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. 2026 Apr 15;35(3):335–348. doi: 10.7570/jomes25065

Table 2.

Equations used to predict fat-free mass and lean soft tissue

Author (year) Number, sex (age)–BMI Estimated component Equation Development
R2 SEE (kg)
Equations used to estimate FFM
Equations only using weight, age, sex, or BMI
Gallagher et al.(2000)27* 613, M (48 yr)–24.9 kg/m2† 1,013, F (44 yr)–24.9 kg/m2† BF (%) 76.0–1,097.8 × (1/BMI)–20.6 × sex (M:1/F:0)+0.053 × age (yr)+154 × sex (M:1/F:0) × (1/BMI)+0.034 × sex (M:1/F:0) × age (yr) 0.9‡ 4.31‡
Janmahasatian et al. (2005)29 146, M (18–82 yr)–34.5 kg/m2 FFM (kg) (M) (9,270 ×weight [kg])/(6,680+216 × BMI) 0.75 RMSE: 3.52
157, F (19–79 yr)–34.7 kg/m2 FFM (kg) (F) (9,270 ×weight [kg])/(8,780+244 × BMI) 0.76 RMSE: 3.13
Larsson et al. (2006)24* 274, M (31–61.8 yr)-26.2 kg/m2 BF (kg) (M) –30.84+1.120 ×weight (kg)/height (m) 0.82 2.8
357, F (30.0–61.0 yr)–26.6 kg/m2 BF (kg) (F) –24.18+1.181 ×weight (kg)/height (m) 0.88 2.1
Li et al. (2019)23 2,987, M (53.9 yr)–23.1 kg/m2 FFM (kg) (M) −25.498−0.051 × age (yr)+0.312 × height (cm)+0.263 ×weight (kg)+0.373 × BMI 0.78 3.1
7,696, F (55.8 yr)–22.4 kg/m2 FFM (kg) (M) For higher BMI −74.474−0.025 × age (yr)+0.602 × height (cm)+1.077 × BMI 0.74 3.3
FFM (kg) (F) 8.032+0.534 ×weight (kg)+0.070 × height (cm)−0.533 × BMI 0.70 2.4
FFM (kg) (F) For higher BMI 21.024+0.587 ×weight (kg)−0.019 × age (yr)−0.697 × BMI 0.69 2.7
Equations using the above parameters plus hip or WC
Larsson et al. (2006)24* 274, M (31–61.8 yr)–26.2 kg/m2 BF (kg) (M) 18.38–13.49 × height (m)+0.2572 ×weight (kg)+ 0.4567 × WC (cm) 0.94 2.1
357, F (30.0–61.0 yr)–26.6 kg/m2 BF (kg) (F) 15.20–25.69 × height (m)+0.6276 ×weight (kg)+ 0.1069 × WC (cm) 0.95 2.0
Equations used to estimate lean soft tissue
Equations only using weight, age, sex, or BMI
Lee et al. (2017)28§ 5,239, M (42.7 yr)–26.6 kg/m2 LST (kg) (M) –14.729–0.071 × age (yr)+0.210 × height (cm)+ 0.468 ×weight (kg)–0.441 ×Mexican+0.320 ×Hispanic+ 1.821 × Black–0.784 × other ethnicity 0.88 2.96
4,519, F (45.3 yr)–25.8 kg/m2 LST (kg) (F) –14.292–0.046 × age (yr)+0.201 × height (cm)+0.347 × weight (kg)–0.448 ×Mexican – 0.047 ×Hispanic+ 1.128 × Black–0.384 × other ethnicity 0.85 2.39
Yu et al. (2013)31 188, Both (18–83 yr)–26.7 kg/m2 LST (kg) 22.93+0.68 ×weight (kg)–1.14 × BMI–0.01 × age (yr)+ 9.94 × sex (M:1/F:0) 0.91 3.61
Kulkarni et al. (2013)30 851, M (30.1 yr)–21.2 kg/m2 LST (kg) (M) –15.605–(0.032 × age [yr])+(0.192 × height [cm])+ (0.502 ×weight [kg]) 0.90 1.92
481, F (34.7 yr)–23.2 kg/m2 LST (kg) (F) –13.034–(0.018 × age [yr])+(0.165 × height [cm])+ (0.409 ×weight [kg]) 0.91 1.84
Equations using the above parameters plus hip or waist circumference
Lee et al. (2017)28§,ǁ 5,239, M (42.7 yr)–26.6 kg/m2 LST (kg) (M) 19.363+0.001 × age (yr)+0.064 × height (cm)+ 0.756 ×weight (kg)–0.366 × WC (cm)–0.066 ×Mexican+ 0.231 ×Hispanic+0.432 × Black–1.007 × other ethnicity 0.91 2.55
4,519, F (45.3 yr)–25.8 kg/m2 LST (kg) (F) –10.683–0.039 × age (yr)+0.186 × height (cm)+ 0.383 ×weight (kg)–0.043 × WC (cm)–0.359 ×Mexican– 0.059 ×Hispanic+1.085 × Black–0.34 × other ethnicity 0.85 2.38
Salamat et al. (2015)25 100, Both (47 yr)–28 kg/m2 LST (kg) 14.966+0.588 × BMI+18.694 × sex (M:1/F:0)+0.137 × HC (cm)–0.138 × age (yr) 0.77 1.84

*For these equations, total body fat is calculated, and FFM is then estimated by subtracting fat mass from the total body mass; †Mean average age and BMI from three presented groups (three different ethnicities); ‡Gallagher et al.27 presented multiple R, and the SEE is presented for body fat %; §Authors call it lean body mass, but they explain that they subtracted bone from the lean value obtained from dual-energy X-ray absorptiometry and are therefore reporting lean soft tissue; ǁRace variables are binary (1 if yes, 0 if no), and white is the reference group.

BMI, body mass index; SEE, standard error of the estimate; FFM, fat-free mass; BF, body fat; RMSE, root mean square error; WC, waist circumference; LST, lean soft tissue; HC, hip circumference.