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TISCH: a comprehensive web resource enabling interactive single-cell transcriptome visualization of tumor microenvironment
Cancer immunotherapy targeting co-inhibitory pathways by checkpoint blockade shows remarkable efficacy in a variety of cancer types. However, only a minority of patients respond to treatment due to the stochastic heterogeneity of tumor microenvironment (TME). Recent advances in single-cell RNA-seq t...
Autores principales: | , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7778907/ https://www.ncbi.nlm.nih.gov/pubmed/33179754 http://dx.doi.org/10.1093/nar/gkaa1020 |
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author | Sun, Dongqing Wang, Jin Han, Ya Dong, Xin Ge, Jun Zheng, Rongbin Shi, Xiaoying Wang, Binbin Li, Ziyi Ren, Pengfei Sun, Liangdong Yan, Yilv Zhang, Peng Zhang, Fan Li, Taiwen Wang, Chenfei |
author_facet | Sun, Dongqing Wang, Jin Han, Ya Dong, Xin Ge, Jun Zheng, Rongbin Shi, Xiaoying Wang, Binbin Li, Ziyi Ren, Pengfei Sun, Liangdong Yan, Yilv Zhang, Peng Zhang, Fan Li, Taiwen Wang, Chenfei |
author_sort | Sun, Dongqing |
collection | PubMed |
description | Cancer immunotherapy targeting co-inhibitory pathways by checkpoint blockade shows remarkable efficacy in a variety of cancer types. However, only a minority of patients respond to treatment due to the stochastic heterogeneity of tumor microenvironment (TME). Recent advances in single-cell RNA-seq technologies enabled comprehensive characterization of the immune system heterogeneity in tumors but posed computational challenges on integrating and utilizing the massive published datasets to inform immunotherapy. Here, we present Tumor Immune Single Cell Hub (TISCH, http://tisch.comp-genomics.org), a large-scale curated database that integrates single-cell transcriptomic profiles of nearly 2 million cells from 76 high-quality tumor datasets across 27 cancer types. All the data were uniformly processed with a standardized workflow, including quality control, batch effect removal, clustering, cell-type annotation, malignant cell classification, differential expression analysis and functional enrichment analysis. TISCH provides interactive gene expression visualization across multiple datasets at the single-cell level or cluster level, allowing systematic comparison between different cell-types, patients, tissue origins, treatment and response groups, and even different cancer-types. In summary, TISCH provides a user-friendly interface for systematically visualizing, searching and downloading gene expression atlas in the TME from multiple cancer types, enabling fast, flexible and comprehensive exploration of the TME. |
format | Online Article Text |
id | pubmed-7778907 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-77789072021-01-06 TISCH: a comprehensive web resource enabling interactive single-cell transcriptome visualization of tumor microenvironment Sun, Dongqing Wang, Jin Han, Ya Dong, Xin Ge, Jun Zheng, Rongbin Shi, Xiaoying Wang, Binbin Li, Ziyi Ren, Pengfei Sun, Liangdong Yan, Yilv Zhang, Peng Zhang, Fan Li, Taiwen Wang, Chenfei Nucleic Acids Res Database Issue Cancer immunotherapy targeting co-inhibitory pathways by checkpoint blockade shows remarkable efficacy in a variety of cancer types. However, only a minority of patients respond to treatment due to the stochastic heterogeneity of tumor microenvironment (TME). Recent advances in single-cell RNA-seq technologies enabled comprehensive characterization of the immune system heterogeneity in tumors but posed computational challenges on integrating and utilizing the massive published datasets to inform immunotherapy. Here, we present Tumor Immune Single Cell Hub (TISCH, http://tisch.comp-genomics.org), a large-scale curated database that integrates single-cell transcriptomic profiles of nearly 2 million cells from 76 high-quality tumor datasets across 27 cancer types. All the data were uniformly processed with a standardized workflow, including quality control, batch effect removal, clustering, cell-type annotation, malignant cell classification, differential expression analysis and functional enrichment analysis. TISCH provides interactive gene expression visualization across multiple datasets at the single-cell level or cluster level, allowing systematic comparison between different cell-types, patients, tissue origins, treatment and response groups, and even different cancer-types. In summary, TISCH provides a user-friendly interface for systematically visualizing, searching and downloading gene expression atlas in the TME from multiple cancer types, enabling fast, flexible and comprehensive exploration of the TME. Oxford University Press 2020-11-12 /pmc/articles/PMC7778907/ /pubmed/33179754 http://dx.doi.org/10.1093/nar/gkaa1020 Text en © The Author(s) 2020. Published by Oxford University Press on behalf of Nucleic Acids Research. http://creativecommons.org/licenses/by-nc/4.0/ This is an Open Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (http://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 | Database Issue Sun, Dongqing Wang, Jin Han, Ya Dong, Xin Ge, Jun Zheng, Rongbin Shi, Xiaoying Wang, Binbin Li, Ziyi Ren, Pengfei Sun, Liangdong Yan, Yilv Zhang, Peng Zhang, Fan Li, Taiwen Wang, Chenfei TISCH: a comprehensive web resource enabling interactive single-cell transcriptome visualization of tumor microenvironment |
title | TISCH: a comprehensive web resource enabling interactive single-cell transcriptome visualization of tumor microenvironment |
title_full | TISCH: a comprehensive web resource enabling interactive single-cell transcriptome visualization of tumor microenvironment |
title_fullStr | TISCH: a comprehensive web resource enabling interactive single-cell transcriptome visualization of tumor microenvironment |
title_full_unstemmed | TISCH: a comprehensive web resource enabling interactive single-cell transcriptome visualization of tumor microenvironment |
title_short | TISCH: a comprehensive web resource enabling interactive single-cell transcriptome visualization of tumor microenvironment |
title_sort | tisch: a comprehensive web resource enabling interactive single-cell transcriptome visualization of tumor microenvironment |
topic | Database Issue |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7778907/ https://www.ncbi.nlm.nih.gov/pubmed/33179754 http://dx.doi.org/10.1093/nar/gkaa1020 |
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