Evidence map›Paper›PMID 41495385›Full record

ArticleCommunications medicine2026

Behavior change and infection induced immunity led to the decline of the 2022 Mpox outbreak in Berlin.

Nils Gubela, Hee-Yeong Kim, Nikolay Lunchenkov, Daniel Stern, Janine Michel, Andreas Nitsche, Axel J Schmidt, Ulrich Marcus, Max von Kleist

Abstract read
In one paragraph

Article in Communications medicine, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Article
  2. Rapid spread of MPXV clade Ib with high genetic relatedness among men who have sex with men, Berlin, Germany, week 50 2025 up to week 10 2026.Euro surveillance : bulletin Europeen sur les maladies transmissibles = European communicable disease bulletin · 2026
    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

9 authors.

Nils GubelaDepartment of Mathematics & Computer Science, Freie Universität Berlin, Berlin, Germany. nils.gubela@fu-berlin.de.ORCID http://orcid.org/0009-0003-1391-3343
Hee-Yeong KimProject Group 5 "Systems Medicine of Infectious Disease", Robert Koch Institute, Berlin, Germany.ORCID http://orcid.org/0009-0005-9060-8953
Nikolay LunchenkovDepartment of Infectious Disease Epidemiology, Robert Koch Institute, Berlin, Germany.ORCID http://orcid.org/0000-0001-8567-9240
Daniel SternCentre for Biological Threats and Special Pathogens, Biological Toxins (ZBS3), Robert Koch Institute, Berlin, Germany.ORCID http://orcid.org/0000-0001-9057-4283
Janine MichelCentre for Biological Threats and Special Pathogens, Highly Pathogenic Viruses (ZBS1), German Consultant Laboratory for Poxviruses, WHO Collaboration Center for Emerging Threats and Special Pathogens, Berlin, Germany.ORCID http://orcid.org/0000-0001-6227-3125
Andreas NitscheCentre for Biological Threats and Special Pathogens, Highly Pathogenic Viruses (ZBS1), German Consultant Laboratory for Poxviruses, WHO Collaboration Center for Emerging Threats and Special Pathogens, Berlin, Germany.
Axel J SchmidtDeutsche Aidshilfe, Berlin, Germany.ORCID http://orcid.org/0000-0002-6910-4399
Ulrich MarcusDepartment of Infectious Disease Epidemiology, Robert Koch Institute, Berlin, Germany.ORCID http://orcid.org/0000-0002-3143-2717
Max von KleistDepartment of Mathematics & Computer Science, Freie Universität Berlin, Berlin, Germany.ORCID http://orcid.org/0000-0001-6587-6394

Funding

Bundesministerium für Bildung und Forschung (Federal Ministry of Education and Research) 01KI2016Deutsche Forschungsgemeinschaft (German Research Foundation) 390685689
6 · The paper itself

Abstract

backgroundMpox denotes a viral zoonosis caused by the Orthopoxvirus monkeypox (MPXV), which is endemic in West and Central Africa. In spring 2022, notable outbreaks of MPXV clade IIb were recorded in several high-income countries, predominantly affecting men who have sex with men (MSM). At the peak of the outbreak, over 200 new mpox cases per week were reported in Berlin, which constitutes one of the largest MSM population in Europe. Within the same year, the outbreak significantly declined, and it is unclear which factors contributed to this rapid decrease.

methodsTo investigate the concomitant effects of sexual contact networks, transient contact reductions and the effect of infection- vs. vaccine-derived immunity on the 2022 mpox outbreak, we calibrated an agent-based model with epidemic, vaccination, contact- and behavioral data.

resultsOur results indicate that vaccination has a marginal effect on the epidemic decline. Rather, a combination of infection-induced immunity of high-contact individuals, as well as transient behavior changes reduce the number of susceptible individuals below the epidemic threshold. However, the 2022 mpox vaccination campaign, together with infection-derived immunity may contribute to herd-immunity in the Berlin MSM population against ongoing clade I mpox outbreaks. Demographic changes and immune waning may deteriorate this herd immunity over time.

conclusionsThese findings highlight that, in addition to vaccination, timely and clear communication of transmission routes may trigger spontaneous protective behavior within key populations; underscoring the importance of targeted sexual health education as a core component of outbreak response.

Identifiers

PMID41495385
PMCPMC12873328

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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.