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ORIGINAL RESEARCH article

Front. Public Health

Sec. Substance Use Disorders and Behavioral Addictions

This article is part of the Research TopicTechnologies and Innovations to Improve Healthcare Practice and Patient Outcomes in Mental Health and Addiction ScienceView all articles

Relationship Between Attentional Bias and Psychological Craving in Methamphetamine Use Disorder

Provisionally accepted
Qiuping  HuangQiuping Huang1Zhenjiang  LiaoZhenjiang Liao2Xuhao  WangXuhao Wang2Wenwu  WangWenwu Wang3Li  ChaoLi Chao3Yiqi  NieYiqi Nie3Shihua  PengShihua Peng2Lin  ZhaoLin Zhao3Hongxian  ShenHongxian Shen2Jing  QiJing Qi1*Xinxin  ChenXinxin Chen2*
  • 1Hunan University of Chinese Medicine, Changsha, China
  • 2Second Xiangya Hospital, Central South University, Changsha, China
  • 3Hunan Provincial Lushan Compulsory Isolation Detoxification Center, Changsha, China

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

Background: Psychological craving and attentional bias are important indicators of addiction, as well as critical factors influencing relapse. Psychological craving includes withdrawal craving (a persistent background state during abstinence) and cue-induced craving (an acute, impulsive desire provoked by drug-related stimuli). However, the relationship between attentional bias and these two types of craving remains unclear. This study aims to investigate the association between attentional bias and psychological craving in individuals with methamphetamine use disorder (MUD) using a picture-based addiction Stroop task. Methods: A total of 134 individuals with MUD were recruited. General demographic information and details regarding substance use were collected through questionnaires. For withdrawal craving, the visual analog craving scale (VAS) was used to assess the level of drug craving during the abstinence period. To assess cue-induced craving, participants were presented with drug-related scenarios through virtual reality (VR). Craving was then measured in each virtual scenario using a visual analog scale (VAS) integrated into the system. Subsequently, attentional bias was evaluated by the picture addiction Stroop task. Results: MUD participants demonstrated significantly longer reaction times to MA-related image stimuli compared to neutral image stimuli (p < 0.001). Attentional bias scores were positively correlated with both withdrawal craving (p = 0.001) and cue-induced craving (p = 0.043). Significant differences in attentional bias scores were observed among groups with varying levels of withdrawal craving (F = 5.364, p = 0.006). Multiple linear regression analysis revealed that withdrawal craving was independently and specifically associated with attentional bias (β =8.135, P =0.006). Conclusion: Individuals with MUD exhibit significant attentional bias towards MA-related cues, which is associated with the intensity of both withdrawal and cue-induced craving. Furthermore, attentional bias is significantly associated with withdrawal craving rather than cue craving. These findings provide a foundation for developing interventions targeting attentional bias and craving in MUD.

Keywords: methamphetamine use disorder, attentional bias, craving, Stroop task, withdrawl craving

Received: 04 Jul 2025; Accepted: 21 Nov 2025.

Copyright: © 2025 Huang, Liao, Wang, Wang, Chao, Nie, Peng, Zhao, Shen, Qi and Chen. 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:
Jing Qi, 895378293@qq.com
Xinxin Chen, chenxx_2013_csu@163.com

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