Evidence map›Paper›PMID 41997993›Full record

ArticleNature communications2026

Viral introductions and return to baseline sexual behaviors maintain low-level mpox incidence in Los Angeles.

Miguel I Paredes, Citina Liang, Sze-Chuan Suen, Ian W Holloway, Jacob M Garrigues, Nicole M Green, Trevor Bedford, Nicola F Müller, Joseph Osmundson

Abstract read
In one paragraph

Article in Nature communications, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
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

1 citing paper in PubMed.

  1. Article
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

9 authors.

Miguel I Paredes *Vaccine and Infectious Disease Division, Fred Hutchinson Cancer Center, Seattle, WA, USA. paredesm@uw.edu.ORCID 0000-0002-9712-1663
Citina Liang *Daniel J. Epstein Department of Industrial and Systems Engineering, University of Southern California Viterbi School of Engineering, Los Angeles, CA, USA.ORCID 0009-0001-5039-1973
Sze-Chuan SuenDaniel J. Epstein Department of Industrial and Systems Engineering, University of Southern California Viterbi School of Engineering, Los Angeles, CA, USA.
Ian W HollowaySchool of Nursing, University of California Los Angeles, Los Angeles, CA, USA.
Jacob M GarriguesLos Angeles County Department of Public Health, Los Angeles, CA, USA.
Nicole M GreenLos Angeles County Department of Public Health, Los Angeles, CA, USA.
Trevor BedfordVaccine and Infectious Disease Division, Fred Hutchinson Cancer Center, Seattle, WA, USA.
Nicola F MüllerDivision of HIV, Infectious Diseases & Global Medicine, Department of Medicine, University of California San Francisco, San Francisco, CA, USA.
Joseph OsmundsonDepartment of Biology, New York University, New York, NY, USA.

Funding

Real-time tracking of virus evolution for vaccine strain selection and epidemiological investigationR35GM119774 · NIGMS · FRED HUTCHINSON CANCER RESEARCH CENTER · PI BEDFORD, TREVOR BC · 2016 to 2025
$4.1M
High-Performance Compute Cluster for Comprehensive Cancer and Infectious Diseases ResearchS10OD028685 · OD · FRED HUTCHINSON CANCER RESEARCH CENTER · PI BRADLEY, PHILIP · 2020 to 2020
$2.0M
Scalable and Epidemiologically Interpretable Phylodynamics to Recover Heterogeneous Transmission DynamicsR35GM160163 · NIGMS · UNIVERSITY OF CALIFORNIA, SAN FRANCISCO · PI Nicola Felix Mueller · 2025 to 2026
$820k
FHCRC High-Performance Computing ClusterS10OD020069 · OD · FRED HUTCHINSON CANCER RESEARCH CENTER · PI KOOPERBERG, CHARLES L · 2015 to 2015
$600k
National Science Foundation (NSF) 2237959NCEZID CDC HHS U01 CK000357NIGMS NIH HHS R35 GM119774NIGMS NIH HHS R35 GM160163NIH HHS S10 OD020069NIH HHS S10 OD028685NIH National Institutes of Health S10-OD-020069NIH National Institutes of Health S10-OD-028685NIH National Institutes of Health & NIGMS R35-GM160163
6 · The paper itself

Abstract

In 2022, mpox clade IIb disseminated around the world, causing outbreaks in more than 117 countries. Despite the decay of the 2022 epidemic and the increased immunity within sexual networks, mpox continues to persist in North America without extinction, raising concerns of future outbreaks. We combined phylodyamic inference and microsimulation modeling to understand the heterogeneous dynamics governing local mpox persistence in Los Angeles County (LAC) from 2023 to 2024. Our Bayesian phylodynamic analysis revealed a time-varying pattern of viral importations into the county, which seeded mpox outbreak clusters that display "stuttering chains" dynamics. Our phylodynamics-informed microsimulation model demonstrated that the mpox cases in LAC can be explained by a combination of waves of viral introductions, a median effective reproductive rate below one, and a return to near-baseline sexual behaviors after the 2022 epidemic. Our counterfactual scenario modeling showed that frequent public health interventions that either promote increased isolation of infectious individuals or enact behavior-modifying campaigns during the periods with the highest viral importation intensity are actionable and effective at curbing mpox cases. Our work highlights the factors that maintain present-day mpox dynamics in a large, urban US county and describes how to leverage these results into community-centered public health interventions.

Indexed as

Mpox, MonkeypoxSexual BehaviorBayes TheoremDisease OutbreaksHumansIncidenceLos AngelesPhylogeny

Identifiers

PMID41997993
PMCPMC13276399

What OpenQuestion holds

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LicenceCC BY
Read underepoch 390

Registered trials

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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.