Evidence map›Paper›PMID 42903143›Full record

ArticleFrontiers in immunology2026

Integrated immunoreactivity analysis of MHC-I epitopes derived from the Marburg virus glycoprotein.

Yulin Yang, Jing Wang, Enqi Guan, Hengzheng Wei, Yubo Sun, Jianchang Li, Yuxuan Zhang, Hao-Bo Kang, Zhenchi Fang, Jierui Zhao and 11 more

Abstract read
In one paragraph

Article in Frontiers in immunology, 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

21 authors.

Yulin Yang *Department of Immunology, The Key Laboratory of Bio-hazard Damage and Prevention Medicine, Basic Medicine School, Air-Force Medical University (the Fourth Military Medical University), Xi'an, Shaanxi, China.
Jing Wang *Department of Immunology, The Key Laboratory of Bio-hazard Damage and Prevention Medicine, Basic Medicine School, Air-Force Medical University (the Fourth Military Medical University), Xi'an, Shaanxi, China.
Enqi Guan *Department of Immunology, The Key Laboratory of Bio-hazard Damage and Prevention Medicine, Basic Medicine School, Air-Force Medical University (the Fourth Military Medical University), Xi'an, Shaanxi, China.
Hengzheng Wei *Department of Immunology, The Key Laboratory of Bio-hazard Damage and Prevention Medicine, Basic Medicine School, Air-Force Medical University (the Fourth Military Medical University), Xi'an, Shaanxi, China.
Yubo SunDepartment of Immunology, The Key Laboratory of Bio-hazard Damage and Prevention Medicine, Basic Medicine School, Air-Force Medical University (the Fourth Military Medical University), Xi'an, Shaanxi, China.
Jianchang LiDepartment of Immunology, The Key Laboratory of Bio-hazard Damage and Prevention Medicine, Basic Medicine School, Air-Force Medical University (the Fourth Military Medical University), Xi'an, Shaanxi, China.
Yuxuan ZhangDepartment of Immunology, The Key Laboratory of Bio-hazard Damage and Prevention Medicine, Basic Medicine School, Air-Force Medical University (the Fourth Military Medical University), Xi'an, Shaanxi, China.
Hao-Bo KangDepartment of Immunology, The Key Laboratory of Bio-hazard Damage and Prevention Medicine, Basic Medicine School, Air-Force Medical University (the Fourth Military Medical University), Xi'an, Shaanxi, China.
Zhenchi FangDepartment of Immunology, The Key Laboratory of Bio-hazard Damage and Prevention Medicine, Basic Medicine School, Air-Force Medical University (the Fourth Military Medical University), Xi'an, Shaanxi, China.
Jierui ZhaoDepartment of Immunology, The Key Laboratory of Bio-hazard Damage and Prevention Medicine, Basic Medicine School, Air-Force Medical University (the Fourth Military Medical University), Xi'an, Shaanxi, China.
Peiyuan GaoDepartment of Immunology, The Key Laboratory of Bio-hazard Damage and Prevention Medicine, Basic Medicine School, Air-Force Medical University (the Fourth Military Medical University), Xi'an, Shaanxi, China.
Binjie YaoDepartment of Immunology, The Key Laboratory of Bio-hazard Damage and Prevention Medicine, Basic Medicine School, Air-Force Medical University (the Fourth Military Medical University), Xi'an, Shaanxi, China.
Zhikui LiDepartment of Immunology, The Key Laboratory of Bio-hazard Damage and Prevention Medicine, Basic Medicine School, Air-Force Medical University (the Fourth Military Medical University), Xi'an, Shaanxi, China.
Yongkai WangDepartment of Immunology, The Key Laboratory of Bio-hazard Damage and Prevention Medicine, Basic Medicine School, Air-Force Medical University (the Fourth Military Medical University), Xi'an, Shaanxi, China.
Yun ZhangDepartment of Immunology, The Key Laboratory of Bio-hazard Damage and Prevention Medicine, Basic Medicine School, Air-Force Medical University (the Fourth Military Medical University), Xi'an, Shaanxi, China.
Chunmei ZhangDepartment of Immunology, The Key Laboratory of Bio-hazard Damage and Prevention Medicine, Basic Medicine School, Air-Force Medical University (the Fourth Military Medical University), Xi'an, Shaanxi, China.
Yuanjie SunDepartment of Immunology, The Key Laboratory of Bio-hazard Damage and Prevention Medicine, Basic Medicine School, Air-Force Medical University (the Fourth Military Medical University), Xi'an, Shaanxi, China.
Rui LiuDepartment of Rehabilitation, Tangdu Hospital, Air-Force Medical University (the Fourth Military Medical University), Xi'an, Shaanxi, China.
Kun YangDepartment of Immunology, The Key Laboratory of Bio-hazard Damage and Prevention Medicine, Basic Medicine School, Air-Force Medical University (the Fourth Military Medical University), Xi'an, Shaanxi, China.
Xiyang ZhangDepartment of Immunology, The Key Laboratory of Bio-hazard Damage and Prevention Medicine, Basic Medicine School, Air-Force Medical University (the Fourth Military Medical University), Xi'an, Shaanxi, China.
Dongbo T JiangDepartment of Immunology, The Key Laboratory of Bio-hazard Damage and Prevention Medicine, Basic Medicine School, Air-Force Medical University (the Fourth Military Medical University), Xi'an, Shaanxi, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Introduction: Marburg virus (MARV) is a hemorrhagic fever virus, and its glycoprotein (GP) represents an important target for vaccine research. MHC class I (MHC-I)-restricted T cell epitopes are critical for inducing cytotoxic CD8 Methods: We retrieved the MARV Angola strain GP sequence and divided it into 673 overlapping 9-mer peptides. By integrating five computational prediction algorithms, immunogenicity scoring tools and BLASTp conservation analysis, we screened 9-mer peptides from the MARV Angola GP. Molecular docking was performed with MHC-I structures using HPEPDOCK and molecular dynamics (MD) analysis. Bidirectional hierarchical clustering was used to analyze binding similarity across MHC-I molecules. Mutations identified in epitope regions were tested for their effect on affinity. Toxicity and allergenicity of the epitopes were predicted using dedicated tools. Finally, BALB/c and C57BL/6 mice were immunized with a DNA vaccine encoding MARV GP. IFN-γ secretion in mouse splenocytes was then measured by ELISpot, serum IgG by ELISA, and CD8 Results: Among 673 GP peptides, eight epitopes (GAFFLYDRI, REGDMFPFL, DMFPFLDGL, NENDCDAEL, AGLSWIPFF, NQNNLVCRL, TGWGLGGKW, SDWGVLTNL) were predicted to exhibit high-affinity MHC-I binding, strong immunogenicity, and intraspecies conservation. Bidirectional hierarchical clustering analysis, molecular docking, sequence alignment, and toxicity/allergenicity predictions suggested binding across selected alleles, structural stability, limited impact from identified mutations, and low predicted toxicity. In subsequent ELISpot validation, eight epitopes elicited strong IFN-γ responses. In addition, serum from GP-immunized mice contained IgG that bound the corresponding linear peptide sequences. Conclusion: An integrated computational-experimental pipeline identified eight conserved, immunogenic MHC-I epitopes from MARV GP. These selected epitopes may serve as promising candidates for future vaccine design.

Indexed as

Epitopes, T-LymphocyteGlycoproteinsHistocompatibility Antigens Class IMarburgvirusMarburg Virus DiseaseViral Envelope ProteinsAnimalsAntibodies, ViralFemaleInterferon-gammaMiceMice, Inbred BALB CMice, Inbred C57BLMolecular Docking SimulationVaccines, DNAViral VaccinesAntibodies, ViralEpitopes, T-LymphocyteGlycoproteinsHistocompatibility Antigens Class IInterferon-gammaVaccines, DNAViral Envelope ProteinsViral VaccinesglycoproteinimmunoreactivityMarburg virusMHC class IT cell epitope

Identifiers

PMID42903143
PMCPMC13680160

What OpenQuestion holds

Textmetadata
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.