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DepLink: an R Shiny app to systematically link genetic and pharmacologic dependencies of cancer
MOTIVATION: Large-scale genetic and pharmacologic dependency maps are generated to reveal genetic vulnerabilities and drug sensitivities of cancer. However, user-friendly software is needed to systematically link such maps. RESULTS: Here, we present DepLink, a web server to identify genetic and phar...
Autores principales: | , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10290235/ https://www.ncbi.nlm.nih.gov/pubmed/37359725 http://dx.doi.org/10.1093/bioadv/vbad076 |
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author | Nayak, Tapsya Wang, Li-Ju Ning, Michael Rubannelsonkumar, Gabriela Jin, Eric Zheng, Siyuan Houghton, Peter J Huang, Yufei Chiu, Yu-Chiao Chen, Yidong |
author_facet | Nayak, Tapsya Wang, Li-Ju Ning, Michael Rubannelsonkumar, Gabriela Jin, Eric Zheng, Siyuan Houghton, Peter J Huang, Yufei Chiu, Yu-Chiao Chen, Yidong |
author_sort | Nayak, Tapsya |
collection | PubMed |
description | MOTIVATION: Large-scale genetic and pharmacologic dependency maps are generated to reveal genetic vulnerabilities and drug sensitivities of cancer. However, user-friendly software is needed to systematically link such maps. RESULTS: Here, we present DepLink, a web server to identify genetic and pharmacologic perturbations that induce similar effects on cell viability or molecular changes. DepLink integrates heterogeneous datasets of genome-wide CRISPR loss-of-function screens, high-throughput pharmacologic screens and gene expression signatures of perturbations. The datasets are systematically connected by four complementary modules tailored for different query scenarios. It allows users to search for potential inhibitors that target a gene (Module 1) or multiple genes (Module 2), mechanisms of action of a known drug (Module 3) and drugs with similar biochemical features to an investigational compound (Module 4). We performed a validation analysis to confirm the capability of our tool to link the effects of drug treatments to knockouts of the drug’s annotated target genes. By querying with a demonstrating example of CDK6, the tool identified well-studied inhibitor drugs, novel synergistic gene and drug partners and insights into an investigational drug. In summary, DepLink enables easy navigation, visualization and linkage of rapidly evolving cancer dependency maps. AVAILABILITY AND IMPLEMENTATION: The DepLink web server, demonstrating examples and detailed user manual are available at https://shiny.crc.pitt.edu/deplink/. SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics Advances online. |
format | Online Article Text |
id | pubmed-10290235 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-102902352023-06-25 DepLink: an R Shiny app to systematically link genetic and pharmacologic dependencies of cancer Nayak, Tapsya Wang, Li-Ju Ning, Michael Rubannelsonkumar, Gabriela Jin, Eric Zheng, Siyuan Houghton, Peter J Huang, Yufei Chiu, Yu-Chiao Chen, Yidong Bioinform Adv Application Note MOTIVATION: Large-scale genetic and pharmacologic dependency maps are generated to reveal genetic vulnerabilities and drug sensitivities of cancer. However, user-friendly software is needed to systematically link such maps. RESULTS: Here, we present DepLink, a web server to identify genetic and pharmacologic perturbations that induce similar effects on cell viability or molecular changes. DepLink integrates heterogeneous datasets of genome-wide CRISPR loss-of-function screens, high-throughput pharmacologic screens and gene expression signatures of perturbations. The datasets are systematically connected by four complementary modules tailored for different query scenarios. It allows users to search for potential inhibitors that target a gene (Module 1) or multiple genes (Module 2), mechanisms of action of a known drug (Module 3) and drugs with similar biochemical features to an investigational compound (Module 4). We performed a validation analysis to confirm the capability of our tool to link the effects of drug treatments to knockouts of the drug’s annotated target genes. By querying with a demonstrating example of CDK6, the tool identified well-studied inhibitor drugs, novel synergistic gene and drug partners and insights into an investigational drug. In summary, DepLink enables easy navigation, visualization and linkage of rapidly evolving cancer dependency maps. AVAILABILITY AND IMPLEMENTATION: The DepLink web server, demonstrating examples and detailed user manual are available at https://shiny.crc.pitt.edu/deplink/. SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics Advances online. Oxford University Press 2023-06-12 /pmc/articles/PMC10290235/ /pubmed/37359725 http://dx.doi.org/10.1093/bioadv/vbad076 Text en © The Author(s) 2023. Published by Oxford University Press. https://creativecommons.org/licenses/by/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Application Note Nayak, Tapsya Wang, Li-Ju Ning, Michael Rubannelsonkumar, Gabriela Jin, Eric Zheng, Siyuan Houghton, Peter J Huang, Yufei Chiu, Yu-Chiao Chen, Yidong DepLink: an R Shiny app to systematically link genetic and pharmacologic dependencies of cancer |
title | DepLink: an R Shiny app to systematically link genetic and pharmacologic dependencies of cancer |
title_full | DepLink: an R Shiny app to systematically link genetic and pharmacologic dependencies of cancer |
title_fullStr | DepLink: an R Shiny app to systematically link genetic and pharmacologic dependencies of cancer |
title_full_unstemmed | DepLink: an R Shiny app to systematically link genetic and pharmacologic dependencies of cancer |
title_short | DepLink: an R Shiny app to systematically link genetic and pharmacologic dependencies of cancer |
title_sort | deplink: an r shiny app to systematically link genetic and pharmacologic dependencies of cancer |
topic | Application Note |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10290235/ https://www.ncbi.nlm.nih.gov/pubmed/37359725 http://dx.doi.org/10.1093/bioadv/vbad076 |
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