Evidence map›Paper›PMID 42267827›Full record

ArticleJournal of virology2026

Pre-pandemic contraction, phase-specific rate variation, and site-specific antigenic adaptation shape influenza A(H3N2) evolutionary dynamics in Hubei, China.

Mingwei Peng, Linlin Liu, Xiang Li, Xiao Yu, Qiangling Yin, Xiaolu Zhang, Shi Han, Bin Fang

Abstract read
In one paragraph

Article in Journal of virology, 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

8 authors.

Mingwei PengHubei Provincial Center for Disease Control and Prevention, Wuhan, China.ORCID 0000-0003-3031-349X
Linlin LiuHubei Provincial Center for Disease Control and Prevention, Wuhan, China.
Xiang LiHubei Provincial Center for Disease Control and Prevention, Wuhan, China.
Xiao YuHubei Provincial Center for Disease Control and Prevention, Wuhan, China.
Qiangling YinHubei Provincial Center for Disease Control and Prevention, Wuhan, China.
Xiaolu ZhangHubei Provincial Center for Disease Control and Prevention, Wuhan, China.
Shi HanHubei Provincial Center for Disease Control and Prevention, Wuhan, China.
Bin FangHubei Provincial Center for Disease Control and Prevention, Wuhan, China.ORCID 0000-0003-4963-3960

Funding

National Key Research and Development Program of China 2022YFC2305100
6 · The paper itself

Abstract

Influenza A(H3N2) is a contributor to seasonal epidemics, yet its evolution during and after the COVID-19 pandemic is not fully understood. We analyzed surveillance data and hemagglutinin (HA) and neuraminidase (NA) sequences from Hubei, China, 2017-2024. The epidemic followed regular seasonality before 2020, nearly disappeared during 2020-2022, and resurged with strong peaks after mid-2022. Multiple HA lineages co-circulated pre-pandemic. Several localized reassortment signals were observed before the pandemic, though overall evidence for intra-subtype reassortment remained limited. After resurgence, single dominant clades expanded, genetic diversity dropped, and clade turnover became clear. Bayesian coalescent analyses showed that effective population size had already declined by late 2019, before widespread SARS-CoV-2 transmission and interventions. Relaxed-clock and selection pressure analyses revealed heterogeneous HA substitution rates among lineages, likely reflecting differences in baseline substitution rates and the effects of transmission bottlenecks, rather than detectable shifts in selection intensity. Overall, HA and NA evolution was dominated by purifying selection, with a few sites in antigenic regions showing evidence of positive selection, coinciding with recurrent amino acid changes. Pre-pandemic population contraction, phase-specific rate variation, and site-specific antigenic adaptation shaped lineage turnover and epidemic patterns in Hubei. Monitoring population shifts, lineage-specific rates, and key antigenic substitutions can guide vaccine updates and strengthen preparedness.IMPORTANCEThe COVID-19 pandemic disrupted influenza activity worldwide, raising questions about its long-term effects on viral evolution. Our analysis of H3N2 in Hubei, China, shows that lineage contraction began before the pandemic and that post-pandemic evolutionary dynamics were shaped primarily by demographic processes, while purifying selection continued to dominate, with adaptive changes restricted to a limited number of antigenic sites. These findings suggest that intrinsic viral processes, not just pandemic restrictions, played a central role in shaping epidemic patterns and highlight the importance of continuous genomic surveillance to anticipate future outbreaks.

Indexed as

Antigenic VariationEvolution, MolecularInfluenza A Virus, H3N2 SubtypeInfluenza, HumanChinaCOVID-19Genetic VariationHemagglutinin Glycoproteins, Influenza VirusHumansNeuraminidasePandemicsPhylogenySARS-CoV-2Hemagglutinin Glycoproteins, Influenza VirusNeuraminidaseCOVID-19 pandemicevolutionary rateinfluenza A(H3N2)lineage turnoverphylogeneticsselection pressure

Identifiers

PMID42267827
PMCPMC13386829

What Socratic holds

Textmetadata
LicenceCC BY
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 Socratic graph.