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Omics-Based Mathematical Modeling Unveils Pathogenesis of Periodontitis in an Experimental Murine Model
C Fujihara1, K Murakami2, S Magi3
1Department of Periodontology and Regenerative Dentistry, Osaka University Graduate School of Dentistry, Suita, Osaka, Japan.
Journal of Dental Research
|October 6, 2023
Summary
Periodontitis pathogenesis involves bacterial and host factors. Mathematical modeling reveals bacterial-mediated Toll-like receptor activation and monocyte recruitment are key drivers of alveolar bone resorption.
Area of Science:
- Oral biology
- Immunology
- Systems biology
Background:
- Periodontitis is a complex, multifactorial disease influenced by bacterial and host genetic factors.
- While omics analyses have identified numerous risk factors, their individual impact on periodontitis pathogenesis remains unclear.
Purpose of the Study:
- To identify key factors in periodontitis pathogenesis.
- To quantitatively predict the influence of these factors on alveolar bone resorption using omics and mathematical modeling.
Main Methods:
- Periodontitis was induced in mice via tooth ligation.
- Alveolar bone resorption, gene expression (RNA sequencing), and gingival microbiome (16S rRNA sequencing) were assessed.
- A mathematical model using ordinary differential equations was constructed to simulate disease dynamics.
Main Results:
- Omics data identified critical bacterial and molecular players in periodontitis.
- The mathematical model, parameterized with experimental data, predicted that monocyte recruitment via bacteria-induced Toll-like receptor activation is the primary driver of alveolar bone resorption.
- Osteoblast-mediated osteoclast differentiation showed a lesser impact on bone integrity during periodontitis.
Conclusions:
- Bacterial-mediated Toll-like receptor activation and subsequent monocyte recruitment are the principal regulators of alveolar bone resorption in periodontitis.
- This study provides a quantitative framework for understanding periodontitis pathogenesis and identifying therapeutic targets.
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