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. 2026 Jun 22;25:266. doi: 10.1186/s12933-026-03264-3

Table 2.

Associations between insulin resistance-related indices and risk of cardiometabolic multimorbidity in participants with MASLD

No. of cases/
total population
Incidence rate HR (95% CI)
Model 1 Model 2 Model 3
TyG
Per 1-SD increase 1.40 (1.37–1.44) 1.38 (1.35–1.42) 1.25 (1.22–1.28)
Quartile 1 931/27,401 2.17 Ref Ref Ref
Quartile 2 999/27,401 2.33 1.04 (0.95–1.14) 1.03 (0.94–1.13) 1.03 (0.94–1.13)
Quartile 3 1167/27,401 2.72 1.23 (1.12–1.34) 1.20 (1.10–1.31) 1.18 (1.08–1.28)
Quartile 4 1847/27,401 4.37 1.98 (1.83–2.15) 1.91 (1.77–2.07) 1.62 (1.49–1.76)
P-trend  < 0.001  < 0.001  < 0.001
TyG-BMI
Per 1-SD increase 1.53 (1.49–1.56) 1.52 (1.48–1.55) 1.32 (1.29–1.35)
Quartile 1 771/27,401 1.79 Ref Ref Ref
Quartile 2 1002/27,401 2.33 1.41 (1.29–1.55) 1.42 (1.29–1.56) 1.29 (1.17–1.41)
Quartile 3 1244/27,401 2.91 1.95 (1.78–2.13) 1.95 (1.78–2.14) 1.63 (1.49–1.79)
Quartile 4 1927/27,401 4.57 3.43 (3.15–3.74) 3.39 (3.10–3.69) 2.36 (2.16–2.58)
P-trend  < 0.001  < 0.001  < 0.001
TyG-WC
Per 1-SD increase 1.59 (1.55–1.63) 1.57 (1.54–1.61) 1.35 (1.32–1.38)
Quartile 1 637/27,401 1.46 Ref Ref Ref
Quartile 2 915/27,401 2.12 1.35 (1.22–1.50) 1.34 (1.21–1.48) 1.26 (1.14–1.40)
Quartile 3 1174/27,401 2.75 1.71 (1.55–1.89) 1.68 (1.52–1.85) 1.48 (1.34–1.63)
Quartile 4 2218/27,401 5.34 3.36 (3.07–3.68) 3.25 (2.96–3.55) 2.33 (2.12–2.56)
P-trend  < 0.001  < 0.001  < 0.001
TyG-WHtR
Per 1-SD increase 1.62 (1.58–1.65) 1.60 (1.56–1.64) 1.37 (1.34–1.41)
Quartile 1 562/27,401 1.29 Ref Ref Ref
Quartile 2 908/27,401 2.11 1.49 (1.34–1.66) 1.47 (1.33–1.64) 1.40 (1.26–1.55)
Quartile 3 1190/27,401 2.79 1.94 (1.75–2.14) 1.90 (1.71–2.10) 1.66 (1.50–1.83)
Quartile 4 2284/27,401 5.49 3.92 (3.57–4.30) 3.78 (3.44–4.15) 2.70 (2.45–2.97)
P-trend  < 0.001  < 0.001  < 0.001
TyG-BRI
Per 1-SD increase 1.50 (1.47–1.53) 1.49 (1.46–1.52) 1.31 (1.28–1.34)
Quartile 1 613/27,401 1.41 Ref Ref Ref
Quartile 2 935/27,401 2.17 1.40 (1.26–1.55) 1.39 (1.26–1.54) 1.30 (1.18–1.44)
Quartile 3 1238/27,401 2.90 1.84 (1.67–2.03) 1.81 (1.64–2.00) 1.54 (1.40–1.70)
Quartile 4 2158/27,401 5.18 3.42 (3.12–3.75) 3.33 (3.03–3.65) 2.36 (2.15–2.60)
P-trend  < 0.001  < 0.001  < 0.001
TyG-ABSI
Per 1-SD increase 1.45 (1.40–1.49) 1.41 (1.37–1.46) 1.27 (1.23–1.31)
Quartile 1 717/27,401 1.65 Ref Ref Ref
Quartile 2 1043/27,401 2.42 1.33 (1.21–1.47) 1.32 (1.19–1.45) 1.29 (1.17–1.42)
Quartile 3 1181/27,401 2.77 1.43 (1.30–1.58) 1.40 (1.27–1.54) 1.33 (1.21–1.46)
Quartile 4 2003/27,401 4.80 2.32 (2.12–2.54) 2.20 (2.01–2.41) 1.82 (1.66–2.00)
P-trend  < 0.001  < 0.001  < 0.001
TyG-VAI
Per 1-SD increase 1.23 (1.20–1.25) 1.21 (1.18–1.23) 1.16 (1.13–1.18)
Quartile 1 991/27,401 2.32 Ref Ref Ref
Quartile 2 1036/27,401 2.41 1.07 (0.98–1.17) 1.05 (0.96–1.15) 1.02 (0.93–1.11)
Quartile 3 1285/27,401 3.00 1.36 (1.25–1.47) 1.31 (1.21–1.43) 1.24 (1.14–1.34)
Quartile 4 1632/27,401 3.84 1.81 (1.67–1.96) 1.70 (1.57–1.84) 1.54 (1.42–1.67)
P-trend  < 0.001  < 0.001  < 0.001
TyG-WWI
Per 1-SD increase 1.55 (1.51–1.59) 1.52 (1.48–1.56) 1.33 (1.30–1.37)
Quartile 1 617/27,401 1.41 Ref Ref Ref
Quartile 2 915/27,401 2.12 1.30 (1.17–1.44) 1.28 (1.16–1.42) 1.24 (1.12–1.37)
Quartile 3 1154/27,401 2.70 1.52 (1.38–1.68) 1.49 (1.35–1.64) 1.39 (1.26–1.54)
Quartile 4 2258/27,401 5.44 2.87 (2.62–3.14) 2.73 (2.49–2.99) 2.14 (1.95–2.34)
P-trend  < 0.001  < 0.001  < 0.001
TG/HDL-C ratio
Per 1-SD increase 1.21 (1.18–1.24) 1.19 (1.16–1.22) 1.15 (1.12–1.18)
Quartile 1 968/27,401 2.27 Ref Ref Ref
Quartile 2 1106/27,401 2.58 1.13 (1.04–1.23) 1.11 (1.02–1.21) 1.07 (0.98–1.17)
Quartile 3 1251/27,401 2.92 1.30 (1.19–1.41) 1.26 (1.15–1.37) 1.19 (1.09–1.30)
Quartile 4 1619/27,401 3.80 1.75 (1.61–1.90) 1.65 (1.52–1.79) 1.52 (1.40–1.65)
P-trend  < 0.001  < 0.001  < 0.001

Incidence rates are presented per 1,000 person-years. Hazard ratios (HRs) and 95% confidence intervals (CIs) are reported per one standard deviation increment in each index. Model 1 was adjusted for age, sex, ethnicity, educational levels, and Townsend deprivation index. Model 2 was further adjusted for frequency of drinking, smoking status, and physical activity. Model 3 was additionally adjusted for self-reported history of hypertension, history of cancer, use of lipid-lowering medication, use of antihypertensive medication, and family history of cardiometabolic disease

ABSI, a body shape index; BMI, body mass index; BRI, body roundness index; CI, confidence interval; CMM, cardiometabolic multimorbidity; HR, hazard ratio; TG/HDL-C, triglyceride-to-high-density lipoprotein cholesterol ratio; TyG, triglyceride-glucose index; VAI, visceral adiposity index; WC, waist circumference; WHtR, waist-to-height ratio; WWI, weight-adjusted waist index