Graph-Contrastive Convolutional Neural Network for Extracting and Classifying Peptide-Based Periodontal Immunomodulatory and Anti-Inflammatory Signatures
This study demonstrates the effectiveness of contrastive learning for peptide signature extraction and provides a foundation for improving minority-class peptide classification in biomedical sequence tasks.
Authors
- S. Shengbaga Devi
- Prabhu Manickam Natarajan (ORCID: https://orcid.org/0000-0002-4780-0465)
- Pradeep Kumar Yadalam (ORCID: https://orcid.org/0000-0002-6653-4123)
Institutions
- Ajman University (AE)
- Saveetha University (IN)
- Bharath University (IN)
Publication Details
- Journal
- International Dental Journal
- Published
- 2025-11-05
- DOI
- https://doi.org/10.1016/j.identj.2025.103986
- Primary Topic
- Machine Learning in Bioinformatics
- Type
- article
- Field-Weighted Citation Impact
- 0.00