These regression models were revealed to be essential in uncovering the immune system alterations associated with PPMS that otherwise would not have been detected, as is the case for the number of CM CD8+ T cells and activated HLA-DR+ Tregs and for the percentage of KLRG1+ and NKp46+ cells among NKT cells. This evidence concerns the gene CD8A and primary progressive multiple sclerosis.