Cargando…
The Impact of Multiple Sclerosis Disease Status and Subtype on Hematological Profile
Multiple sclerosis (MS) is an immune-mediated, demyelinating disease of the central nervous system. In this study, an MS cohort and healthy controls were stratified into Caucasian and African American groups. Patient hematological profiles—composed of complete blood count (CBC) and complete metaboli...
Autores principales: | , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2021
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8004915/ https://www.ncbi.nlm.nih.gov/pubmed/33807004 http://dx.doi.org/10.3390/ijerph18063318 |
_version_ | 1783672012782174208 |
---|---|
author | Miller, Jacob M. Beales, Jeremy T. Montierth, Matthew D. Briggs, Farren B. Frodsham, Scott F. Davis, Mary Feller |
author_facet | Miller, Jacob M. Beales, Jeremy T. Montierth, Matthew D. Briggs, Farren B. Frodsham, Scott F. Davis, Mary Feller |
author_sort | Miller, Jacob M. |
collection | PubMed |
description | Multiple sclerosis (MS) is an immune-mediated, demyelinating disease of the central nervous system. In this study, an MS cohort and healthy controls were stratified into Caucasian and African American groups. Patient hematological profiles—composed of complete blood count (CBC) and complete metabolic panel (CMP) test values—were analyzed to identify differences between MS cases and controls and between patients with different MS subtypes. Additionally, random forest models were used to determine the aggregate utility of common hematological tests in determining MS disease status and subtype. The most significant and relevant results were increased bilirubin and creatinine in MS cases. The random forest models achieved some success in differentiating between MS cases and controls (AUC values: 0.725 and 0.710, respectively) but were not successful in differentiating between subtypes. However, larger samples that adjust for possible confounding variables, such as treatment status, may reveal the value of these tests in differentiating between MS subtypes. |
format | Online Article Text |
id | pubmed-8004915 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-80049152021-03-29 The Impact of Multiple Sclerosis Disease Status and Subtype on Hematological Profile Miller, Jacob M. Beales, Jeremy T. Montierth, Matthew D. Briggs, Farren B. Frodsham, Scott F. Davis, Mary Feller Int J Environ Res Public Health Article Multiple sclerosis (MS) is an immune-mediated, demyelinating disease of the central nervous system. In this study, an MS cohort and healthy controls were stratified into Caucasian and African American groups. Patient hematological profiles—composed of complete blood count (CBC) and complete metabolic panel (CMP) test values—were analyzed to identify differences between MS cases and controls and between patients with different MS subtypes. Additionally, random forest models were used to determine the aggregate utility of common hematological tests in determining MS disease status and subtype. The most significant and relevant results were increased bilirubin and creatinine in MS cases. The random forest models achieved some success in differentiating between MS cases and controls (AUC values: 0.725 and 0.710, respectively) but were not successful in differentiating between subtypes. However, larger samples that adjust for possible confounding variables, such as treatment status, may reveal the value of these tests in differentiating between MS subtypes. MDPI 2021-03-23 /pmc/articles/PMC8004915/ /pubmed/33807004 http://dx.doi.org/10.3390/ijerph18063318 Text en © 2021 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Miller, Jacob M. Beales, Jeremy T. Montierth, Matthew D. Briggs, Farren B. Frodsham, Scott F. Davis, Mary Feller The Impact of Multiple Sclerosis Disease Status and Subtype on Hematological Profile |
title | The Impact of Multiple Sclerosis Disease Status and Subtype on Hematological Profile |
title_full | The Impact of Multiple Sclerosis Disease Status and Subtype on Hematological Profile |
title_fullStr | The Impact of Multiple Sclerosis Disease Status and Subtype on Hematological Profile |
title_full_unstemmed | The Impact of Multiple Sclerosis Disease Status and Subtype on Hematological Profile |
title_short | The Impact of Multiple Sclerosis Disease Status and Subtype on Hematological Profile |
title_sort | impact of multiple sclerosis disease status and subtype on hematological profile |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8004915/ https://www.ncbi.nlm.nih.gov/pubmed/33807004 http://dx.doi.org/10.3390/ijerph18063318 |
work_keys_str_mv | AT millerjacobm theimpactofmultiplesclerosisdiseasestatusandsubtypeonhematologicalprofile AT bealesjeremyt theimpactofmultiplesclerosisdiseasestatusandsubtypeonhematologicalprofile AT montierthmatthewd theimpactofmultiplesclerosisdiseasestatusandsubtypeonhematologicalprofile AT briggsfarrenb theimpactofmultiplesclerosisdiseasestatusandsubtypeonhematologicalprofile AT frodshamscottf theimpactofmultiplesclerosisdiseasestatusandsubtypeonhematologicalprofile AT davismaryfeller theimpactofmultiplesclerosisdiseasestatusandsubtypeonhematologicalprofile AT millerjacobm impactofmultiplesclerosisdiseasestatusandsubtypeonhematologicalprofile AT bealesjeremyt impactofmultiplesclerosisdiseasestatusandsubtypeonhematologicalprofile AT montierthmatthewd impactofmultiplesclerosisdiseasestatusandsubtypeonhematologicalprofile AT briggsfarrenb impactofmultiplesclerosisdiseasestatusandsubtypeonhematologicalprofile AT frodshamscottf impactofmultiplesclerosisdiseasestatusandsubtypeonhematologicalprofile AT davismaryfeller impactofmultiplesclerosisdiseasestatusandsubtypeonhematologicalprofile |