Cargando…

CellCall: integrating paired ligand–receptor and transcription factor activities for cell–cell communication

With the dramatic development of single-cell RNA sequencing (scRNA-seq) technologies, the systematic decoding of cell-cell communication has received great research interest. To date, several in-silico methods have been developed, but most of them lack the ability to predict the communication pathwa...

Descripción completa

Detalles Bibliográficos
Autores principales: Zhang, Yang, Liu, Tianyuan, Hu, Xuesong, Wang, Mei, Wang, Jing, Zou, Bohao, Tan, Puwen, Cui, Tianyu, Dou, Yiying, Ning, Lin, huang, Yan, Rao, Shuan, Wang, Dong, Zhao, Xiaoyang
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8421219/
https://www.ncbi.nlm.nih.gov/pubmed/34331449
http://dx.doi.org/10.1093/nar/gkab638
_version_ 1783749033330737152
author Zhang, Yang
Liu, Tianyuan
Hu, Xuesong
Wang, Mei
Wang, Jing
Zou, Bohao
Tan, Puwen
Cui, Tianyu
Dou, Yiying
Ning, Lin
huang, Yan
Rao, Shuan
Wang, Dong
Zhao, Xiaoyang
author_facet Zhang, Yang
Liu, Tianyuan
Hu, Xuesong
Wang, Mei
Wang, Jing
Zou, Bohao
Tan, Puwen
Cui, Tianyu
Dou, Yiying
Ning, Lin
huang, Yan
Rao, Shuan
Wang, Dong
Zhao, Xiaoyang
author_sort Zhang, Yang
collection PubMed
description With the dramatic development of single-cell RNA sequencing (scRNA-seq) technologies, the systematic decoding of cell-cell communication has received great research interest. To date, several in-silico methods have been developed, but most of them lack the ability to predict the communication pathways connecting the insides and outsides of cells. Here, we developed CellCall, a toolkit to infer inter- and intracellular communication pathways by integrating paired ligand-receptor and transcription factor (TF) activity. Moreover, CellCall uses an embedded pathway activity analysis method to identify the significantly activated pathways involved in intercellular crosstalk between certain cell types. Additionally, CellCall offers a rich suite of visualization options (Circos plot, Sankey plot, bubble plot, ridge plot, etc.) to present the analysis results. Case studies on scRNA-seq datasets of human testicular cells and the tumor immune microenvironment demonstrated the reliable and unique functionality of CellCall in intercellular communication analysis and internal TF activity exploration, which were further validated experimentally. Comparative analysis of CellCall and other tools indicated that CellCall was more accurate and offered more functions. In summary, CellCall provides a sophisticated and practical tool allowing researchers to decipher intercellular communication and related internal regulatory signals based on scRNA-seq data. CellCall is freely available at https://github.com/ShellyCoder/cellcall.
format Online
Article
Text
id pubmed-8421219
institution National Center for Biotechnology Information
language English
publishDate 2021
publisher Oxford University Press
record_format MEDLINE/PubMed
spelling pubmed-84212192021-09-09 CellCall: integrating paired ligand–receptor and transcription factor activities for cell–cell communication Zhang, Yang Liu, Tianyuan Hu, Xuesong Wang, Mei Wang, Jing Zou, Bohao Tan, Puwen Cui, Tianyu Dou, Yiying Ning, Lin huang, Yan Rao, Shuan Wang, Dong Zhao, Xiaoyang Nucleic Acids Res Computational Biology With the dramatic development of single-cell RNA sequencing (scRNA-seq) technologies, the systematic decoding of cell-cell communication has received great research interest. To date, several in-silico methods have been developed, but most of them lack the ability to predict the communication pathways connecting the insides and outsides of cells. Here, we developed CellCall, a toolkit to infer inter- and intracellular communication pathways by integrating paired ligand-receptor and transcription factor (TF) activity. Moreover, CellCall uses an embedded pathway activity analysis method to identify the significantly activated pathways involved in intercellular crosstalk between certain cell types. Additionally, CellCall offers a rich suite of visualization options (Circos plot, Sankey plot, bubble plot, ridge plot, etc.) to present the analysis results. Case studies on scRNA-seq datasets of human testicular cells and the tumor immune microenvironment demonstrated the reliable and unique functionality of CellCall in intercellular communication analysis and internal TF activity exploration, which were further validated experimentally. Comparative analysis of CellCall and other tools indicated that CellCall was more accurate and offered more functions. In summary, CellCall provides a sophisticated and practical tool allowing researchers to decipher intercellular communication and related internal regulatory signals based on scRNA-seq data. CellCall is freely available at https://github.com/ShellyCoder/cellcall. Oxford University Press 2021-07-31 /pmc/articles/PMC8421219/ /pubmed/34331449 http://dx.doi.org/10.1093/nar/gkab638 Text en © The Author(s) 2021. Published by Oxford University Press on behalf of Nucleic Acids Research. https://creativecommons.org/licenses/by-nc/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution-NonCommercial License (http://creativecommons.org/licenses/by-nc/4.0/ (https://creativecommons.org/licenses/by-nc/4.0/) ), which permits non-commercial re-use, distribution, and reproduction in any medium, provided the original work is properly cited. For commercial re-use, please contact journals.permissions@oup.com
spellingShingle Computational Biology
Zhang, Yang
Liu, Tianyuan
Hu, Xuesong
Wang, Mei
Wang, Jing
Zou, Bohao
Tan, Puwen
Cui, Tianyu
Dou, Yiying
Ning, Lin
huang, Yan
Rao, Shuan
Wang, Dong
Zhao, Xiaoyang
CellCall: integrating paired ligand–receptor and transcription factor activities for cell–cell communication
title CellCall: integrating paired ligand–receptor and transcription factor activities for cell–cell communication
title_full CellCall: integrating paired ligand–receptor and transcription factor activities for cell–cell communication
title_fullStr CellCall: integrating paired ligand–receptor and transcription factor activities for cell–cell communication
title_full_unstemmed CellCall: integrating paired ligand–receptor and transcription factor activities for cell–cell communication
title_short CellCall: integrating paired ligand–receptor and transcription factor activities for cell–cell communication
title_sort cellcall: integrating paired ligand–receptor and transcription factor activities for cell–cell communication
topic Computational Biology
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8421219/
https://www.ncbi.nlm.nih.gov/pubmed/34331449
http://dx.doi.org/10.1093/nar/gkab638
work_keys_str_mv AT zhangyang cellcallintegratingpairedligandreceptorandtranscriptionfactoractivitiesforcellcellcommunication
AT liutianyuan cellcallintegratingpairedligandreceptorandtranscriptionfactoractivitiesforcellcellcommunication
AT huxuesong cellcallintegratingpairedligandreceptorandtranscriptionfactoractivitiesforcellcellcommunication
AT wangmei cellcallintegratingpairedligandreceptorandtranscriptionfactoractivitiesforcellcellcommunication
AT wangjing cellcallintegratingpairedligandreceptorandtranscriptionfactoractivitiesforcellcellcommunication
AT zoubohao cellcallintegratingpairedligandreceptorandtranscriptionfactoractivitiesforcellcellcommunication
AT tanpuwen cellcallintegratingpairedligandreceptorandtranscriptionfactoractivitiesforcellcellcommunication
AT cuitianyu cellcallintegratingpairedligandreceptorandtranscriptionfactoractivitiesforcellcellcommunication
AT douyiying cellcallintegratingpairedligandreceptorandtranscriptionfactoractivitiesforcellcellcommunication
AT ninglin cellcallintegratingpairedligandreceptorandtranscriptionfactoractivitiesforcellcellcommunication
AT huangyan cellcallintegratingpairedligandreceptorandtranscriptionfactoractivitiesforcellcellcommunication
AT raoshuan cellcallintegratingpairedligandreceptorandtranscriptionfactoractivitiesforcellcellcommunication
AT wangdong cellcallintegratingpairedligandreceptorandtranscriptionfactoractivitiesforcellcellcommunication
AT zhaoxiaoyang cellcallintegratingpairedligandreceptorandtranscriptionfactoractivitiesforcellcellcommunication