In recent research, Gaetani et al [186] performed a quantitative analysis of multiple biomarkers in CSF and used ML models, including penalized logistic regression, to identify biomarkers indicative of neuroinflammation’s role in AD, such as SIRT2, HGF, MMP-10, and CXCL5. The gene discussed is SIRT2; the disease is Alzheimer disease.