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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...
Autores principales: | , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2021
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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 |
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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 |
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