Evidence map›Paper›PMID 40211428›Full record

ArticleBMC public health2025

Identifying subgroups of Chinese men who have sex with men based on sexual behavior and drug use patterns using a clustering analysis approach.

Bingyang She, Jiajun Sun, Fang Lu, Siqi Lin, Yi Liu, Gaixia Li, Yawu Hu, Weiming Tang, Rayner Tan, Jason Ong and 2 more

Abstract read
In one paragraph

Article in BMC public health, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

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

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

2 citing papers in PubMed.

  1. Article
  2. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

12 authors.

Bingyang ShePhase I clinical trial research ward, The Second Affiliated Hospital of Xi'an Jiaotong University, No.157 Xi Wu Road, Xi'an, 710004, Shaanxi Province PRC, China.
Jiajun SunMelbourne Sexual Health Centre, Alfred Health, Melbourne, Australia.
Fang LuChina-Australia Joint Research Center for Infectious Diseases, School of Public Health, Xi'an Jiaotong University Health Science Center, Xi'an, 710061, Shaanxi, China.
Siqi LinChina-Australia Joint Research Center for Infectious Diseases, School of Public Health, Xi'an Jiaotong University Health Science Center, Xi'an, 710061, Shaanxi, China.
Yi LiuChina-Australia Joint Research Center for Infectious Diseases, School of Public Health, Xi'an Jiaotong University Health Science Center, Xi'an, 710061, Shaanxi, China.
Gaixia LiChina-Australia Joint Research Center for Infectious Diseases, School of Public Health, Xi'an Jiaotong University Health Science Center, Xi'an, 710061, Shaanxi, China.
Yawu HuChina-Australia Joint Research Center for Infectious Diseases, School of Public Health, Xi'an Jiaotong University Health Science Center, Xi'an, 710061, Shaanxi, China.
Weiming TangInstitute for Global Health and Infectious Diseases, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.
Rayner TanSaw Swee Hock School of Public Health, National University of Singapore, National University Health System, Singapore City, Singapore.
Jason OngMelbourne Sexual Health Centre, Alfred Health, Melbourne, Australia.
Shu SuDepartment of Epidemiology and Biostatistics, The Second Affiliated Hospital of Chongqing Medical University, Chongqing, China. shusu@hospital.cqmu.edu.cn.
Lei ZhangPhase I clinical trial research ward, The Second Affiliated Hospital of Xi'an Jiaotong University, No.157 Xi Wu Road, Xi'an, 710004, Shaanxi Province PRC, China. Lei.Zhang1@xjtu.edu.cn.

Funding

Epidemiology modeling and risk assessment 20200344Kuanren Talent programs of the second affiliated hospital of Chongqing Medical University 202417-16National Key R&D Program of China 2022YFC2505100, 2022YFC2505103Outstanding Young Scholars Support Program 3111500001the joint project of the Chongqing Health Commission and Science and Technology Bureau 2024QNXM057the National Natural Science Foundation of China No. 82304246the Natural Science Foundation of Chongqing No. CSTB2023NSCQ-MSX0198Xi'an Jiaotong University Young Scholar Support Grant YX6J004
6 · The paper itself

Abstract

introductionSexualized drug use (SDU) refers to using drugs before and during sex to enhance experiences, increasing high-risk behaviors, such as condomless sex, multiple sexual partners, and participation in group sex, among men who have sex with men (MSM). This study explores how SDU affects sexual behaviors in Chinese MSM.

methodsWe collected demographics, sexual acts, drug use, and condom attitudes data among 890 MSM from across China via WeChat ads through community-based organizations from March 23 to April 22, 2022.Cluster analysis using Gower's distance and hierarchical clustering explored differences in sexual acts among MSM who reported SDU in their last encounter and otherwise.

resultsCluster analysis categorized participants into three Clusters. Cluster 3 (n = 155) reported 100% SDU in their last sexual encounter (83.87% poppers use), whereas Clusters 1 (n = 581) and 2 (n = 154) reported none. Compared to other Clusters, Cluster 3 had significantly higher PrEP use (34.90% vs. 17.02% vs. 8.00%, p < 0.0001), more sexual acts over the past 12 months (35.80-61.30 vs. 31.30-56.10 and 4.37-21.22, p < 0.001), more regular (3.16 ± 4.37 vs. 2.27 ± 3.52 vs. 2.51 ± 2.53, p = 0.028) and casual partners (4.55 ± 6.55 vs. 2.48 ± 3.21 vs. 2.74 ± 3.66, p < 0.0001), more partners with STIs (8.39% vs. 3.79% vs. 3.90%, p = 0.029), and lower consistent condom use (48.53% vs. 59.41% vs. 72.28%, p < 0.0001). Cluster 1 had moderate frequency in all sexual acts except self-masturbation, which was most common in Cluster 2.

conclusionSDU is a stratum for identifying MSM subgroups, and MSM who reported SDU demonstrated higher sexual risk behaviors and PrEP usage. Among those not practicing SDU, self-masturbation is a key behavioral indicator for subgrouping.

Indexed as

Homosexuality, MaleSexual and Gender MinoritiesSexual BehaviorSubstance-Related DisordersAdultChinaCluster AnalysisCondomsEast Asian PeopleHumansMaleMiddle AgedRisk-TakingSexual PartnersSurveys and QuestionnairesYoung AdultCluster analysisMSMSexual actsSexual behavioral patternsSexualized drug use

Identifiers

PMID40211428
PMCPMC11983739

What OpenQuestion holds

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LicenceCC BY
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Registered trials

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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.