Identification of vulnerable cell types in major brain disorders using single cell transcriptomes and expression weighted cell type enrichment
Author(s)
Skene, Nathan G
Grant, Seth GN
Type
Journal Article
Abstract
The cell types that trigger the primary pathology in many brain diseases remain largely unknown. One route to understanding the primary pathological cell type for a particular disease is to identify the cells expressing susceptibility genes. Although this is straightforward for monogenic conditions where the causative mutation may alter expression of a cell type specific marker, methods are required for the common polygenic disorders. We developed the Expression Weighted Cell Type Enrichment (EWCE) method that uses single cell transcriptomes to generate the probability distribution associated with a gene list having an average level of expression within a cell type. Following validation, we applied EWCE to human genetic data from cases of epilepsy, Schizophrenia, Autism, Intellectual Disability, Alzheimer's disease, Multiple Sclerosis and anxiety disorders. Genetic susceptibility primarily affected microglia in Alzheimer's and Multiple Sclerosis; was shared between interneurons and pyramidal neurons in Autism and Schizophrenia; while intellectual disabilities and epilepsy were attributable to a range of cell-types, with the strongest enrichment in interneurons. We hypothesized that the primary cell type pathology could trigger secondary changes in other cell types and these could be detected by applying EWCE to transcriptome data from diseased tissue. In Autism, Schizophrenia and Alzheimer's disease we find evidence of pathological changes in all of the major brain cell types. These findings give novel insight into the cellular origins and progression in common brain disorders. The methods can be applied to any tissue and disorder and have applications in validating mouse models.
Date Issued
2016-01-27
Date Acceptance
2016-01-12
Citation
Frontiers in Neuroscience, 2016, 10, pp.1-11
ISSN
1662-453X
Publisher
Frontiers Media
Start Page
1
End Page
11
Journal / Book Title
Frontiers in Neuroscience
Volume
10
Copyright Statement
© 2016 Skene and Grant. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY) (http://creativecommons.org/licenses/by/4.0/). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor 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.
License URL
Identifier
http://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&SrcApp=PARTNER_APP&SrcAuth=LinksAMR&KeyUT=WOS:000368986000001&DestLinkType=FullRecord&DestApp=ALL_WOS&UsrCustomerID=1ba7043ffcc86c417c072aa74d649202
Subjects
Science & Technology
Life Sciences & Biomedicine
Neurosciences
Neurosciences & Neurology
single cell genomics
transcriptome
RNA-seq
genetics
schizophrenia
autism
anxiety
Alzheimer's Disease
GENOME-WIDE ASSOCIATION
PREFRONTAL CORTEX
RNA-SEQ
ALZHEIMERS-DISEASE
GENE-EXPRESSION
CEREBRAL-CORTEX
BLOOD-FLOW
RISK LOCI
SCHIZOPHRENIA
AUTISM
Publication Status
Published
Article Number
ARTN 16
Date Publish Online
2016-01-27