Evidence map›Paper›PMID 41951904›Full record

ArticleExperimental & molecular medicine2026

VaxLab: integrated platform for rapid multistrategy mRNA vaccine design.

Junsoo Kim, Yoojung Han, Chae Young Kwon, Hyeshik Chang

Abstract read
In one paragraph

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.

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. Review
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

4 authors.

Junsoo Kim *Center for RNA Research, Institute for Basic Science, Seoul National University, Seoul, Republic of Korea.
Yoojung Han *Center for RNA Research, Institute for Basic Science, Seoul National University, Seoul, Republic of Korea.ORCID http://orcid.org/0009-0001-4630-1322
Chae Young KwonCenter for RNA Research, Institute for Basic Science, Seoul National University, Seoul, Republic of Korea.
Hyeshik ChangCenter for RNA Research, Institute for Basic Science, Seoul National University, Seoul, Republic of Korea. hyeshik@snu.ac.kr.ORCID http://orcid.org/0000-0002-9812-8015

Funding

Institute for Basic Science (IBS) IBS-R008-D1National Research Foundation of Korea (NRF) RS-2024-00352005National Research Foundation of Korea (NRF) RS-2024-00415621
6 · The paper itself

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.

Indexed as

mRNA VaccinesRNA, MessengerSoftwareAlgorithmsCodonComputational BiologyHemagglutinin Glycoproteins, Influenza VirusHumansCodonHemagglutinin Glycoproteins, Influenza VirusmRNA VaccinesRNA, Messenger

Identifiers

PMID41951904
PMCPMC13144369

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

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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.