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Machine learning-based stratification of prediabetes and type 2 diabetes progression.

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第一作者： Marwa,Matboli

第一单位： Department of Medical Biochemistry and Molecular Biology, Faculty of Medicine, Ain Shams University, Cairo, 11566, Egypt. DrMarwa_Matboly@med.asu.edu.eg.

作者： Marwa,Matboli ^[1] ; Abdelrahman,Khaled ^[2] ; Manar Fouad,Ahmed ^[3] ; Manar Yehia,Ahmed ^[3] ; Radwa,Khaled ^[4] ; Gena M,Elmakromy ^[5] ; Amani Mohamed Abdel,Ghani ^[6] ; Marwa M,El-Shafei ^[7] ; Marwa Ramadan M,Abdelhalim ^[6] ; Asmaa Mohamed Abd El,Gwad ^[3]

作者单位： Department of Medical Biochemistry and Molecular Biology, Faculty of Medicine, Ain Shams University, Cairo, 11566, Egypt. DrMarwa_Matboly@med.asu.edu.eg. ^[1] Bioinformatics Group, Center of Informatics Sciences (CIS), School of Information Technology and Computer Sciences, Nile University, Giza, Egypt. ^[2] Department of Medical Biochemistry and Molecular Biology, Faculty of Medicine, Ain Shams University, Cairo, 11566, Egypt. ^[3] Biotechnology Department, Faculty of Science, Cairo University, Cairo, 11566, Egypt. ^[4] Endocrinology & Diabetes Mellitus Unit, Department of Internal Medicine, Badr University in Cairo, Badr, Egypt. ^[5] Clinical Pathology, Faculty of Medicine, Ain Shams University, Cairo, 11566, Egypt. ^[6] Pathology Department, Faculty of Oral and Dental Medicine, Misr International University, Cairo, Egypt. ^[7]

关键词 Diabetes mellitus Extra tree classifier Machine learning RNA T2DM

DOI 10.1186/s13098-025-01786-6

PMID 40533788

发布时间 2025-06-21

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