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Transcriptional Signatures and Network-Based Approaches Identified Master Regulators Transcription Factors Involved in Experimental Periodontitis Pathogenesis

  • Emiliano Vicencio
    ,
  • Josefa Nuñez-Belmar
    ,
  • Juan P. Cardenas
    ,
  • Bastian I. Cortés
    ,
  • Alberto J.M. Martin
    ,
  • Vinicius Maracaja-Coutinho
*Corresponding author for this work
  • Pontificia Universidad Católica de Valparaiso
    ,
  • Universidad Mayor
    ,
  • Pontificia Universidad Católica de Chile
    ,
  • Universidad San Sebastián
    ,
  • Fundación Ciencia & Vida
    ,
  • Universidad de Chile
Research Output:
Contribution to journal
Article
Peer-review

Open access

Publication Information

Output type

Research Output:
Contribution to journal
Article
Peer-review

Original language

English

Article number

14835

Journal (Volume, Issue Number)

International Journal of Molecular Sciences (Volume 24, Issue 19)

Publication milestones

  • Published - 10/2023

Publication status

Published - 10/2023

ISSN

1661-6596

Publication IDs

  • Scopus: 85174723049
  • PubMed: 37834287

Abstract

Periodontitis is a chronic inflammatory disease characterized by the progressive and irreversible destruction of the periodontium. Its aetiopathogenesis lies in the constant challenge of the dysbiotic biofilm, which triggers a deregulated immune response responsible for the disease phenotype. Although the molecular mechanisms underlying periodontitis have been extensively studied, the regulatory mechanisms at the transcriptional level remain unclear. To generate transcriptomic data, we performed RNA shotgun sequencing of the oral mucosa of periodontitis-affected mice. Since genes are not expressed in isolation during pathological processes, we disclose here the complete repertoire of differentially expressed genes (DEG) and co-expressed modules to build Gene Regulatory Networks (GRNs) and identify the Master Transcriptional Regulators of periodontitis. The transcriptional changes revealed 366 protein-coding genes and 42 non-coding genes differentially expressed and enriched in the immune response. Furthermore, we found 13 co-expression modules with different representation degrees and gene expression levels. Our GRN comprises genes from 12 gene clusters, 166 nodes, of which 33 encode Transcription Factors, and 201 connections. Finally, using these strategies, 26 master regulators of periodontitis were identified. In conclusion, combining the transcriptomic analyses with the regulatory network construction represents a powerful and efficient strategy for identifying potential periodontitis-therapeutic targets.

Funding Details

This research was made possible through funding from FONDECYT DE INICIACIÓN grant number 11190073 (C.C.) provided by the Chilean Governmental Agencia Nacional de Investigación y Desarrollo (ANID). We also acknowledge the support received from FONDECYT grant numbers 1220999 (R.V.), 1211731 (V.M.C.), and 11200209 (J.P.C.). Furthermore, we thank the partial support received from Centro Ciencia & Vida, FB210008 (A.J.M.M.), financiamiento basal para Centros Científicos y Tecnológicos de Excelencia de ANID, as well as the Powered@NLHPC supercomputing infrastructure of the NLHPC (ECM-02).
FundersFunding numbers
Centro Ciencia & Vida
FB210008
Chilean Governmental Agencia Nacional de Investigación y Desarrollo
-
FONDECYT DE INICIACIÓN
11190073
FONDECYT
1220999, 11200209, 1211731
ANID
-

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