Genomic regions and candidate genes associated with seed nitrogen, phosphorus, and sulfur accumulation identified in the soybean ‘Forrest’ by ‘Williams 82’ RIL population

• Nacer Bellaloui ,

  Roles Conceptualization, Data curation, Formal analysis, Funding acquisition, Investigation, Methodology, Project administration, Resources, Software, Supervision, Validation, Visualization, Writing – original draft, Writing – review & editing

  * E-mail: nacer.bellaloui@usda.gov

  Affiliation USDA, Agriculture Research Service, Crop Genetics Research Unit, Stoneville, California, United States of America

  https://orcid.org/0000-0002-4368-6095

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• Jiazheng Yuan,

  Roles Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Resources, Software, Validation, Visualization, Writing – review & editing

  Affiliation Plant Genomics and Biotechnology Laboratory, Department of Biological and Forensic Sciences, Fayetteville State University, Fayetteville, North Carolina, United States of America

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• Dounya Knizia,

  Roles Conceptualization, Formal analysis, Investigation, Methodology, Software, Validation, Visualization, Writing – review & editing

  Affiliations Department of Plant, Soil, and Agricultural Systems, Southern Illinois University, Carbondale, Illinois, United States of America, Laboratoire de Biotechnologies & Valorisation des Bio-Ressources (BioVar), Department de Biology, Faculté des Sciences, Université Moulay Ismail, Meknès, Morocco

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• Qijian Song,

  Roles Conceptualization, Investigation, Methodology, Resources, Validation, Visualization, Writing – review & editing

  Affiliation Soybean Genomics and Improvement Laboratory, USDA-ARS, Beltsville, Maryland, United States of America

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• Frances Betts,

  Roles Conceptualization, Investigation, Methodology, Validation, Visualization, Writing – review & editing

  Affiliation Plant Genomics and Biotechnology Laboratory, Department of Biological and Forensic Sciences, Fayetteville State University, Fayetteville, North Carolina, United States of America

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• Teresa Register,

  Roles Conceptualization, Investigation, Methodology, Validation, Visualization, Writing – review & editing

  Affiliation Plant Genomics and Biotechnology Laboratory, Department of Biological and Forensic Sciences, Fayetteville State University, Fayetteville, North Carolina, United States of America

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• Earl Williams,

  Roles Conceptualization, Investigation, Methodology, Validation, Visualization, Writing – review & editing

  Affiliation Plant Genomics and Biotechnology Laboratory, Department of Biological and Forensic Sciences, Fayetteville State University, Fayetteville, North Carolina, United States of America

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• Naoufal Lakhssassi,

  Roles Conceptualization, Investigation, Methodology, Validation, Visualization, Writing – review & editing

  Affiliation Department of Plant, Soil, and Agricultural Systems, Southern Illinois University, Carbondale, Illinois, United States of America

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• Hamid Mazouz,

  Roles Conceptualization, Investigation, Methodology, Validation, Visualization, Writing – review & editing

  Affiliation Laboratoire de Biotechnologies & Valorisation des Bio-Ressources (BioVar), Department de Biology, Faculté des Sciences, Université Moulay Ismail, Meknès, Morocco

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• Henry T. Nguyen,

  Roles Conceptualization, Data curation, Funding acquisition, Investigation, Methodology, Project administration, Resources, Supervision, Validation, Visualization, Writing – review & editing

  Affiliation Division of Plant Science and Technology, University of Missouri, Columbia, Missouri, United States of America

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• Khalid Meksem,

  Roles Conceptualization, Data curation, Formal analysis, Funding acquisition, Investigation, Methodology, Project administration, Resources, Software, Supervision, Validation, Visualization, Writing – review & editing

  Affiliation Department of Plant, Soil, and Agricultural Systems, Southern Illinois University, Carbondale, Illinois, United States of America

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• Alemu Mengistu,

  Roles Conceptualization, Investigation, Project administration, Resources, Validation, Visualization, Writing – review & editing

  Affiliation USDA, Agricultural Research Service, Crop Genetics Research Unit, Jackson, Tennessee, United States of America

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• My Abdelmajid Kassem

  Roles Conceptualization, Data curation, Formal analysis, Funding acquisition, Investigation, Methodology, Project administration, Resources, Software, Supervision, Validation, Visualization, Writing – review & editing

  Affiliation Plant Genomics and Biotechnology Laboratory, Department of Biological and Forensic Sciences, Fayetteville State University, Fayetteville, North Carolina, United States of America

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