Cargando…
Multi-Omic Approach to Identify Phenotypic Modifiers Underlying Cerebral Demyelination in X-Linked Adrenoleukodystrophy
X-linked adrenoleukodystrophy (ALD) is a peroxisomal metabolic disorder with a highly complex clinical presentation. ALD is caused by mutations in the ABCD1 gene, and is characterized by the accumulation of very long-chain fatty acids in plasma and tissues. Disease-causing mutations are ‘loss of fun...
Autores principales: | , , , , , , , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2020
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7330173/ https://www.ncbi.nlm.nih.gov/pubmed/32671069 http://dx.doi.org/10.3389/fcell.2020.00520 |
_version_ | 1783553058708389888 |
---|---|
author | Richmond, Phillip A. van der Kloet, Frans Vaz, Frederic M. Lin, David Uzozie, Anuli Graham, Emma Kobor, Michael Mostafavi, Sara Moerland, Perry D. Lange, Philipp F. van Kampen, Antoine H. C. Wasserman, Wyeth W. Engelen, Marc Kemp, Stephan van Karnebeek, Clara D. M. |
author_facet | Richmond, Phillip A. van der Kloet, Frans Vaz, Frederic M. Lin, David Uzozie, Anuli Graham, Emma Kobor, Michael Mostafavi, Sara Moerland, Perry D. Lange, Philipp F. van Kampen, Antoine H. C. Wasserman, Wyeth W. Engelen, Marc Kemp, Stephan van Karnebeek, Clara D. M. |
author_sort | Richmond, Phillip A. |
collection | PubMed |
description | X-linked adrenoleukodystrophy (ALD) is a peroxisomal metabolic disorder with a highly complex clinical presentation. ALD is caused by mutations in the ABCD1 gene, and is characterized by the accumulation of very long-chain fatty acids in plasma and tissues. Disease-causing mutations are ‘loss of function’ mutations, with no prognostic value with respect to the clinical outcome of an individual. All male patients with ALD develop spinal cord disease and a peripheral neuropathy in adulthood, although age of onset is highly variable. However, the lifetime prevalence to develop progressive white matter lesions, termed cerebral ALD (CALD), is only about 60%. Early identification of transition to CALD is critical since it can be halted by allogeneic hematopoietic stem cell therapy only in an early stage. The primary goal of this study is to identify molecular markers which may be prognostic of cerebral demyelination from a simple blood sample, with the hope that blood-based assays can replace the current protocols for diagnosis. We collected six well-characterized brother pairs affected by ALD and discordant for the presence of CALD and performed multi-omic profiling of blood samples including genome, epigenome, transcriptome, metabolome/lipidome, and proteome profiling. In our analysis we identify discordant genomic alleles present across all families as well as differentially abundant molecular features across the omics technologies. The analysis was focused on univariate modeling to discriminate the two phenotypic groups, but was unable to identify statistically significant candidate molecular markers. Our study highlights the issues caused by a large amount of inter-individual variation, and supports the emerging hypothesis that cerebral demyelination is a complex mix of environmental factors and/or heterogeneous genomic alleles. We confirm previous observations about the role of immune response, specifically auto-immunity and the potential role of PFN1 protein overabundance in CALD in a subset of the families. We envision our methodology as well as dataset has utility to the field for reproducing previous or enabling future modifier investigations. |
format | Online Article Text |
id | pubmed-7330173 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-73301732020-07-14 Multi-Omic Approach to Identify Phenotypic Modifiers Underlying Cerebral Demyelination in X-Linked Adrenoleukodystrophy Richmond, Phillip A. van der Kloet, Frans Vaz, Frederic M. Lin, David Uzozie, Anuli Graham, Emma Kobor, Michael Mostafavi, Sara Moerland, Perry D. Lange, Philipp F. van Kampen, Antoine H. C. Wasserman, Wyeth W. Engelen, Marc Kemp, Stephan van Karnebeek, Clara D. M. Front Cell Dev Biol Cell and Developmental Biology X-linked adrenoleukodystrophy (ALD) is a peroxisomal metabolic disorder with a highly complex clinical presentation. ALD is caused by mutations in the ABCD1 gene, and is characterized by the accumulation of very long-chain fatty acids in plasma and tissues. Disease-causing mutations are ‘loss of function’ mutations, with no prognostic value with respect to the clinical outcome of an individual. All male patients with ALD develop spinal cord disease and a peripheral neuropathy in adulthood, although age of onset is highly variable. However, the lifetime prevalence to develop progressive white matter lesions, termed cerebral ALD (CALD), is only about 60%. Early identification of transition to CALD is critical since it can be halted by allogeneic hematopoietic stem cell therapy only in an early stage. The primary goal of this study is to identify molecular markers which may be prognostic of cerebral demyelination from a simple blood sample, with the hope that blood-based assays can replace the current protocols for diagnosis. We collected six well-characterized brother pairs affected by ALD and discordant for the presence of CALD and performed multi-omic profiling of blood samples including genome, epigenome, transcriptome, metabolome/lipidome, and proteome profiling. In our analysis we identify discordant genomic alleles present across all families as well as differentially abundant molecular features across the omics technologies. The analysis was focused on univariate modeling to discriminate the two phenotypic groups, but was unable to identify statistically significant candidate molecular markers. Our study highlights the issues caused by a large amount of inter-individual variation, and supports the emerging hypothesis that cerebral demyelination is a complex mix of environmental factors and/or heterogeneous genomic alleles. We confirm previous observations about the role of immune response, specifically auto-immunity and the potential role of PFN1 protein overabundance in CALD in a subset of the families. We envision our methodology as well as dataset has utility to the field for reproducing previous or enabling future modifier investigations. Frontiers Media S.A. 2020-06-25 /pmc/articles/PMC7330173/ /pubmed/32671069 http://dx.doi.org/10.3389/fcell.2020.00520 Text en Copyright © 2020 Richmond, van der Kloet, Vaz, Lin, Uzozie, Graham, Kobor, Mostafavi, Moerland, Lange, van Kampen, Wasserman, Engelen, Kemp and van Karnebeek. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Cell and Developmental Biology Richmond, Phillip A. van der Kloet, Frans Vaz, Frederic M. Lin, David Uzozie, Anuli Graham, Emma Kobor, Michael Mostafavi, Sara Moerland, Perry D. Lange, Philipp F. van Kampen, Antoine H. C. Wasserman, Wyeth W. Engelen, Marc Kemp, Stephan van Karnebeek, Clara D. M. Multi-Omic Approach to Identify Phenotypic Modifiers Underlying Cerebral Demyelination in X-Linked Adrenoleukodystrophy |
title | Multi-Omic Approach to Identify Phenotypic Modifiers Underlying Cerebral Demyelination in X-Linked Adrenoleukodystrophy |
title_full | Multi-Omic Approach to Identify Phenotypic Modifiers Underlying Cerebral Demyelination in X-Linked Adrenoleukodystrophy |
title_fullStr | Multi-Omic Approach to Identify Phenotypic Modifiers Underlying Cerebral Demyelination in X-Linked Adrenoleukodystrophy |
title_full_unstemmed | Multi-Omic Approach to Identify Phenotypic Modifiers Underlying Cerebral Demyelination in X-Linked Adrenoleukodystrophy |
title_short | Multi-Omic Approach to Identify Phenotypic Modifiers Underlying Cerebral Demyelination in X-Linked Adrenoleukodystrophy |
title_sort | multi-omic approach to identify phenotypic modifiers underlying cerebral demyelination in x-linked adrenoleukodystrophy |
topic | Cell and Developmental Biology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7330173/ https://www.ncbi.nlm.nih.gov/pubmed/32671069 http://dx.doi.org/10.3389/fcell.2020.00520 |
work_keys_str_mv | AT richmondphillipa multiomicapproachtoidentifyphenotypicmodifiersunderlyingcerebraldemyelinationinxlinkedadrenoleukodystrophy AT vanderkloetfrans multiomicapproachtoidentifyphenotypicmodifiersunderlyingcerebraldemyelinationinxlinkedadrenoleukodystrophy AT vazfredericm multiomicapproachtoidentifyphenotypicmodifiersunderlyingcerebraldemyelinationinxlinkedadrenoleukodystrophy AT lindavid multiomicapproachtoidentifyphenotypicmodifiersunderlyingcerebraldemyelinationinxlinkedadrenoleukodystrophy AT uzozieanuli multiomicapproachtoidentifyphenotypicmodifiersunderlyingcerebraldemyelinationinxlinkedadrenoleukodystrophy AT grahamemma multiomicapproachtoidentifyphenotypicmodifiersunderlyingcerebraldemyelinationinxlinkedadrenoleukodystrophy AT kobormichael multiomicapproachtoidentifyphenotypicmodifiersunderlyingcerebraldemyelinationinxlinkedadrenoleukodystrophy AT mostafavisara multiomicapproachtoidentifyphenotypicmodifiersunderlyingcerebraldemyelinationinxlinkedadrenoleukodystrophy AT moerlandperryd multiomicapproachtoidentifyphenotypicmodifiersunderlyingcerebraldemyelinationinxlinkedadrenoleukodystrophy AT langephilippf multiomicapproachtoidentifyphenotypicmodifiersunderlyingcerebraldemyelinationinxlinkedadrenoleukodystrophy AT vankampenantoinehc multiomicapproachtoidentifyphenotypicmodifiersunderlyingcerebraldemyelinationinxlinkedadrenoleukodystrophy AT wassermanwyethw multiomicapproachtoidentifyphenotypicmodifiersunderlyingcerebraldemyelinationinxlinkedadrenoleukodystrophy AT engelenmarc multiomicapproachtoidentifyphenotypicmodifiersunderlyingcerebraldemyelinationinxlinkedadrenoleukodystrophy AT kempstephan multiomicapproachtoidentifyphenotypicmodifiersunderlyingcerebraldemyelinationinxlinkedadrenoleukodystrophy AT vankarnebeekclaradm multiomicapproachtoidentifyphenotypicmodifiersunderlyingcerebraldemyelinationinxlinkedadrenoleukodystrophy |