Combining metabolomics and machine learning to discover biomarkers for early-stage breast cancer diagnosis

• Nguyen Ky Anh ,

  Contributed equally to this work with: Nguyen Ky Anh, Anbok Lee

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

  Affiliations Faculty of Pharmacy, Ton Duc Thang University, Ho Chi Minh City, Vietnam, Department of Pharmacology and PharmacoGenomics Research Center, Inje University College of Medicine, Busan, Republic of Korea

  https://orcid.org/0000-0001-9513-9563

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• Anbok Lee ,

  Contributed equally to this work with: Nguyen Ky Anh, Anbok Lee

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

  Affiliation Department of Surgery, Chung-Ang University Gwangmyeong Hospital, Chung-Ang University College of Medicine, Gyeonggi-do, Republic of Korea

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• Nguyen Ky Phat,

  Roles Data curation, Formal analysis, Methodology, Visualization, Writing – review & editing

  Affiliation Department of Pharmacology and PharmacoGenomics Research Center, Inje University College of Medicine, Busan, Republic of Korea

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• Nguyen Thi Hai Yen,

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

  Affiliation Department of Pharmacology and PharmacoGenomics Research Center, Inje University College of Medicine, Busan, Republic of Korea

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• Nguyen Quang Thu,

  Roles Methodology, Visualization, Writing – original draft, Writing – review & editing

  Affiliation Department of Pharmacology and PharmacoGenomics Research Center, Inje University College of Medicine, Busan, Republic of Korea

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• Nguyen Tran Nam Tien,

  Roles Data curation, Formal analysis, Methodology, Writing – review & editing

  Affiliation Department of Pharmacology and PharmacoGenomics Research Center, Inje University College of Medicine, Busan, Republic of Korea

  https://orcid.org/0000-0002-0638-2172

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• Ho-Sook Kim,

  Roles Methodology, Resources, Validation, Writing – review & editing

  Affiliation Department of Pharmacology and PharmacoGenomics Research Center, Inje University College of Medicine, Busan, Republic of Korea

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• Tae Hyun Kim,

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

  Affiliation Department of Surgery, Busan Paik Hospital, Inje University College of Medicine, Busan, Republic of Korea

  https://orcid.org/0000-0002-6675-8872

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• Dong Hyun Kim,

  Roles Methodology, Resources, Supervision, Validation, Writing – review & editing

  Affiliation Department of Pharmacology and PharmacoGenomics Research Center, Inje University College of Medicine, Busan, Republic of Korea

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• Hee-Yeon Kim ,

  Roles Conceptualization, Funding acquisition, Investigation, Methodology, Resources, Writing – review & editing

  * E-mail: gsrcq@naver.com (HYK); phuoclong@inje.ac.kr (NPL)

  Affiliation Department of Surgery, Busan Paik Hospital, Inje University College of Medicine, Busan, Republic of Korea

  https://orcid.org/0000-0003-2519-8837

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• Nguyen Phuoc Long

  Roles Conceptualization, Formal analysis, Funding acquisition, Investigation, Methodology, Validation, Writing – original draft, Writing – review & editing

  * E-mail: gsrcq@naver.com (HYK); phuoclong@inje.ac.kr (NPL)

  Affiliation Department of Pharmacology and PharmacoGenomics Research Center, Inje University College of Medicine, Busan, Republic of Korea

  https://orcid.org/0000-0002-4678-0546

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