Identification of Key PANoptosis Regulators in Periodontitis and Chronic Obstructive Pulmonary Disease Using Gene Expression and Machine Learning Methods

Genes (Basel). 2025 Aug 29;16(9):1027. doi: 10.3390/genes16091027.

Abstract

Background: Periodontitis (PD) is a chronic inflammatory disease associated with systemic conditions such as chronic obstructive pulmonary disease (COPD). PANoptosis-a form of regulated cell death integrating pyroptosis, apoptosis, and necroptosis-has been implicated in inflammatory diseases, but its role in PD and its overlap with COPD is not well understood.

Methods: Gene expression datasets for PD and COPD were retrieved from the Gene Expression Omnibus (GEO). Differentially expressed genes were intersected with 78 PANoptosis-related genes. Functional enrichment (GO, KEGG), protein-protein interaction (PPI) network analysis, and machine learning (XGBoost with ROC curves) identified key regulatory genes. Immune infiltration was evaluated, and drug-gene interactions were analyzed using DGIDB.

Results: Seven PANoptosis-related core genes-ACO1, NLRC4, CASP8, HSPA4, IL1B, MEFV, and CYCS-were identified in both PD and COPD. These genes were enriched in pathways involving inflammasomes, apoptosis, and oxidative stress. Immune analysis showed significant differences in B cells, T cells, dendritic cells, and plasma cells. Potential drug targets, including IL1B and CASP8, were identified.

Conclusions: This is the first study to link PANoptosis to both PD and COPD. The findings reveal shared molecular mechanisms and suggest PANoptosis-related genes as novel biomarkers and therapeutic targets in chronic inflammatory oral disease.

Keywords: PANoptosis; chronic obstructive pulmonary disease; core genes; differentially expressed genes; immune infiltration; machine learning; periodontitis.

MeSH terms

  • Apoptosis / genetics
  • Gene Expression Profiling
  • Gene Regulatory Networks
  • Humans
  • Machine Learning*
  • Periodontitis* / genetics
  • Periodontitis* / pathology
  • Protein Interaction Maps / genetics
  • Pulmonary Disease, Chronic Obstructive* / genetics
  • Pulmonary Disease, Chronic Obstructive* / pathology
  • Pyroptosis / genetics