Evidence map›Paper›PMID 42780328›Full record

ArticleFrontiers in pediatrics2026

Body mass index is positively associated with flatfoot and inversely associated with hindfoot valgus in school-aged children: a cross-sectional analysis of 3,292 screening records.

Shanyuan Li, Dongmei Li, Yongxin Huo, Ying Xu, Yuhang Wang, Hongyan Zhou, Xinyang Dong, Ying Song, Weixin Yang, Bin Wang

Abstract read
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Article in Frontiers in pediatrics, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

10 authors.

Shanyuan LiDepartment of Rehabilitation, Tangshan Second Hospital, Tangshan, Hebei, China.
Dongmei LiInstitute of Traumatology, Tangshan Second Hospital, Tangshan, Hebei, China.
Yongxin HuoInstitute of Traumatology, Tangshan Second Hospital, Tangshan, Hebei, China.
Ying XuInstitute of Traumatology, Tangshan Second Hospital, Tangshan, Hebei, China.
Yuhang WangTianjin Delijie Medical Devices Co., Ltd., Tianjin, China.
Hongyan ZhouInstitute of Traumatology, Tangshan Second Hospital, Tangshan, Hebei, China.
Xinyang DongInstitute of Traumatology, Tangshan Second Hospital, Tangshan, Hebei, China.
Ying SongInstitute of Traumatology, Tangshan Second Hospital, Tangshan, Hebei, China.
Weixin YangInstitute of Traumatology, Tangshan Second Hospital, Tangshan, Hebei, China.
Bin WangInstitute of Traumatology, Tangshan Second Hospital, Tangshan, Hebei, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: A higher body mass index (BMI) has been associated with pediatric flatfoot, but it is unclear whether BMI relates similarly to arch morphology, hallux alignment, and hindfoot alignment when these measures are collected within the same school-screening workflow. Herein, we examined phenotype-specific associations between BMI and three scanner-derived foot measures. Methods: This secondary cross-sectional analysis linked project-based school foot-screening records to on-site anthropometric measurements. After linkage and quality-control exclusions, 3,292 records from six primary schools were analyzed. Record-level outcomes were moderate-to-severe flatfoot (arch index ≥ 0.28), mild hallux valgus (15° to <30°), and moderate-to-severe hindfoot valgus (≥4°), with positivity defined by either foot. BMI was analyzed in sample-specific quartiles and per 1 internal SD. Multivariable binary logistic regression adjusted for age, sex, and school; threshold and duplicate-identifier sensitivity analyses were performed. Results: The 3,292 records represented 3,266 unique school-student identifiers; median age was 10 years (IQR: 9-12), and There were 1,616 female records (49.1%). Screening prevalence was 64.3% for flatfoot, 11.5% for mild hallux valgus, and 52.8% for hindfoot valgus. Each 1-SD higher BMI (4.73 kg/m Conclusions: BMI was positively associated with flatfoot and inversely associated with hindfoot valgus, while no significant association was observed for mild hallux valgus. These cross-sectional associations describe operational scanner-derived screening phenotypes and should not be interpreted as causal effects or clinical diagnoses. Prospective studies with documented anthropometric quality control and validated clinical or radiographic measures are needed.

Indexed as

body mass indexflatfoothallux valgushindfoot valguspediatric orthopedicsschool screening

Identifiers

PMID42780328
PMCPMC13597771

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