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ArticleNaunyn-Schmiedeberg's archives of pharmacology2026

Integrative reverse vaccinology and computational modeling for the rational design of a broadly immunogenic multi-epitope vaccine against Marburg virus infection.

Asadullah Khan, Sitara Bibi, Li Pinyi, Khalida Latif, Muhammad Rahiyab, Ishaq Khan, Arshad Iqbal, Itazaz Ul Haq, Syed Shujait Ali

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Article in Naunyn-Schmiedeberg's archives of pharmacology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

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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

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

9 authors.

Asadullah KhanDepartment of Biotechnology, Genetics, Forensics, and Microbiology, University of Swat, Saidu Sharif, Swat 19200, Pakistan.
Sitara BibiDepartment of Biotechnology, Genetics, Forensics, and Microbiology, University of Swat, Saidu Sharif, Swat 19200, Pakistan.
Li PinyiSichuan Agricultural University, College of Life Science, Xinkang Road 46, Ya'an, 625014, China.
Khalida LatifDepartment of Biotechnology, Genetics, Forensics, and Microbiology, University of Swat, Saidu Sharif, Swat 19200, Pakistan.
Muhammad RahiyabDepartment of Biotechnology, Genetics, Forensics, and Microbiology, University of Swat, Saidu Sharif, Swat 19200, Pakistan.
Ishaq KhanDepartment of Biotechnology, Genetics, Forensics, and Microbiology, University of Swat, Saidu Sharif, Swat 19200, Pakistan.
Arshad IqbalDepartment of Biotechnology, Genetics, Forensics, and Microbiology, University of Swat, Saidu Sharif, Swat 19200, Pakistan.
Itazaz Ul HaqSichuan Agricultural University, College of Life Science, Xinkang Road 46, Ya'an, 625014, China. itazazulhaqswat@gmail.com.
Syed Shujait AliBiodiversity Genomics Unit, University of Tabuk, Tabuk, 71491, Saudi Arabia. shujaitswati@uswat.edu.pk.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Marburg virus (MARV), a member of the Filoviridae family, causes severe hemorrhagic fever in humans with case fatality rates exceeding 90%, and currently, no approved vaccines or therapeutics are available. To address this urgent need, we employed comprehensive immunoinformatics and computational approaches to design a multi-epitope subunit vaccine (MESV) capable of eliciting robust immune responses. Highly antigenic, non-allergenic, and non-toxic cytotoxic T lymphocyte (CTL), helper T lymphocyte (HTL), and B-cell epitopes derived from MARV glycoprotein (GP) and nucleoprotein (NP) were selected and assembled using appropriate linkers and adjuvant sequences. The designed vaccine construct exhibited favorable physicochemical characteristics, structural stability, and strong immunogenic potential. Solubility analysis predicted a score of 0.835, while structural validation revealed an ERRAT score of 94.11%, with 89.4% of residues located in the most favored regions of the Ramachandran plot. The ProSA analysis yielded a Z-score of - 5.31, confirming the reliability of the modeled structure. Molecular docking studies demonstrated strong interactions between the vaccine construct and Toll-like receptor 7, while molecular dynamics simulations confirmed the stability of the docked complex. Codon optimization and in silico cloning indicated efficient expression potential in Escherichia coli, with a codon adaptation index (CAI) of 0.9805 and GC content of 55.39%. Furthermore, immune simulations predicted a robust and sustained immune response. These computational findings suggest that the designed MESV is a promising vaccine candidate for MARV and warrants further experimental validation through in vitro and in vivo studies.

Indexed as

GP and NPImmune simulationMD simulationMulti-epitope vaccine constructTLR7

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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.