Body Composition

Densitometry Versus Bioimpedance for Modeling Vitamin D-Endocrine and Metabolic Associations in Pediatric Obesity: A Cross-Sectional Parallel-Modality Analysis.

TL;DR

In children with established obesity, seasonal and age factors dominate 25(OH)D variability while adiposity contributes little within-group, vitamin D shows endocrine but not metabolic associations, and DXA does not outperform BIA for physiologic modeling.

Key Findings

DXA systematically measured higher fat percentage than BIA in this pediatric obesity cohort.

  • DXA fat % was 46.6% versus BIA fat % of 36.7%.
  • The cohort consisted of 165 children with simple obesity and no vitamin D prophylaxis.
  • Data were collected between July 2022 and July 2025.
  • Bland-Altman analysis was used to assess DXA-BIA agreement.
  • This finding is consistent with prior literature showing BIA systematically underestimates adiposity compared to DXA.

25(OH)D correlated inversely with adiposity by both modalities in univariate analysis, but adiposity was not a significant determinant of 25(OH)D after covariate adjustment.

  • Univariate inverse correlations: DXA rho = -0.16, BIA rho = -0.19.
  • After adjustment for season and age, adiposity was not a significant determinant of 25(OH)D with either modality.
  • The cohort median 25(OH)D level was 21.9 ng/mL.
  • Partial correlations and linear regression were used for adjustment analyses.

Seasonal and age factors dominated 25(OH)D variability rather than adiposity in this homogeneous pediatric obesity cohort.

  • Age and season were recorded and used to adjust for potential covariates.
  • Adiposity contributed little to within-group 25(OH)D variability once season and age were accounted for.
  • The cohort median age was 13 years.
  • The sample was restricted to children with simple obesity, creating a homogeneous within-group adiposity distribution.

No mediation of vitamin D's associations with metabolic outcomes via adiposity was detected with either measurement modality.

  • Mediation-style models were tested linking vitamin D to metabolic outcomes through adiposity.
  • Metabolic outcomes included glucose, insulin, HOMA-IR, and lipids.
  • The null mediation finding was consistent across both DXA and BIA adiposity estimates.
  • Parallel mediation analyses were conducted for both modalities.

The vitamin D-PTH-calcium endocrine axis was robust and consistent across both DXA and BIA measurement modalities.

  • PTH, calcium, and phosphate were measured as part of the biochemical panel.
  • The vitamin D-PTH-calcium axis associations were detected regardless of whether DXA or BIA was used to measure adiposity.
  • Vitamin D showed endocrine but not metabolic associations in this cohort.
  • This endocrine axis consistency was observed across parallel analyses including partial correlations and linear regression.

DXA did not outperform BIA for physiologic modeling of vitamin D associations in this pediatric obesity cohort.

  • Both modalities yielded similar conclusions for all tested associations: adiposity-25(OH)D correlations, mediation models, and the vitamin D-PTH-calcium axis.
  • Despite DXA measuring higher absolute fat percentage (46.6% vs. 36.7%), the direction and significance of physiologic associations were equivalent.
  • Parallel analyses were designed specifically to compare the two modalities side-by-side.
  • The authors concluded that within a homogeneous pediatric obesity cohort, the choice of modality does not materially affect physiologic modeling results.

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Citation

Jakubowska-Pietkiewicz E, Chrzanowski J, Woźniak E. (2026). Densitometry Versus Bioimpedance for Modeling Vitamin D-Endocrine and Metabolic Associations in Pediatric Obesity: A Cross-Sectional Parallel-Modality Analysis.. Nutrients. https://doi.org/10.3390/nu18050750