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Identification of Monotonically Differentially Expressed Genes for IFN-β-Treated Multiple Sclerosis Patients
Multiple sclerosis (MS) is a common neurological disability of the central nervous system. Immune-modulatory therapy with interferon-β (IFN-β) has been used as a first-line treatment to prevent relapses in MS patients. While the therapeutic mechanism of IFN-β has not been fully elucidated, the data...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6930778/ https://www.ncbi.nlm.nih.gov/pubmed/31915697 http://dx.doi.org/10.1155/2019/5647902 |
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author | Tian, Suyan Zhang, Lei |
author_facet | Tian, Suyan Zhang, Lei |
author_sort | Tian, Suyan |
collection | PubMed |
description | Multiple sclerosis (MS) is a common neurological disability of the central nervous system. Immune-modulatory therapy with interferon-β (IFN-β) has been used as a first-line treatment to prevent relapses in MS patients. While the therapeutic mechanism of IFN-β has not been fully elucidated, the data of microarray experiments that collected longitudinal gene expression profiles to evaluate the long-term response of IFN-β treatment have been analyzed using statistical methods that were incapable of dealing with such data. In this study, the GeneRank method was applied to generate weighted gene expression values and the monotonically expressed genes (MEGs) for both IFN-β treatment responders and nonresponders were identified. The proposed procedure identified 13 MEGs for the responders and 2 MEGs for the nonresponders, most of which are biologically relevant to MS. Our work here provides some useful insight into the mechanism of IFN-β treatment for MS patients. A full understanding of the therapeutic mechanism will enable a more personalized treatment strategy possible. |
format | Online Article Text |
id | pubmed-6930778 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Hindawi |
record_format | MEDLINE/PubMed |
spelling | pubmed-69307782020-01-08 Identification of Monotonically Differentially Expressed Genes for IFN-β-Treated Multiple Sclerosis Patients Tian, Suyan Zhang, Lei Biomed Res Int Research Article Multiple sclerosis (MS) is a common neurological disability of the central nervous system. Immune-modulatory therapy with interferon-β (IFN-β) has been used as a first-line treatment to prevent relapses in MS patients. While the therapeutic mechanism of IFN-β has not been fully elucidated, the data of microarray experiments that collected longitudinal gene expression profiles to evaluate the long-term response of IFN-β treatment have been analyzed using statistical methods that were incapable of dealing with such data. In this study, the GeneRank method was applied to generate weighted gene expression values and the monotonically expressed genes (MEGs) for both IFN-β treatment responders and nonresponders were identified. The proposed procedure identified 13 MEGs for the responders and 2 MEGs for the nonresponders, most of which are biologically relevant to MS. Our work here provides some useful insight into the mechanism of IFN-β treatment for MS patients. A full understanding of the therapeutic mechanism will enable a more personalized treatment strategy possible. Hindawi 2019-12-12 /pmc/articles/PMC6930778/ /pubmed/31915697 http://dx.doi.org/10.1155/2019/5647902 Text en Copyright © 2019 Suyan Tian and Lei Zhang. http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Article Tian, Suyan Zhang, Lei Identification of Monotonically Differentially Expressed Genes for IFN-β-Treated Multiple Sclerosis Patients |
title | Identification of Monotonically Differentially Expressed Genes for IFN-β-Treated Multiple Sclerosis Patients |
title_full | Identification of Monotonically Differentially Expressed Genes for IFN-β-Treated Multiple Sclerosis Patients |
title_fullStr | Identification of Monotonically Differentially Expressed Genes for IFN-β-Treated Multiple Sclerosis Patients |
title_full_unstemmed | Identification of Monotonically Differentially Expressed Genes for IFN-β-Treated Multiple Sclerosis Patients |
title_short | Identification of Monotonically Differentially Expressed Genes for IFN-β-Treated Multiple Sclerosis Patients |
title_sort | identification of monotonically differentially expressed genes for ifn-β-treated multiple sclerosis patients |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6930778/ https://www.ncbi.nlm.nih.gov/pubmed/31915697 http://dx.doi.org/10.1155/2019/5647902 |
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