Serum and Cerebrospinal Fluid Cytokine Biomarkers for Diagnosis of Multiple Sclerosis

Table 4

Different model accuracy to classify MS.

Cytokines datasets		Model (accuracy in percentage)
		gNB	KNN	DT	XGB	RF
IL-1α, IL-4, IL-8, IL-12p40, IL-18, CCL2, CCL5, CCL7, CCL27, CXCL1, CXCL9, HGF, INF-γ,; IFN-α2, TNF-α, LIF, b-NGF, SCGF-b M-CSF, SCF	Serum	70	72	74	78	73
IL-1α, IL-1β, IL-2, IL-4, IL-7, IL-9, IL-10, IL- 12(p70), IL-16, IL-18, CCL3, CCL4, CCL7, CCL27, GM-CSF, INF-γ, TNF-α, LIF, M-CSF, SCF, PDGF- bb, TRAIL	CSF	69	65	65	60	63

Cytokines found altered serum of MS. Cytokines found altered in CSF of MS.