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

Table 1.

Baseline characteristics of study population

Characteristics Total population CMM occurrence P value
No Yes
n 109,604 104,660 4944
Age, year 56.76 ± 7.87 56.58 ± 7.88 60.57 ± 6.73  < 0.001
Sex  < 0.001
Female 44,281 (40.40) 42,584 (40.69) 1697 (34.32)
Male 65,323 (59.60) 62,076 (59.31) 3247 (65.68)
Ethnicity  < 0.001
Whites 103,847 (94.75) 99,272 (94.85) 4575 (92.54)
Non-Whites 5,757 (5.25) 5,388 (5.15) 369 (7.46)
Educational levels  < 0.001
University or college 31,943 (29.14) 30,917 (29.54) 1026 (20.75)
Others 77,661 (70.86) 73,743 (70.46) 3918 (79.25)
Townsend deprivation index − 1.25 ± 3.10 − 1.28 ± 3.09 − 0.66 ± 3.35  < 0.001
Physical activity  < 0.001
Inadequate 35,046 (31.98) 33,289 (31.81) 1757 (35.54)
Adequate 74,558 (68.02) 71,371 (68.19) 3187 (64.46)
Smoking status  < 0.001
Never smoking 58,753 (53.60) 56,661 (54.14) 2092 (42.31)
Ever smoking 40,230 (36.70) 38,063 (36.37) 2167 (43.83)
Current smoking 10,621 (9.69) 9936 (9.49) 685 (13.86)
Frequency of drinking  < 0.001
Daily or almost daily 13,345 (12.18) 12,858 (12.29) 487 (9.85)
3–4 times/week 23,947 (21.85) 23,099 (22.07) 848 (17.15)
1–2 times/week 32,849 (29.97) 31,474 (30.07) 1375 (27.81)
1–3 times/month 14,834 (13.53) 14,153 (13.52) 681 (13.77)
Special occasions only 15,113 (13.79) 14,256 (13.62) 857 (17.33)
Never 9,516 (8.68) 8,820 (8.43) 696 (14.08)
Self-reported history of hypertension 38,572 (35.19) 35,763 (34.17) 2809 (56.82)  < 0.001
Self-reported history of cancer 8,121 (7.41) 7677 (7.34) 444 (8.98)  < 0.001
Use of antihypertensive medication 28,206 (25.73) 25,838 (24.69) 2368 (47.90)  < 0.001
Use of lipid-lowering medication 19,921 (18.18) 17,968 (17.17) 1953 (39.50)  < 0.001
Family history of cardiometabolic disease 86,600 (79.01) 82,499 (78.83) 4101 (82.95)  < 0.001
TyG 9.08 ± 0.49 9.07 ± 0.49 9.25 ± 0.58  < 0.001
TyG-BMI 285.09 ± 40.71 284.35 ± 40.17 300.72 ± 48.08  < 0.001
TyG-WC 924.03 ± 98.03 921.45 ± 96.18 978.64 ± 118.79  < 0.001
TyG-WHtR 5.44 ± 0.58 5.42 ± 0.57 5.77 ± 0.70  < 0.001
TyG-BRI 49.64 ± 12.76 49.33 ± 12.53 56.22 ± 15.50  < 0.001
TyG-ABSI 0.71 ± 0.06 0.71 ± 0.06 0.74 ± 0.07  < 0.001
TyG-VAI 29.97 ± 20.68 29.75 ± 20.42 34.63 ± 25.04  < 0.001
TyG-WWI 97.15 ± 7.75 96.95 ± 7.64 101.45 ± 8.74  < 0.001
TG/HDL-C ratio 4.78 ± 3.07 4.75 ± 3.04 5.42 ± 3.56  < 0.001

Data are presented as mean ± standard deviation for continuous variables, and number (%) for categorical variables

ABSI, a body shape index; BMI, body mass index; BRI, body roundness index; CMM, cardiometabolic multimorbidity; 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