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ORIGINAL RESEARCH article

Front. Psychol.

Sec. Health Psychology

Analysis of the Interactive Effects Between Sleep Quality, Trait Mindfulness, Vigor, and Five Types of Negative Emotions Using EBICglasso Network Analysis

Provisionally accepted
Xiaoqian  DingXiaoqian Ding1*Zirong  YangZirong Yang2*Lijie  QiaoLijie Qiao1Qingmin  LiQingmin Li1
  • 1Liaoning Normal University, Dalian, China
  • 2Affiliated Zhongshan Hospital of Dalian University, Dalian, China

The final, formatted version of the article will be published soon.

Network analysis is adept at uncovering complex interaction patterns that traditional statistical methods often fail to capture. However, few studies have utilized network analysis to explore the intricate relationships between sleep quality, trait mindfulness, vigor, and various negative emotions. This study assessed the sleep quality, trait mindfulness, vigor, depression, anxiety, confusion, hostility, and fatigue of 1,529 Chinese college students using the Pittsburgh Sleep Quality Index (PSQI), the Mindful Attention Awareness Scale (MAAS), and the Profile of Mood States (POMS). The EBICglasso network analysis method was employed to investigate the complex psychological factors influencing college students' sleep quality. The network analysis revealed that: (1) the node Vigor-Activity was positively associated with the node Trait Mindfulness (r = 0.23) and negatively associated with the node Sleep Quality (r = -0.10); the node Depression-Dejection was positively associated with the node Anger-Hostility (r = 0.53), showing the strongest edge strength; and the node Depression-Dejection was positively associated with the node Tension-Anxiety (r = 0.36). (2) The node Depression-Dejection had the highest strength centrality in the overall network, while the node Vigor-Activity exhibited the highest betweenness and closeness centrality. In the network comprising sleep quality, trait mindfulness, vigor, anxiety, depression, hostility, confusion, and fatigue, depression emerged as the core factor, with vigor serving as a bridging factor.

Keywords: EBICglasso network analysis, sleep quality, Trait mindfulness, vigor, Negativeemotions

Received: 18 Sep 2025; Accepted: 28 Nov 2025.

Copyright: © 2025 Ding, Yang, Qiao and Li. 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:
Xiaoqian Ding
Zirong Yang

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