Prediction of type II diabetes mellitus based on demographic features by the use of machine learning classification algorithms — a study across Assam, India

Rafaqat S, Sattar A, Khalid A, Rafaqat S. Role of liver parameters in diabetes mellitus - a narrative review. Endocr Regul. 2023;57(1):200–20.

Article  PubMed  Google Scholar 

Li Y, Wang J, Han X, Hu H, Wang F, Yu C, Yuan J, Yao P, Li X, Yang K, Miao X, Wei S, Wang Y, Chen W, Liang Y, Zhang X, Guo H, Yang H, Wu T, He M. Serum alanine transaminase levels predict type 2 diabetes risk among a middle-aged and elderly Chinese population. Ann Hepatol. 2019;18:298–303.

Article  CAS  PubMed  Google Scholar 

Abdu Y, Naja S, Mohamed Ibrahim MI, Abdou M, Ahmed R, Elhag S, Saleh AO, Yassin M, Bougmiza I. Sleep quality among people with type 2 diabetes mellitus during COVID-19 pandemic: evidence from Qatar’s National Diabetes Center. Diabetes Metab Syndr Obes: Targets Ther. 2023;16:2803–12.

Article  Google Scholar 

Charan J, Biswas T. How to calculate sample size for different study designs in medical research? Indian J Psychol Med. 2013;35(2):121–6.

Article  PubMed  PubMed Central  Google Scholar 

Yang J, Zhang K, Xi Z, et al. Short sleep duration and the risk of nonalcoholic fatty liver disease/metabolic associated fatty liver disease: a systematic review and meta-analysis. Sleep Breath. 2023;27:1985–96.

Article  PubMed  Google Scholar 

Fakhari S, Waszkiewicz N. Old and new biomarkers of alcohol abuse: narrative review. J Clin Med. 2023;12(6):2124.

Article  CAS  PubMed  PubMed Central  Google Scholar 

Gu X, Drouin-Chartier J-P, Sacks FM, Hu FB, Rosner B, Willett WC. Red meat intake and risk of type 2 diabetes in a prospective cohort study of United States females and males. Am J Clin Nutr. 2023;118(6):1153–63.

Article  PubMed  PubMed Central  Google Scholar 

Zhang Y, Meng Y, Wang J. Higher adherence to plant-based diet lowers type 2 diabetes risk among high and non-high cardiovascular risk populations: a cross-sectional study in Shanxi, China. Nutrients. 2023;15(3):786.

Article  CAS  PubMed  PubMed Central  Google Scholar 

Mathur S, Mehta DK, Kapoor S, Yadav S. Liver function in type-2 diabetes mellitus patients. Int J Sci Stud. 2016;3:43–7.

Google Scholar 

Byrne TJ, Parish JM, Somers V, Aqel BA, Rakela J. Evidence for liver injury in the setting of obstructive sleep apnea. Ann Hepatol. 2012;11:228–31.

Article  CAS  PubMed  Google Scholar 

Prati D, Taioli E, Zanella A. Updated definitions of healthy ranges for serum alanine aminotransferase levels. Ann Intern Med. 2002;137:1–10.

Article  CAS  PubMed  Google Scholar 

Li J, Sun C, Liu S, Li Y. Dietary Protein Intake and Type 2 Diabetes Among Women and Men in Northeast China. Sci Rep. 2016;6:37604. https://doi.org/10.1038/srep37604

Das SJ, Dutta S, Tiwari D, Basumatary TK, Kashyap N, Kalita MP, Bose S, Bose PD. Prognostic value of myeloid differentiation primary response protein 88 in type II diabetes mellitus in non-obese NAFLD: a case-control study from Assam. Hum Gene. 2024;39:201246. https://doi.org/10.1016/j.humgen.2023.201246.

Article  CAS  Google Scholar 

Haykin S. Neural networks: a comprehensive foundation. New Jersey: Prentice Hall PTR; 1998.

Google Scholar 

Gonem S, Wall A, De P. Prevalence of abnormal liver function tests in patients with diabetes mellitus. Endocrine Abstr. 2007;13:175.

Google Scholar 

Clark JM, Brancati FL, Diehl AM. The prevalence and etiology of elevated aminotransferase levels in the United States. Am J Gastroenterol. 2003;98:960–7.

Article  CAS  PubMed  Google Scholar 

Friedman LS, Dienstag JL, Watkins E. Evaluation of blood donors with elevated serum alanine aminotransferase levels. Ann Intern Med. 1987;107:137–44.

Article  CAS  PubMed  Google Scholar 

Erbey JR, Silberman C, Lydick E. Prevalence of abnormal serum alanine aminotransferase levels in obese patients and patients with type 2 diabetes. Am J Med. 2000;109:588–90.

Article  CAS  PubMed  Google Scholar 

Lebovitz H, Kreider M, Freed M. Evaluation of liver function in type 2 diabetic patients during clinical trials: evidence that rosiglitazone does not cause hepatic dysfunction. Diabetes Care. 2002;25:815–21.

Article  CAS  PubMed  Google Scholar 

Ioja S, Weir ID, Rennert NJ. Relationship between sleep disorders and the risk for developing type 2 diabetes mellitus. Postgrad Med. 2012;124:119–29.

Article  PubMed  Google Scholar 

Feng SZ, Tian JL, Zhang Q, Wang H, Sun N, et al. An experimental research on chronic intermittent hypoxia leading to liver injury. Sleep Breath. 2011;15:493–502.

Article  PubMed  Google Scholar 

Duffey KJ, Popkin BM. Adults with healthier dietary patterns have healthier beverage patterns. J Nutr. 2006;136:2901–7.

Article  CAS  PubMed  Google Scholar 

Pamidi S, Tasali E. Obstructive sleep apnea and type 2 diabetes: is there a link? Front Neurol. 2012;3:126. https://doi.org/10.3389/fneur.2012.00126

Comments (0)

No login
gif