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Incorporation of information diffusion model for enhancing analyses in HIV molecular surveillance
Molecular surveillance of infections is essential in monitoring their transmission in the population. In this study, newly diagnosed HIV patients' phylogenetic, clinical and behavioural data were integrated, and an information diffusion model was incorporated in analysing transmission dynamics....
Autores principales: | , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Taylor & Francis
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7034068/ https://www.ncbi.nlm.nih.gov/pubmed/31997717 http://dx.doi.org/10.1080/22221751.2020.1718554 |
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author | Kwan, Tsz Ho Wong, Ngai Sze Lui, Grace Chung Yan Chan, Kenny Chi Wai Tsang, Owen Tak Yin Leung, Wai Shing Ho, Kai Man Lee, Man Po Lam, Wilson Chan, Sze Nga Chan, Denise Pui Chung Lee, Shui Shan |
author_facet | Kwan, Tsz Ho Wong, Ngai Sze Lui, Grace Chung Yan Chan, Kenny Chi Wai Tsang, Owen Tak Yin Leung, Wai Shing Ho, Kai Man Lee, Man Po Lam, Wilson Chan, Sze Nga Chan, Denise Pui Chung Lee, Shui Shan |
author_sort | Kwan, Tsz Ho |
collection | PubMed |
description | Molecular surveillance of infections is essential in monitoring their transmission in the population. In this study, newly diagnosed HIV patients' phylogenetic, clinical and behavioural data were integrated, and an information diffusion model was incorporated in analysing transmission dynamics. A genetic network was constructed from HIV sequences, from which transmission cascades were extracted. From the transmission cascades, CRF01_AE had higher values of information diffusion metrics, including scale, speed and range, than that of B, signifying the distinct transmission patterns of two circulating subtypes in Hong Kong. Patients connected in the network, were more likely male, younger, of main circulating subtypes, to have acquired HIV infection locally, and a higher CD4 level at diagnosis. Genetic connections varied among men who have sex with men (MSM) who used different channels of sex networking and varied in their engagement in risk behaviours. MSM using recreational drugs for sex held positions of greater importance within the network. Significant differences in network metrics were observed among MSM as differentiated by their mobile apps usage patterns, evidencing the impact of social network on transmission networks. The applied model in the presence of consistently collected longitudinal data could enhance HIV molecular epidemiologic surveillance for informing future intervention planning. |
format | Online Article Text |
id | pubmed-7034068 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Taylor & Francis |
record_format | MEDLINE/PubMed |
spelling | pubmed-70340682020-03-03 Incorporation of information diffusion model for enhancing analyses in HIV molecular surveillance Kwan, Tsz Ho Wong, Ngai Sze Lui, Grace Chung Yan Chan, Kenny Chi Wai Tsang, Owen Tak Yin Leung, Wai Shing Ho, Kai Man Lee, Man Po Lam, Wilson Chan, Sze Nga Chan, Denise Pui Chung Lee, Shui Shan Emerg Microbes Infect Article Molecular surveillance of infections is essential in monitoring their transmission in the population. In this study, newly diagnosed HIV patients' phylogenetic, clinical and behavioural data were integrated, and an information diffusion model was incorporated in analysing transmission dynamics. A genetic network was constructed from HIV sequences, from which transmission cascades were extracted. From the transmission cascades, CRF01_AE had higher values of information diffusion metrics, including scale, speed and range, than that of B, signifying the distinct transmission patterns of two circulating subtypes in Hong Kong. Patients connected in the network, were more likely male, younger, of main circulating subtypes, to have acquired HIV infection locally, and a higher CD4 level at diagnosis. Genetic connections varied among men who have sex with men (MSM) who used different channels of sex networking and varied in their engagement in risk behaviours. MSM using recreational drugs for sex held positions of greater importance within the network. Significant differences in network metrics were observed among MSM as differentiated by their mobile apps usage patterns, evidencing the impact of social network on transmission networks. The applied model in the presence of consistently collected longitudinal data could enhance HIV molecular epidemiologic surveillance for informing future intervention planning. Taylor & Francis 2020-01-30 /pmc/articles/PMC7034068/ /pubmed/31997717 http://dx.doi.org/10.1080/22221751.2020.1718554 Text en © 2020 The Author(s). Published by Informa UK Limited, trading as Taylor & Francis Group, on behalf of Shanghai Shangyixun Cultural Communication Co., Ltd https://creativecommons.org/licenses/by/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) ), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Article Kwan, Tsz Ho Wong, Ngai Sze Lui, Grace Chung Yan Chan, Kenny Chi Wai Tsang, Owen Tak Yin Leung, Wai Shing Ho, Kai Man Lee, Man Po Lam, Wilson Chan, Sze Nga Chan, Denise Pui Chung Lee, Shui Shan Incorporation of information diffusion model for enhancing analyses in HIV molecular surveillance |
title | Incorporation of information diffusion model for enhancing analyses in HIV molecular surveillance |
title_full | Incorporation of information diffusion model for enhancing analyses in HIV molecular surveillance |
title_fullStr | Incorporation of information diffusion model for enhancing analyses in HIV molecular surveillance |
title_full_unstemmed | Incorporation of information diffusion model for enhancing analyses in HIV molecular surveillance |
title_short | Incorporation of information diffusion model for enhancing analyses in HIV molecular surveillance |
title_sort | incorporation of information diffusion model for enhancing analyses in hiv molecular surveillance |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7034068/ https://www.ncbi.nlm.nih.gov/pubmed/31997717 http://dx.doi.org/10.1080/22221751.2020.1718554 |
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