Notably, pathogen-related pathways such as Coronavirus disease - COVID-19, Legionellosis, and Salmonella infection, along with immune-related pathways like Antigen processing and presentation and TNF signaling pathway, were all found to be downregulated in M-AD compared to F-AD. The gene discussed is TNF; the disease is legionellosis.