Serum and Cerebrospinal Fluid Cytokine Biomarkers for Diagnosis of Multiple Sclerosis
المؤلفون المشاركون
Rizvanov, Albert A.
Martynova, Ekaterina
Goyal, Mehendi
Johri, Shikhar
Khaibullin, Timur
Khaiboullina, Svetlana F.
Baranwal, Manoj
Kumar, Vinay
Verma, Subhash
المصدر
العدد
المجلد 2020، العدد 2020 (31 ديسمبر/كانون الأول 2020)، ص ص. 1-10، 10ص.
الناشر
Hindawi Publishing Corporation
تاريخ النشر
2020-10-26
دولة النشر
مصر
عدد الصفحات
10
التخصصات الرئيسية
الملخص EN
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 of these biomarkers were used.
Interestingly, the highest accuracy (99%) of MS diagnosis was demonstrated when CCL27, IFN-γ, and IL-4 were part of the five selected cytokines, suggesting their important role in MS pathogenesis.
Also, these binary classifier models had the accuracy in the range of 70-78% (serum) and 60-69% (CSF) to discriminate between the progressive (primary and secondary progressive) and relapsing-remitting forms of MS.
Conclusion.
We identified the set of cytokines from the serum and CSF that could be used for the MS diagnosis and classification.
نمط استشهاد جمعية علماء النفس الأمريكية (APA)
Martynova, Ekaterina& Goyal, Mehendi& Johri, Shikhar& Kumar, Vinay& Khaibullin, Timur& Rizvanov, Albert A.…[et al.]. 2020. Serum and Cerebrospinal Fluid Cytokine Biomarkers for Diagnosis of Multiple Sclerosis. Mediators of Inflammation،Vol. 2020, no. 2020, pp.1-10.
https://search.emarefa.net/detail/BIM-1191605
نمط استشهاد الجمعية الأمريكية للغات الحديثة (MLA)
Martynova, Ekaterina…[et al.]. Serum and Cerebrospinal Fluid Cytokine Biomarkers for Diagnosis of Multiple Sclerosis. Mediators of Inflammation No. 2020 (2020), pp.1-10.
https://search.emarefa.net/detail/BIM-1191605
نمط استشهاد الجمعية الطبية الأمريكية (AMA)
Martynova, Ekaterina& Goyal, Mehendi& Johri, Shikhar& Kumar, Vinay& Khaibullin, Timur& Rizvanov, Albert A.…[et al.]. Serum and Cerebrospinal Fluid Cytokine Biomarkers for Diagnosis of Multiple Sclerosis. Mediators of Inflammation. 2020. Vol. 2020, no. 2020, pp.1-10.
https://search.emarefa.net/detail/BIM-1191605
نوع البيانات
مقالات
لغة النص
الإنجليزية
الملاحظات
Includes bibliographical references
رقم السجل
BIM-1191605
قاعدة معامل التأثير والاستشهادات المرجعية العربي "ارسيف Arcif"
أضخم قاعدة بيانات عربية للاستشهادات المرجعية للمجلات العلمية المحكمة الصادرة في العالم العربي
تقوم هذه الخدمة بالتحقق من التشابه أو الانتحال في الأبحاث والمقالات العلمية والأطروحات الجامعية والكتب والأبحاث باللغة العربية، وتحديد درجة التشابه أو أصالة الأعمال البحثية وحماية ملكيتها الفكرية. تعرف اكثر