ArticleExperimental & molecular medicine2026
VaxLab: integrated platform for rapid multistrategy mRNA vaccine design.
Article in Experimental & molecular medicine, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.
What it found
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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.
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
1 citing paper in PubMed.
- Bioengineering strategies for improving the immunogenicity of mRNA vaccines.Signal transduction and targeted therapy · 2026Review
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Authors and funding
4 authors.
Funding
Abstract
mRNA vaccine efficacy depends on sequence optimization, but designing optimal sequences is challenging due to complex cellular RNA regulatory mechanisms. Here we present VaxLab, an open-source web platform that provides the complete design-to-synthesis workflow for mRNA vaccines in a unified interface. VaxLab incorporates four codon optimization algorithms based on distinct approaches: codon usage matching, secondary structure design and deep generative models. 5' and 3' untranslated regions can be designed using provided generative models or selected from a predefined sequence library. The designed sequences are then evaluated and reported for ten predictive metrics for RNA stability, protein expression and manufacturing risks. An integrated sequence editor with annotation tools enables further adjustments, and final sequences are exported in formats compatible with commercial DNA synthesis services. We validated VaxLab using influenza hemagglutinin sequences, completing the full design workflow in under 5 min per variant. In HCT116 cells, optimized variants showed up to 9.5-fold differences in protein expression, with most achieving at least 2.9-fold higher expression than the wild-type sequence. VaxLab provides an integrated optimization workbench that accelerates mRNA vaccine design by enabling principled selection among multiple optimization techniques informed by current understanding of RNA regulation.
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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 OpenQuestion graph.