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Multi-omics alleviates the limitations of panel sequencing for cancer drug response prediction

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Item Type:Article
Title:Multi-omics alleviates the limitations of panel sequencing for cancer drug response prediction
Creators Name:Baranovskii, A., Gündüz, I.B., Franke, V., Uyar, B. and Akalin, A.
Abstract:Comprehensive genomic profiling using cancer gene panels has been shown to improve treatment options for a variety of cancer types. However, genomic aberrations detected via such gene panels do not necessarily serve as strong predictors of drug sensitivity. In this study, using pharmacogenomics datasets of cell lines, patient-derived xenografts, and ex vivo treated fresh tumor specimens, we demonstrate that utilizing the transcriptome on top of gene panel features substantially improves drug response prediction performance in cancer.
Keywords:Multi-Omics, Cancer, Drug Response Prediction, Pharmacogenomics, Panel Sequencing
Source:Cancers
ISSN:2072-6694
Publisher:MDPI
Volume:14
Number:22
Page Range:5604
Date:15 November 2022
Official Publication:https://doi.org/10.3390/cancers14225604
PubMed:View item in PubMed

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