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...

Descripción completa

Detalles Bibliográficos
Autores principales: Miller, Jacob M., Beales, Jeremy T., Montierth, Matthew D., Briggs, Farren B., Frodsham, Scott F., Davis, Mary Feller
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