Comparison of light gradient boosting and logistic regression for interactomic hub genes in Porphyromonas gingivalis and Fusobacterium nucleatum-induced periodontitis with Alzheimer's disease
The logistic regression model demonstrated superior accuracy and balance compared to the light gradient boosting model, indicating its potential for future improvements in predicting hub genes in periodontal and Alzheimer's diseases.
Authors
- Carlos M. Ardila (ORCID: https://orcid.org/0000-0002-3663-1416)
- Prabhu Manickam Natarajan (ORCID: https://orcid.org/0000-0002-4780-0465)
- Pradeep Kumar Yadalam (ORCID: https://orcid.org/0000-0002-6653-4123)
- Shubhangini Chatterjee
Institutions
- Ajman University (AE)
- Universidad de Antioquia (CO)
- Saveetha University (IN)
Publication Details
- Journal
- Frontiers in Oral Health
- Published
- 2025-03-04
- DOI
- https://doi.org/10.3389/froh.2025.1463458
- Citations
- 6
- Primary Topic
- Oral microbiology and periodontitis research
- Type
- article
- Field-Weighted Citation Impact
- 8.79