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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.
Afiliação
  • Nayak T; Greehey Children's Cancer Research Institute, University of Texas Health San Antonio, San Antonio, TX 78229, USA.
  • Wang LJ; UPMC Hillman Cancer Center, University of Pittsburgh, Pittsburgh, PA 15232, USA.
  • Ning M; Greehey Children's Cancer Research Institute, University of Texas Health San Antonio, San Antonio, TX 78229, USA.
  • Rubannelsonkumar G; UPMC Hillman Cancer Center, University of Pittsburgh, Pittsburgh, PA 15232, USA.
  • Jin E; Greehey Children's Cancer Research Institute, University of Texas Health San Antonio, San Antonio, TX 78229, USA.
  • Zheng S; Greehey Children's Cancer Research Institute, University of Texas Health San Antonio, San Antonio, TX 78229, USA.
  • Houghton PJ; Greehey Children's Cancer Research Institute, University of Texas Health San Antonio, San Antonio, TX 78229, USA.
  • Huang Y; Department of Population Health Sciences, University of Texas Health San Antonio, San Antonio, TX 78229, USA.
  • Chiu YC; Greehey Children's Cancer Research Institute, University of Texas Health San Antonio, San Antonio, TX 78229, USA.
  • Chen Y; Department of Molecular Medicine, University of Texas Health San Antonio, San Antonio, TX 78229, USA.
Bioinform Adv ; 3(1): vbad076, 2023.
Article em En | MEDLINE | ID: mdl-37359725
ABSTRACT
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.

Texto completo: 1 Coleções: 01-internacional Base de dados: MEDLINE Tipo de estudo: Guideline Idioma: En Revista: Bioinform Adv Ano de publicação: 2023 Tipo de documento: Article País de afiliação: Estados Unidos

Texto completo: 1 Coleções: 01-internacional Base de dados: MEDLINE Tipo de estudo: Guideline Idioma: En Revista: Bioinform Adv Ano de publicação: 2023 Tipo de documento: Article País de afiliação: Estados Unidos