Evidence map›Paper›PMID 42761615›Full record

ArticlePsychology research and behavior management2026

Gender-Specific Network Structures of Depression and PTSD Symptoms in Chinese Firefighters.

Yidi Wang, Xiaoli Ni, Mengze Li, Jiaying Zhang, Zhujing Ma, Yifeng Gai, Zhongying Wu, Jinming Fan, Bin Liu, Lei Song and 1 more

Abstract read
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Article in Psychology research and behavior management, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

What it found

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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

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3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

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5 · Who and what money

Authors and funding

11 authors.

Yidi Wang *School of Humanities and Social Science, Xi'an Jiaotong University, Xi'an, 710049, People's Republic of China.
Xiaoli Ni *School of Humanities and Social Science, Xi'an Jiaotong University, Xi'an, 710049, People's Republic of China.
Mengze Li *Department of Military Medical Psychology, Air Force Medical University, Xi'an, 710032, People's Republic of China.
Jiaying ZhangDepartment of Military Medical Psychology, Air Force Medical University, Xi'an, 710032, People's Republic of China.
Zhujing MaDepartment of Military Medical Psychology, Air Force Medical University, Xi'an, 710032, People's Republic of China.
Yifeng GaiDepartment of Military Medical Psychology, Air Force Medical University, Xi'an, 710032, People's Republic of China.
Zhongying WuDepartment of Military Medical Psychology, Air Force Medical University, Xi'an, 710032, People's Republic of China.
Jinming FanSchool of Humanities and Social Science, Xi'an Jiaotong University, Xi'an, 710049, People's Republic of China.
Bin LiuDepartment of Military Medical Psychology, Air Force Medical University, Xi'an, 710032, People's Republic of China.
Lei SongDepartment of Military Medical Psychology, Air Force Medical University, Xi'an, 710032, People's Republic of China.
Qun YangDepartment of Military Medical Psychology, Air Force Medical University, Xi'an, 710032, People's Republic of China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Firefighters are frequently exposed to severe stressors, leading to high rates of comorbid depression and PTSD, yet research exploring gender differences in these conditions remains limited. Objective: This study employed symptom network analysis to examine the comorbid network structure and gender-specific bridge symptoms of depression and PTSD among Chinese firefighters. Methods: Data from 6240 firefighters (5357 males, 883 females, M age = 29.33, SD age = 5.57) were analyzed using the Patient Health Questionnaire-9 (PHQ-9) and the PTSD Checklist-Civilian Version (PCL-C). Network analysis was adopted to explore the interconnections between depression and PTSD symptoms, and network comparison test was conducted to examine gender differences. Results: The results indicated that female firefighters had significantly higher PTSD and depression scores compared to male firefighters. Across all firefighters, PHQ4 (feeling tired), PHQ9 (suicide), and PCL-13 (sleep difficulties) acted as bridge symptoms connecting depression and PTSD; however, bridge nodes differed markedly by gender. PHQ4 (feeling tired) and PHQ7 (trouble concentrating) served as female-specific bridge symptoms tied to internalized affective and cognitive struggles, whereas male-specific bridge symptoms were PHQ8 (impaired motor skills) and PHQ9 (suicide), corresponding to externalized dysfunction and acute crisis symptoms. Conclusion: This study emphasizes the importance of gender-specific interventions.

Indexed as

bridge symptomscomorbiditydepressionfirefightersgender differencesPTSD

Identifiers

PMID42761615
PMCPMC13588112

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.