Densitometry Versus Bioimpedance for Modeling Vitamin D-Endocrine and Metabolic Associations in Pediatric Obesity: A Cross-Sectional Parallel-Modality Analysis.
Jakubowska-Pietkiewicz E, Chrzanowski J, Woźniak E • Nutrients • 2026
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
Results
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.
Results
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.
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.
Results
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.
Results
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.
Results
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.
Conclusions
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.
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