Skip to main content
. 2022 Oct 13;9:980790. doi: 10.3389/fnut.2022.980790

TABLE 3.

Cross-validation of the NiPPeR and the University of Queensland (UQ) BIA prediction equations.

Origin Parameters Equation Destination MAPE CCC Bias SD LOA p
NiPPeR 6 week M W + L −1.07 + 0.62W + 0.03L UQ 6 week M 6.82% 0.729 −0.279 (−6.64%) 0.154 (3.67%) −0.581, 0.023 0.053
F −1.06 + 0.51W + 0.04L F 4.35% 0.753 −0.129 (−3.39%) 0.183 (4.82%) −0.488, 0.230 0.093
M W + L + GA + BWSDS −2.48 + 0.51W + 0.01L + 0.08GA + 0.07BWSDS M 4.28% 0.831 −0.165 (−3.93%) 0.144 (3.43%) −0.448, 0.118 0.581
F −2.39 + 0.38W + 0.03L + 0.06GA + 0.08BWSDS F 6.43% 0.633 −0.226 (−5.95%) 0.186 (4.89%) −0.591, 0.139 0.056
M W + L + GA + BWSDS + SS + AC −3.14 + 0.48W + 0.02L + 0.07GA + 0.03BWSDS − 0.04SS + 0.03AC M 2.80% 0.908 0.001 (0.02%) 0.154 (3.67%) −0.300, 0.302 0.410
F −2.27 + 0.43W + 0.03L + 0.05GA + 0.06BWSDS − 0.04SS + 0.02AC F 5.63% 0.694 0.172 (4.53%) 0.187 (4.92%) −0.195, 0.540 0.046
M W + L2/R50 0.23 + 0.65W + 0.10L2/R50 M 3.23% 0.884 −0.021 (−0.50%) 0.194 (4.62%) −0.402, 0.360 0.048
F 0.60 + 0.58W + 0.08L2/R50 F 3.29% 0.783 −0.020 (−0.53%) 0.197 (5.18%) −0.406, 0.366 0.047
M W + L2/R50 + GA + BWSDS −2.00 + 0.52W + 0.05L2/R50 + 0.08GA + 0.06BWSDS M 3.04% 0.903 0.051 (1.21%) 0.154 (3.67%) −0.252, 0.353 0.926
F −1.08 + 0.45W + 0.04L2/R50 + 0.06GA + 0.08BWSDS F 3.96% 0.750 −0.090 (−2.37%) 0.197 (5.18%) −0.477, 0.297 0.038
M W + L2/R50 + GA + BWSDS + SS + AC −2.42 + 0.52W + 0.01L2/R50 + 0.07GA + 0.04BWSDS − 0.03SS + 0.03AC M 3.13% 0.882 −0.086 (−2.05%) 0.158 (3.76%) −0.395, 0.223 0.852
F −1.11 + 0.52W + 0.03L2/R50 + 0.05GA + 0.06BWSDS − 0.04SS + 0.01AC F 5.70% 0.636 −0.191 (−5.03%) 0.197 (5.18%) −0.577, 0.195 0.011
6 month M W + L −2.94 + 0.37W + 0.09L 4.5 month M 6.42% 0.784 0.308 (5.70%) 0.213 (3.94%) −0.110, 0.726 0.353
F −2.32 + 0.37W + 0.07L F 4.84% 0.564 0.102 (2.08%) 0.303 (6.18%) −0.490, 0.695 0.270
M W + L + GA + BWSDS −3.49 + 0.29W + 0.07L + 0.06GA + 0.12BWSDS M 7.30% 0.725 0.350 (6.48%) 0.231 (4.28%) −0.102, 0.802 0.075
F −3.68 + 0.35W + 0.06L + 0.06GA + 0.06BWSDS F 6.02% 0.486 −0.170 (−3.47%) 0.324 (6.61%) −0.806, 0.466 0.301
M W + L + GA + BWSDS + SS + AC −1.63 + 0.37W + 0.05L + 0.04GA + 0.09BWSDS − 0.06SS + 0.004AC M 5.91% 0.735 0.266 (4.93%) 0.262 (4.85%) −0.248, 0.780 < 0.001
F −0.88 + 0.56W + 0.03L + 0.04GA + 0.06BWSDS − 0.06SS − 0.03AC F 6.13% 0.404 0.156 (3.18%) 0.354 (7.22%) −0.537, 0.849 0.076
M W + L2/R50 1.26 + 0.46W + 0.14L2/R50 M 3.46% 0.920 0.110 (2.04%) 0.191 (3.54%) −0.263, 0.484 0.723
F 1.40 + 0.36W + 0.21L2/R50 F 5.73% 0.526 −0.245 (−5.00%) 0.276 (5.63%) −0.786, 0.295 0.330
M W + L2/R50 + GA + BWSDS −0.11 + 0.37W + 0.09L2/R50 + 0.06GA + 0.12BWSDS M 5.54% 0.822 0.260 (4.81%) 0.196 (3.63%) −0.124, 0.645 0.082
F −1.47 + 0.32W + 0.20L2/R50 + 0.08GA + 0.07BWSDS F 6.43% 0.480 −0.258 (−5.27%) 0.303 (6.18%) −0.851, 0.335 0.328
M W + L2/R50 + GA + BWSDS + SS + AC 0.74 + 0.47W + 0.07L2/R50 + 0.05GA + 0.08BWSDS − 0.08SS − 0.01AC M 5.13% 0.780 0.104 (1.93%) 0.296 (5.48%) −0.477, 0.685 < 0.001
F 0.76 + 0.57W + 0.23L2/R50 + 0.04GA + 0.06BWSDS − 0.08SS − 0.05AC F 7.02% 0.443 0.099 (2.02%) 0.392 (8.00%) −0.671, 0.868 0.295
UQ 6 week W + S + L 0.260 + 0.528W − 0.125S + 0.022L NiPPeR 6 week M 4.63% 0.822 0.092 (2.36%) 0.200 (5.13%) −0.300, 0.485 < 0.001
F 4.48% 0.810 0.073 (2.03%) 0.199 (5.53%) −0.317, 0.462 < 0.001
W + S + L2/R0 1.169 + 0.568W − 0.128S + 0.032L2/R0 M 7.08% 0.695 0.243 (6.23%) 0.199 (5.10%) −0.148, 0.633 < 0.001
F 6.76% 0.702 0.195 (5.42%) 0.206 (5.72%) −0.209, 0.598 < 0.001
W + S + L2/R 1.322 + 0.588W − 0.148S + 0.009L2/R M 4.74% 0.808 0.101 (2.59%) 0.205 (5.26%) −0.300, 0.502 < 0.001
F 4.93% 0.798 0.067 (1.86%) 0.207 (5.75%) −0.339, 0.472 < 0.001
W + S + L2/Zc 1.253 + 0.585W − 0.143S + 0.001L2/Zc M 4.81% 0.804 0.107 (2.74%) 0.205 (5.26%) −0.294, 0.508 < 0.001
F 4.98% 0.795 0.072 (2.00%) 0.207 (5.75%) −0.333, 0.478 < 0.001
W + S + L2/R50 1.248 + 0.584W − 0.142S + 0.002L2/R50 M 4.48% 0.825 0.088 (2.26%) 0.199 (5.10%) −0.302, 0.479 < 0.001
F 4.79% 0.806 0.058 (1.61%) 0.204 (5.67%) −0.342, 0.458 < 0.001
4.5 month W + S + L −0.044 + 0.397W − 0.427S + 0.045L 6 month M 4.66% 0.693 −0.051 (−0.89%) 0.339 (5.95%) −0.715, 0.613 < 0.001
F 6.64% 0.541 −0.264 (−5.08%) 0.346 (6.65%) −0.942, 0.414 < 0.001
W + S + L2/R0 1.909 + 0.280W − 0.279S + 0.305L2/R0 M 4.63% 0.666 −0.063 (−1.11%) 0.343 (6.02%) −0.735, 0.610 < 0.001
F 6.35% 0.539 −0.256 (−4.92%) 0.345 (6.63%) −0.932, 0.420 < 0.001
W + S + L2/R 2.484 + 0.416W − 0.430S + 0.040L2/R M 4.56% 0.669 −0.091 (−1.60%) 0.343 (6.02%) −0.764, 0.582 < 0.001
F 6.07% 0.562 −0.263 (−5.06%) 0.336 (6.46%) −0.921, 0.396 < 0.001
W + S + L2/Zc 2.059 + 0.313W − 0.320S + 0.201L2/Zc M 4.61% 0.674 −0.134 (−2.35%) 0.337 (5.91%) −0.795, 0.528 < 0.001
F 6.33% 0.566 −0.284 (−5.46%) 0.330 (6.35%) −0.931, 0.363 < 0.001
W + S + L2/R50 2.203 + 0.334W − 0.361S + 0.185L2/R50 M 4.87% 0.673 −0.100 (−1.75%) 0.351 (6.16%) −0.788, 0.587 < 0.001
F 6.04% 0.585 −0.247 (−4.75%) 0.336 (6.46%) −0.906, 0.412 < 0.001

AC, abdominal circumference (cm); BWSDS, INTERGROWTH-21st birthweight standard deviation score; CCC, Lin’s concordance correlation coefficient; GA, gestational age (weeks); L, length (cm); LOA, 95% limits of agreement; MAPE, mean absolute percentage error; R0, resistance at very low, i.e. 0 kHz (Ω); R50, resistance at 50 kHz (Ω); R, resistance at very high, i.e. ∞ kHz (Ω); SD, standard deviation; SS, subscapular skinfold thickness (mm); W, weight (kg); ZC, impedance at the characteristic frequency (Ω).