[1] Alexandria Univ, Fac Med, Dept Internal Med, Unit Diabet Lipidol & Metab, Alexandria, Egypt
[2] Univ Buffalo, Fac Med, Dept Endocrinol, Buffalo, NY USA
[3] SUNY Buffalo, Buffalo, NY USA
[4] Alexandria Univ, Med Res Inst, Dept Biomed Informat & Med Stat, Alexandria, Egypt
[5] Imperial Coll London, Data Sci Inst, London, England
[6] Alexandria Univ, Med Res Inst, Dept Chem Pathol, Alexandria, Egypt
[7] Univ Nairobi, Dept Internal Med, Nairobi, Kenya