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

  • 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
  • Universidade de São Paulo
  • Instituto D'or de Pesquisa e Ensino
  • Fundação Pró-Sangue Hemocentro de São Paulo
  • University of Oxford
  • Charité – Universitätsmedizin Berlin
  • Krembil Research Institute
  • University of Toronto
  • Slovak Academy of Sciences
  • Haraldsplass Deaconess Hospital
  • University of Bristol
  • Duke-National University of Singapore (NUS) Medical School, Singapore
  • University of Washington
  • University of São Paulo School of Medicine
  • Malignancy

Research output: Contribution to journalArticlepeer-review

5 Citations (Scopus)

Abstract

Introduction: Dengue 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 results: We 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. 

Conclusion: This 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.

Original languageEnglish
Article number1282754
JournalFrontiers in Immunology
Volume15
DOIs
Publication statusPublished - 20 Feb 2024
Externally publishedYes

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

  1. SDG 3 - Good Health and Well-being
    SDG 3 Good Health and Well-being

Keywords

  • dengue
  • immune response
  • systems vaccinology
  • transcriptional signature
  • vaccine

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