Evidence mapPaperPMID 41822917Full record

ArticleFrontiers in public health2026

The relationship between Body Mass Index and Physical Fitness Index among college students: a cross-sectional study in Yangzhou, China.

Hailin Gong, Yuehui Zhao

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Article in Frontiers in public health, 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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2 · The registry

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4 · The record

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5 · Who and what money

Authors and funding

2 authors.

Hailin GongCollege of Physical Education, Yangzhou University, Yangzhou, China.
Yuehui ZhaoCollege of Physical Education, Yangzhou University, Yangzhou, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Obesity and insufficient physical activity are major public health concerns among college students. Body Mass Index (BMI) and physical fitness levels are key indicators of functional health, but large-scale, objective measurement studies among Chinese college students suggest their correlation remains limited. This study aims to investigate the relationship between BMI and fitness index, and to explore gender differences. Methods: This study collected physical fitness test data from 28,861 undergraduate students in their first through fourth years at a university in Yangzhou, China, during the 2024 academic year. According to national standards, BMI is categorized into underweight, normal weight, overweight, and obese. Physical fitness is assessed using standardized tests covering lung capacity, flexibility, speed, explosive power, endurance, and muscular strength, with an overall fitness score calculated. The associations between BMI, gender, and physical fitness tests and scores were analyzed using two-way analysis of variance, correlation analysis, and quadratic regression models. Results: Body Mass Index is significantly correlated with most physical fitness test indicators. Students with normal BMI achieved higher overall fitness scores and better performance in most physical fitness tests, while underweight, overweight, and obese students performed worse. A higher BMI is associated with poorer performance in speed, endurance, and muscle strength, while lung capacity increases with rising BMI. Quadratic regression analyses revealed a significant nonlinear association between Body Mass Index and physical fitness, with optimal performance observed within the normal BMI range, and declines evident at both lower and higher BMI levels. This non-linear pattern differed by gender. Among males with higher Body Mass Index, the decline in physical fitness is more pronounced. Female students demonstrated significantly higher overall physical fitness levels than male students. Conclusion: Body Mass Index exhibits a distinct nonlinear relationship with physical fitness. College students with BMIs within the normal range demonstrate optimal physical fitness levels, while deviations from this range are associated with overall declines in physical fitness, particularly among male students. These findings provide a scientific basis for physical fitness monitoring and stratified intervention strategies for college students. However, due to the cross-sectional design of this study, causal relationships between BMI and physical fitness cannot be established, and future longitudinal studies are warranted.

Indexed as

Body Mass IndexPhysical FitnessStudentsAdolescentChinaCross-Sectional StudiesFemaleHumansMaleObesitySex FactorsUniversitiesYoung AdultBody Mass Indexcollege studentsinsufficient physical activityobesityPhysical Fitness Indexphysical health

Identifiers

PMID41822917
PMCPMC12975883

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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.