2018
DOI: 10.1186/s13073-018-0564-z
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Integrative omics analyses broaden treatment targets in human cancer

Abstract: BackgroundAlthough large-scale, next-generation sequencing (NGS) studies of cancers hold promise for enabling precision oncology, challenges remain in integrating NGS with clinically validated biomarkers.MethodsTo overcome such challenges, we utilized the Database of Evidence for Precision Oncology (DEPO) to link druggability to genomic, transcriptomic, and proteomic biomarkers. Using a pan-cancer cohort of 6570 tumors, we identified tumors with potentially druggable biomarkers consisting of drug-associated mu… Show more

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Cited by 18 publications
(13 citation statements)
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“…Due to the complex interactions between heterogeneous tumor cells and TME, there have been a few successes in attempts to search novel drug targets computationally in TNBC. To reveal the mode of action and to identify novel drug-target relationships, pharmacogenomics approaches utilizing gene expression or mutation profiles have been suggested (15,16). However, most computational methods were performed using genetic profiles of cell lines, and validation was insufficient to follow actual patients' responses.…”
Section: Introductionmentioning
confidence: 99%
“…Due to the complex interactions between heterogeneous tumor cells and TME, there have been a few successes in attempts to search novel drug targets computationally in TNBC. To reveal the mode of action and to identify novel drug-target relationships, pharmacogenomics approaches utilizing gene expression or mutation profiles have been suggested (15,16). However, most computational methods were performed using genetic profiles of cell lines, and validation was insufficient to follow actual patients' responses.…”
Section: Introductionmentioning
confidence: 99%
“…However, mRNA markers can reflect sample information at transcriptome level. For the application of circulating mRNA markers, one of the promising ways is to integrate them with miRNA, ctDNA, methylated cell free DNA and CTCs in order to achieve multi-omics marker panels or screening strategies 26,27 . Tumorigenesis is a complex process involving crosstalk of multiple mechanisms, and many genes are mutually redundant in this process.…”
Section: Discussionmentioning
confidence: 99%
“…Whilst these results are highly dependent on the background prevalence of genomic features in the dataset in question, they highlight that multi-omics approaches incorporating multiple data types may add value over unilateral approaches. This was shown in human tumour datasets, where integrated approaches leveraging both transcriptomic and genomic data have shown promising results in predicting drug sensitivity [67,68]. Therefore, targeting specific factors that contribute to the tumourigenesis of the cell of origin could add another selectivity level to targeted therapy.…”
Section: Targeted Therapy and The Cell Of Origin In Cutaneous Sccmentioning
confidence: 99%