Cargando…
Cross-Laboratory Analysis of Brain Cell Type Transcriptomes with Applications to Interpretation of Bulk Tissue Data
Establishing the molecular diversity of cell types is crucial for the study of the nervous system. We compiled a cross-laboratory database of mouse brain cell type-specific transcriptomes from 36 major cell types from across the mammalian brain using rigorously curated published data from pooled cel...
Autores principales: | , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Society for Neuroscience
2017
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5707795/ https://www.ncbi.nlm.nih.gov/pubmed/29204516 http://dx.doi.org/10.1523/ENEURO.0212-17.2017 |
_version_ | 1783282511106801664 |
---|---|
author | Mancarci, B. Ogan Toker, Lilah Tripathy, Shreejoy J. Li, Brenna Rocco, Brad Sibille, Etienne Pavlidis, Paul |
author_facet | Mancarci, B. Ogan Toker, Lilah Tripathy, Shreejoy J. Li, Brenna Rocco, Brad Sibille, Etienne Pavlidis, Paul |
author_sort | Mancarci, B. Ogan |
collection | PubMed |
description | Establishing the molecular diversity of cell types is crucial for the study of the nervous system. We compiled a cross-laboratory database of mouse brain cell type-specific transcriptomes from 36 major cell types from across the mammalian brain using rigorously curated published data from pooled cell type microarray and single-cell RNA-sequencing (RNA-seq) studies. We used these data to identify cell type-specific marker genes, discovering a substantial number of novel markers, many of which we validated using computational and experimental approaches. We further demonstrate that summarized expression of marker gene sets (MGSs) in bulk tissue data can be used to estimate the relative cell type abundance across samples. To facilitate use of this expanding resource, we provide a user-friendly web interface at www.neuroexpresso.org. |
format | Online Article Text |
id | pubmed-5707795 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Society for Neuroscience |
record_format | MEDLINE/PubMed |
spelling | pubmed-57077952017-12-04 Cross-Laboratory Analysis of Brain Cell Type Transcriptomes with Applications to Interpretation of Bulk Tissue Data Mancarci, B. Ogan Toker, Lilah Tripathy, Shreejoy J. Li, Brenna Rocco, Brad Sibille, Etienne Pavlidis, Paul eNeuro Methods/New Tools Establishing the molecular diversity of cell types is crucial for the study of the nervous system. We compiled a cross-laboratory database of mouse brain cell type-specific transcriptomes from 36 major cell types from across the mammalian brain using rigorously curated published data from pooled cell type microarray and single-cell RNA-sequencing (RNA-seq) studies. We used these data to identify cell type-specific marker genes, discovering a substantial number of novel markers, many of which we validated using computational and experimental approaches. We further demonstrate that summarized expression of marker gene sets (MGSs) in bulk tissue data can be used to estimate the relative cell type abundance across samples. To facilitate use of this expanding resource, we provide a user-friendly web interface at www.neuroexpresso.org. Society for Neuroscience 2017-11-30 /pmc/articles/PMC5707795/ /pubmed/29204516 http://dx.doi.org/10.1523/ENEURO.0212-17.2017 Text en Copyright © 2017 Mancarci et al. http://creativecommons.org/licenses/by/4.0/ This is an open-access article 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 that the original work is properly attributed. |
spellingShingle | Methods/New Tools Mancarci, B. Ogan Toker, Lilah Tripathy, Shreejoy J. Li, Brenna Rocco, Brad Sibille, Etienne Pavlidis, Paul Cross-Laboratory Analysis of Brain Cell Type Transcriptomes with Applications to Interpretation of Bulk Tissue Data |
title | Cross-Laboratory Analysis of Brain Cell Type Transcriptomes with Applications to Interpretation of Bulk Tissue Data |
title_full | Cross-Laboratory Analysis of Brain Cell Type Transcriptomes with Applications to Interpretation of Bulk Tissue Data |
title_fullStr | Cross-Laboratory Analysis of Brain Cell Type Transcriptomes with Applications to Interpretation of Bulk Tissue Data |
title_full_unstemmed | Cross-Laboratory Analysis of Brain Cell Type Transcriptomes with Applications to Interpretation of Bulk Tissue Data |
title_short | Cross-Laboratory Analysis of Brain Cell Type Transcriptomes with Applications to Interpretation of Bulk Tissue Data |
title_sort | cross-laboratory analysis of brain cell type transcriptomes with applications to interpretation of bulk tissue data |
topic | Methods/New Tools |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5707795/ https://www.ncbi.nlm.nih.gov/pubmed/29204516 http://dx.doi.org/10.1523/ENEURO.0212-17.2017 |
work_keys_str_mv | AT mancarcibogan crosslaboratoryanalysisofbraincelltypetranscriptomeswithapplicationstointerpretationofbulktissuedata AT tokerlilah crosslaboratoryanalysisofbraincelltypetranscriptomeswithapplicationstointerpretationofbulktissuedata AT tripathyshreejoyj crosslaboratoryanalysisofbraincelltypetranscriptomeswithapplicationstointerpretationofbulktissuedata AT librenna crosslaboratoryanalysisofbraincelltypetranscriptomeswithapplicationstointerpretationofbulktissuedata AT roccobrad crosslaboratoryanalysisofbraincelltypetranscriptomeswithapplicationstointerpretationofbulktissuedata AT sibilleetienne crosslaboratoryanalysisofbraincelltypetranscriptomeswithapplicationstointerpretationofbulktissuedata AT pavlidispaul crosslaboratoryanalysisofbraincelltypetranscriptomeswithapplicationstointerpretationofbulktissuedata |