Body Composition

The trajectories of bioelectrical impedance analysis-derived raw variables (phase angle and impedance ratio) in healthy Italian children and adolescents: a retrospective observational study.

TL;DR

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

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.

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.

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.

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.

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).

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Citation

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