ArticleScientific reports2026
Immunoinformatics based designing of a broad-spectrum multi-epitope vaccine against co-infection of human metapneumovirus, respiratory syncytial virus, and influenza A virus.
Article in Scientific reports, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.
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.
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.
Who cites it
0 citing papers in PubMed.
No citing paper in PubMed yet.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
13 authors.
Funding
Abstract
Co-infections involving human metapneumovirus (hMPV), respiratory syncytial virus (RSV), and influenza A virus (IAV) often exacerbate disease severity in vulnerable populations. Here, we employed a structure-based immunoinformatics approach to design a multi-epitope subunit vaccine targeting these pathogens. The construct incorporated two epitopes each for cytotoxic T lymphocytes (CTLs), helper T lymphocytes (HTLs), and B cells, derived from the fusion proteins of hMPV and RSV, as well as the neuraminidase protein of IAV. These epitopes were linked with an adjuvant and optimized spacers to enhance immunogenicity and structural stability. Structural modeling confirmed correct folding, and molecular docking predicted a stable interaction with Toll-Like Receptor 4 (TLR4) − 277.43 kcal/mol. Molecular dynamics simulations indicated a compact and stable complex with restricted conformational motions, while MM/GBSA analysis yielded a favorable binding free energy (–121.72 kcal/mol) dominated by electrostatic and van der Waals interactions. Immune simulations predicted strong humoral and cellular responses, including high antibody titers, IFN-γ and IL-2 production, and durable memory formation. Codon optimization achieved a codon adaptation index (CAI) of 0.98 and a GC content of 51.24%, suggesting efficient expression in Escherichia coli. These findings highlight the construct as a structurally stable, immunogenic, and expression-ready vaccine candidate, warranting experimental validation against hMPV, RSV, and IAV.
Indexed as
Identifiers
What Socratic holds
Registered trials
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 Socratic graph.