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CommPath: An R package for inference and analysis of pathway-mediated cell-cell communication chain from single-cell transcriptomics
Single-cell transcriptomics offers opportunities to investigate ligand-receptor (LR) interactions between heterogeneous cell populations within tissues. However, most existing tools for the inference of intercellular communication do not allow prioritization of functional LR associations that provok...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Research Network of Computational and Structural Biotechnology
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9647193/ https://www.ncbi.nlm.nih.gov/pubmed/36382188 http://dx.doi.org/10.1016/j.csbj.2022.10.028 |
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author | Lu, Hao Ping, Jie Zhou, Guangming Zhao, Zhen Gao, Weiming Jiang, Yuqing Quan, Cheng Lu, Yiming Zhou, Gangqiao |
author_facet | Lu, Hao Ping, Jie Zhou, Guangming Zhao, Zhen Gao, Weiming Jiang, Yuqing Quan, Cheng Lu, Yiming Zhou, Gangqiao |
author_sort | Lu, Hao |
collection | PubMed |
description | Single-cell transcriptomics offers opportunities to investigate ligand-receptor (LR) interactions between heterogeneous cell populations within tissues. However, most existing tools for the inference of intercellular communication do not allow prioritization of functional LR associations that provoke certain biological responses in the receiver cells. In addition, current tools do not enable the identification of the impact on the downstream cell types of the receiver cells. We present CommPath, an open-source R package and webserver, to analyze and visualize the LR interactions and pathway-mediated intercellular communication chain with single-cell transcriptomic data. CommPath curates a comprehensive signaling pathway database to interpret the consequences of LR associations and therefore infers functional LR interactions. Furthermore, CommPath determines cell-cell communication chain by considering both the upstream and downstream cells of user-defined cell populations. Applying CommPath to human hepatocellular carcinoma dataset shows its ability to decipher complex LR interaction patterns and the associated intercellular communication chain, as well as their changes in disease versus homeostasis. |
format | Online Article Text |
id | pubmed-9647193 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Research Network of Computational and Structural Biotechnology |
record_format | MEDLINE/PubMed |
spelling | pubmed-96471932022-11-14 CommPath: An R package for inference and analysis of pathway-mediated cell-cell communication chain from single-cell transcriptomics Lu, Hao Ping, Jie Zhou, Guangming Zhao, Zhen Gao, Weiming Jiang, Yuqing Quan, Cheng Lu, Yiming Zhou, Gangqiao Comput Struct Biotechnol J Communications Single-cell transcriptomics offers opportunities to investigate ligand-receptor (LR) interactions between heterogeneous cell populations within tissues. However, most existing tools for the inference of intercellular communication do not allow prioritization of functional LR associations that provoke certain biological responses in the receiver cells. In addition, current tools do not enable the identification of the impact on the downstream cell types of the receiver cells. We present CommPath, an open-source R package and webserver, to analyze and visualize the LR interactions and pathway-mediated intercellular communication chain with single-cell transcriptomic data. CommPath curates a comprehensive signaling pathway database to interpret the consequences of LR associations and therefore infers functional LR interactions. Furthermore, CommPath determines cell-cell communication chain by considering both the upstream and downstream cells of user-defined cell populations. Applying CommPath to human hepatocellular carcinoma dataset shows its ability to decipher complex LR interaction patterns and the associated intercellular communication chain, as well as their changes in disease versus homeostasis. Research Network of Computational and Structural Biotechnology 2022-10-26 /pmc/articles/PMC9647193/ /pubmed/36382188 http://dx.doi.org/10.1016/j.csbj.2022.10.028 Text en © 2022 The Authors https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/). |
spellingShingle | Communications Lu, Hao Ping, Jie Zhou, Guangming Zhao, Zhen Gao, Weiming Jiang, Yuqing Quan, Cheng Lu, Yiming Zhou, Gangqiao CommPath: An R package for inference and analysis of pathway-mediated cell-cell communication chain from single-cell transcriptomics |
title | CommPath: An R package for inference and analysis of pathway-mediated cell-cell communication chain from single-cell transcriptomics |
title_full | CommPath: An R package for inference and analysis of pathway-mediated cell-cell communication chain from single-cell transcriptomics |
title_fullStr | CommPath: An R package for inference and analysis of pathway-mediated cell-cell communication chain from single-cell transcriptomics |
title_full_unstemmed | CommPath: An R package for inference and analysis of pathway-mediated cell-cell communication chain from single-cell transcriptomics |
title_short | CommPath: An R package for inference and analysis of pathway-mediated cell-cell communication chain from single-cell transcriptomics |
title_sort | commpath: an r package for inference and analysis of pathway-mediated cell-cell communication chain from single-cell transcriptomics |
topic | Communications |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9647193/ https://www.ncbi.nlm.nih.gov/pubmed/36382188 http://dx.doi.org/10.1016/j.csbj.2022.10.028 |
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