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. 2019 Nov 26;16(23):4711. doi: 10.3390/ijerph16234711

Table 3.

Body composition and bioimpedance patterns: development trajectories of the soccer players according to years from peak of velocity (years).

Breakpoints in Development (Years) Rate of Player Development
Variable Breakpoint 1. (95% CI) Breakpoint 2. (95% CI) Slope 1 (95% CI) p-Value Slope 2 (95% CI) p-Value Slope 3 (95% CI) p-Value r2
FFM −2.2 (−2.8; −1.6) 1.3 (1.0; 1.6) 3.9 (1.7; 6.0) <0.001 7.2 (6.4; 8.0) <0.001 −0.1 (−1.5; 1.5) 0.50 0.91
TBW −1.8 (−2.4; −1.2) 1.3 (0.6; 2.0) 2.2 (1.0; 3.4) <0.001 5.1 (4.3; 5.9) <0.001 1.6 (0.4; 2.8) <0.01 0.91
BCM −0.9 (−1.6; −0.2) 0.4 (−0.5;1.3) 1.0 (0.5; 1.5) <0.001 4.7 (2.9; 6.5) <0.001 1.9 (1.3; 2.5) <0.001 0.85
UMA −1.7 (−2.4; −1.0) 0.9 (0.3; 1.5) 2.2 (0.1; 4.4) 0.02 7.1 (5.4; 8.8) <0.001 −0.3 (−2.3; 1.7) 0.37 0.76
CMA 1.3 (0.7; 1.9) - 7.9 (6.6; 9.2) <0.001 −3.5 (−8.5; 1.5) 0.08 - - 0.56
TMA 1.3 (0.5; 2.1) - 18.3 (16.1; 20.5) <0.001 4.1 (−3.7; 12.0) 0.15 - - 0.78
VL/H 1.1 (0.6; 1.6) - −42.8 (−47.0; −38.6) <0.001 −9.6 (−23.4; 4.2) 0.09 - - 0.83
PA −1.5 (−2.3; −0.7) - −0.0 (−0.2; 0.2) 0.44 0.4 (0.3; 0.5) <0.001 - - 0.56

Note: CI = confidence interval; FFM = fat free mass; TBW = total body water, BCM = body cell mass; UMA = upper arm muscle area; CMA = calf muscle area; TMA = thigh muscle area; PA = phase angle; VL/H = vector length standardized for height; statistically significance set at p < 0.05.