Generation of a Model to Predict Differentiation and Migration of Lymphocyte Subsets under Homeostatic and CNS Autoinflammatory Conditions.
Adolescent
Adult
Autoimmune Diseases
/ etiology
Biomarkers
Cell Movement
/ immunology
Central Nervous System
/ immunology
Central Nervous System Diseases
/ etiology
Child
Disease Susceptibility
/ immunology
Female
Homeostasis
Humans
Immunophenotyping
Inflammation
/ etiology
Lymphocyte Count
Lymphocyte Subsets
/ immunology
Male
Middle Aged
Models, Biological
Young Adult
CNS inflammation
Markov chain model
Susac syndrome
autoimmune diseases
central nervous system
cerebrospinal fluid
flow cytometry
multiple sclerosis
Journal
International journal of molecular sciences
ISSN: 1422-0067
Titre abrégé: Int J Mol Sci
Pays: Switzerland
ID NLM: 101092791
Informations de publication
Date de publication:
17 Mar 2020
17 Mar 2020
Historique:
received:
14
02
2020
revised:
12
03
2020
accepted:
13
03
2020
entrez:
21
3
2020
pubmed:
21
3
2020
medline:
15
12
2020
Statut:
epublish
Résumé
The central nervous system (CNS) is an immune-privileged compartment that is separated from the circulating blood and the peripheral organs by the blood-brain and the blood-cerebrospinal fluid (CSF) barriers. Transmigration of lymphocyte subsets across these barriers and their activation/differentiation within the periphery and intrathecal compartments in health and autoinflammatory CNS disease are complex. Mathematical models are warranted that qualitatively and quantitatively predict the distribution and differentiation stages of lymphocyte subsets in the blood and CSF. Here, we propose a probabilistic mathematical model that (i) correctly reproduces acquired data on location and differentiation states of distinct lymphocyte subsets under homeostatic and neuroinflammatory conditions, (ii) provides a quantitative assessment of differentiation and transmigration rates under these conditions, (iii) correctly predicts the qualitative behavior of immune-modulating therapies, (iv) and enables simulation-based prediction of distribution and differentiation stages of lymphocyte subsets in the case of limited access to biomaterial. Taken together, this model might reduce future measurements in the CSF compartment and allows for the assessment of the effectiveness of different immune-modulating therapies.
Identifiants
pubmed: 32192056
pii: ijms21062046
doi: 10.3390/ijms21062046
pmc: PMC7139518
pii:
doi:
Substances chimiques
Biomarkers
0
Types de publication
Journal Article
Langues
eng
Sous-ensembles de citation
IM
Subventions
Organisme : Deutsche Forschungsgemeinschaft
ID : GR3946_3/1
Organisme : Interdisciplinary Center for Clinical Studies
ID : Kl3/010/19
Organisme : Kompetenznetz Multiple Sklerose (KKNMS)
ID : FKZ01GI1603A
Organisme : federal institute for risk assessment (BfR)
ID : 60-0102-01.P585
Organisme : Deutsche Forschungsgemeinschaft
ID : 5386/15,18,19
Organisme : Collaborative Research Centre CRC TR128 "Initiating/Effector versus Regulatory Mechanisms in Multiple Sclerosis - Progress towards Tackling the Disease"
ID : project A09
Références
Brain. 2001 Nov;124(Pt 11):2169-76
pubmed: 11673319
Brain. 2005 Jul;128(Pt 7):1667-76
pubmed: 15800022
Nat Rev Immunol. 2015 Sep 15;15(9):545-58
pubmed: 26250739
Cytometry A. 2006 Mar;69(3):147-51
pubmed: 16479603
N Engl J Med. 2008 Oct 23;359(17):1786-801
pubmed: 18946064
J Exp Med. 2014 Aug 25;211(9):1833-46
pubmed: 25135296
J Immunol. 2014 Mar 15;192(6):2551-63
pubmed: 24510966
Cytometry A. 2015 Mar;87(3):227-43
pubmed: 25641944
Nat Commun. 2019 Dec 18;10(1):5779
pubmed: 31852955
Nat Commun. 2016 Apr 04;7:11153
pubmed: 27040081
Neurol Neuroimmunol Neuroinflamm. 2016 Oct 12;3(6):e289
pubmed: 27766281
Front Immunol. 2018 Jul 09;9:1560
pubmed: 30050529
Cell. 2015 Nov 19;163(5):1064-1078
pubmed: 26590417
Lancet Neurol. 2018 Feb;17(2):162-173
pubmed: 29275977
Nat Immunol. 2017 Feb;18(2):123-131
pubmed: 28092374
Arch Neurol. 2006 Oct;63(10):1383-7
pubmed: 17030653
Brain. 2019 Nov 1;142(11):3411-3427
pubmed: 31563951
N Engl J Med. 2003 Jan 2;348(1):15-23
pubmed: 12510038
Neurology. 2008 Oct 21;71(17):1350-4
pubmed: 18936427
Math Med Biol. 2017 Mar 1;34(1):39-58
pubmed: 26519370
JAMA Neurol. 2014 Jul 1;71(7):905-12
pubmed: 24818670
J Neurol Neurosurg Psychiatry. 2016 Dec;87(12):1287-1295
pubmed: 28103199
PLoS Comput Biol. 2014 May 15;10(5):e1003586
pubmed: 24830705
Methods Cell Biol. 2008;84:911-37
pubmed: 17964954
Proc Natl Acad Sci U S A. 2016 May 24;113(21):E2973-82
pubmed: 27162345
J Neuroimmunol. 2011 Apr;233(1-2):245-8
pubmed: 21353315
Neurology. 2009 Jun 2;72(22):1922-30
pubmed: 19487650