Evidence map›Paper›PMID 41744666›Full record

ArticleBiology2026

Clinical Serum-Anchored Computational Design Pipeline for a Broad-Spectrum Influenza Multi-Epitope mRNA Vaccine.

Lifang Yuan, Zhiyao Ouyang, Yifan Zhao, Rongjun Bi, Yanjing Wu, Xu Li, Yingrui Li, Jiaping Song, Wei Li, Mingchen Yan and 5 more

Abstract read
In one paragraph

Article in Biology, 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. Review
  2. Review
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.

Lifang YuanGuangdong Provincial Key Laboratory of Infection Immunity and Inflammation, School of Basic Medical Sciences, Shenzhen University Medical School, Shenzhen University, Shenzhen 518060, China.
Zhiyao OuyangSchool of Public Health (Shenzhen), Shenzhen Key Laboratory of Pathogenic Microbes and Biosafety, Shenzhen Campus of Sun Yat-sen University, Shenzhen 518107, China.
Yifan ZhaoSchool of Public Health (Shenzhen), Shenzhen Key Laboratory of Pathogenic Microbes and Biosafety, Shenzhen Campus of Sun Yat-sen University, Shenzhen 518107, China.
Rongjun BiSchool of Public Health (Shenzhen), Shenzhen Key Laboratory of Pathogenic Microbes and Biosafety, Shenzhen Campus of Sun Yat-sen University, Shenzhen 518107, China.
Yanjing WuGuangdong Provincial Key Laboratory of Infection Immunity and Inflammation, School of Basic Medical Sciences, Shenzhen University Medical School, Shenzhen University, Shenzhen 518060, China.
Xu LiDepartment of Pathogenic Biology and Immunology, School of Basic Medical Science, Xiangnan University, Chenzhou 423000, Hunan, China.
Yingrui LiShenzhen Digital Life Institute, Shenzhen 518000, Guangdong, China.
Jiaping SongShenzhen Digital Life Institute, Shenzhen 518000, Guangdong, China.
Wei LiShenzhen Digital Life Institute, Shenzhen 518000, Guangdong, China.
Mingchen YanShenzhen Digital Life Institute, Shenzhen 518000, Guangdong, China.ORCID 0000-0002-9236-2038
Simin WenGuangzhou First People's Hospital, Guangzhou Medical University, Guangzhou 510180, China.
Huanle LuoSchool of Public Health (Shenzhen), Shenzhen Key Laboratory of Pathogenic Microbes and Biosafety, Shenzhen Campus of Sun Yat-sen University, Shenzhen 518107, China.ORCID 0000-0002-0367-6888
Tian BaiKey Laboratory of Pathogen Infection Prevention and Control (MOE), State Key Laboratory of Respiratory Health and Multimorbidity, National Institute of Pathogen Biology, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing 102629, China.
Yuelong ShuSchool of Public Health (Shenzhen), Shenzhen Key Laboratory of Pathogenic Microbes and Biosafety, Shenzhen Campus of Sun Yat-sen University, Shenzhen 518107, China.ORCID 0000-0001-9279-0916
Yongkun ChenGuangdong Provincial Key Laboratory of Infection Immunity and Inflammation, School of Basic Medical Sciences, Shenzhen University Medical School, Shenzhen University, Shenzhen 518060, China.ORCID 0000-0001-7811-476X

Funding

Beijing Natural Science Foundation Project L254023Beijing Natural Science Foundation Project No. L242036CAMS Innovation Fund for Medical Sciences 2022-I2M-1-021;2023-I2M-2-001Guangdong Basic and Applied Basic Research Foundation 2023A1515011767Sanming Project of Medicine in Shenzhen Nanshan SZSM202103008Science and Technology Projects in Guangzhou 2024A04J4015Shenzhen Science and Technology Program KCXFZ20211020172545006; KQTD20200820145822023; ZDSYS20230626091203007
6 · The paper itself

Abstract

Influenza's pandemic threat is driven by antigenic drift, which limits the efficacy of conventional vaccines. To address this challenge, we established a clinical serum-anchored computational design pipeline for a broad-spectrum multi-epitope mRNA vaccine (MEMV), bridging the gap between pure in silico design and clinical applicability. Using 36 longitudinal sera (d0/d28/d365) from 12 well-characterized human cohorts (6 vaccine recipients and 6 influenza patients) and high-density antibody-peptide microarrays, we empirically identified 12 immunodominant B-cell linear epitopes from the nucleoprotein (NP) of influenza A (H1N1/H3N2) and B viruses. These experimentally validated epitopes were combined with in silico-predicted conserved helper T-lymphocyte (HTL)/cytotoxic T-lymphocyte (CTL) epitopes (from NP/HA/NA) to construct MEMVs candidates, ensuring high antigenicity, non-toxicity, and 95.63% global HLA coverage. Molecular docking and 100 ns molecular dynamics (MD) simulations confirmed favorable conformational compatibility between MEMVs and Toll-like receptor 3 (TLR3) in silico immunization via C-ImmSim predicted robust B/T-cell responses and protective cytokine (IFN-γ/IL-10) production. Collectively, this pipeline shortens the preliminary design cycle for influenza vaccines, provides a standard epitope-combination strategy, and offers direct targets for follow-up in vitro/in vivo experiments.

Indexed as

antibody-peptide microarraybroad-spectrum vaccineimmunoinformaticsinfluenzamultiepitopepeptide-based vaccine

Identifiers

PMID41744666
PMCPMC12937623

What OpenQuestion holds

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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 OpenQuestion graph.