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Systematic Reviews
Copyright: ©Author(s) 2026.
World J Diabetes. Nov 15, 2026; 17(11): 123851
Published online Nov 15, 2026. doi: 10.4239/wjd.123851
Table 3 Frequency of predictor variables across the included models
Category
Predictor
Frequency
Non-modifiableAge83
Sex48
Family history of diabetes41
Education7
Race/ethnicity5
ObesityBody mass index68
Waist circumference28
Waisttohip ratio12
Obesity/central obesity5
Waist-to-height ratio3
LifestyleSmoking36
Physical activity23
Dietary factors (e.g., fruit, vegetable, meat, dessert intake, tea)14
Alcohol11
Sleep duration5
GlycemicGlucose (FPG or random glucose)51
HbA1c24
Post-load glucose measures (2hPG or OGTT-AUC)4
Insulin3
LipidTriglycerides39
HDL20
Total cholesterol9
LDL8
Hyperlipidemia/dyslipidemia medication use8
Lipid accumulation product/lipid indices3
Blood pressureHypertension34
SBP15
DBP6
LiverLiver dysfunction/ALT/AST8
Fatty liver6
MetabolicUric acid4
Creatinine/eGFR/renal function3


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