Cotter TG, Rinella M. Nonalcoholic Fatty Liver Disease 2020: The State of the Disease. Gastroenterology. 2020;158:1851–64.
Article CAS PubMed Google Scholar
Huang DQ, El-Serag HB, Loomba R. Global epidemiology of NAFLD-related HCC: trends, predictions, risk factors and prevention. Nat Rev Gastroenterol Hepatol. 2021;18:223–38.
Makri E, Goulas A, Polyzos SA. Epidemiology, pathogenesis, diagnosis and emerging treatment of nonalcoholic fatty liver disease. Arch Med Res. 2021;52:25–37.
Article CAS PubMed Google Scholar
Riazi K, Azhari H, Charette JH, Underwood FE, King JA, Afshar EE, Swain MG, Congly SE, Kaplan GG, Shaheen AA. The prevalence and incidence of NAFLD worldwide: a systematic review and meta-analysis. Lancet Gastroenterol Hepatol. 2022;7:851–61.
Li J, Zou B, Yeo YH, Feng Y, Xie X, Lee DH, Fujii H, Wu Y, Kam LY, Ji F, et al. Prevalence, incidence, and outcome of non-alcoholic fatty liver disease in Asia, 1999–2019: a systematic review and meta-analysis. Lancet Gastroenterol Hepatol. 2019;4:389–98.
Shiha G, Alswat K, Al Khatry M, Sharara AI, Örmeci N, Waked I, Benazzouz M, Al-Ali F, Hamed AE, Hamoudi W, et al. Nomenclature and definition of metabolic-associated fatty liver disease: a consensus from the Middle East and north Africa. Lancet Gastroenterol Hepatol. 2021;6:57–64.
Estes C, Anstee QM, Arias-Loste MT, Bantel H, Bellentani S, Caballeria J, Colombo M, Craxi A, Crespo J, Day CP, et al. Modeling NAFLD disease burden in China, France, Germany, Italy, Japan, Spain, United Kingdom, and United States for the period 2016–2030. J Hepatol. 2018;69:896–904.
Ogrodnik M, Miwa S, Tchkonia T, Tiniakos D, Wilson CL, Lahat A, Day CP, Burt A, Palmer A, Anstee QM, et al. Cellular senescence drives age-dependent hepatic steatosis. Nat Commun. 2017;8:15691.
Article CAS PubMed PubMed Central Google Scholar
Gong Z, Tas E, Yakar S, Muzumdar R. Hepatic lipid metabolism and non-alcoholic fatty liver disease in aging. Mol Cell Endocrinol. 2017;455:115–30.
Article CAS PubMed Google Scholar
Golabi P, Paik J, Reddy R, Bugianesi E, Trimble G, Younossi ZM. Prevalence and long-term outcomes of non-alcoholic fatty liver disease among elderly individuals from the United States. BMC Gastroenterol. 2019;19:56.
Article PubMed PubMed Central Google Scholar
Alqahtani SA, Schattenberg JM. NAFLD in the Elderly. Clin Interv Aging. 2021;16:1633–49.
Article PubMed PubMed Central Google Scholar
Zhao YC, Zhao GJ, Chen Z, She ZG, Cai J, Li H. Nonalcoholic Fatty Liver Disease: An Emerging Driver of Hypertension. Hypertension. 2020;75:275–84.
Article CAS PubMed Google Scholar
Kasper P, Martin A, Lang S, Kutting F, Goeser T, Demir M, Steffen HM. NAFLD and cardiovascular diseases: a clinical review. Clin Res Cardiol. 2021;110:921–37.
Petroni ML, Brodosi L, Bugianesi E, Marchesini G. Management of non-alcoholic fatty liver disease. BMJ. 2021;372:m4747.
Stefan N, Cusi K. A global view of the interplay between non-alcoholic fatty liver disease and diabetes. Lancet Diabetes Endocrinol. 2022;10:284–96.
Zhang Q, Zhu Y, Yu W, Xu Z, Zhao Z, Liu S, Xin Y, Lv K. Diagnostic accuracy assessment of molecular prediction model for the risk of NAFLD based on MRI-PDFF diagnosed Chinese Han population. BMC Gastroenterol. 2021;21:88.
Article PubMed PubMed Central Google Scholar
Vilar-Gomez E, Chalasani N. Non-invasive assessment of non-alcoholic fatty liver disease: Clinical prediction rules and blood-based biomarkers. J Hepatol. 2018;68:305–15.
Article CAS PubMed Google Scholar
Sheng GT, Lu S, Xie QY, Peng N, Kuang MB, Zou Y. The usefulness of obesity and lipid-related indices to predict the presence of Non-alcoholic fatty liver disease. Lipids Health Dis. 2021;20:134.
Article CAS PubMed PubMed Central Google Scholar
Lee J-H, Kim D, Kim HJ, Lee C-H, Yang JI, Kim W, Kim YJ, Yoon J-H, Cho S-H, Sung M-W, Lee H-S. Hepatic steatosis index: a simple screening tool reflecting nonalcoholic fatty liver disease. Digest Liver Dis. 2010;42:503–8.
Bedogni G, Bellentani S, Miglioli L, Masutti F, Passalacqua M, Castiglione A, Tiribelli C. The Fatty Liver Index: a simple and accurate predictor of hepatic steatosis in the general population. BMC Gastroenterol. 2006;6:33.
Article PubMed PubMed Central Google Scholar
Liu Y-X, Liu X, Cen C, Li X, Liu J-M, Ming Z-Y, Yu S-F, Tang X-F, Zhou L, Yu J, et al. Comparison and development of advanced machine learning tools to predict nonalcoholic fatty liver disease: An extended study. Hepatobiliary Pancreat Dis Int. 2021;20:409–15.
Rodriguez LA, Shiboski SC, Bradshaw PT, Fernandez A, Herrington D, Ding J, Bradley RD, Kanaya AM. Predicting Non-Alcoholic Fatty Liver Disease for Adults Using Practical Clinical Measures: Evidence from the Multi-ethnic Study of Atherosclerosis. J Gen Intern Med. 2021;36:2648–55.
Article PubMed PubMed Central Google Scholar
Cen C, Wang W, Yu S, Tang X, Liu J, Liu Y, Zhou L, Yu J, Zheng S. Development and validation of a clinical and laboratory-based nomogram to predict nonalcoholic fatty liver disease. Hep Intl. 2020;14:808–16.
Wang J, Ma L, Chen S, Xu L, Miao M, Yu C, Li Y, Xu C. Risk for the development of non-alcoholic fatty liver disease: a prospective study. J Gastroenterol Hepatol. 2018;33:1518–23.
Article CAS PubMed Google Scholar
Zhou B, Gong N, Huang X, Zhu J, Qin C, He Q. Development and validation of a nomogram for predicting metabolic-associated fatty liver disease in the Chinese physical examination population. Lipids Health Dis. 2023;22:85.
Article PubMed PubMed Central Google Scholar
Liang Y, Ye M, Hou X, Chen P, Wei L, Jiang F, Feng L, Zhong L, Liu H, Bao Y, Jia W. Development and validation of screening scores of non-alcoholic fatty liver disease in middle-aged and elderly Chinese. Diabetes Res Clin Pract. 2020;169: 108385.
Article CAS PubMed Google Scholar
Tukey JW. Exploratory Data Analysis. Reading, MA: Addison-Wesley; 1977.
Fan JG, Jia JD, Li YM, Wang BY, Lu LG, Shi JP, Chan LY. Chinese Association for the Study of Liver D: Guidelines for the diagnosis and management of nonalcoholic fatty liver disease: update 2010: (published in Chinese on Chinese Journal of Hepatology 2010; 18:163–166). J Dig Dis. 2011;12:38–44.
Kidd AC, McGettrick M, Tsim S, Halligan DL, Bylesjo M, Blyth KG. Survival prediction in mesothelioma using a scalable Lasso regression model: instructions for use and initial performance using clinical predictors. BMJ Open Respir Res. 2018;5:e000240.
Article PubMed PubMed Central Google Scholar
Hu YH, Shi R, Mo RH, Hu F. Nomogram for the prediction of diabetic nephropathy risk among patients with type 2 diabetes mellitus based on a questionnaire and biochemical indicators: a retrospective study. Aging-Us. 2020;12:10317–36.
Wang H, Zhang L, Liu Z, Wang X, Geng S, Li J, Li T, Ye S. Predicting medication nonadherence risk in a Chinese inflammatory rheumatic disease population: development and assessment of a new predictive nomogram. Patient Prefer Adherence. 2018;12:1757–65.
Article PubMed PubMed Central Google Scholar
McEligot AJ, Poynor V, Sharma R, Panangadan A. Logistic LASSO regression for dietary intakes and breast cancer. Nutrients. 2020;12:2652.
Article CAS PubMed PubMed Central Google Scholar
Guyon I, Weston J, Barnhill S, Vapnik V. Gene selection for cancer classification using support vector machines. Mach Learn. 2002;46:389–422.
Alba AC, Agoritsas T, Walsh M, Hanna S, Iorio A, Devereaux PJ, McGinn T, Guyatt G. Discrimination and calibration of clinical prediction models: users’ guides to the medical literature. JAMA. 2017;318:1377–84.
Kerr KF, Brown MD, Zhu K, Janes H. Assessing the clinical impact of risk prediction models with decision curves: guidance for correct interpretation and appropriate use. J Clin Oncol. 2016;34:2534–40.
Article PubMed PubMed Central Google Scholar
Zhu J-Z, Zhou Q-Y, Wang Y-M, Dai Y-N, Zhu J, Yu C-H, Li Y-M. Prevalence of fatty liver disease and the economy in China: a systematic review. World J Gastroenterol. 2015;21:5695–706.
Article PubMed PubMed Central Google Scholar
Polyzos SA, Mantzoros CS. Leptin in health and disease: facts and expectations at its twentieth anniversary. Metabolism. 2015;64:5–12.
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