# Independent and joint associations of a body shape index and cardiorespiratory fitness with executive function in adolescents: a cross-sectional study in China

**Authors:** Cunjian Bi, Xiaokang Ran, Feng Zhang, Xinming Ye, Xiaojian Yin, Mengmeng Zhang, Pengwei Sun

PMC · DOI: 10.3389/fnut.2026.1739948 · Frontiers in Nutrition · 2026-02-06

## TL;DR

This study examines how body shape and fitness levels in Chinese adolescents relate to their cognitive control abilities, finding significant associations.

## Contribution

The study is the first to use a national sample to explore the independent and combined effects of body shape index and cardiorespiratory fitness on adolescent executive function.

## Key findings

- Higher body shape index and lower cardiorespiratory fitness are linked to worse executive function in adolescents.
- Specific cognitive functions like memory refreshing and task switching are significantly impacted by these factors.
- Improving fitness and controlling body shape could enhance cognitive abilities in adolescents.

## Abstract

Executive function plays a crucial role in adolescent development and future adult achievement. However, previous research on the associations between a body shape index (ABSI), cardiorespiratory fitness, and executive function has been limited. No studies have yet been conducted using nationally representative samples. This study aims to analyze the independent and joint associations among ABSI, cardiorespiratory fitness, with executive function using a national sample, thereby providing support for enhancing and intervening in executive function among Chinese adolescents.

From 2022 to 2023, a three-stage stratified cluster sampling method was employed to randomly select 8,621 adolescents aged 13–18 years across nine regions in China for a cross-sectional assessment of ABSI, cardiorespiratory fitness, and executive function. The independent and joint associations between ABSI, cardiorespiratory fitness, with executive function were analyzed using chi-square tests, t-tests, one-way ANOVA, binary logistic regression, and generalized linear model binary logistic regression.

The VO2max of Chinese adolescents is (41.12 ± 5.08) mL/kg/min; the ABSI is (0.0615 ± 0.0240). The inhibit control function reaction time, the refreshing memory function reaction time, and the switching flexibility function reaction time are (13.69 ± 11.89) ms, (1055.05 ± 354.69) ms, and (320.32 ± 182.66) ms, respectively. Compared across the ABSI groups (Q1, Q2, Q3, Q4), statistically significant differences were observed in reaction times for the adolescent inhibit control function, refreshing memory function, and switching flexibility function (χ2 = 72.642, 184.613, 2826.466, p < 0.001). Similarly, statistically significant differences were observed in VO2max between Q1, Q2, Q3, and Q4 groups (χ2 = 54.539, 47.333, 42.127, p < 0.001). Generalized linear model binary logistic regression analysis revealed that compared with the group with ABSI is Q1 and VO2max is Q4, the group with ABSI is Q3 and VO2max is Q1 exhibited a higher risk of developing: refreshing memory function dysfunction (OR = 6.20, 95% CI: 4.42–8.70), and switching flexibility function dysfunction (OR = 4.76, 95% CI: 3.48–6.52; p < 0.001).

There are independent and joint associations between ABSI, cardiorespiratory fitness and executive function among Chinese adolescents. Effectively controlling the increase in ABSI and improving cardiorespiratory fitness levels play a positive role in promoting executive function in adolescents.

## Full-text entities

- **Genes:** BDNF (brain derived neurotrophic factor) [NCBI Gene 627] {aka ANON2, BULN2}, CREB1 (cAMP responsive element binding protein 1) [NCBI Gene 1385] {aka CREB, CREB-1}, IL6 (interleukin 6) [NCBI Gene 3569] {aka BSF-2, BSF2, CDF, HGF, HSF, IFN-beta-2}, TNF (tumor necrosis factor) [NCBI Gene 7124] {aka DIF, IMD127, TNF-alpha, TNFA, TNFSF2, TNLG1F}
- **Diseases:** metabolic diseases (MESH:D008659), abdominal obesity (MESH:D056128), impaired executive function (MESH:D003072), memory dysfunction (MESH:D008569), inhibit control (MESH:C565433), abdominal adiposity (MESH:D000007), obesity (MESH:D009765), depression (MESH:D003866), executive function (MESH:D003291), executive dysfunction (MESH:D006331), stroke (MESH:D020521), overweight (MESH:D050177), insulin resistance (MESH:D007333), anxiety (MESH:D001007), mental health issues (OMIM:603663), neuroinflammation (MESH:D000090862), inflammation (MESH:D007249), ABSI (MESH:C566784), flexibility (MESH:D005413), metabolic syndrome (MESH:D024821), physical disabilities (MESH:D059445), hypertension (MESH:D006973), atherosclerosis (MESH:D050197), mitochondrial damage (MESH:D028361)
- **Chemicals:** dopamine (MESH:D004298), norepinephrine (MESH:D009638), alcohol (MESH:D000438), ketone bodies (MESH:D007657), lactate (MESH:D019344), cortisol (MESH:D006854), ABSI (-), TC (MESH:D013667), oxygen (MESH:D010100)
- **Species:** Crohivirus B (no rank) [taxon 2169854], Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

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## References

57 references — full list in the complete paper: https://tomesphere.com/paper/PMC12920174/full.md

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Source: https://tomesphere.com/paper/PMC12920174