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Low-coverage single-cell mRNA sequencing reveals cellular heterogeneity and activated signaling pathways in developing cerebral cortex
Large-scale surveys of single-cell gene expression have the potential to reveal rare cell populations and lineage relationships, but require efficient methods for cell capture and mRNA sequencing(1–4). Although cellular barcoding strategies allow parallel sequencing of single cells at ultra-low dept...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
2014
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4191988/ https://www.ncbi.nlm.nih.gov/pubmed/25086649 http://dx.doi.org/10.1038/nbt.2967 |
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author | Pollen, Alex A Nowakowski, Tomasz J Shuga, Joe Wang, Xiaohui Leyrat, Anne A Lui, Jan H Li, Nianzhen Szpankowski, Lukasz Fowler, Brian Chen, Peilin Ramalingam, Naveen Sun, Gang Thu, Myo Norris, Michael Lebofsky, Ronald Toppani, Dominique Kemp, Darnell Wong, Michael Clerkson, Barry Jones, Brittnee N Wu, Shiquan Knutsson, Lawrence Alvarado, Beatriz Wang, Jing Weaver, Lesley S May, Andrew P Jones, Robert C Unger, Marc A Kriegstein, Arnold R West, Jay AA |
author_facet | Pollen, Alex A Nowakowski, Tomasz J Shuga, Joe Wang, Xiaohui Leyrat, Anne A Lui, Jan H Li, Nianzhen Szpankowski, Lukasz Fowler, Brian Chen, Peilin Ramalingam, Naveen Sun, Gang Thu, Myo Norris, Michael Lebofsky, Ronald Toppani, Dominique Kemp, Darnell Wong, Michael Clerkson, Barry Jones, Brittnee N Wu, Shiquan Knutsson, Lawrence Alvarado, Beatriz Wang, Jing Weaver, Lesley S May, Andrew P Jones, Robert C Unger, Marc A Kriegstein, Arnold R West, Jay AA |
author_sort | Pollen, Alex A |
collection | PubMed |
description | Large-scale surveys of single-cell gene expression have the potential to reveal rare cell populations and lineage relationships, but require efficient methods for cell capture and mRNA sequencing(1–4). Although cellular barcoding strategies allow parallel sequencing of single cells at ultra-low depths(5), the limitations of shallow sequencing have not been directly investigated. By capturing 301 single cells from 11 populations using microfluidics and analyzing single-cell transcriptomes across downsampled sequencing depths, we demonstrate that shallow single-cell mRNA sequencing (~50,000 reads per cell) is sufficient for unbiased cell-type classification and biomarker identification. In developing cortex we identify diverse cell types including multiple progenitor and neuronal subtypes, and we identify EGR1 and FOS as previously unreported candidate targets of Notch signaling in human but not mouse radial glia. Our strategy establishes an efficient method for unbiased analysis and comparison of cell populations from heterogeneous tissue by microfluidic single-cell capture and low-coverage sequencing of many cells. |
format | Online Article Text |
id | pubmed-4191988 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
record_format | MEDLINE/PubMed |
spelling | pubmed-41919882015-04-01 Low-coverage single-cell mRNA sequencing reveals cellular heterogeneity and activated signaling pathways in developing cerebral cortex Pollen, Alex A Nowakowski, Tomasz J Shuga, Joe Wang, Xiaohui Leyrat, Anne A Lui, Jan H Li, Nianzhen Szpankowski, Lukasz Fowler, Brian Chen, Peilin Ramalingam, Naveen Sun, Gang Thu, Myo Norris, Michael Lebofsky, Ronald Toppani, Dominique Kemp, Darnell Wong, Michael Clerkson, Barry Jones, Brittnee N Wu, Shiquan Knutsson, Lawrence Alvarado, Beatriz Wang, Jing Weaver, Lesley S May, Andrew P Jones, Robert C Unger, Marc A Kriegstein, Arnold R West, Jay AA Nat Biotechnol Article Large-scale surveys of single-cell gene expression have the potential to reveal rare cell populations and lineage relationships, but require efficient methods for cell capture and mRNA sequencing(1–4). Although cellular barcoding strategies allow parallel sequencing of single cells at ultra-low depths(5), the limitations of shallow sequencing have not been directly investigated. By capturing 301 single cells from 11 populations using microfluidics and analyzing single-cell transcriptomes across downsampled sequencing depths, we demonstrate that shallow single-cell mRNA sequencing (~50,000 reads per cell) is sufficient for unbiased cell-type classification and biomarker identification. In developing cortex we identify diverse cell types including multiple progenitor and neuronal subtypes, and we identify EGR1 and FOS as previously unreported candidate targets of Notch signaling in human but not mouse radial glia. Our strategy establishes an efficient method for unbiased analysis and comparison of cell populations from heterogeneous tissue by microfluidic single-cell capture and low-coverage sequencing of many cells. 2014-08-03 2014-10 /pmc/articles/PMC4191988/ /pubmed/25086649 http://dx.doi.org/10.1038/nbt.2967 Text en http://www.nature.com/authors/editorial_policies/license.html#terms Users may view, print, copy, and download text and data-mine the content in such documents, for the purposes of academic research, subject always to the full Conditions of use:http://www.nature.com/authors/editorial_policies/license.html#terms |
spellingShingle | Article Pollen, Alex A Nowakowski, Tomasz J Shuga, Joe Wang, Xiaohui Leyrat, Anne A Lui, Jan H Li, Nianzhen Szpankowski, Lukasz Fowler, Brian Chen, Peilin Ramalingam, Naveen Sun, Gang Thu, Myo Norris, Michael Lebofsky, Ronald Toppani, Dominique Kemp, Darnell Wong, Michael Clerkson, Barry Jones, Brittnee N Wu, Shiquan Knutsson, Lawrence Alvarado, Beatriz Wang, Jing Weaver, Lesley S May, Andrew P Jones, Robert C Unger, Marc A Kriegstein, Arnold R West, Jay AA Low-coverage single-cell mRNA sequencing reveals cellular heterogeneity and activated signaling pathways in developing cerebral cortex |
title | Low-coverage single-cell mRNA sequencing reveals cellular heterogeneity and activated signaling pathways in developing cerebral cortex |
title_full | Low-coverage single-cell mRNA sequencing reveals cellular heterogeneity and activated signaling pathways in developing cerebral cortex |
title_fullStr | Low-coverage single-cell mRNA sequencing reveals cellular heterogeneity and activated signaling pathways in developing cerebral cortex |
title_full_unstemmed | Low-coverage single-cell mRNA sequencing reveals cellular heterogeneity and activated signaling pathways in developing cerebral cortex |
title_short | Low-coverage single-cell mRNA sequencing reveals cellular heterogeneity and activated signaling pathways in developing cerebral cortex |
title_sort | low-coverage single-cell mrna sequencing reveals cellular heterogeneity and activated signaling pathways in developing cerebral cortex |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4191988/ https://www.ncbi.nlm.nih.gov/pubmed/25086649 http://dx.doi.org/10.1038/nbt.2967 |
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