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

Table 2.

Body composition and bioimpedance patterns: development trajectories of the soccer players according to chronological decimal age (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 11.7 (11.1; 12.3) 15.1 (14.5; 15.7) 2.1 (−0.4; 4.7) 0.056 7.6 (6.7; 8.5) <0.001 0.1 (−1.7; 1.8) 0.48 0.84
TBW 13.4 (12.9; 13.9) 14.2 (13.8; 14.6) 2.1 (1.3; 2.8) <0.001 12.7 (5.0; 20.4) 0.01 1.4 (0.8; 2.0) <0.001 0.84
BCM 13.6 (13.2; 14.0) 14.1 (13.8; 14.4) 0.7 (0.2; 1.1) <0.001 14.1 (3.6; 24.6) <0.01 1.2 (0.8; 1.6) <0.001 0.83
UMA 12.9 (12.2; 13.5) 15.1 (14.4; 15.8) 2.2 (0.9; 3.6) <0.001 7.9 (6.0; 9.8) <0.001 −0.8 (−2.8; 1.2) 0.22 0.72
CMA 15.4 (14.6; 16.2) - 7.6 (6.5; 8.8) <0.001 −3.7 (−8.0; 0.5) 0.04 - - 0.53
TMA 13.5 (12.7; 14.2) 14.5 (13.6; 15.3) 10.1 (5.8; 14.4) <0.001 43.3 (4.9; 81.6) 0.01 3.5 (0.1; 7.0) 0.02 0.72
VL/H 12.8 (12.1; 13.5) 14.3 (13.9; 14.7) −19.4 (−29.5; −9.3) <0.001 −76.7 (−103.5; −49.9) <0.001 −9.0 (−15.6; −2.5) <0.01 0.79
PA 12.7 (11.9; 13.4) 16.9 (16.3; 17.5) −0.1 (−0.2; 0.2) 0.48 0.4 (0.3; 0.5) <0.001 −0.4 (−0.8; 0.0) 0.055 0.58

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; statistical significance set at p < 0.05.