About the Authors

Saengrawee Thammawithan

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

Affiliations Department of Systems Biosciences and Computational Medicine, Faculty of Medicine, Khon Kaen University, Khon Kaen, Thailand, Cholangiocarcinoma Research Institute, Khon Kaen University, Khon Kaen, Thailand

Jirattiporn Thanuma

Roles Investigation, Methodology

Affiliations Department of Systems Biosciences and Computational Medicine, Faculty of Medicine, Khon Kaen University, Khon Kaen, Thailand, Cholangiocarcinoma Research Institute, Khon Kaen University, Khon Kaen, Thailand

Sirinya Sitthirak

Roles Formal analysis, Visualization

Affiliation School of Allied Health Sciences, Walailak University, Nakhon Si Thammarat, Thailand

Chadapohn Panplu

Roles Methodology

Affiliations Department of Systems Biosciences and Computational Medicine, Faculty of Medicine, Khon Kaen University, Khon Kaen, Thailand, Cholangiocarcinoma Research Institute, Khon Kaen University, Khon Kaen, Thailand

Thapanee Pruksatrakul

Roles Data curation, Formal analysis

Affiliation National Center for Genetic Engineering and Biotechnology (BIOTEC), National Science and Technology Development Agency (NSTDA), Thailand

Piya Prajumwongs

Roles Investigation

Affiliation Cholangiocarcinoma Research Institute, Khon Kaen University, Khon Kaen, Thailand

Arporn Wangwiwatsin

Roles Resources, Writing – review & editing

Affiliations Department of Systems Biosciences and Computational Medicine, Faculty of Medicine, Khon Kaen University, Khon Kaen, Thailand, Cholangiocarcinoma Research Institute, Khon Kaen University, Khon Kaen, Thailand

Poramate Klanrit

Roles Resources

Affiliations Department of Systems Biosciences and Computational Medicine, Faculty of Medicine, Khon Kaen University, Khon Kaen, Thailand, Cholangiocarcinoma Research Institute, Khon Kaen University, Khon Kaen, Thailand

Watcharin Loilome

Roles Funding acquisition, Resources, Writing – review & editing

Affiliations Department of Systems Biosciences and Computational Medicine, Faculty of Medicine, Khon Kaen University, Khon Kaen, Thailand, Cholangiocarcinoma Research Institute, Khon Kaen University, Khon Kaen, Thailand

Nisana Namwat

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

nisana@kku.ac.th

Affiliations Department of Systems Biosciences and Computational Medicine, Faculty of Medicine, Khon Kaen University, Khon Kaen, Thailand, Cholangiocarcinoma Research Institute, Khon Kaen University, Khon Kaen, Thailand

Competing Interests

The authors have declared that no competing interests exist.