Evidence map›Paper›PMID 40830404›Full record

ArticleScientific reports2025

A novel mRNA-based multi-epitope vaccine for rabies virus computationally designed via reverse vaccinology and immunoinformatics.

Wafa Tombari, Oussema Khamessi, Houcemeddine Othman, Ouafa Kallala, Rihab Mahjoub, Kais Ghedira, Abdelhalim Trabelsi

Abstract read
In one paragraph

Article in Scientific reports, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing 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

4 citing papers in PubMed.

  1. Review
  2. Article
  3. Article
  4. 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

7 authors.

Wafa TombariResearch laboratory for Epidemiology and immunogenetics of viral infections (LR14SP02), Sahloul University Hospital, University of Sousse, Sousse, Tunisia. wafatombari@yahoo.fr.
Oussema KhamessiHigher Institute of Biotechnology of Sidi Thabet, Manouba University, Ariana, Manouba, BP-66, 2010, Tunisia.
Houcemeddine OthmanDepartment of Genetics, Laboratory of Cytogenetics, Farhat Hached University Hospital, Ibn El Jazzar St,, 4000, Sousse, Tunisia.
Ouafa KallalaResearch laboratory for Epidemiology and immunogenetics of viral infections (LR14SP02), Sahloul University Hospital, University of Sousse, Sousse, Tunisia.
Rihab MahjoubHigher Institute of Biotechnology of Sidi Thabet, Manouba University, Ariana, Manouba, BP-66, 2010, Tunisia.
Kais GhediraLaboratory of Bioinformatics, Biomathematics and Biostatistics (BIMS) (LR16IPT09), Institut Pasteur de Tunis (IPT), University of Tunis El Manar, Tunis, Tunisia.
Abdelhalim TrabelsiResearch laboratory for Epidemiology and immunogenetics of viral infections (LR14SP02), Sahloul University Hospital, University of Sousse, Sousse, Tunisia.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The current research investigated the development of a multi-epitope mRNA vaccine against the rabies virus on the basis of viral proteomes via the use of bioinformatic tools and reverse vaccinology. The aim of this study was to address the limitations of the currently available rabies vaccine by eliciting strong and long-lasting humoral and cellular immune responses. The cytotoxic T lymphocytes (CTLs), helper T lymphocytes (HTLs), and linear B-cell epitopes (LBLs) were mapped and prioritized from four top-ranking vaccine targets (nucleoprotein, phosphoprotein, matrix, and glycoprotein) that were highly antigenic, nonallergenic, nontoxic, and nonhuman homologs. The selected epitopes exhibited strong binding affinity to high-frequency HLA alleles, as evidenced by highly negative ΔG values and low dissociation constants, predicting efficient T-cell recognition and broad population coverage (96.01% globally). A single mRNA construct encompassing 21 shortlisted epitopes (four CTL, four HTL, and thirteen LBL epitopes) was designed with appropriate linkers and the immunostimulatory 50 S ribosomal protein L7/L12 adjuvant. Physicochemical analysis revealed stable, soluble, and hydrophobic properties, with an overall Ramachandran score of 93.2%, an ERRAT quality factor of 94.724%, and a Z score of -5.39. Additionally, molecular docking and normal mode analysis demonstrated the strong binding affinity of the vaccine construct-TLR-4 complex, with a minimum energy of -1655.0 kcal/mol, which was maintained by 23 hydrogen bonds and 2 salt bridge interactions, indicating significant structural stability and stiffness. The structural integrity and stable interaction of the complex were validated through 200 ns molecular dynamics simulations, as evidenced by stable RMSD and radius of gyration values, minimal fluctuations in RMSF, consistent solvent-accessible surface area (SASA), and well-defined conformational transitions observed in principal component analysis (PCA). In silico immune simulation revealed the capacity of the vaccine to stimulate the release of high levels of immunoglobulin, TH, and TC and the release of cytokines. It also has the ability to produce long-lasting memory cells, induce macrophage activity, and promote natural killer cell and neutrophil production. Moreover, further validation, including codon optimization and mRNA secondary structure prediction, confirmed the stable structure and high level of expression in the host. Overall, this study proposed a promising multi-epitope-based mRNA vaccine as an innovative therapeutic candidate against rabies. However, experimental validations are needed with systemic animal studies.

Indexed as

RabiesRabies VaccinesRabies virusRNA, MessengerAnimalsComputational BiologyEpitopes, B-LymphocyteEpitopes, T-LymphocyteHumansImmunoinformaticsT-Lymphocytes, CytotoxicVaccinologyEpitopes, B-LymphocyteEpitopes, T-LymphocyteRabies VaccinesRNA, MessengerEpitope predictionImmune simulationImmunoinformaticsMolecular dynamics simulationMRNA-based multi-epitope vaccineRabies

Identifiers

PMID40830404
PMCPMC12365161

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
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.