Single-step genomic prediction of fruit-quality traits using phenotypic records of non-genotyped relatives in citrus

• Atsushi Imai,

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

  Affiliations Institute of Fruit Tree and Tea Science, National Agriculture and Food Research Organization, Fujimoto, Tsukuba, Ibaraki, Japan, Graduate School of Life and Environmental Science, University of Tsukuba, Tennodai, Tsukuba, Ibaraki, Japan

  http://orcid.org/0000-0002-0826-3935

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• Takeshi Kuniga,

  Roles Data curation, Investigation, Resources

  Affiliation Western Region Agricultural Research Center, National Agriculture and Food Research Organization, Senyucho, Zentsuji, Kagawa, Japan

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• Terutaka Yoshioka,

  Roles Investigation, Resources

  Affiliation Western Region Agricultural Research Center, National Agriculture and Food Research Organization, Senyucho, Zentsuji, Kagawa, Japan

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• Keisuke Nonaka,

  Roles Investigation, Resources

  Affiliation Institute of Fruit Tree and Tea Science, National Agriculture and Food Research Organization, Okitsunakacho, Shimizu, Shizuoka, Japan

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• Nobuhito Mitani,

  Roles Investigation, Resources

  Affiliation Institute of Fruit Tree and Tea Science, National Agriculture and Food Research Organization, Fujimoto, Tsukuba, Ibaraki, Japan

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• Hiroshi Fukamachi,

  Roles Investigation, Resources

  Affiliation Institute of Fruit Tree and Tea Science, National Agriculture and Food Research Organization, Okitsunakacho, Shimizu, Shizuoka, Japan

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• Naofumi Hiehata,

  Roles Data curation, Investigation, Resources

  Affiliation Nagasaki Agricultural and Forestry Technical Development Center, Nagasaki Prefectural Government, Kaizumachi, Isahaya, Nagasaki, Japan

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• Masashi Yamamoto,

  Roles Investigation, Resources

  Affiliation Faculty of Agriculture, Kagoshima University, Korimoto, Kagoshima, Kagoshima, Japan

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• Takeshi Hayashi

  Roles Conceptualization, Methodology, Supervision, Writing – review & editing

  * E-mail: hayatk@affrc.go.jp

  Affiliations Graduate School of Life and Environmental Science, University of Tsukuba, Tennodai, Tsukuba, Ibaraki, Japan, Institute of Crop Science, National Agriculture and Food Research Organization, Kannondai, Tsukuba, Ibaraki, Japan

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