Is Better Diet Quality Linked to Better Competitive Functioning? An Integrative Multi-Analytic Study of Sleep Difficulty and Subjective Vitality Among Chinese Collegiate Athletes

Background: Diet quality may be associated with recovery-related experiences and self-reported physical and psychological functioning in athletes. However, the roles of sleep difficulty and subjective vitality in these associations, together with their item-level network structure and predictive relevance, have not been examined within an integrated analytical framework. This study investigated the associations of diet quality with self-rated physical fitness and competitive psychological readiness among collegiate athletes and examined cross-sectional indirect associations involving sleep difficulty and subjective vitality. Methods: A cross-sectional survey was conducted among 1641 collegiate athletes participating in provincial-level university sporting events in Yunnan and Guizhou, China. Assessments were completed on the athletes’ competition check-in day. All core variables were assessed using self-report instruments, including diet quality, sleep difficulty, subjective vitality, self-rated physical fitness, and competitive psychological readiness, with the latter operationalized using mental toughness. Cross-sectional indirect associations were estimated using PROCESS Model 6. Regularized partial-correlation networks and bridge centrality analyses were used to characterize item-level conditional associations. Ridge regression and XGBoost were further applied to evaluate out-of-sample predictive performance, and SHAP values were used to quantify the relative predictive contribution of variables within the XGBoost models. Results: Higher diet quality was significantly associated with fewer sleep difficulties and with higher subjective vitality, self-rated physical fitness, and competitive psychological readiness. Significant indirect associations were observed involving sleep difficulty alone, subjective vitality alone, and the ordered sleep difficulty–subjective vitality term in both outcome models; the subjective-vitality-only estimate was the largest. Network analysis indicated that sleep-difficulty nodes were predominantly characterized by negative bridging connections, whereas subjective-vitality nodes showed primarily positive bridging connections across communities. In the predictive analyses, Ridge regression achieved holdout R2 values of 0.415 for self-rated physical fitness and 0.341 for competitive psychological readiness. In exploratory XGBoost analyses, subjective vitality showed the highest relative SHAP importance in both models. Conclusions: Diet quality was associated with self-rated physical fitness and competitive psychological readiness, operationalized using mental toughness, with additional indirect associations involving sleep difficulty and subjective vitality. These findings provide a conceptual basis for considering nutrition, sleep, and daytime vitality within an integrated athlete-support framework. Their temporal ordering and the effects of modifying these factors require longitudinal and experimental testing.

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Publication Details

Journal
Nutrients
Published
2026-10-15
DOI
https://doi.org/10.3390/nu18203385
Primary Topic
Sleep and related disorders
Type
article
Field-Weighted Citation Impact
0.00

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article

Is Better Diet Quality Linked to Better Competitive Functioning? An Integrative Multi-Analytic Study of Sleep Difficulty and Subjective Vitality Among Chinese Collegiate Athletes

Jiahao Wang, Yanfeng Peng, Tian Yin, Zeng Gao et al.
Nutrients
Sleep and related disorders
article

Is Better Diet Quality Linked to Better Competitive Functioning? An Integrative Multi-Analytic Study of Sleep Difficulty and Subjective Vitality Among Chinese Collegiate Athletes

Jiahao Wang, Yanfeng Peng, Tian Yin, Zeng Gao, Tiande Pan, Pengbo Wang
article en

Abstract

Background: Diet quality may be associated with recovery-related experiences and self-reported physical and psychological functioning in athletes. However, the roles of sleep difficulty and subjective vitality in these associations, together with their item-level network structure and predictive relevance, have not been examined within an integrated analytical framework. This study investigated the associations of diet quality with self-rated physical fitness and competitive psychological readiness among collegiate athletes and examined cross-sectional indirect associations involving sleep difficulty and subjective vitality. Methods: A cross-sectional survey was conducted among 1641 collegiate athletes participating in provincial-level university sporting events in Yunnan and Guizhou, China. Assessments were completed on the athletes’ competition check-in day. All core variables were assessed using self-report instruments, including diet quality, sleep difficulty, subjective vitality, self-rated physical fitness, and competitive psychological readiness, with the latter operationalized using mental toughness. Cross-sectional indirect associations were estimated using PROCESS Model 6. Regularized partial-correlation networks and bridge centrality analyses were used to characterize item-level conditional associations. Ridge regression and XGBoost were further applied to evaluate out-of-sample predictive performance, and SHAP values were used to quantify the relative predictive contribution of variables within the XGBoost models. Results: Higher diet quality was significantly associated with fewer sleep difficulties and with higher subjective vitality, self-rated physical fitness, and competitive psychological readiness. Significant indirect associations were observed involving sleep difficulty alone, subjective vitality alone, and the ordered sleep difficulty–subjective vitality term in both outcome models; the subjective-vitality-only estimate was the largest. Network analysis indicated that sleep-difficulty nodes were predominantly characterized by negative bridging connections, whereas subjective-vitality nodes showed primarily positive bridging connections across communities. In the predictive analyses, Ridge regression achieved holdout R2 values of 0.415 for self-rated physical fitness and 0.341 for competitive psychological readiness. In exploratory XGBoost analyses, subjective vitality showed the highest relative SHAP importance in both models. Conclusions: Diet quality was associated with self-rated physical fitness and competitive psychological readiness, operationalized using mental toughness, with additional indirect associations involving sleep difficulty and subjective vitality. These findings provide a conceptual basis for considering nutrition, sleep, and daytime vitality within an integrated athlete-support framework. Their temporal ordering and the effects of modifying these factors require longitudinal and experimental testing.

NutrientsVol. 18(20)
Minzu University of China (CN), China University of Geosciences (CN), Xiangtan University (CN), Beijing Sport University (CN)
Education Department of Hunan Province
Good health and well-being
Openalex Percentile: Top 8%
Sleep and related disorders
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