Evidence map›Paper›PMID 41580548›Full record

Observational studyEuropean journal of pediatrics2026

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

Giada Ballarin, Dario Bruzzese, Paola Alicante, Olivia Di Vincenzo, Giuliana Valerio, Luca Scalfi

Abstract readObservational Study
In one paragraph

Observational study in European journal of pediatrics, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

6 authors.

Giada BallarinDepartment of Medical, Movement and Wellbeing Sciences, University of Napoli "Parthenope", 80133, Naples, Italy.
Dario BruzzeseDepartment of Public Health, "Federico II" University, 80131, Naples, Italy.
Paola AlicanteDepartment of Public Health, "Federico II" University, 80131, Naples, Italy.
Olivia Di VincenzoDepartment of Experimental Medicine, "Sapienza" University, 00161, Rome, Italy.
Giuliana ValerioDepartment of Medical, Movement and Wellbeing Sciences, University of Napoli "Parthenope", 80133, Naples, Italy. giuliana.valerio@uniparthenope.it.
Luca ScalfiDepartment of Public Health, "Federico II" University, 80131, Naples, Italy.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

There is a growing interest for bioelectrical impedance analysis (BIA)-derived raw variables such as phase angle (PhA) and impedance-Z ratio, since they are considered proxy indicators of body cell mass and muscle structure. So far, limited information is available on the trajectories of PhA and IR during the first two decades of life. Anthropometry was measured with standardized procedures. For the whole body, PhA was measured at 50 kHz, while IR was calculated as the ratio of Z at 250 kHz/Z to that 5 kHz. Fat-free mass (FFM) and percentage body fat (%BF) were estimated by BIA. Segmented linear regression was applied to assess whether the relationships between PhA or IR and age showed discontinuities with time. Healthy children and adolescents were enrolled (302 boys and 278 girls aged 6-16 yrs). Independent predictors of PhA were body weight, height, FFM and %BF in boys and age, body weight, height and FFM in girls. Similar findings were observed for IR. PhA increased similarly in both sexes from 6 to 11 yrs. In the second decade the slope was ten times steeper in boys and three times in girls, with a breakpoint around 12 yrs in both sexes. A breakpoint was also detected for IR which was significant in boys only. This study provides a comprehensive description of the trajectories of PhA and IR in healthy children and adolescents. Changes of both variables were associated with age, with breakpoints observed around 11-12 yrs of age, followed by more marked variations with time. What is known: • In children and adolescents, BIA-derived raw variables, such as phase angle and impedance ratio, have been related to muscle strength and cardiorespiratory fitness and were considered as a marker of outcome in hospitalized paediatric patients. • A limited number of papers described the trajectory of these variables in paediatric population. What is new: • There are very clear age-related differences in BIA-derived variables over the first two decades of life, with a variability related to variation in fat-free mass. • For both variables, breakpoints were observed particularly in boys around 12 yrs of age.

Indexed as

Body CompositionElectric ImpedanceAdolescentAge FactorsAnthropometryChildFemaleHumansItalyMaleReference ValuesRetrospective StudiesAdolescentsBiolelectrical impedance analysisChildrenImpedance indexPhase angle

Identifiers

PMID41580548
PMCPMC12831691

What Socratic holds

Textmetadata
LicenceCC BY
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Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.