ORIGINAL RESEARCH article
Front. Endocrinol.
Sec. Developmental Endocrinology
This article is part of the Research TopicHealth Promotion Through The Life Stages: from Newborn to the ElderlyView all 6 articles
Short Stature-Related Factors and Nomogram-Based Risk Prediction in Children Aged 7-12: Evidence From Chaozhou, China
Provisionally accepted- 1College of Medicine, Shantou University, Shantou, Guangdong Province, China
- 2Department of Endocrinology, Chaozhou Central Hospital, China, Chaozhou, Guangdong Province, China
- 3First Affiliated Hospital of Shantou University Medical College, Shantou, Guangdong Province, China
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Objective: Childhood height development is a crucial indicator of public health, with the prevalence of short stature serving as an important metric. This study aimed to investigate the height development status, prevalence of short stature, and associated risk factors among 7-12-year-old children in Chaozhou City, China, providing valuable reference data for local prevention and intervention strategies to address short stature. Methods: A cross-sectional survey on the height of 7-12-year-old children was conducted in Chaozhou City, Guangdong Province, China. Standardized measurement tools were used to collect height data for epidemiological analysis. To explore risk factors for short stature, a questionnaire survey was administered to a random sample of the surveyed population. Univariate and multivariate logistic regression analyses were conducted to identify factors associated with the risk of short stature and to construct a predictive model. Results: A total of 7,799 children participated in the height survey. Girls had significantly higher mean heights than boys at ages 8, 11, and 12 (all P < 0.001). The overall prevalence of short stature was 3.7%. Although girls had a higher prevalence than boys (4.0% vs. 3.4%), the difference was not statistically significant (P = 0.167). Multivariate logistic regression identified independent risk factors for short stature, including paternal height < 160 cm, maternal height <150 cm, birth weight < 2.5 kg , preterm birth, exercising < 3 times per week, sleep duration < 8 hours per day, and irregular diet. A preference for meat and dairy products was independently associated with a reduced risk of short stature. The nomogram model developed based on these factors demonstrated good predictive performance, with an area under the curve of 0.858 (95%CI 0.815-0.900). Conclusions: The overall prevalence of short stature in 7-12-year-old children in Chaozhou was slightly higher than the national average. This study analyzed the risk factors for short stature in children, and the risk prediction model developed from these factors demonstrated good predictive accuracy for short stature prevalence. However, external validation in independent cohorts is necessary to confirm the robustness of the model.
Keywords: Chaozhou City, Height development, Risk factors, riskprediction model, short stature
Received: 23 Mar 2025; Accepted: 13 Jan 2026.
Copyright: © 2026 Zhang, Lin and Xu. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
* Correspondence: Wencan Xu
Disclaimer: All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article or claim that may be made by its manufacturer is not guaranteed or endorsed by the publisher.
