{"title":"Longitudinal molecular network analysis in Guangxi: implications for HIV control.","authors":"Xianwu Pang, Kailing Tang, Qin He, Jie Ma, Ningye Fang, Haomin Xie, Shujia Liang","doi":"10.1097/QAD.0000000000004474","DOIUrl":null,"url":null,"abstract":"<p><strong>Objective: </strong>Guangxi faces a persistent HIV epidemic driven by heterosexual transmission and aging populations. This study uses molecular network to examine network topology and dynamics over time, providing insights for HIV control strategies.</p><p><strong>Methods: </strong>A total of 9751 samples were collected from HIV-infected individuals across Guangxi between 2005 and 2024. HIV pol gene was extracted, and molecular networks were constructed based on the TN93 genetic distance. Network indicators, including clustering rate, network density, degree distribution, transmission rate, and proportional detection rate, were calculated across four time periods (≤2009, 2010-2014, 2015-2020, 2021-2024). Stratified analyses were further conducted.</p><p><strong>Results: </strong>Population characteristics revealed pronounced epidemic aging (individuals aged ≥50 years increased from 10.6% to 62.3%) and a predominance of heterosexual transmission (rising from 50.4% to 90.6%). The network structure evolved from centralized to fragmented: clustering rate declined from 70.64% to 49.92%, network density decreased from 0.084 to 0.037, and the proportion of nodes with degree ≥4 fell from 37.50% to 13.34%. Degree distribution narrowed, suggesting a reduction in superspreading. Transmission rate and proportional detection rate also shifted downward, indicating suppressed network expansion in later periods. Stratified analyses showed higher clustering rates among heterosexual transmission, older adults, individuals with low education, and farmers, although overall declines were consistent across subgroups.</p><p><strong>Conclusions: </strong>This study highlights evolving HIV molecular network characteristics in Guangxi after three rounds of AIDS Conquering Project, offering evidence of reduced complexity and intensity over time. These findings inform planned HIV control efforts, underscoring the need for targeted interventions and enhanced monitoring, particularly for older, less-educated farmers.</p>","PeriodicalId":7502,"journal":{"name":"AIDS","volume":" ","pages":"1305-1313"},"PeriodicalIF":2.9000,"publicationDate":"2026-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"AIDS","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1097/QAD.0000000000004474","RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2026/2/20 0:00:00","PubModel":"Epub","JCR":"Q3","JCRName":"IMMUNOLOGY","Score":null,"Total":0}
引用次数: 0
Abstract
Objective: Guangxi faces a persistent HIV epidemic driven by heterosexual transmission and aging populations. This study uses molecular network to examine network topology and dynamics over time, providing insights for HIV control strategies.
Methods: A total of 9751 samples were collected from HIV-infected individuals across Guangxi between 2005 and 2024. HIV pol gene was extracted, and molecular networks were constructed based on the TN93 genetic distance. Network indicators, including clustering rate, network density, degree distribution, transmission rate, and proportional detection rate, were calculated across four time periods (≤2009, 2010-2014, 2015-2020, 2021-2024). Stratified analyses were further conducted.
Results: Population characteristics revealed pronounced epidemic aging (individuals aged ≥50 years increased from 10.6% to 62.3%) and a predominance of heterosexual transmission (rising from 50.4% to 90.6%). The network structure evolved from centralized to fragmented: clustering rate declined from 70.64% to 49.92%, network density decreased from 0.084 to 0.037, and the proportion of nodes with degree ≥4 fell from 37.50% to 13.34%. Degree distribution narrowed, suggesting a reduction in superspreading. Transmission rate and proportional detection rate also shifted downward, indicating suppressed network expansion in later periods. Stratified analyses showed higher clustering rates among heterosexual transmission, older adults, individuals with low education, and farmers, although overall declines were consistent across subgroups.
Conclusions: This study highlights evolving HIV molecular network characteristics in Guangxi after three rounds of AIDS Conquering Project, offering evidence of reduced complexity and intensity over time. These findings inform planned HIV control efforts, underscoring the need for targeted interventions and enhanced monitoring, particularly for older, less-educated farmers.
期刊介绍:
Publishing the very latest ground breaking research on HIV and AIDS. Read by all the top clinicians and researchers, AIDS has the highest impact of all AIDS-related journals. With 18 issues per year, AIDS guarantees the authoritative presentation of significant advances. The Editors, themselves noted international experts who know the demands of your work, are committed to making AIDS the most distinguished and innovative journal in the field. Submitted articles undergo a preliminary review by the editor. Some articles may be returned to authors without further consideration. Those being considered for publication will undergo further assessment and peer-review by the editors and those invited to do so from a reviewer pool.