Evidence map›Paper›PMID 41337936›Full record

ArticleEBioMedicine2025

High-throughput pseudovirus neutralisation maps the antigenic landscape of influenza A/H1N1 viruses.

Yimeng An, Xiao Ding, Yabin Tian, Mengyi Zhang, Yun Ma, Xi Wu, Meina Cai, Lan Huang, Yifei Wang, Jincheng Tong and 5 more

Abstract read
In one paragraph

Article in EBioMedicine, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing 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

3 citing papers in PubMed.

  1. Article
  2. Article
  3. 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

15 authors.

Yimeng AnState Key Laboratory of Respiratory Health and Multimorbidity, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, 100730, China; Changping Laboratory, Beijing, 102206, China.
Xiao DingState Key Laboratory of Respiratory Health and Multimorbidity, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, 100730, China; State Key Laboratory of Common Mechanism Research for Major Diseases, Suzhou Institute of Systems Medicine, Chinese Academy of Medical Sciences & Peking Union Medical College, Suzhou, 215123, Jiangsu, China; Key Laboratory of Pathogen Infection Prevention and Control (Peking Union Medical College), Ministry of Education, Beijing, China.
Yabin TianState Key Laboratory of Respiratory Health and Multimorbidity, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, 100730, China; Division II of In Vitro Diagnostics for Infectious Diseases, National Institutes for Food and Drug Control, No. 2 Tiantanxili, Beijing, 100050, China.
Mengyi ZhangState Key Laboratory of Respiratory Health and Multimorbidity, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, 100730, China; Division of HIV/AIDS and Sexually Transmitted Virus Vaccines, Institute for Biological Product Control, National Institutes for Food and Drug Control (NIFDC), Beijing, 102629, China; Institute of Medical Biology, Chinese Academy of Medical Science & Peking Union Medical College, Kunming, 650118, China.
Yun MaState Key Laboratory of Respiratory Health and Multimorbidity, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, 100730, China; State Key Laboratory of Common Mechanism Research for Major Diseases, Suzhou Institute of Systems Medicine, Chinese Academy of Medical Sciences & Peking Union Medical College, Suzhou, 215123, Jiangsu, China; Key Laboratory of Pathogen Infection Prevention and Control (Peking Union Medical College), Ministry of Education, Beijing, China.
Xi WuDivision of HIV/AIDS and Sexually Transmitted Virus Vaccines, Institute for Biological Product Control, National Institutes for Food and Drug Control (NIFDC), Beijing, 102629, China.
Meina CaiChangping Laboratory, Beijing, 102206, China.
Lan HuangChangping Laboratory, Beijing, 102206, China.
Yifei WangDivision of HIV/AIDS and Sexually Transmitted Virus Vaccines, Institute for Biological Product Control, National Institutes for Food and Drug Control (NIFDC), Beijing, 102629, China.
Jincheng TongDivision of HIV/AIDS and Sexually Transmitted Virus Vaccines, Institute for Biological Product Control, National Institutes for Food and Drug Control (NIFDC), Beijing, 102629, China.
Yuanling YuChangping Laboratory, Beijing, 102206, China.
Chenyan ZhaoDivision of HIV/AIDS and Sexually Transmitted Virus Vaccines, Institute for Biological Product Control, National Institutes for Food and Drug Control (NIFDC), Beijing, 102629, China.
Weijin HuangDivision of HIV/AIDS and Sexually Transmitted Virus Vaccines, Institute for Biological Product Control, National Institutes for Food and Drug Control (NIFDC), Beijing, 102629, China. Electronic address: huangweijin@nifdc.org.cn.
Aiping WuState Key Laboratory of Respiratory Health and Multimorbidity, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, 100730, China; State Key Laboratory of Common Mechanism Research for Major Diseases, Suzhou Institute of Systems Medicine, Chinese Academy of Medical Sciences & Peking Union Medical College, Suzhou, 215123, Jiangsu, China; Key Laboratory of Pathogen Infection Prevention and Control (Peking Union Medical College), Ministry of Education, Beijing, China. Electronic address: wap@ism.cams.cn.
Youchun WangState Key Laboratory of Respiratory Health and Multimorbidity, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, 100730, China; Changping Laboratory, Beijing, 102206, China; Institute of Medical Biology, Chinese Academy of Medical Science & Peking Union Medical College, Kunming, 650118, China; Key Laboratory of Pathogen Infection Prevention and Control (Peking Union Medical College), Ministry of Education, Beijing, China. Electronic address: wangyc@imbcams.com.cn.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundThe continuous mutations in the haemagglutinin gene in A/H1N1 influenza viruses drives antigenic drift, necessitating frequent vaccine updates. Pseudovirus systems, with their flexible HA protein presentation and high-throughput luciferase-based reporter assays, provide a versatile approach for mapping the antigenic landscape of A/H1N1 viruses.

methodsThis study constructed a pseudovirus library comprising 123 representative strains and 21 vaccine strains to analyse the antigenic evolution of human A/H1N1 from 1918 to 2023. Additionally, a machine learning-based antigenicity evaluation model, PN-AgEvaH1, was developed using pseudovirus neutralisation assay data.

findingsThe pseudovirus neutralisation experiments identified eight antigenic clusters, each associated with distinct epidemiological characteristics. All vaccine strains were found to align closely with the prevalent circulating strains of their respective years. Key amino acid residues contributing to pdm09 antigenic clusters were also identified. Furthermore, the PN-AgEvaH1 model achieved a high antigenicity evaluation accuracy with a receiver operating characteristic area under the curve (ROC AUC) score of 0.990, providing a reliable tool for characterising A/H1N1 antigenic clusters and guiding vaccine selection.

interpretationThe pseudovirus neutralisation (PN) assay demonstrated high accuracy in identifying antigenic matches between vaccine and circulating strains, highlighting its value in vaccine strain selection. This study represents the large-scale antigenicity evaluation of human A/H1N1 viruses using the PN assay and underscores its potential as a complementary or alternative approach to the HI assay in both experimental and computational applications.

fundingThis project was financially supported by a grant from Chinese Academy of Medical Sciences and Technology Innovation Project in Medicine and Health (project Nos. 2022-I2M-3-001 and 2021-I2M-1-061).

Indexed as

Antigens, ViralHemagglutinins, ViralInfluenza A Virus, H1N1 SubtypeNeutralization TestsAnimalsAntigenic Drift and ShiftDogsEvolution, MolecularFemaleGuinea PigsHEK293 CellsHemagglutination Inhibition TestsHigh-Throughput Screening AssaysHumansMachine LearningMadin Darby Canine Kidney CellsAntigens, ViralHemagglutinins, ViralAntigenic evolutionAntigenic relationship evaluationInfluenza A/H1N1Machine learningPseudovirus-based neutralising antibody assay

Identifiers

PMID41337936
PMCPMC12719687

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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.