Body Composition

Cross-sectional study assessing the association between lifestyle patterns and body composition among nursing intern students.

TL;DR

Healthy dietary practices, adequate sleep duration, and regular physical activity were significantly associated with lower BMI, body fat percentage, and visceral fat levels among nursing intern students, with physical activity demonstrating the strongest inverse association with BMI.

Key Findings

Physical activity demonstrated the strongest inverse association with BMI among all examined lifestyle behaviors.

  • The correlation between physical activity and BMI was r = -0.447
  • The standardized regression coefficient for physical activity was β = -0.389
  • This was the strongest association among all lifestyle behaviors examined in the study
  • The sample consisted of 801 nursing intern students

The regression model explained approximately 52% of the variance in BMI among nursing intern students.

  • The regression model was statistically significant (F = 48.72, p < 0.001)
  • R² = 0.52, indicating that the examined lifestyle variables accounted for approximately 52% of BMI variance
  • Multiple linear regression was used to examine relationships between lifestyle behaviors and body composition indicators
  • IBM SPSS Statistics version 26.0 was used for all analyses

Healthy dietary practices were significantly associated with lower BMI, body fat percentage, and visceral fat levels.

  • Descriptive statistics, correlation analyses, and multiple linear regression were performed
  • Body composition was objectively assessed using the InBody 520 Body Composition Analyzer
  • Measured outcomes included body fat percentage, fat-free muscle mass, visceral fat level, and BMI
  • The study population consisted of 801 nursing intern students assessed in a cross-sectional design

Frequent fast-food consumption, sugary drink intake, and breakfast skipping were significantly associated with higher BMI and adiposity indicators.

  • These dietary behaviors showed significant positive associations with BMI and adiposity measures
  • Associations were examined alongside physical activity and sleep patterns
  • Body composition outcomes measured included BMI, body fat percentage, and visceral fat level
  • Findings were derived from a cross-sectional sample of 801 nursing intern students

Adequate sleep duration was significantly associated with lower BMI, body fat percentage, and visceral fat levels.

  • Sleep patterns were examined alongside dietary habits and physical activity as lifestyle behavior variables
  • Sleep duration was included as an independent variable in the multiple linear regression model
  • Body composition was objectively measured using the InBody 520 Body Composition Analyzer
  • The cross-sectional design limits causal inference regarding the relationship between sleep and body composition

What This Means

This research suggests that among nursing intern students, everyday lifestyle habits — including how much they exercise, what they eat, and how long they sleep — are meaningfully linked to their body composition. The study measured body fat, muscle mass, visceral fat (fat stored around internal organs), and BMI in 801 nursing students using a body composition analyzer. Students who were more physically active, ate healthier diets, and got adequate sleep tended to have lower BMI, less body fat, and lower visceral fat levels. By contrast, students who frequently ate fast food, consumed sugary drinks, or skipped breakfast tended to have higher BMI and more body fat. Of all the lifestyle factors examined, physical activity had the strongest relationship with BMI. Together, the lifestyle variables studied accounted for about 52% of the differences in BMI seen across students, which is a relatively substantial portion. This suggests that lifestyle behaviors collectively play a large role in determining body composition in this population of young adult healthcare trainees. This research matters because nursing students face demanding training schedules that may make healthy habits difficult to maintain, and poor body composition in young adulthood can have long-term health consequences. The authors note that future studies following people over time or testing specific interventions are needed to better understand whether changing these lifestyle habits directly causes improvements in body composition, as cross-sectional studies like this one can only show associations, not cause and effect.

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Citation

Huwaikem M, Bano R. (2026). Cross-sectional study assessing the association between lifestyle patterns and body composition among nursing intern students.. Frontiers in public health. https://doi.org/10.3389/fpubh.2026.1892928