Cargando…

CamoTSS: analysis of alternative transcription start sites for cellular phenotypes and regulatory patterns from 5' scRNA-seq data

Five-prime single-cell RNA-seq (scRNA-seq) has been widely employed to profile cellular transcriptomes, however, its power of analysing transcription start sites (TSS) has not been fully utilised. Here, we present a computational method suite, CamoTSS, to precisely identify TSS and quantify its expr...

Descripción completa

Detalles Bibliográficos
Autores principales: Hou, Ruiyan, Hon, Chung-Chau, Huang, Yuanhua
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10636040/
https://www.ncbi.nlm.nih.gov/pubmed/37945584
http://dx.doi.org/10.1038/s41467-023-42636-1
_version_ 1785133125528977408
author Hou, Ruiyan
Hon, Chung-Chau
Huang, Yuanhua
author_facet Hou, Ruiyan
Hon, Chung-Chau
Huang, Yuanhua
author_sort Hou, Ruiyan
collection PubMed
description Five-prime single-cell RNA-seq (scRNA-seq) has been widely employed to profile cellular transcriptomes, however, its power of analysing transcription start sites (TSS) has not been fully utilised. Here, we present a computational method suite, CamoTSS, to precisely identify TSS and quantify its expression by leveraging the cDNA on read 1, which enables effective detection of alternative TSS usage. With various experimental data sets, we have demonstrated that CamoTSS can accurately identify TSS and the detected alternative TSS usages showed strong specificity in different biological processes, including cell types across human organs, the development of human thymus, and cancer conditions. As evidenced in nasopharyngeal cancer, alternative TSS usage can also reveal regulatory patterns including systematic TSS dysregulations.
format Online
Article
Text
id pubmed-10636040
institution National Center for Biotechnology Information
language English
publishDate 2023
publisher Nature Publishing Group UK
record_format MEDLINE/PubMed
spelling pubmed-106360402023-11-11 CamoTSS: analysis of alternative transcription start sites for cellular phenotypes and regulatory patterns from 5' scRNA-seq data Hou, Ruiyan Hon, Chung-Chau Huang, Yuanhua Nat Commun Article Five-prime single-cell RNA-seq (scRNA-seq) has been widely employed to profile cellular transcriptomes, however, its power of analysing transcription start sites (TSS) has not been fully utilised. Here, we present a computational method suite, CamoTSS, to precisely identify TSS and quantify its expression by leveraging the cDNA on read 1, which enables effective detection of alternative TSS usage. With various experimental data sets, we have demonstrated that CamoTSS can accurately identify TSS and the detected alternative TSS usages showed strong specificity in different biological processes, including cell types across human organs, the development of human thymus, and cancer conditions. As evidenced in nasopharyngeal cancer, alternative TSS usage can also reveal regulatory patterns including systematic TSS dysregulations. Nature Publishing Group UK 2023-11-09 /pmc/articles/PMC10636040/ /pubmed/37945584 http://dx.doi.org/10.1038/s41467-023-42636-1 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
Hou, Ruiyan
Hon, Chung-Chau
Huang, Yuanhua
CamoTSS: analysis of alternative transcription start sites for cellular phenotypes and regulatory patterns from 5' scRNA-seq data
title CamoTSS: analysis of alternative transcription start sites for cellular phenotypes and regulatory patterns from 5' scRNA-seq data
title_full CamoTSS: analysis of alternative transcription start sites for cellular phenotypes and regulatory patterns from 5' scRNA-seq data
title_fullStr CamoTSS: analysis of alternative transcription start sites for cellular phenotypes and regulatory patterns from 5' scRNA-seq data
title_full_unstemmed CamoTSS: analysis of alternative transcription start sites for cellular phenotypes and regulatory patterns from 5' scRNA-seq data
title_short CamoTSS: analysis of alternative transcription start sites for cellular phenotypes and regulatory patterns from 5' scRNA-seq data
title_sort camotss: analysis of alternative transcription start sites for cellular phenotypes and regulatory patterns from 5' scrna-seq data
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10636040/
https://www.ncbi.nlm.nih.gov/pubmed/37945584
http://dx.doi.org/10.1038/s41467-023-42636-1
work_keys_str_mv AT houruiyan camotssanalysisofalternativetranscriptionstartsitesforcellularphenotypesandregulatorypatternsfrom5scrnaseqdata
AT honchungchau camotssanalysisofalternativetranscriptionstartsitesforcellularphenotypesandregulatorypatternsfrom5scrnaseqdata
AT huangyuanhua camotssanalysisofalternativetranscriptionstartsitesforcellularphenotypesandregulatorypatternsfrom5scrnaseqdata