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. 2019 Sep 25;110(6):1316–1326. doi: 10.1093/ajcn/nqz218

TABLE 3.

Correlation of male body shape principal components (PCs) to anthropometric, body composition, blood, and strength metrics (n = 177)1

Parameter PC1 PC2 PC3 PC4 PC5 PC6 PC7 PC8 PC9 PC10 PC11
Age –0.19 –0.25* 0.32* –0.20
Height –0.95*
Weight –0.47* 0.22 –0.79* 0.22
BMI –0.20 0.27* –0.88* 0.23
Waist circ. –0.32* 0.24 –0.84* 0.17 0.20
Hip circ. –0.34* 0.22 –0.79* 0.19 –0.17
Arm circ. –0.33* 0.24 –0.72* 0.27*
Thigh circ. –0.36* 0.16 –0.65* 0.31*
WHR –0.52* –0.21 0.22
WHtR 0.28* –0.87* 0.16 0.23
Fat mass –0.23 0.20 –0.77* 0.20 –0.17 0.21 0.19
Lean mass –0.57* 0.19 –0.65* 0.20
Percentage fat 0.16 –0.58* 0.32* 0.28*
FMI 0.21 –0.79* 0.19 –0.16 0.24 0.20
FFMI –0.25* 0.26* –0.77* 0.22
Visceral fat 0.19 –0.55* –0.18 0.27* 0.16
Trunk fat –0.20 0.24 –0.79* 0.16 0.23 0.18
Trunk lean –0.55* 0.20 –0.70* 0.20
Arm fat –0.23 0.20 –0.75* 0.22 0.19 0.19
Arm lean –0.50* 0.22 –0.54* 0.17 0.17
Leg fat –0.24 –0.66* 0.22 –0.20 0.16 0.19
Leg lean –0.58* –0.58* 0.21
HbA1c 0.16 –0.32* 0.20
Total cholesterol
LDL cholesterol –0.16
HDL cholesterol 0.36* 0.16
Triglycerides –0.16 –0.20 –0.19
Glucose –0.21 –0.20 0.17
Insulin 0.31* –0.53*
HOMA-IR 0.25 –0.52*
Handgrip left –0.34* –0.27 –0.33* –0.20
Handgrip right –0.31* –0.26 –0.26
Isometric knee extension –0.50* –0.39* –0.31* –0.23 –0.19
Isokinetic knee extension –0.38* –0.21 0.33* 0.21 –0.26 –0.25
1

Only significant correlations are shown (P < 0.05 or *P < 0.001). Circ., circumference; FFM, fat-free mass; FFMI, fat-free mass index; HbA1c, glycated hemoglobin; WHR, waist-to-hip ratio; WHtR, waist-to-height ratio.