Application of Bioinformatics Tools in the Optimization of mRNA Sequences Focused on Vaccine and Therapeutic Development

This in silico study explored the optimization of therapeutic RNA modeling using AI (AlphaFold3, Boltz-1, Chai-1). An assembly method combined high-confidence regions to model complex sequences. Quality was evaluated using five standardized metrics (secondary structure, stability, translation, immunogenicity, and production). Simulations and bioinformatics analyses were used to assess the stability and function of the optimized structures. The objective was to develop more accurate and comparable modeling methodologies for therapeutic RNA design, while recognizing the need for subsequent experimental validation.

Authors

Publication Details

Journal
Journal of Bioengineering, Technologies and Health
Published
2025-09-12
DOI
https://doi.org/10.34178/jbth.v8i3.500
Primary Topic
RNA Interference and Gene Delivery
Type
article
Field-Weighted Citation Impact
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article

Application of Bioinformatics Tools in the Optimization of mRNA Sequences Focused on Vaccine and Therapeutic Development

Vinícius Pinto Costa Rocha, André Brasil Vieira Wyzykowski, Leandro Torres de Souza
Journal of Bioengineering, Technologies and Health
RNA Interference and Gene Delivery
article

Application of Bioinformatics Tools in the Optimization of mRNA Sequences Focused on Vaccine and Therapeutic Development

Vinícius Pinto Costa Rocha, André Brasil Vieira Wyzykowski, Leandro Torres de Souza
article en

Abstract

This in silico study explored the optimization of therapeutic RNA modeling using AI (AlphaFold3, Boltz-1, Chai-1). An assembly method combined high-confidence regions to model complex sequences. Quality was evaluated using five standardized metrics (secondary structure, stability, translation, immunogenicity, and production). Simulations and bioinformatics analyses were used to assess the stability and function of the optimized structures. The objective was to develop more accurate and comparable modeling methodologies for therapeutic RNA design, while recognizing the need for subsequent experimental validation.

Journal of Bioengineering, Technologies and HealthVol. 8(3)
Openalex Percentile: Top 76%
RNA Interference and Gene Delivery
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Application of Bioinformatics Tools in the Optimization of mRNA Sequences Focused on Vaccine and Therapeutic Development — Vinícius Pinto Costa Rocha, André Brasil Vieira Wyzykowski, et al. · Journal of Bioengineering, Technologies and Health (2025) | TGRS Research Map | TGRS