Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: Nayak, Tapsya, Wang, Li-Ju, Ning, Michael, Rubannelsonkumar, Gabriela, Jin, Eric, Zheng, Siyuan, Houghton, Peter J, Huang, Yufei, Chiu, Yu-Chiao, Chen, Yidong
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2023
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
_version_ 1785062450153914368
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
work_keys_str_mv AT nayaktapsya deplinkanrshinyapptosystematicallylinkgeneticandpharmacologicdependenciesofcancer
AT wangliju deplinkanrshinyapptosystematicallylinkgeneticandpharmacologicdependenciesofcancer
AT ningmichael deplinkanrshinyapptosystematicallylinkgeneticandpharmacologicdependenciesofcancer
AT rubannelsonkumargabriela deplinkanrshinyapptosystematicallylinkgeneticandpharmacologicdependenciesofcancer
AT jineric deplinkanrshinyapptosystematicallylinkgeneticandpharmacologicdependenciesofcancer
AT zhengsiyuan deplinkanrshinyapptosystematicallylinkgeneticandpharmacologicdependenciesofcancer
AT houghtonpeterj deplinkanrshinyapptosystematicallylinkgeneticandpharmacologicdependenciesofcancer
AT huangyufei deplinkanrshinyapptosystematicallylinkgeneticandpharmacologicdependenciesofcancer
AT chiuyuchiao deplinkanrshinyapptosystematicallylinkgeneticandpharmacologicdependenciesofcancer
AT chenyidong deplinkanrshinyapptosystematicallylinkgeneticandpharmacologicdependenciesofcancer