Harmonization of resting-state functional MRI data across multiple imaging sites via the separation of site differences into sampling bias and measurement bias

• Ayumu Yamashita ,

  Roles Conceptualization, Formal analysis, Investigation, Methodology, Visualization, Writing – original draft, Writing – review & editing

  * E-mail: imamizu@gmail.com (HI); oyamashi@atr.jp (OY); or ayumu722@gmail.com (AY)

  Affiliation Brain Information Communication Research Laboratory Group, Advanced Telecommunications Research Institutes International, Kyoto, Japan

  http://orcid.org/0000-0003-3825-2919

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• Noriaki Yahata,

  Roles Conceptualization, Data curation, Writing – review & editing

  Affiliations Brain Information Communication Research Laboratory Group, Advanced Telecommunications Research Institutes International, Kyoto, Japan, Department of Neuropsychiatry, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan, Department of Molecular Imaging and Theranostics, National Institute of Radiological Sciences, National Institutes for Quantum and Radiological Science and Technology, Chiba, Japan

  http://orcid.org/0000-0001-7706-7850

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• Takashi Itahashi,

  Roles Data curation, Writing – review & editing

  Affiliation Medical Institute of Developmental Disabilities Research, Showa University, Tokyo, Japan

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• Giuseppe Lisi,

  Roles Methodology, Writing – review & editing

  Affiliation Brain Information Communication Research Laboratory Group, Advanced Telecommunications Research Institutes International, Kyoto, Japan

  http://orcid.org/0000-0002-7894-148X

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• Takashi Yamada,

  Roles Data curation, Writing – review & editing

  Affiliations Brain Information Communication Research Laboratory Group, Advanced Telecommunications Research Institutes International, Kyoto, Japan, Medical Institute of Developmental Disabilities Research, Showa University, Tokyo, Japan

  http://orcid.org/0000-0003-3664-947X

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• Naho Ichikawa,

  Roles Data curation, Writing – review & editing

  Affiliation Department of Psychiatry and Neurosciences, Hiroshima University, Hiroshima, Japan

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• Masahiro Takamura,

  Roles Data curation, Writing – review & editing

  Affiliation Department of Psychiatry and Neurosciences, Hiroshima University, Hiroshima, Japan

  http://orcid.org/0000-0001-9742-152X

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• Yujiro Yoshihara,

  Roles Data curation, Writing – review & editing

  Affiliation Department of Psychiatry, Kyoto University Graduate School of Medicine, Kyoto, Japan

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• Akira Kunimatsu,

  Roles Data curation, Writing – review & editing

  Affiliations Department of Radiology, IMSUT Hospital, Institute of Medical Science, The University of Tokyo, Tokyo, Japan, Department of Radiology, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan

  http://orcid.org/0000-0002-7141-2585

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• Naohiro Okada,

  Roles Data curation, Writing – review & editing

  Affiliations Department of Neuropsychiatry, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan, The International Research Center for Neurointelligence (WPI-IRCN) at the University of Tokyo Institutes for Advanced Study (UTIAS), Tokyo, Japan

  http://orcid.org/0000-0002-8338-2758

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• Hirotaka Yamagata,

  Roles Data curation, Writing – review & editing

  Affiliation Division of Neuropsychiatry, Department of Neuroscience, Yamaguchi University Graduate School of Medicine, Yamaguchi, Japan

  http://orcid.org/0000-0002-5783-7237

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• Koji Matsuo,

  Roles Data curation, Writing – review & editing

  Affiliations Division of Neuropsychiatry, Department of Neuroscience, Yamaguchi University Graduate School of Medicine, Yamaguchi, Japan, Department of Psychiatry, Faculty of Medicine, Saitama Medical University, Saitama, Japan

  http://orcid.org/0000-0002-2002-5526

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• Ryuichiro Hashimoto,

  Roles Data curation, Writing – review & editing

  Affiliations Brain Information Communication Research Laboratory Group, Advanced Telecommunications Research Institutes International, Kyoto, Japan, Medical Institute of Developmental Disabilities Research, Showa University, Tokyo, Japan, Department of Language Sciences, Tokyo Metropolitan University, Tokyo, Japan

  http://orcid.org/0000-0002-9661-3412

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• Go Okada,

  Roles Data curation, Writing – review & editing

  Affiliation Department of Psychiatry and Neurosciences, Hiroshima University, Hiroshima, Japan

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• Yuki Sakai,

  Roles Data curation, Writing – review & editing

  Affiliations Brain Information Communication Research Laboratory Group, Advanced Telecommunications Research Institutes International, Kyoto, Japan, Department of Psychiatry, Graduate School of Medical Science, Kyoto Prefectural University of Medicine, Kyoto, Japan

  http://orcid.org/0000-0003-2475-8548

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• Jun Morimoto,

  Roles Methodology, Writing – review & editing

  Affiliation Brain Information Communication Research Laboratory Group, Advanced Telecommunications Research Institutes International, Kyoto, Japan

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• Jin Narumoto,

  Roles Data curation, Writing – review & editing

  Affiliations Brain Information Communication Research Laboratory Group, Advanced Telecommunications Research Institutes International, Kyoto, Japan, Department of Psychiatry, Graduate School of Medical Science, Kyoto Prefectural University of Medicine, Kyoto, Japan

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• Yasuhiro Shimada,

  Roles Methodology, Writing – review & editing

  Affiliation Brain Activity Imaging Center, ATR-Promotions Inc., Kyoto, Japan

  http://orcid.org/0000-0001-9281-0200

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• Kiyoto Kasai,

  Roles Data curation, Writing – review & editing

  Affiliations Brain Information Communication Research Laboratory Group, Advanced Telecommunications Research Institutes International, Kyoto, Japan, Department of Neuropsychiatry, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan, The International Research Center for Neurointelligence (WPI-IRCN) at the University of Tokyo Institutes for Advanced Study (UTIAS), Tokyo, Japan

  http://orcid.org/0000-0002-4443-4535

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• Nobumasa Kato,

  Roles Data curation, Writing – review & editing

  Affiliations Brain Information Communication Research Laboratory Group, Advanced Telecommunications Research Institutes International, Kyoto, Japan, Medical Institute of Developmental Disabilities Research, Showa University, Tokyo, Japan

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• Hidehiko Takahashi,

  Roles Data curation, Writing – review & editing

  Affiliation Department of Psychiatry, Kyoto University Graduate School of Medicine, Kyoto, Japan

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• Yasumasa Okamoto,

  Roles Data curation

  Affiliation Department of Psychiatry and Neurosciences, Hiroshima University, Hiroshima, Japan

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• Saori C. Tanaka,

  Roles Data curation, Writing – review & editing

  Affiliation Brain Information Communication Research Laboratory Group, Advanced Telecommunications Research Institutes International, Kyoto, Japan

  http://orcid.org/0000-0002-7001-5051

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• Mitsuo Kawato,

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

  Affiliations Brain Information Communication Research Laboratory Group, Advanced Telecommunications Research Institutes International, Kyoto, Japan, Center for Advanced Intelligence Project, RIKEN, Tokyo, Japan

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• Okito Yamashita ,

  Roles Methodology, Supervision, Writing – review & editing

  * E-mail: imamizu@gmail.com (HI); oyamashi@atr.jp (OY); or ayumu722@gmail.com (AY)

  Affiliations Brain Information Communication Research Laboratory Group, Advanced Telecommunications Research Institutes International, Kyoto, Japan, Center for Advanced Intelligence Project, RIKEN, Tokyo, Japan

  http://orcid.org/0000-0002-6039-3657

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•  [ ... ],
• Hiroshi Imamizu

  Roles Conceptualization, Supervision, Writing – review & editing

  * E-mail: imamizu@gmail.com (HI); oyamashi@atr.jp (OY); or ayumu722@gmail.com (AY)

  Affiliations Brain Information Communication Research Laboratory Group, Advanced Telecommunications Research Institutes International, Kyoto, Japan, Department of Psychology, Graduate School of Humanities and Sociology, The University of Tokyo, Tokyo, Japan

  http://orcid.org/0000-0003-1024-0051

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