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Immunological signatures unveiled by integrative systems vaccinology characterization of dengue vaccination trials and natural infection

Authors :
Desirée Rodrigues Plaça
Dennyson Leandro M. Fonseca
Alexandre H. C. Marques
Shahab Zaki Pour
Júlia Nakanishi Usuda
Gabriela Crispim Baiocchi
Caroline Aliane de Souza Prado
Ranieri Coelho Salgado
Igor Salerno Filgueiras
Paula Paccielli Freire
Vanderson Rocha
Niels Olsen Saraiva Camara
Rusan Catar
Guido Moll
Igor Jurisica
Vera Lúcia Garcia Calich
Lasse M. Giil
Laura Rivino
Hans D. Ochs
Gustavo Cabral-Miranda
Lena F. Schimke
Otavio Cabral-Marques
Source :
Frontiers in Immunology, Vol 15 (2024)
Publication Year :
2024
Publisher :
Frontiers Media S.A., 2024.

Abstract

IntroductionDengue virus infection is a global health problem lacking specific therapy, requiring an improved understanding of DENV immunity and vaccine responses. Considering the recent emerging of new dengue vaccines, here we performed an integrative systems vaccinology characterization of molecular signatures triggered by the natural DENV infection (NDI) and attenuated dengue virus infection models (DVTs).Methods and resultsWe analyzed 955 samples of transcriptomic datasets of patients with NDI and attenuated dengue virus infection trials (DVT1, DVT2, and DVT3) using a systems vaccinology approach. Differential expression analysis identified 237 common differentially expressed genes (DEGs) between DVTs and NDI. Among them, 28 and 60 DEGs were up or downregulated by dengue vaccination during DVT2 and DVT3, respectively, with 20 DEGs intersecting across all three DVTs. Enriched biological processes of these genes included type I/II interferon signaling, cytokine regulation, apoptosis, and T-cell differentiation. Principal component analysis based on 20 common DEGs (overlapping between DVTs and our NDI validation dataset) distinguished dengue patients by disease severity, particularly in the late acute phase. Machine learning analysis ranked the ten most critical predictors of disease severity in NDI, crucial for the anti-viral immune response. ConclusionThis work provides insights into the NDI and vaccine-induced overlapping immune response and suggests molecular markers (e.g., IFIT5, ISG15, and HERC5) for anti-dengue-specific therapies and effective vaccination development.

Details

Language :
English
ISSN :
16643224
Volume :
15
Database :
Directory of Open Access Journals
Journal :
Frontiers in Immunology
Publication Type :
Academic Journal
Accession number :
edsdoj.7d28af8574e0436e8cf47ee25aed5c34
Document Type :
article
Full Text :
https://doi.org/10.3389/fimmu.2024.1282754