Dispersion of the HIV-1 Epidemic in Men Who Have Sex with Men in the Netherlands: A Combined Mathematical Model and Phylogenetic Analysis.

<h4>Background</h4>The HIV-1 subtype B epidemic amongst men who have sex with men (MSM) is resurgent in many countries despite the widespread use of effective combination antiretroviral therapy (cART). In this combined mathematical and phylogenetic study of observational data, we aimed t...

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Main Authors: Daniela Bezemer, Anne Cori, Oliver Ratmann, Ard van Sighem, Hillegonda S Hermanides, Bas E Dutilh, Luuk Gras, Nuno Rodrigues Faria, Rob van den Hengel, Ashley J Duits, Peter Reiss, Frank de Wolf, Christophe Fraser, ATHENA observational cohort
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2015-11-01
Series:PLoS Medicine
Online Access:https://doi.org/10.1371/journal.pmed.1001898
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spelling doaj-25f367fdc4be49b7b329f9acbad8c9a32021-04-21T18:37:05ZengPublic Library of Science (PLoS)PLoS Medicine1549-12771549-16762015-11-011211e1001898; discussion e100189810.1371/journal.pmed.1001898Dispersion of the HIV-1 Epidemic in Men Who Have Sex with Men in the Netherlands: A Combined Mathematical Model and Phylogenetic Analysis.Daniela BezemerAnne CoriOliver RatmannArd van SighemHillegonda S HermanidesBas E DutilhLuuk GrasNuno Rodrigues FariaRob van den HengelAshley J DuitsPeter ReissFrank de WolfChristophe FraserATHENA observational cohort<h4>Background</h4>The HIV-1 subtype B epidemic amongst men who have sex with men (MSM) is resurgent in many countries despite the widespread use of effective combination antiretroviral therapy (cART). In this combined mathematical and phylogenetic study of observational data, we aimed to find out the extent to which the resurgent epidemic is the result of newly introduced strains or of growth of already circulating strains.<h4>Methods and findings</h4>As of November 2011, the ATHENA observational HIV cohort of all patients in care in the Netherlands since 1996 included HIV-1 subtype B polymerase sequences from 5,852 patients. Patients who were diagnosed between 1981 and 1995 were included in the cohort if they were still alive in 1996. The ten most similar sequences to each ATHENA sequence were selected from the Los Alamos HIV Sequence Database, and a phylogenetic tree was created of a total of 8,320 sequences. Large transmission clusters that included ≥10 ATHENA sequences were selected, with a local support value ≥ 0.9 and median pairwise patristic distance below the fifth percentile of distances in the whole tree. Time-varying reproduction numbers of the large MSM-majority clusters were estimated through mathematical modeling. We identified 106 large transmission clusters, including 3,061 (52%) ATHENA and 652 Los Alamos sequences. Half of the HIV sequences from MSM registered in the cohort in the Netherlands (2,128 of 4,288) were included in 91 large MSM-majority clusters. Strikingly, at least 54 (59%) of these 91 MSM-majority clusters were already circulating before 1996, when cART was introduced, and have persisted to the present. Overall, 1,226 (35%) of the 3,460 diagnoses among MSM since 1996 were found in these 54 long-standing clusters. The reproduction numbers of all large MSM-majority clusters were around the epidemic threshold value of one over the whole study period. A tendency towards higher numbers was visible in recent years, especially in the more recently introduced clusters. The mean age of MSM at diagnosis increased by 0.45 years/year within clusters, but new clusters appeared with lower mean age. Major strengths of this study are the high proportion of HIV-positive MSM with a sequence in this study and the combined application of phylogenetic and modeling approaches. Main limitations are the assumption that the sampled population is representative of the overall HIV-positive population and the assumption that the diagnosis interval distribution is similar between clusters.<h4>Conclusions</h4>The resurgent HIV epidemic amongst MSM in the Netherlands is driven by several large, persistent, self-sustaining, and, in many cases, growing sub-epidemics shifting towards new generations of MSM. Many of the sub-epidemics have been present since the early epidemic, to which new sub-epidemics are being added.https://doi.org/10.1371/journal.pmed.1001898
collection DOAJ
language English
format Article
sources DOAJ
author Daniela Bezemer
Anne Cori
Oliver Ratmann
Ard van Sighem
Hillegonda S Hermanides
Bas E Dutilh
Luuk Gras
Nuno Rodrigues Faria
Rob van den Hengel
Ashley J Duits
Peter Reiss
Frank de Wolf
Christophe Fraser
ATHENA observational cohort
spellingShingle Daniela Bezemer
Anne Cori
Oliver Ratmann
Ard van Sighem
Hillegonda S Hermanides
Bas E Dutilh
Luuk Gras
Nuno Rodrigues Faria
Rob van den Hengel
Ashley J Duits
Peter Reiss
Frank de Wolf
Christophe Fraser
ATHENA observational cohort
Dispersion of the HIV-1 Epidemic in Men Who Have Sex with Men in the Netherlands: A Combined Mathematical Model and Phylogenetic Analysis.
PLoS Medicine
author_facet Daniela Bezemer
Anne Cori
Oliver Ratmann
Ard van Sighem
Hillegonda S Hermanides
Bas E Dutilh
Luuk Gras
Nuno Rodrigues Faria
Rob van den Hengel
Ashley J Duits
Peter Reiss
Frank de Wolf
Christophe Fraser
ATHENA observational cohort
author_sort Daniela Bezemer
title Dispersion of the HIV-1 Epidemic in Men Who Have Sex with Men in the Netherlands: A Combined Mathematical Model and Phylogenetic Analysis.
title_short Dispersion of the HIV-1 Epidemic in Men Who Have Sex with Men in the Netherlands: A Combined Mathematical Model and Phylogenetic Analysis.
title_full Dispersion of the HIV-1 Epidemic in Men Who Have Sex with Men in the Netherlands: A Combined Mathematical Model and Phylogenetic Analysis.
title_fullStr Dispersion of the HIV-1 Epidemic in Men Who Have Sex with Men in the Netherlands: A Combined Mathematical Model and Phylogenetic Analysis.
title_full_unstemmed Dispersion of the HIV-1 Epidemic in Men Who Have Sex with Men in the Netherlands: A Combined Mathematical Model and Phylogenetic Analysis.
title_sort dispersion of the hiv-1 epidemic in men who have sex with men in the netherlands: a combined mathematical model and phylogenetic analysis.
publisher Public Library of Science (PLoS)
series PLoS Medicine
issn 1549-1277
1549-1676
publishDate 2015-11-01
description <h4>Background</h4>The HIV-1 subtype B epidemic amongst men who have sex with men (MSM) is resurgent in many countries despite the widespread use of effective combination antiretroviral therapy (cART). In this combined mathematical and phylogenetic study of observational data, we aimed to find out the extent to which the resurgent epidemic is the result of newly introduced strains or of growth of already circulating strains.<h4>Methods and findings</h4>As of November 2011, the ATHENA observational HIV cohort of all patients in care in the Netherlands since 1996 included HIV-1 subtype B polymerase sequences from 5,852 patients. Patients who were diagnosed between 1981 and 1995 were included in the cohort if they were still alive in 1996. The ten most similar sequences to each ATHENA sequence were selected from the Los Alamos HIV Sequence Database, and a phylogenetic tree was created of a total of 8,320 sequences. Large transmission clusters that included ≥10 ATHENA sequences were selected, with a local support value ≥ 0.9 and median pairwise patristic distance below the fifth percentile of distances in the whole tree. Time-varying reproduction numbers of the large MSM-majority clusters were estimated through mathematical modeling. We identified 106 large transmission clusters, including 3,061 (52%) ATHENA and 652 Los Alamos sequences. Half of the HIV sequences from MSM registered in the cohort in the Netherlands (2,128 of 4,288) were included in 91 large MSM-majority clusters. Strikingly, at least 54 (59%) of these 91 MSM-majority clusters were already circulating before 1996, when cART was introduced, and have persisted to the present. Overall, 1,226 (35%) of the 3,460 diagnoses among MSM since 1996 were found in these 54 long-standing clusters. The reproduction numbers of all large MSM-majority clusters were around the epidemic threshold value of one over the whole study period. A tendency towards higher numbers was visible in recent years, especially in the more recently introduced clusters. The mean age of MSM at diagnosis increased by 0.45 years/year within clusters, but new clusters appeared with lower mean age. Major strengths of this study are the high proportion of HIV-positive MSM with a sequence in this study and the combined application of phylogenetic and modeling approaches. Main limitations are the assumption that the sampled population is representative of the overall HIV-positive population and the assumption that the diagnosis interval distribution is similar between clusters.<h4>Conclusions</h4>The resurgent HIV epidemic amongst MSM in the Netherlands is driven by several large, persistent, self-sustaining, and, in many cases, growing sub-epidemics shifting towards new generations of MSM. Many of the sub-epidemics have been present since the early epidemic, to which new sub-epidemics are being added.
url https://doi.org/10.1371/journal.pmed.1001898
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