ArticleBMC medicine2019
HIV-1 molecular transmission clusters in nine European countries and Canada: association with demographic and clinical factors.
Article in BMC medicine, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 36 papers, 1 of them a synthesis that pooled it.
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Who cites it
36 citing papers in PubMed, 1 synthesis or guideline pooled it, 56 citations in OpenAlex.
- Advances in research of HIV transmission networks.Chinese medical journal · 2020Pooled it
- From giant components to communities: community-level insights for prioritizing interventions within large clusters of HIV-1 transmission networks.Infectious Disease Modelling · 2027Article
- Unraveling HIV-1 spread in Southwest China: a phylogenetic and molecular network approach.Frontiers in microbiology · 2026Article
- Phylogenetics and molecular evolution to understand and curb the HIV pandemic.Nature reviews. Microbiology · 2026Review
- HIV molecular transmission networks among students in Guangxi: unraveling the dynamics of student-driven HIV epidemic.Emerging microbes & infections · 2025Article
- HIV-1 drug resistance and molecular transmission network analysis of newly diagnosed people living with HIV in Beijing, China: a retrospective study from 2015 to 2023.Virology journal · 2025Article
- Analysis of HIV transmission characteristics and intervention effects in Guangxi based on molecular networks.AIDS (London, England) · 2025Article
- Dynamics of clustering rates in the Rhode Island HIV-1 epidemic.AIDS (London, England) · 2025Article
- Molecular network analysis for detecting HIV transmission clusters: insights and implications.Frontiers in public health · 2025Article
- HIV-1 transmitted drug resistance in newly diagnosed individuals in Italy over the period 2015-21.The Journal of antimicrobial chemotherapy · 2024Article
- Exploring Dynamic Changes in HIV-1 Molecular Transmission Networks and Key Influencing Factors: Cross-Sectional Study.JMIR public health and surveillance · 2024Article
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- Tracing the First Days of the SARS-CoV-2 Pandemic in Greece and the Role of the First Imported Group of Travelers.Microbiology spectrum · 2022Article
- Transmitted HIV-1 is more virulent in heterosexual individuals than men-who-have-sex-with-men.PLoS pathogens · 2022Article
- Molecular epidemiology of HIV-1 in Oryol Oblast, Russia.Virus evolution · 2022Article
- Transmission Clusters, Predominantly Associated With Men Who Have Sex With Men, Play a Main Role in the Propagation of HIV-1 in Northern Spain (2013-2018).Frontiers in microbiology · 2022Article
- HIV-1-Transmitted Drug Resistance and Transmission Clusters in Newly Diagnosed Patients in Portugal Between 2014 and 2019.Frontiers in microbiology · 2022Article
- Epidemiological profile and molecular genetic characterization of HIV-1 among female sex workers and elderly male clients in Guangxi, China.Emerging microbes & infections · 2021Article
- Identification of risk factors associated with national transmission and late presentation of HIV-1, Denmark, 2009 to 2017.Euro surveillance : bulletin Europeen sur les maladies transmissibles = European communicable disease bulletin · 2021Article
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Authors and funding
15 authors at 11 institutions in 10 countries.
Funding
Abstract
backgroundKnowledge of HIV-1 molecular transmission clusters (MTCs) is important, especially in large-scale datasets, for designing prevention programmes and public health intervention strategies. We used a large-scale HIV-1 sequence dataset from nine European HIV cohorts and one Canadian, to identify MTCs and investigate factors associated with the probability of belonging to MTCs.
methodsTo identify MTCs, we applied maximum likelihood inferences on partial pol sequences from 8955 HIV-positive individuals linked to demographic and clinical data. MTCs were defined using two different criteria: clusters with bootstrap support >75% (phylogenetic confidence criterion) and clusters consisting of sequences from a specific region at a proportion of >75% (geographic criterion) compared to the total number of sequences within the network. Multivariable logistic regression analysis was used to assess factors associated with MTC clustering.
resultsAlthough 3700 (41%) sequences belonged to MTCs, proportions differed substantially by country and subtype, ranging from 7% among UK subtype C sequences to 63% among German subtype B sequences. The probability of belonging to an MTC was independently less likely for women than men (OR = 0.66; P < 0.001), older individuals (OR = 0.79 per 10-year increase in age; P < 0.001) and people of non-white ethnicity (OR = 0.44; P < 0.001 and OR = 0.70; P = 0.002 for black and 'other' versus white, respectively). It was also more likely among men who have sex with men (MSM) than other risk groups (OR = 0.62; P < 0.001 and OR = 0.69; P = 0.002 for people who inject drugs, and sex between men and women, respectively), subtype B (ORs 0.36-0.70 for A, C, CRF01 and CRF02 versus B; all P < 0.05), having a well-estimated date of seroconversion (OR = 1.44; P < 0.001), a later calendar year of sampling (ORs 2.01-2.61 for all post-2002 periods versus pre-2002; all P < 0.01), and being naïve to antiretroviral therapy at sampling (OR = 1.19; P = 0.010).
conclusionsA high proportion (>40%) of individuals belonged to MTCs. Notably, the HIV epidemic dispersal appears to be driven by subtype B viruses spread within MSM networks. Expansion of regional epidemics seems mainly associated with recent MTCs, rather than the growth of older, established ones. This information is important for designing prevention and public health intervention strategies.
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