Cargando…

Methods for Assessing Spillover in Network-Based Studies of HIV/AIDS Prevention among People Who Use Drugs

Human Immunodeficiency Virus (HIV) interventions among people who use drugs (PWUD) often have spillover, also known as interference or dissemination, which occurs when one participant’s exposure affects another participant’s outcome. PWUD are often members of networks defined by social, sexual, and...

Descripción completa

Detalles Bibliográficos
Autores principales: Buchanan, Ashley L., Katenka, Natallia, Lee, Youjin, Wu, Jing, Pantavou, Katerina, Friedman, Samuel R., Halloran, M. Elizabeth, Marshall, Brandon D. L., Forastiere, Laura, Nikolopoulos, Georgios K.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9967280/
https://www.ncbi.nlm.nih.gov/pubmed/36839598
http://dx.doi.org/10.3390/pathogens12020326
_version_ 1784897225360408576
author Buchanan, Ashley L.
Katenka, Natallia
Lee, Youjin
Wu, Jing
Pantavou, Katerina
Friedman, Samuel R.
Halloran, M. Elizabeth
Marshall, Brandon D. L.
Forastiere, Laura
Nikolopoulos, Georgios K.
author_facet Buchanan, Ashley L.
Katenka, Natallia
Lee, Youjin
Wu, Jing
Pantavou, Katerina
Friedman, Samuel R.
Halloran, M. Elizabeth
Marshall, Brandon D. L.
Forastiere, Laura
Nikolopoulos, Georgios K.
author_sort Buchanan, Ashley L.
collection PubMed
description Human Immunodeficiency Virus (HIV) interventions among people who use drugs (PWUD) often have spillover, also known as interference or dissemination, which occurs when one participant’s exposure affects another participant’s outcome. PWUD are often members of networks defined by social, sexual, and drug-use partnerships and their receipt of interventions can affect other members in their network. For example, HIV interventions with possible spillover include educational training about HIV risk reduction, pre-exposure prophylaxis, or treatment as prevention. In turn, intervention effects frequently depend on the network structure, and intervention coverage levels and spillover can occur even if not measured in a study, possibly resulting in an underestimation of intervention effects. Recent methodological approaches were developed to assess spillover in the context of network-based studies. This tutorial provides an overview of different study designs for network-based studies and related methodological approaches for assessing spillover in each design. We also provide an overview of other important methodological issues in network studies, including causal influence in networks and missing data. Finally, we highlight applications of different designs and methods from studies of PWUD and conclude with an illustrative example from the Transmission Reduction Intervention Project (TRIP) in Athens, Greece.
format Online
Article
Text
id pubmed-9967280
institution National Center for Biotechnology Information
language English
publishDate 2023
publisher MDPI
record_format MEDLINE/PubMed
spelling pubmed-99672802023-02-26 Methods for Assessing Spillover in Network-Based Studies of HIV/AIDS Prevention among People Who Use Drugs Buchanan, Ashley L. Katenka, Natallia Lee, Youjin Wu, Jing Pantavou, Katerina Friedman, Samuel R. Halloran, M. Elizabeth Marshall, Brandon D. L. Forastiere, Laura Nikolopoulos, Georgios K. Pathogens Tutorial Human Immunodeficiency Virus (HIV) interventions among people who use drugs (PWUD) often have spillover, also known as interference or dissemination, which occurs when one participant’s exposure affects another participant’s outcome. PWUD are often members of networks defined by social, sexual, and drug-use partnerships and their receipt of interventions can affect other members in their network. For example, HIV interventions with possible spillover include educational training about HIV risk reduction, pre-exposure prophylaxis, or treatment as prevention. In turn, intervention effects frequently depend on the network structure, and intervention coverage levels and spillover can occur even if not measured in a study, possibly resulting in an underestimation of intervention effects. Recent methodological approaches were developed to assess spillover in the context of network-based studies. This tutorial provides an overview of different study designs for network-based studies and related methodological approaches for assessing spillover in each design. We also provide an overview of other important methodological issues in network studies, including causal influence in networks and missing data. Finally, we highlight applications of different designs and methods from studies of PWUD and conclude with an illustrative example from the Transmission Reduction Intervention Project (TRIP) in Athens, Greece. MDPI 2023-02-15 /pmc/articles/PMC9967280/ /pubmed/36839598 http://dx.doi.org/10.3390/pathogens12020326 Text en © 2023 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Tutorial
Buchanan, Ashley L.
Katenka, Natallia
Lee, Youjin
Wu, Jing
Pantavou, Katerina
Friedman, Samuel R.
Halloran, M. Elizabeth
Marshall, Brandon D. L.
Forastiere, Laura
Nikolopoulos, Georgios K.
Methods for Assessing Spillover in Network-Based Studies of HIV/AIDS Prevention among People Who Use Drugs
title Methods for Assessing Spillover in Network-Based Studies of HIV/AIDS Prevention among People Who Use Drugs
title_full Methods for Assessing Spillover in Network-Based Studies of HIV/AIDS Prevention among People Who Use Drugs
title_fullStr Methods for Assessing Spillover in Network-Based Studies of HIV/AIDS Prevention among People Who Use Drugs
title_full_unstemmed Methods for Assessing Spillover in Network-Based Studies of HIV/AIDS Prevention among People Who Use Drugs
title_short Methods for Assessing Spillover in Network-Based Studies of HIV/AIDS Prevention among People Who Use Drugs
title_sort methods for assessing spillover in network-based studies of hiv/aids prevention among people who use drugs
topic Tutorial
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9967280/
https://www.ncbi.nlm.nih.gov/pubmed/36839598
http://dx.doi.org/10.3390/pathogens12020326
work_keys_str_mv AT buchananashleyl methodsforassessingspilloverinnetworkbasedstudiesofhivaidspreventionamongpeoplewhousedrugs
AT katenkanatallia methodsforassessingspilloverinnetworkbasedstudiesofhivaidspreventionamongpeoplewhousedrugs
AT leeyoujin methodsforassessingspilloverinnetworkbasedstudiesofhivaidspreventionamongpeoplewhousedrugs
AT wujing methodsforassessingspilloverinnetworkbasedstudiesofhivaidspreventionamongpeoplewhousedrugs
AT pantavoukaterina methodsforassessingspilloverinnetworkbasedstudiesofhivaidspreventionamongpeoplewhousedrugs
AT friedmansamuelr methodsforassessingspilloverinnetworkbasedstudiesofhivaidspreventionamongpeoplewhousedrugs
AT halloranmelizabeth methodsforassessingspilloverinnetworkbasedstudiesofhivaidspreventionamongpeoplewhousedrugs
AT marshallbrandondl methodsforassessingspilloverinnetworkbasedstudiesofhivaidspreventionamongpeoplewhousedrugs
AT forastierelaura methodsforassessingspilloverinnetworkbasedstudiesofhivaidspreventionamongpeoplewhousedrugs
AT nikolopoulosgeorgiosk methodsforassessingspilloverinnetworkbasedstudiesofhivaidspreventionamongpeoplewhousedrugs