Evidence map›Paper›PMID 41686297›Full record

ArticleMolecular genetics and genomics : MGG2026

Bioinformatics-guided vaccine targeting the hemagglutinin protein of avian influenza virus.

Sidra Khursheed, Muhammad Zeeshan Ahmed, Saira Khursheed, Zeeshan Mutahir, Noreen Samad

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In one paragraph

Article in Molecular genetics and genomics : MGG, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. 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

5 authors.

Sidra KhursheedDepartment of Biochemistry, Bahauddin Zakariya University, Multan, 60800, Pakistan.
Muhammad Zeeshan AhmedDepartment of Biochemistry, Bahauddin Zakariya University, Multan, 60800, Pakistan. mzeeshanahmed121@gmail.com.ORCID http://orcid.org/0000-0003-1118-3693
Saira KhursheedDepartment of Chemistry, The Women University, Multan, 66000, Pakistan.
Zeeshan MutahirSchool of Biochemistry and Biotechnology, University of the Punjab, Lahore, 54590, Pakistan.
Noreen SamadDepartment of Biochemistry, Bahauddin Zakariya University, Multan, 60800, Pakistan.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Avian influenza viruses (AIV) represent a major zoonotic threat to global public health and agriculture due to their high mutation rates, antigenic drift, and potential for interspecies transmission. This study addresses the urgent need for innovative, broad-spectrum vaccines that can overcome the limitations of traditional approaches, such as slow production and strain-specific protection, by designing and evaluating a novel multi-epitope protein-based vaccine targeting conserved regions of the AIV hemagglutinin (HA) protein through advanced immunoinformatics tools. Using an in silico approach, conserved 4 MHC-I, 9 MHC-II, and 5 B-cell epitopes were identified, screened for antigenicity, non-toxicity, and non-allergenicity, and integrated into a rationally designed vaccine construct optimized with a tPA signal peptide, the RpfE adjuvant, and immunostimulatory elements. The AIV vaccine construct exhibited favorable physicochemical properties, including a molecular weight of 64.8 kDa, a basic pI, antigenicity (0.5871), non-toxicity, non-allergenicity, and high solubility (0.747). The tertiary structure, predicted using RoseTTAFold, refined with GalaxyRefine, and then validated by a Ramachandran plot (97.4% residues in favored regions), demonstrated high stereochemical reliability. Linear and conformational B-cell epitopes were mapped, indicating strong antibody elicitation potential. Molecular docking, normal mode analysis, and molecular dynamics simulation confirmed a stable interaction with human TLR3, characterized by a favorable binding energy (ΔGbind = − 16.96 ± 4 kcal/mol) and stable complex dynamics. Immunogenicity simulations revealed elevated levels of IgG and IgM, accompanied by increased immune cell responses. The gene was cloned into the PET28a(+) vector, producing a 5.2 kb plasmid suitable for expression. In conclusion, this in silico-designed vaccine candidate demonstrates promising potential as a broad-spectrum immunogen against AIV, leveraging computational vaccinology to mitigate antigenic drift and zoonotic risks; future perspectives include experimental validation via in vitro and in vivo studies to confirm safety, immunogenicity, and efficacy, enabling rapid deployment against emerging influenza threats.

Indexed as

Hemagglutinin Glycoproteins, Influenza VirusInfluenza A virusInfluenza in BirdsInfluenza VaccinesAnimalsBirdsComputational BiologyEpitopes, B-LymphocyteHumansImmunoinformaticsMolecular Docking SimulationProtein Subunit VaccinesEpitopes, B-LymphocyteHemagglutinin Glycoproteins, Influenza VirusInfluenza VaccinesProtein Subunit VaccinesAvian influenza virusHemagglutinin (HA) proteinImmunoinformaticsMolecular dynamicsMulti-epitope vaccineTLR3 docking

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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.