Genome-wide association study and genomic selection for yield and related traits in soybean

Waltram Ravelombola; Jun Qin; Ainong Shi; Qijian Song; Jin Yuan; Fengmin Wang; Pengyin Chen; Long Yan; Yan Feng; Tiantian Zhao; Yaning Meng; Kexin Guan; Chunyan Yang; Mengchen Zhang

doi:10.1371/journal.pone.0255761

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Open Access

Peer-reviewed

Research Article

Genome-wide association study and genomic selection for yield and related traits in soybean

Waltram Ravelombola ,

Contributed equally to this work with: Waltram Ravelombola, Jun Qin

Roles Data curation, Writing – original draft

Affiliation Department of Horticulture, University of Arkansas, Fayetteville, AR, United States of America
⨯
Jun Qin ,

Contributed equally to this work with: Waltram Ravelombola, Jun Qin

Roles Data curation, Funding acquisition, Methodology, Writing – review & editing

Affiliation The Key Laboratory of Crop Genetics and Breeding of Hebei Province, National Soybean Improvement Center Shijiazhuang Sub-Center, North China Key Laboratory of Biology and Genetic Improvement of Soybean, Ministry of Agriculture, Laboratory of Crop Genetics and Breeding of Hebei Cereal & Oil Crop Institute, Hebei Academy of Agricultural and Forestry Sciences, Shijiazhuang, Hebei, China
⨯
Ainong Shi ,

Roles Data curation, Writing – review & editing

* E-mail: mengchenzhang@hotmail.com (MZ); chyyang66@163.com (CY); ashi@uark.edu (AS)

Affiliation Department of Horticulture, University of Arkansas, Fayetteville, AR, United States of America

https://orcid.org/0000-0002-1066-7920

⨯
Qijian Song,

Roles Conceptualization, Writing – review & editing

Affiliation Soybean Genomics and Improvement Laboratory, Beltsville Agricultural Research Center, USDA-ARS, Beltsville, MD, United States of America
⨯
Jin Yuan,

Roles Investigation

Affiliation The Key Laboratory of Crop Genetics and Breeding of Hebei Province, National Soybean Improvement Center Shijiazhuang Sub-Center, North China Key Laboratory of Biology and Genetic Improvement of Soybean, Ministry of Agriculture, Laboratory of Crop Genetics and Breeding of Hebei Cereal & Oil Crop Institute, Hebei Academy of Agricultural and Forestry Sciences, Shijiazhuang, Hebei, China
⨯
Fengmin Wang,

Roles Investigation, Validation

Affiliation The Key Laboratory of Crop Genetics and Breeding of Hebei Province, National Soybean Improvement Center Shijiazhuang Sub-Center, North China Key Laboratory of Biology and Genetic Improvement of Soybean, Ministry of Agriculture, Laboratory of Crop Genetics and Breeding of Hebei Cereal & Oil Crop Institute, Hebei Academy of Agricultural and Forestry Sciences, Shijiazhuang, Hebei, China
⨯
Pengyin Chen,

Roles Writing – review & editing

Affiliation Fisher Delta Research Center, University of Missouri, MO, United States of America
⨯
Long Yan,

Roles Project administration

Affiliation The Key Laboratory of Crop Genetics and Breeding of Hebei Province, National Soybean Improvement Center Shijiazhuang Sub-Center, North China Key Laboratory of Biology and Genetic Improvement of Soybean, Ministry of Agriculture, Laboratory of Crop Genetics and Breeding of Hebei Cereal & Oil Crop Institute, Hebei Academy of Agricultural and Forestry Sciences, Shijiazhuang, Hebei, China
⨯
Yan Feng,

Roles Investigation, Validation

Affiliation The Key Laboratory of Crop Genetics and Breeding of Hebei Province, National Soybean Improvement Center Shijiazhuang Sub-Center, North China Key Laboratory of Biology and Genetic Improvement of Soybean, Ministry of Agriculture, Laboratory of Crop Genetics and Breeding of Hebei Cereal & Oil Crop Institute, Hebei Academy of Agricultural and Forestry Sciences, Shijiazhuang, Hebei, China
⨯
Tiantian Zhao,

Roles Investigation, Methodology

Affiliation The Key Laboratory of Crop Genetics and Breeding of Hebei Province, National Soybean Improvement Center Shijiazhuang Sub-Center, North China Key Laboratory of Biology and Genetic Improvement of Soybean, Ministry of Agriculture, Laboratory of Crop Genetics and Breeding of Hebei Cereal & Oil Crop Institute, Hebei Academy of Agricultural and Forestry Sciences, Shijiazhuang, Hebei, China
⨯
Yaning Meng,

Roles Investigation

Affiliation The Key Laboratory of Crop Genetics and Breeding of Hebei Province, National Soybean Improvement Center Shijiazhuang Sub-Center, North China Key Laboratory of Biology and Genetic Improvement of Soybean, Ministry of Agriculture, Laboratory of Crop Genetics and Breeding of Hebei Cereal & Oil Crop Institute, Hebei Academy of Agricultural and Forestry Sciences, Shijiazhuang, Hebei, China
⨯
Kexin Guan,

Roles Investigation

Affiliation The Key Laboratory of Crop Genetics and Breeding of Hebei Province, National Soybean Improvement Center Shijiazhuang Sub-Center, North China Key Laboratory of Biology and Genetic Improvement of Soybean, Ministry of Agriculture, Laboratory of Crop Genetics and Breeding of Hebei Cereal & Oil Crop Institute, Hebei Academy of Agricultural and Forestry Sciences, Shijiazhuang, Hebei, China
⨯
Chunyan Yang ,

Roles Project administration

* E-mail: mengchenzhang@hotmail.com (MZ); chyyang66@163.com (CY); ashi@uark.edu (AS)

Affiliation The Key Laboratory of Crop Genetics and Breeding of Hebei Province, National Soybean Improvement Center Shijiazhuang Sub-Center, North China Key Laboratory of Biology and Genetic Improvement of Soybean, Ministry of Agriculture, Laboratory of Crop Genetics and Breeding of Hebei Cereal & Oil Crop Institute, Hebei Academy of Agricultural and Forestry Sciences, Shijiazhuang, Hebei, China
⨯
Mengchen Zhang

Roles Funding acquisition, Project administration

* E-mail: mengchenzhang@hotmail.com (MZ); chyyang66@163.com (CY); ashi@uark.edu (AS)

Affiliation The Key Laboratory of Crop Genetics and Breeding of Hebei Province, National Soybean Improvement Center Shijiazhuang Sub-Center, North China Key Laboratory of Biology and Genetic Improvement of Soybean, Ministry of Agriculture, Laboratory of Crop Genetics and Breeding of Hebei Cereal & Oil Crop Institute, Hebei Academy of Agricultural and Forestry Sciences, Shijiazhuang, Hebei, China
⨯

Genome-wide association study and genomic selection for yield and related traits in soybean

Waltram Ravelombola,
Jun Qin,
Ainong Shi,
Qijian Song,
Jin Yuan,
Fengmin Wang,
Pengyin Chen,
Long Yan,
Yan Feng,
Tiantian Zhao

Published: August 13, 2021
https://doi.org/10.1371/journal.pone.0255761

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