Cargando…

SCALE: modeling allele-specific gene expression by single-cell RNA sequencing

Allele-specific expression is traditionally studied by bulk RNA sequencing, which measures average expression across cells. Single-cell RNA sequencing allows the comparison of expression distribution between the two alleles of a diploid organism and the characterization of allele-specific bursting....

Descripción completa

Detalles Bibliográficos
Autores principales: Jiang, Yuchao, Zhang, Nancy R., Li, Mingyao
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5407026/
https://www.ncbi.nlm.nih.gov/pubmed/28446220
http://dx.doi.org/10.1186/s13059-017-1200-8
_version_ 1783232079409971200
author Jiang, Yuchao
Zhang, Nancy R.
Li, Mingyao
author_facet Jiang, Yuchao
Zhang, Nancy R.
Li, Mingyao
author_sort Jiang, Yuchao
collection PubMed
description Allele-specific expression is traditionally studied by bulk RNA sequencing, which measures average expression across cells. Single-cell RNA sequencing allows the comparison of expression distribution between the two alleles of a diploid organism and the characterization of allele-specific bursting. Here, we propose SCALE to analyze genome-wide allele-specific bursting, with adjustment of technical variability. SCALE detects genes exhibiting allelic differences in bursting parameters and genes whose alleles burst non-independently. We apply SCALE to mouse blastocyst and human fibroblast cells and find that cis control in gene expression overwhelmingly manifests as differences in burst frequency. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s13059-017-1200-8) contains supplementary material, which is available to authorized users.
format Online
Article
Text
id pubmed-5407026
institution National Center for Biotechnology Information
language English
publishDate 2017
publisher BioMed Central
record_format MEDLINE/PubMed
spelling pubmed-54070262017-05-02 SCALE: modeling allele-specific gene expression by single-cell RNA sequencing Jiang, Yuchao Zhang, Nancy R. Li, Mingyao Genome Biol Method Allele-specific expression is traditionally studied by bulk RNA sequencing, which measures average expression across cells. Single-cell RNA sequencing allows the comparison of expression distribution between the two alleles of a diploid organism and the characterization of allele-specific bursting. Here, we propose SCALE to analyze genome-wide allele-specific bursting, with adjustment of technical variability. SCALE detects genes exhibiting allelic differences in bursting parameters and genes whose alleles burst non-independently. We apply SCALE to mouse blastocyst and human fibroblast cells and find that cis control in gene expression overwhelmingly manifests as differences in burst frequency. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s13059-017-1200-8) contains supplementary material, which is available to authorized users. BioMed Central 2017-04-26 /pmc/articles/PMC5407026/ /pubmed/28446220 http://dx.doi.org/10.1186/s13059-017-1200-8 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 Method
Jiang, Yuchao
Zhang, Nancy R.
Li, Mingyao
SCALE: modeling allele-specific gene expression by single-cell RNA sequencing
title SCALE: modeling allele-specific gene expression by single-cell RNA sequencing
title_full SCALE: modeling allele-specific gene expression by single-cell RNA sequencing
title_fullStr SCALE: modeling allele-specific gene expression by single-cell RNA sequencing
title_full_unstemmed SCALE: modeling allele-specific gene expression by single-cell RNA sequencing
title_short SCALE: modeling allele-specific gene expression by single-cell RNA sequencing
title_sort scale: modeling allele-specific gene expression by single-cell rna sequencing
topic Method
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5407026/
https://www.ncbi.nlm.nih.gov/pubmed/28446220
http://dx.doi.org/10.1186/s13059-017-1200-8
work_keys_str_mv AT jiangyuchao scalemodelingallelespecificgeneexpressionbysinglecellrnasequencing
AT zhangnancyr scalemodelingallelespecificgeneexpressionbysinglecellrnasequencing
AT limingyao scalemodelingallelespecificgeneexpressionbysinglecellrnasequencing