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. 2025 Mar 5;44:64. doi: 10.1186/s41043-025-00795-5

Table 2.

Anthropometric, body composition characteristics, sleep, and physical activity patterns across three tertiles of body composition indices: FMI, FFMI, and FM/FFM (N = 1741)

Fat Mass Index (FMI) Fat-Free Fat Free Mass Index (FFMI) Fat Mass/ Fat-Free Mass (FM/FFM)
Tertile 1 Tertile 2 Tertile 3 P-value Tertile 1 Tertile 2 Tertile 3 P-value Tertile 1 Tertile 2 Tertile 3 P-value
Anthropometric and Body composition
WHR 0.81 ± 0.03 0.85 ± 0.03 0.91 ± 0.05 < 0.001 0.82 ± 0.03 0.85 ± 0.04 0.89 0.06 < 0.001 0.90 ± 0.05 0.85 ± 0.04 0.81 ± 0.03 < 0.001
BMI (Kg/m2) 18.57 ± 1.66 22.18 ± 1.55 28.71 ± 4.30 < 0.001 19.12 ± 2.22 22.38 ± 2.70 27.97 ± 4.91 < 0.001 28.20 ± 4.77 22.29 ± 2.44 19.00 ± 2.11 < 0.001
BMI Categories
 Underweight 275 (47.5) 1 (0.17) 0 (0.00) < 0.001 237 (40.86) 39 (6.74) 0 (0.00) < 0.001 1 (0.17) 25 (4.31) 250 (43.03) < 0.001
 Normal 304 (52.5) 555 (95.7) 83 (14.26) 331 (57.07) 439 (75.82) 172 (29.55) 145 (25.00) 472 (81.38) 325 (55.94)
 Overweight 0 (0.00) 24 (4.14) 329 (56.53) 12 (2.07) 100 (17.27) 241 (41.41) 267 (46.03) 80 (13.79) 6 (1.03)
 Obese 0 (0.00) 0 (0.00) 170 (29.21) 0 (0.00) 1 (0.17) 169 (29.04) 167 (28.79) 3 (0.52) 0 (0.00)
BFM (Kg) 13.56 ± 2.70 20.60 ± 2.52 33.17 ± 8.06 < 0.001 16.24 ± 5.06 20.94 ± 6.47 30.17 ± 10.39 < 0.001 28.20 ± 4.77 22.29 ± 2.44 19.00 ± 2.11 < 0.001
FMI (kg/m2) 5.42 ± 1.02 8.21 ± 0.82 13.17 ± 3.07 < 0.001 6.54 ± 2.00 8.37 ± 2.58 11.89 ± 4.05 < 0.001 32.78 ± 8.46 20.77 ± 3.39 13.85 ± 3.09 < 0.001
PBF (%) 29.02 ± 4.06 37.02 ± 2.69 45.43 ± 4.22 < 0.001 33.54 ± 6.52 36.5 ± 7.1 41.40 ± 7.21 < 0.001 32.78 ± 8.46 20.77 ± 3.39 13.85 ± 3.09 < 0.001
FFM (Kg) 32.96 ± 3.78 35.09 ± 4.15 39.22 ± 5.38 < 0.001 31.26 ± 2.73 35.15 ± 2.65 40.85 ± 4.44 < 0.001 38.17 ± 5.70 35.27 ± 4.57 33.85 ± 4.20 < 0.001
FFMI (Kg/m2) 13.15 ± 1.10 13.97 ± 1.16 15.54 ± 1.63 < 0.001 12.58 ± 0.62 14.01 ± 0.37 16.07 ± 1.21 < 0.001 15.16 ± 1.80 14.02 ± 1.39 13.48 ± 1.24 < 0.001
FFM/FM 5.42 ± 1.02 8.21 ± 0.82 13.16 ± 3.07 < 0.001 2.10 ± 0.66 1.85 ± 0.63 1.49 ± 0.49 < 0.001 1.20 ± 0.17 1.71 ± 0.14 2.54 ± 0.55 < 0.001
SMM (Kg) 17.33 ± 2.57 18.58 ± 2.48 21.07 ± 3.21 < 0.001 16.28 ± 1.60 18.63 ± 1.54 22.07 ± 2.62 < 0.001 20.43 ± 3.41 18.69 ± 2.73 17.87 ± 2.51 < 0.001
VFL 5.60 ± 1.52 10.08 ± 1.67 16.23 ± 2.69 < 0.001 7.77 ± 3.39 10.14 ± 4.11 14.02 ± 4.58 < 0.001 16.19 ± 2.73 10.14 ± 1.76 5.61 ± 1.53 < 0.001
TBW (L) 24.11 ± 2.77 25.63 ± 3.03 28.66 ± 3.94 < 0.001 22.85 ± 1.99 25.69 ± 1.92 29.87 ± 3.24 < 0.001 27.89 ± 4.18 25.76 ± 3.34 24.76 ± 3.07 < 0.001
SMI (Kg/m2) 4.98 ± 0.56 5.40 ± 0.58 6.21 ± 0.74 < 0.001 4.76 ± 0.42 5.44 ± 0.32 6.39 ± 0.59 < 0.001 6.05 ± 0.83 5.43 ± 0.68 5.31 ± 0.64 < 0.001
Sleep
Sleeping hours 7.27 ± 2.42 7.34 ± 2.42 6.91 ± 2.18 0.153 7.24 ± 2.39 7.23 ± 2.24 7.05 ± 2.42 0.68 6.83 ± 2.15 7.40 ± 2.42 7.28 ± 2.43 0.048
Quality of sleep 7.40 ± 3.55 7.52 ± 3.37 7.63 ± 3.18 0.789 7.18 ± 3.35 7.59 ± 3.32 7.83 ± 3.43 0.151 7.61 ± 3.07 7.48 ± 3.52 7.46 ± 3.49 0.90
Physical activity
Frequency
 No exercise 210 (36.46) 222 (38.28) 208 (35.74) 0.911 254 (43.95) 204 (35.29) 182 (31.27) < 0.001 231 (39.83) 207 (35.69) 202 (34.95) 0.070
 1–2 times /week 173 (30.04) 173 (29.83) 180 (30.93) 173 (29.93) 189 (32.7) 164 (28.18) 174 (30.00) 188 (32.41) 164 (28.37)
 3 times / week 92 (15.97) 89 (15.35) 102 (17.53) 77 (13.32) 98 (16.96) 108 (18.56) 96 (16.55) 92 (15.86) 95 (16.44)
 > 3 times / week 101 (17.54) 96 (16.55) 92 (15.81) 74 (12.80) 87 (15.05) 128 (21.99) 79 (13.62) 93 (16.03) 117 (20.24)
Duration
 No exercise 97 (35.27) 91 (34.21) 90 (32.61) 0.880 114 (39.58) 86 (33.08) 78 (29.00) < 0.001 100 (36.50) 87 (31.41) 91 (34.21) 0.708
 ≤ 30 min 123 (44.73) 114 (42.86) 122 (44.20) 137 (47.57) 107 (41.15) 115 (42.75) 119 (43.43) 123 (44.40) 117 (43.99)
 > 30 min 55 (20.0) 61 (22.93) 64 (23.19) 37 (12.85) 67 (25.77) 76 (28.25) 55 (20.07) 67 (24.19) 58 (21.81)

Data are presented as n (%) for BMI categories and physical activity, and as mean ± SD for the other parameters

WHR: Waist-to-Hip ratio, BFM: Body Fat Mass, FMI: Fat Mass Index, PBF: Percent of Body Fat, FFM: Free Fat Mass, FFMI: Free Fat Mass Index, SMM: Skeletal Muscle Mass, VFL: Visceral Fat Level, TBW: Total Body Water, SMI: Skeletal Muscle Index. One-Way ANOVA with Tukey test and Welch ANOVA with Games-Howell was applied for anthropometric, body composition and sleep. Chi-squared test was applied for physical activity