Evidence map›Paper›PMID 41796965›Full record

Observational studyThe American journal of clinical nutrition2026

Monitoring growth and body composition in children with 3-dimensional optical imaging: a pilot observational study.

Jonathan P Bennett, Michael C Wong, Isaac Y Tian, Aimee Bowen, Yong E Liu, Nisa N Kelly, Sophia Ramirez, Dominic Chow, Sergi Pujades, Andrea K Garber and 3 more

Registry-linked trialAbstract readObservational Study
In one paragraph

Observational study in The American journal of clinical nutrition, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT03706612 (Shape Up! Kids Study), which is not on this map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing 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.

NCT03706612 completednot on this map

Shape Up! Kids Study

TypeobservationalSponsorUniversity of HawaiiRan2017 to 2023Enrolled430ConditionsHealthy
3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

13 authors.

Jonathan P BennettDepartment of Epidemiology, University of Hawaii Cancer Center, Honolulu, HI, United States. Electronic address: jbennett@cc.hawaii.edu.
Michael C WongDepartment of Epidemiology, University of Hawaii Cancer Center, Honolulu, HI, United States; Abbott Nutrition, Columbus, OH, United States.
Isaac Y TianPaul G. Allen School of Computer Science and Engineering, University of Washington, Seattle, WA, United States.
Aimee BowenDepartment of Epidemiology, University of Hawaii Cancer Center, Honolulu, HI, United States.
Yong E LiuDepartment of Epidemiology, University of Hawaii Cancer Center, Honolulu, HI, United States.
Nisa N KellyDepartment of Epidemiology, University of Hawaii Cancer Center, Honolulu, HI, United States.
Sophia RamirezPennington Biomedical Research Center, Baton Rouge, LA, United States.
Dominic ChowJohn A. Burns School of Medicine, University of Hawaii at Manoa, Honolulu, HI, United States.
Sergi PujadesInstitute for Research in Digital Science and Technology (INRIA), Université Grenoble Alpes, CNRS, Grenoble INP, LJK, Grenoble, France.
Andrea K GarberDepartment of Pediatrics, University of California San Francisco, San Francisco, CA, United States.
Gertraud MaskarinecDepartment of Epidemiology, University of Hawaii Cancer Center, Honolulu, HI, United States.
Steven B HeymsfieldPennington Biomedical Research Center, Baton Rouge, LA, United States.
John A ShepherdDepartment of Epidemiology, University of Hawaii Cancer Center, Honolulu, HI, United States.

Funding

The Role of gp120 on Cardiovascular Disease in People Living with HIVU54MD007601 · NIMHD · UNIVERSITY OF HAWAII AT MANOA · PI Noemi Polgar · 2017 to 2026
$59.5M
Multi-center Randomized Controlled Trial of Refeeding in Anorexia NervosaR01HD082166 · NICHD · UNIVERSITY OF CALIFORNIA, SAN FRANCISCO · PI GARBER, ANDREA K · 2015 to 2025
$5.7M
Shape up! KidsR01DK111698 · NIDDK · UNIVERSITY OF HAWAII AT MANOA · PI HEYMSFIELD, STEVEN, SHEPHERD, JOHN ALAN · 2017 to 2021
$3.3M
NICHD NIH HHS R01 HD082166NIDDK NIH HHS R01 DK111698NIMHD NIH HHS U54 MD007601
6 · The paper itself

Abstract

backgroundNutritional disturbances among United States children and adolescents have risen sharply in recent decades. Current guidelines emphasize assessing body composition to track changes in fat mass (FM) and fat-free mass (FFM) after interventions. Three-dimensional optical (3DO) imaging has been validated in cross-sectional pediatric samples, although its accuracy in detecting longitudinal change has not been studied.

objectivesThis study evaluated the ability of 3DO imaging to monitor body composition over time in children and adolescents.

methodsA subsample of 26 ethnically diverse healthy children and adolescents from the Shape Up! Kids study completed whole-body dual-energy X-ray absorptiometry (DXA) and 3DO scans at baseline and again ≥1 y later. 3DO meshes were registered to a standardized template for vertex correspondence, transformed into principal components with an established shape model, and used to estimate whole-body and regional body composition measures using published equations. Body composition changes from 3DO scans were compared with DXA using linear regression and root mean square error (RMSE) to quantify error. Duplicate baseline scans provided least significant change (LSC) estimates to assess whether observed 3DO imaging changes reflected true changes in body composition.

resultsAt baseline, mean ± SD age was 10.2 ± 3.2 y, with a mean ± SD body mass index z-score of 0.56 ± 1.29. On average, there were 1.6 y (range: 12-18 mo) between baseline and follow-up. Agreement between 3DO imaging and DXA (R

conclusions3DO imaging is capable of monitoring body composition changes over time in children and adolescents. The accuracy, safety, and accessibility of this approach support its feasibility for risk screening in this population. This trial was registered at clinicaltrials.gov as NCT03706612.

Indexed as

Body CompositionImaging, Three-DimensionalOptical ImagingAbsorptiometry, PhotonAdolescentBody Mass IndexChildCross-Sectional StudiesFemaleHumansLongitudinal StudiesMalePilot Projects3-dimensional optical imagingbody compositionlongitudinal studymetabolic diseaseobesitypediatrics

Identifiers

PMID41796965
PMCPMC13660996

What OpenQuestion holds

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Registered trials

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 OpenQuestion graph.