Cargando…

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....

Descripción completa

Detalles Bibliográficos
Autores principales: 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
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Taylor & Francis 2020
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
_version_ 1783499804317319168
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
work_keys_str_mv AT kwantszho incorporationofinformationdiffusionmodelforenhancinganalysesinhivmolecularsurveillance
AT wongngaisze incorporationofinformationdiffusionmodelforenhancinganalysesinhivmolecularsurveillance
AT luigracechungyan incorporationofinformationdiffusionmodelforenhancinganalysesinhivmolecularsurveillance
AT chankennychiwai incorporationofinformationdiffusionmodelforenhancinganalysesinhivmolecularsurveillance
AT tsangowentakyin incorporationofinformationdiffusionmodelforenhancinganalysesinhivmolecularsurveillance
AT leungwaishing incorporationofinformationdiffusionmodelforenhancinganalysesinhivmolecularsurveillance
AT hokaiman incorporationofinformationdiffusionmodelforenhancinganalysesinhivmolecularsurveillance
AT leemanpo incorporationofinformationdiffusionmodelforenhancinganalysesinhivmolecularsurveillance
AT lamwilson incorporationofinformationdiffusionmodelforenhancinganalysesinhivmolecularsurveillance
AT chanszenga incorporationofinformationdiffusionmodelforenhancinganalysesinhivmolecularsurveillance
AT chandenisepuichung incorporationofinformationdiffusionmodelforenhancinganalysesinhivmolecularsurveillance
AT leeshuishan incorporationofinformationdiffusionmodelforenhancinganalysesinhivmolecularsurveillance