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Dataset Information

Serum and Cerebrospinal Fluid Cytokine Biomarkers for Diagnosis of Multiple Sclerosis.


ABSTRACT:

Background

Multiple sclerosis (MS) is a chronic debilitating disorder characterized by persisting damage to the brain caused by autoreactive leukocytes. Leukocyte activation is regulated by cytokines, which are readily detected in MS serum and cerebrospinal fluid (CSF).

Objective

Serum and CSF levels of forty-five cytokines were analyzed to identify MS diagnostic markers.

Methods

Cytokines were analyzed using multiplex immunoassay. ANOVA-based feature and Pearson correlation coefficient scores were calculated to select the features which were used as input by machine learning models, to predict and classify MS.

Results

Twenty-two and twenty cytokines were altered in CSF and serum, respectively. The MS diagnosis accuracy was ≥92% when any randomly selected five

SUBMITTER: Martynova E 

PROVIDER: S-EPMC7607285 | biostudies-literature | 2020

REPOSITORIES: biostudies-literature

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