The trajectories of bioelectrical impedance analysis-derived raw variables (phase angle and impedance ratio) in healthy Italian children and adolescents: a retrospective observational study.
Ballarin G, Bruzzese D, et al. • European journal of pediatrics • 2026
Phase angle and impedance ratio show clear age-related trajectories in healthy children and adolescents, with breakpoints observed around 11-12 years of age followed by more marked variations, particularly in boys.
Key Findings
Results
Phase angle increased similarly in both sexes from 6 to 11 years, after which the slope was ten times steeper in boys and three times steeper in girls.
A breakpoint in PhA trajectories was detected around 12 years of age in both sexes.
In the second decade of life, the rate of PhA increase diverged substantially between sexes.
The study enrolled 302 boys and 278 girls aged 6-16 years.
PhA was measured at 50 kHz for the whole body.
Results
A breakpoint in impedance ratio (IR) trajectories was also detected, but was statistically significant in boys only.
IR was calculated as the ratio of impedance Z at 250 kHz to Z at 5 kHz.
The breakpoint for IR was observed around 11-12 years of age.
Similar breakpoint patterns were observed for both PhA and IR.
The IR breakpoint was significant in boys but not in girls.
Results
Independent predictors of phase angle differed between sexes, with body weight, height, FFM, and %BF predicting PhA in boys, while age, body weight, height, and FFM predicted PhA in girls.
Fat-free mass (FFM) was an independent predictor in both boys and girls.
Percentage body fat (%BF) was an independent predictor in boys but not in girls.
Age was an independent predictor in girls but not in boys.
Similar findings for independent predictors were observed for IR as for PhA.
Methods
Segmented linear regression identified discontinuities (breakpoints) in the relationships between PhA or IR and age around 11-12 years in both sexes.
Segmented linear regression was applied to assess whether relationships between PhA or IR and age showed discontinuities with time.
Breakpoints were observed particularly in boys around 12 years of age.
Changes in both variables were associated with age.
The methodology allowed identification of distinct linear phases in the trajectories of BIA-derived raw variables.
Results
Changes in BIA-derived raw variables PhA and IR were associated with variability in fat-free mass across the first two decades of life.
FFM and %BF were estimated by BIA.
Anthropometry was measured with standardized procedures.
The study characterized trajectories of PhA and IR as proxy indicators of body cell mass and muscle structure.
The sample comprised healthy Italian children and adolescents aged 6-16 years (302 boys and 278 girls).
Ballarin G, Bruzzese D, Alicante P, Di Vincenzo O, Valerio G, Scalfi L. (2026). The trajectories of bioelectrical impedance analysis-derived raw variables (phase angle and impedance ratio) in healthy Italian children and adolescents: a retrospective observational study.. European journal of pediatrics. https://doi.org/10.1007/s00431-026-06748-2