Evidence map›Paper›PMID 42311476›Full record

ArticlePNAS nexus2026

Unified climate factors predict influenza outbreak seasonality across tropical and temperate regions.

Aleksandra R Stamper, Wenchang Yang, Caroline E Wagner, Ayesha S Mahmud, Rachel E Baker

Abstract read
In one paragraph

Article in PNAS nexus, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

5 authors.

Aleksandra R StamperDepartment of Epidemiology, Brown University School of Public Health, 121 S Main Street, Providence, RI 02903, USA.ORCID https://orcid.org/0009-0005-6202-3755
Wenchang YangDepartment of Geosciences, Princeton University, Briger Hall, Princeton, NJ 08544, USA.ORCID https://orcid.org/0000-0003-0053-9527
Caroline E WagnerDepartment of Bioengineering, McGill University, 3480 Rue University 350, Montreal, Quebec H3A 0E9, Canada.
Ayesha S MahmudDepartment of Demography, University of California, Berkeley, Berkeley, CA 94720, USA.ORCID https://orcid.org/0000-0002-2282-8613
Rachel E BakerDepartment of Epidemiology, Brown University School of Public Health, 121 S Main Street, Providence, RI 02903, USA.ORCID https://orcid.org/0000-0002-2661-8103

Funding

Novel data and approaches for dynamic modeling of human behavior and infectious disease ecologyR35GM156856 · NIGMS · UNIVERSITY OF CALIFORNIA BERKELEY · PI Ayesha Sanchita Mahmud · 2024 to 2026
$1.2M
NIGMS NIH HHS R35 GM156856
6 · The paper itself

Abstract

Influenza represents a source of considerable morbidity and mortality worldwide, exhibiting seasonal outbreak patterns that vary by location. Temperate regions typically experience sharp wintertime peaks, while tropical regions tend to exhibit lower-intensity, year-round activity, sometimes with two outbreak peaks a year. A key question is how a common set of factors interact to produce distinct outbreak patterns across temperate and tropical locations. Here, we compile a novel dataset of influenza surveillance data across North and South America and fit a mechanistic susceptible-infected-recovered-susceptible model driven by locally resolved climate data to test whether a unified set of climate variables can explain regional differences in influenza outbreak dynamics. We find that a combined, nonlinear effect of specific humidity and temperature can explain the seasonality of outbreaks across both temperate and tropical climate regimes. Leveraging this model, we explore the potential impacts of climate change on influenza outbreaks. We find that while temperate areas may experience a decline in peak size, outbreak intensity in tropical areas could increase under climate change.

Indexed as

climate changeInfluenzasimulationSIR model

Identifiers

PMID42311476
PMCPMC13271746

What OpenQuestion holds

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LicenceCC BY
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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.