MAPK3 and rheumatoid arthritis: ML techniques such as the Least Absolute Shrinkage and Selection Operator (LASSO) have been used to identify platelet-derived biomarkers like transforming growth factor-β (TGF-β) and its downstream effector mitogen-activated protein kinase 3 (MAPK3), both of which are implicated in RA pathogenesis [26].