Evidence map›Paper›PMID 33128066›Full record

Trial reportAmerican journal of epidemiology2021

Disseminated Effects in Agent-Based Models: A Potential Outcomes Framework and Application to Inform Preexposure Prophylaxis Coverage Levels for HIV Prevention.

Ashley L Buchanan, S Bessey, William C Goedel, Maximilian King, Eleanor J Murray, Samuel R Friedman, M Elizabeth Halloran, Brandon D L Marshall

Open access · bronzeAbstract readRandomized Controlled Trial
In one paragraph

Trial report in American journal of epidemiology, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 12 papers, 3 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
12citing papers in PubMed, 3 pooled it
0.3field-weighted citation impact, top 27% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

12 citing papers in PubMed, 3 syntheses or guidelines pooled it, 20 citations in OpenAlex.

  1. Pooled it
  2. A Review of Network Models for HIV Spread.Journal of acquired immune deficiency syndromes (1999) · 2025
    Pooled it
  3. Pooled it
  4. Trial
  5. Article
  6. Making evidence go further: Advancing synergy between agent-based modeling and randomized control trials.Proceedings of the National Academy of Sciences of the United States of America · 2024
    Article
  7. Article
  8. Applications of agent-based modeling in trauma research.Psychological trauma : theory, research, practice and policy · 2023
    Article
  9. Article
  10. Article
  11. Article
  12. Complex systems models for causal inference in social epidemiology.Journal of epidemiology and community health · 2021
    Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

8 authors at 4 institutions in 1 country.

Ashley L Buchanan
S Bessey
William C Goedel
Maximilian King
Eleanor J Murray
Samuel R Friedman
M Elizabeth Halloran
Brandon D L Marshall
University of Washington · USBrown University · USUniversity of Rhode Island · USNew York University · US

Funding

Transdisciplinary Theoretical Svnthesis and Development CoreP30DA011041 · NIDA · NEW YORK UNIVERSITY · PI Holly Hagan, Courtney McKnight · 1998 to 2026
$38.9M
Preventing HIV Transmission by Recently-Infected Drug UsersDP1DA034989 · NIDA · NATIONAL DEVELOPMENT AND RESEARCH INSTITUTES, INC. · PI FRIEDMAN, SAMUEL R · 2012 to 2016
$3.8M
The Brown Initiative in HIV and AIDS Clinical Research for Minority CommunitiesR25MH083620 · NIMH · MIRIAM HOSPITAL · PI NUNN, AMY STEWART · 2008 to 2025
$3.7M
Highly Adaptive Epidemic Control Strategies for HIV Prevention in Drug UsersDP2DA040236 · NIDA · BROWN UNIVERSITY · PI MARSHALL, BRANDON DAVID LEWIS · 2015 to 2015
$2.4M
Causal Inference Methods for HIV Prevention Studies Among Networks of People Who Use DrugsDP2DA046856 · NIDA · UNIVERSITY OF RHODE ISLAND · PI BUCHANAN, ASHLEY LYNN · 2018 to 2019
$2.3M
HPV vaccination efficacy for cervical cancer prevention in young women with perinatal HIV infectionR21HD098733 · NICHD · BOSTON UNIVERSITY MEDICAL CAMPUS · PI MURRAY, ELEANOR · 2019 to 2020
$467k
Leveraging Social Networks to Improve Uptake of a Novel Biomedical HIV Prevention MethodF31MH121112 · NIMH · BROWN UNIVERSITY · PI GOEDEL, WILLIAM CHRISTOPHER · 2019 to 2019
$37k
NICHD NIH HHS R21 HD098733NIDA NIH HHS DP1 DA034989NIDA NIH HHS DP2 DA040236NIDA NIH HHS DP2 DA046856NIDA NIH HHS P30 DA011041NIMH NIH HHS F31 MH121112NIMH NIH HHS R25 MH083620
6 · The paper itself

Abstract

Preexposure prophylaxis (PrEP) for prevention of human immunodeficiency virus (HIV) infection may benefit not only the person who uses it but also their uninfected sexual risk contacts. We developed an agent-based model using a novel trial emulation approach to quantify disseminated effects of PrEP use among men who have sex with men in Atlanta, Georgia, from 2015 to 2017. Model components (subsets of agents connected through partnerships in a sexual network but not sharing partnerships with any other agents) were first randomized to an intervention coverage level or the control group; then, within intervention components, eligible agents were randomized to receive or not receive PrEP. We calculated direct and disseminated (indirect) effects using randomization-based estimators and report corresponding 95% simulation intervals across scenarios ranging from 10% coverage in the intervention components to 90% coverage. A population of 11,245 agents was simulated, with an average of 1,551 components identified. When comparing agents randomized to no PrEP in 70% coverage components with control agents, there was a 15% disseminated risk reduction in HIV incidence (risk ratio = 0.85, 95% simulation interval: 0.65, 1.05). Persons not on PrEP may receive a protective benefit by being in a sexual network with higher PrEP coverage. Agent-based models are useful for evaluating possible direct and disseminated effects of HIV prevention modalities in sexual networks.

Indexed as

Homosexuality, MalePre-Exposure ProphylaxisAdolescentAdultAgedAnti-HIV AgentsGeorgiaHIV InfectionsHumansMaleMiddle AgedModels, StatisticalSexual BehaviorAnti-HIV Agentsagent-based modelsHIVHIV preventioninterference/disseminationmen who have sex with menpreexposure prophylaxis

Identifiers

PMID33128066
PMCPMC8096482
OpenAlexW3097762242

What OpenQuestion holds

Textmetadata
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.