were also identified in genome-wide association studies. This result provided a reliable approach for identifying seed-size-related genes in mungbean and a solid foundation for further molecular biology research on seed-size-related genes. |
Author | Liu, Jinyang Chen, Xin Yan, Qiang Lin, Yun Xue, Chenchen Yuan, Xingxing Chen, Jingbin Wu, Ranran |
AuthorAffiliation | Institute of Industrial Crops, Jiangsu Academy of Agricultural Sciences/Jiangsu Key Laboratory for Horticultural Crop Genetic Improvement , Nanjing , China |
AuthorAffiliation_xml | – name: Institute of Industrial Crops, Jiangsu Academy of Agricultural Sciences/Jiangsu Key Laboratory for Horticultural Crop Genetic Improvement , Nanjing , China |
Author_xml | – sequence: 1 givenname: Jinyang surname: Liu fullname: Liu, Jinyang organization: Institute of Industrial Crops, Jiangsu Academy of Agricultural Sciences/Jiangsu Key Laboratory for Horticultural Crop Genetic Improvement, Nanjing, China – sequence: 2 givenname: Yun surname: Lin fullname: Lin, Yun organization: Institute of Industrial Crops, Jiangsu Academy of Agricultural Sciences/Jiangsu Key Laboratory for Horticultural Crop Genetic Improvement, Nanjing, China – sequence: 3 givenname: Jingbin surname: Chen fullname: Chen, Jingbin organization: Institute of Industrial Crops, Jiangsu Academy of Agricultural Sciences/Jiangsu Key Laboratory for Horticultural Crop Genetic Improvement, Nanjing, China – sequence: 4 givenname: Qiang surname: Yan fullname: Yan, Qiang organization: Institute of Industrial Crops, Jiangsu Academy of Agricultural Sciences/Jiangsu Key Laboratory for Horticultural Crop Genetic Improvement, Nanjing, China – sequence: 5 givenname: Chenchen surname: Xue fullname: Xue, Chenchen organization: Institute of Industrial Crops, Jiangsu Academy of Agricultural Sciences/Jiangsu Key Laboratory for Horticultural Crop Genetic Improvement, Nanjing, China – sequence: 6 givenname: Ranran surname: Wu fullname: Wu, Ranran organization: Institute of Industrial Crops, Jiangsu Academy of Agricultural Sciences/Jiangsu Key Laboratory for Horticultural Crop Genetic Improvement, Nanjing, China – sequence: 7 givenname: Xin surname: Chen fullname: Chen, Xin organization: Institute of Industrial Crops, Jiangsu Academy of Agricultural Sciences/Jiangsu Key Laboratory for Horticultural Crop Genetic Improvement, Nanjing, China – sequence: 8 givenname: Xingxing surname: Yuan fullname: Yuan, Xingxing organization: Institute of Industrial Crops, Jiangsu Academy of Agricultural Sciences/Jiangsu Key Laboratory for Horticultural Crop Genetic Improvement, Nanjing, China |
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ContentType | Journal Article |
Copyright | Copyright © 2022 Liu, Lin, Chen, Yan, Xue, Wu, Chen and Yuan. Copyright © 2022 Liu, Lin, Chen, Yan, Xue, Wu, Chen and Yuan. 2022 Liu, Lin, Chen, Yan, Xue, Wu, Chen and Yuan |
Copyright_xml | – notice: Copyright © 2022 Liu, Lin, Chen, Yan, Xue, Wu, Chen and Yuan. – notice: Copyright © 2022 Liu, Lin, Chen, Yan, Xue, Wu, Chen and Yuan. 2022 Liu, Lin, Chen, Yan, Xue, Wu, Chen and Yuan |
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Keywords | multiple genome-wide association studies VrEmp24/25 QTN-by-environment interactions multi-omics analysis RT-qPCR |
Language | English |
License | Copyright © 2022 Liu, Lin, Chen, Yan, Xue, Wu, Chen and Yuan. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
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Notes | ObjectType-Article-1 SourceType-Scholarly Journals-1 ObjectType-Feature-2 content type line 23 Reviewed by: Jia Wen, The University of North Carolina at Chapel Hill, United States; Youlu Yuan, Cotton Research Institute (CAAS), China This article was submitted to Technical Advances in Plant Science, a section of the journal Frontiers in Plant Science Edited by: Zhenyu Jia, University of California, Riverside, United States |
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Snippet | Although mungbean (
(L.) R. Wilczek) is an important legume crop, its seed yield is relatively low. To address this issue, here 196 accessions with 3,607,508... Although mungbean ( Vigna radiata (L.) R. Wilczek) is an important legume crop, its seed yield is relatively low. To address this issue, here 196 accessions... Although mungbean (Vigna radiata (L.) R. Wilczek) is an important legume crop, its seed yield is relatively low. To address this issue, here 196 accessions... |
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SubjectTerms | multi-omics analysis multiple genome-wide association studies Plant Science QTN-by-environment interactions RT-qPCR VrEmp24/25 |
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Title | Genome-wide association studies provide genetic insights into natural variation of seed-size-related traits in mungbean |
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