Cargando…

A data-driven approach links microglia to pathology and prognosis in amyotrophic lateral sclerosis

Amyotrophic lateral sclerosis (ALS) is a devastating neurodegenerative disease that lacks a predictive and broadly applicable biomarker. Continued focus on mutation-specific upstream mechanisms has yet to predict disease progression in the clinic. Utilising cellular pathology common to the majority...

Descripción completa

Detalles Bibliográficos
Autores principales: Cooper-Knock, Johnathan, Green, Claire, Altschuler, Gabriel, Wei, Wenbin, Bury, Joanna J., Heath, Paul R., Wyles, Matthew, Gelsthorpe, Catherine, Highley, J. Robin, Lorente-Pons, Alejandro, Beck, Tim, Doyle, Kathryn, Otero, Karel, Traynor, Bryan, Kirby, Janine, Shaw, Pamela J., Hide, Winston
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5353945/
https://www.ncbi.nlm.nih.gov/pubmed/28302159
http://dx.doi.org/10.1186/s40478-017-0424-x
_version_ 1782515232211468288
author Cooper-Knock, Johnathan
Green, Claire
Altschuler, Gabriel
Wei, Wenbin
Bury, Joanna J.
Heath, Paul R.
Wyles, Matthew
Gelsthorpe, Catherine
Highley, J. Robin
Lorente-Pons, Alejandro
Beck, Tim
Doyle, Kathryn
Otero, Karel
Traynor, Bryan
Kirby, Janine
Shaw, Pamela J.
Hide, Winston
author_facet Cooper-Knock, Johnathan
Green, Claire
Altschuler, Gabriel
Wei, Wenbin
Bury, Joanna J.
Heath, Paul R.
Wyles, Matthew
Gelsthorpe, Catherine
Highley, J. Robin
Lorente-Pons, Alejandro
Beck, Tim
Doyle, Kathryn
Otero, Karel
Traynor, Bryan
Kirby, Janine
Shaw, Pamela J.
Hide, Winston
author_sort Cooper-Knock, Johnathan
collection PubMed
description Amyotrophic lateral sclerosis (ALS) is a devastating neurodegenerative disease that lacks a predictive and broadly applicable biomarker. Continued focus on mutation-specific upstream mechanisms has yet to predict disease progression in the clinic. Utilising cellular pathology common to the majority of ALS patients, we implemented an objective transcriptome-driven approach to develop noninvasive prognostic biomarkers for disease progression. Genes expressed in laser captured motor neurons in direct correlation (Spearman rank correlation, p < 0.01) with counts of neuropathology were developed into co-expression network modules. Screening modules using three gene sets representing rate of disease progression and upstream genetic association with ALS led to the prioritisation of a single module enriched for immune response to motor neuron degeneration. Genes in the network module are important for microglial activation and predict disease progression in genetically heterogeneous ALS cohorts: Expression of three genes in peripheral lymphocytes - LILRA2, ITGB2 and CEBPD – differentiate patients with rapid and slowly progressive disease, suggesting promise as a blood-derived biomarker. TREM2 is a member of the network module and the level of soluble TREM2 protein in cerebrospinal fluid is shown to predict survival when measured in late stage disease (Spearman rank correlation, p = 0.01). Our data-driven systems approach has, for the first time, directly linked microglia to the development of motor neuron pathology. LILRA2, ITGB2 and CEBPD represent peripherally accessible candidate biomarkers and TREM2 provides a broadly applicable therapeutic target for ALS. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s40478-017-0424-x) contains supplementary material, which is available to authorized users.
format Online
Article
Text
id pubmed-5353945
institution National Center for Biotechnology Information
language English
publishDate 2017
publisher BioMed Central
record_format MEDLINE/PubMed
spelling pubmed-53539452017-03-22 A data-driven approach links microglia to pathology and prognosis in amyotrophic lateral sclerosis Cooper-Knock, Johnathan Green, Claire Altschuler, Gabriel Wei, Wenbin Bury, Joanna J. Heath, Paul R. Wyles, Matthew Gelsthorpe, Catherine Highley, J. Robin Lorente-Pons, Alejandro Beck, Tim Doyle, Kathryn Otero, Karel Traynor, Bryan Kirby, Janine Shaw, Pamela J. Hide, Winston Acta Neuropathol Commun Research Amyotrophic lateral sclerosis (ALS) is a devastating neurodegenerative disease that lacks a predictive and broadly applicable biomarker. Continued focus on mutation-specific upstream mechanisms has yet to predict disease progression in the clinic. Utilising cellular pathology common to the majority of ALS patients, we implemented an objective transcriptome-driven approach to develop noninvasive prognostic biomarkers for disease progression. Genes expressed in laser captured motor neurons in direct correlation (Spearman rank correlation, p < 0.01) with counts of neuropathology were developed into co-expression network modules. Screening modules using three gene sets representing rate of disease progression and upstream genetic association with ALS led to the prioritisation of a single module enriched for immune response to motor neuron degeneration. Genes in the network module are important for microglial activation and predict disease progression in genetically heterogeneous ALS cohorts: Expression of three genes in peripheral lymphocytes - LILRA2, ITGB2 and CEBPD – differentiate patients with rapid and slowly progressive disease, suggesting promise as a blood-derived biomarker. TREM2 is a member of the network module and the level of soluble TREM2 protein in cerebrospinal fluid is shown to predict survival when measured in late stage disease (Spearman rank correlation, p = 0.01). Our data-driven systems approach has, for the first time, directly linked microglia to the development of motor neuron pathology. LILRA2, ITGB2 and CEBPD represent peripherally accessible candidate biomarkers and TREM2 provides a broadly applicable therapeutic target for ALS. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s40478-017-0424-x) contains supplementary material, which is available to authorized users. BioMed Central 2017-03-16 /pmc/articles/PMC5353945/ /pubmed/28302159 http://dx.doi.org/10.1186/s40478-017-0424-x Text en © The Author(s). 2017 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated.
spellingShingle Research
Cooper-Knock, Johnathan
Green, Claire
Altschuler, Gabriel
Wei, Wenbin
Bury, Joanna J.
Heath, Paul R.
Wyles, Matthew
Gelsthorpe, Catherine
Highley, J. Robin
Lorente-Pons, Alejandro
Beck, Tim
Doyle, Kathryn
Otero, Karel
Traynor, Bryan
Kirby, Janine
Shaw, Pamela J.
Hide, Winston
A data-driven approach links microglia to pathology and prognosis in amyotrophic lateral sclerosis
title A data-driven approach links microglia to pathology and prognosis in amyotrophic lateral sclerosis
title_full A data-driven approach links microglia to pathology and prognosis in amyotrophic lateral sclerosis
title_fullStr A data-driven approach links microglia to pathology and prognosis in amyotrophic lateral sclerosis
title_full_unstemmed A data-driven approach links microglia to pathology and prognosis in amyotrophic lateral sclerosis
title_short A data-driven approach links microglia to pathology and prognosis in amyotrophic lateral sclerosis
title_sort data-driven approach links microglia to pathology and prognosis in amyotrophic lateral sclerosis
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5353945/
https://www.ncbi.nlm.nih.gov/pubmed/28302159
http://dx.doi.org/10.1186/s40478-017-0424-x
work_keys_str_mv AT cooperknockjohnathan adatadrivenapproachlinksmicrogliatopathologyandprognosisinamyotrophiclateralsclerosis
AT greenclaire adatadrivenapproachlinksmicrogliatopathologyandprognosisinamyotrophiclateralsclerosis
AT altschulergabriel adatadrivenapproachlinksmicrogliatopathologyandprognosisinamyotrophiclateralsclerosis
AT weiwenbin adatadrivenapproachlinksmicrogliatopathologyandprognosisinamyotrophiclateralsclerosis
AT buryjoannaj adatadrivenapproachlinksmicrogliatopathologyandprognosisinamyotrophiclateralsclerosis
AT heathpaulr adatadrivenapproachlinksmicrogliatopathologyandprognosisinamyotrophiclateralsclerosis
AT wylesmatthew adatadrivenapproachlinksmicrogliatopathologyandprognosisinamyotrophiclateralsclerosis
AT gelsthorpecatherine adatadrivenapproachlinksmicrogliatopathologyandprognosisinamyotrophiclateralsclerosis
AT highleyjrobin adatadrivenapproachlinksmicrogliatopathologyandprognosisinamyotrophiclateralsclerosis
AT lorenteponsalejandro adatadrivenapproachlinksmicrogliatopathologyandprognosisinamyotrophiclateralsclerosis
AT becktim adatadrivenapproachlinksmicrogliatopathologyandprognosisinamyotrophiclateralsclerosis
AT doylekathryn adatadrivenapproachlinksmicrogliatopathologyandprognosisinamyotrophiclateralsclerosis
AT oterokarel adatadrivenapproachlinksmicrogliatopathologyandprognosisinamyotrophiclateralsclerosis
AT traynorbryan adatadrivenapproachlinksmicrogliatopathologyandprognosisinamyotrophiclateralsclerosis
AT kirbyjanine adatadrivenapproachlinksmicrogliatopathologyandprognosisinamyotrophiclateralsclerosis
AT shawpamelaj adatadrivenapproachlinksmicrogliatopathologyandprognosisinamyotrophiclateralsclerosis
AT hidewinston adatadrivenapproachlinksmicrogliatopathologyandprognosisinamyotrophiclateralsclerosis
AT cooperknockjohnathan datadrivenapproachlinksmicrogliatopathologyandprognosisinamyotrophiclateralsclerosis
AT greenclaire datadrivenapproachlinksmicrogliatopathologyandprognosisinamyotrophiclateralsclerosis
AT altschulergabriel datadrivenapproachlinksmicrogliatopathologyandprognosisinamyotrophiclateralsclerosis
AT weiwenbin datadrivenapproachlinksmicrogliatopathologyandprognosisinamyotrophiclateralsclerosis
AT buryjoannaj datadrivenapproachlinksmicrogliatopathologyandprognosisinamyotrophiclateralsclerosis
AT heathpaulr datadrivenapproachlinksmicrogliatopathologyandprognosisinamyotrophiclateralsclerosis
AT wylesmatthew datadrivenapproachlinksmicrogliatopathologyandprognosisinamyotrophiclateralsclerosis
AT gelsthorpecatherine datadrivenapproachlinksmicrogliatopathologyandprognosisinamyotrophiclateralsclerosis
AT highleyjrobin datadrivenapproachlinksmicrogliatopathologyandprognosisinamyotrophiclateralsclerosis
AT lorenteponsalejandro datadrivenapproachlinksmicrogliatopathologyandprognosisinamyotrophiclateralsclerosis
AT becktim datadrivenapproachlinksmicrogliatopathologyandprognosisinamyotrophiclateralsclerosis
AT doylekathryn datadrivenapproachlinksmicrogliatopathologyandprognosisinamyotrophiclateralsclerosis
AT oterokarel datadrivenapproachlinksmicrogliatopathologyandprognosisinamyotrophiclateralsclerosis
AT traynorbryan datadrivenapproachlinksmicrogliatopathologyandprognosisinamyotrophiclateralsclerosis
AT kirbyjanine datadrivenapproachlinksmicrogliatopathologyandprognosisinamyotrophiclateralsclerosis
AT shawpamelaj datadrivenapproachlinksmicrogliatopathologyandprognosisinamyotrophiclateralsclerosis
AT hidewinston datadrivenapproachlinksmicrogliatopathologyandprognosisinamyotrophiclateralsclerosis