Application of multi-label classification models for the diagnosis of diabetic complications

Table 4 Top10 key features in prediction

Diabetes without complications	Retinopathy	Nephropathy	Neuropathy	peripheral vascular disease
Age	Urinary mAlb	Urinary mAlb	Urinary mAlb	Age
ALT	CPK	ACR	Urine Cr	Urine Cr
GGT	ESR	Urinary mAlb /Cr	Age	Urinary mAlb
Triglyceride	Age	Urine protein	Serum Ca	Serum P
Albumin	Adenosine deaminase	Serum Cr	Urine RBC	Serum Ca
Glucose	CK-MB	BUN	Crystalluria	Apo A1
Cholesterol	Total CO2	Urine Cr	Serum P	Apo B
Serum Cr	Urinary mAlb / Cr	Uric acid	CPK	Glucose
Urine Cr	INR	Albumin	Hyaline cast	USECs
ALT/AST	Monocyte %	Fibrinogen	Cholinesterase	Serum Cr

ALT alanine aminotransferase, AST aspartate aminotransferase, GGT gamma-glutamyl transferase, Cr creatinine, mAlb microalbumin, CPK creatine phosphokinase, ESR erythrocyte sedimentation rate, CK-MB creatine kinase-MB, INR PT international standardized ratio, ACR albumin-to-creatinine ratio, BUN blood urea nitrogen, Ca calcium, P phosphorus, RBC red blood cell, Apo A1 apolipoprotein A1, ApoB apolipoprotein B, USECs urinary squamous epithelial cells

ISSN: 1472-6947