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Showing papers by "Pablo Tamayo published in 2019"


Journal ArticleDOI
TL;DR: The first version of PTMsigDB is presented, a database of modification site-specific signatures of perturbations, kinase activities and signaling pathways curated from more than 2,500 publications, and outperformed gene-centric analysis in detection of EGF induced phospho signaling events.

156 citations


Journal ArticleDOI
TL;DR: This work finds that PTK2, encoding focal adhesion kinase (FAK), represents a candidate synthetic lethal gene with GNAQ activation, and establishes FAK as a potential therapeutic target for UM and other Gαq-driven pathophysiologies that involve unrestrained YAP function.

149 citations


Journal ArticleDOI
TL;DR: A comprehensive analysis of GPCR gene expression, copy number variation, and mutational signatures in 33 cancer types is presented and highlights the emerging role of G PCRs as part of oncocrine networks promoting tumor growth, dissemination, and immune evasion.

113 citations


Journal ArticleDOI
TL;DR: A common tumour-specific shift to transcriptional repression associated with DNA methylation and chromatin dysregulation at the transcription start site is identified.
Abstract: Although promoter-associated CpG islands have been established as targets of DNA methylation changes in cancer, previous studies suggest that epigenetic dysregulation outside the promoter region may be more closely associated with transcriptional changes. Here we examine DNA methylation, chromatin marks, and transcriptional alterations to define the relationship between transcriptional modulation and spatial changes in chromatin structure. Using human papillomavirus-related oropharyngeal carcinoma as a model, we show aberrant enrichment of repressive H3K9me3 at the transcriptional start site (TSS) with methylation-associated, tumor-specific gene silencing. Further analysis identifies a hypermethylated subtype which shows a functional convergence on MYC targets and association with CREBBP/EP300 mutation. The tumor-specific shift to transcriptional repression associated with DNA methylation at TSSs was confirmed in multiple tumor types. Our data may show a common underlying epigenetic dysregulation in cancer associated with broad enrichment of repressive chromatin marks and aberrant DNA hypermethylation at TSSs in combination with MYC network activation.

56 citations


Journal ArticleDOI
TL;DR: It is shown that APOBEC-related mutagenesis – a mechanism at the crossroads between anti-viral immunity and endogenous nucleic acid editing – increases neo-peptide hydrophobicity (a feature of immunogenicity), as demonstrated by in silico computation and in the TCGA pan-cancer cohort.
Abstract: Tumor-associated neo-antigens are mutated peptides that allow the immune system to recognize the affected cell as foreign. Cells carrying excessive mutation load often develop mechanisms of tolerance. PD-L1/PD-1 checkpoint immunotherapy is a highly promising approach to overcome these protective signals and induce tumor shrinkage. Yet, the nature of the neo-antigens driving those beneficial responses remains unclear. Here, we show that APOBEC-related mutagenesis - a mechanism at the crossroads between anti-viral immunity and endogenous nucleic acid editing - increases neo-peptide hydrophobicity (a feature of immunogenicity), as demonstrated by in silico computation and in the TCGA pan-cancer cohort, where APOBEC-related mutagenesis was also strongly associated with immune marker expression. Moreover, APOBEC-related mutagenesis correlated with immunotherapy response in a cohort of 99 patients with diverse cancers, and this correlation was independent of the tumor mutation burden (TMB). Combining APOBEC-related mutagenesis estimate and TMB resulted in greater predictive ability than either parameter alone. Based on these results, further investigation of APOBEC-related mutagenesis as a marker of response to anti-cancer checkpoint blockade is warranted.

53 citations


Journal ArticleDOI
TL;DR: Application of a nonnegative matrix factorization (NMF)-based decomposition of DNAm profiles identified 5 consensus clusters described by 5 NMF components as the most stable grouping solution, and categorized patients into 5 distinct methylation clusters, each largely defined by a single NMF component.

35 citations


Journal ArticleDOI
TL;DR: Findings support that metformin may act directly on cancer initiating cells to prevent their progression to HNSCC, which may inform the selection of patients at risk of developing H NSCC in future early-stage clinical trials.
Abstract: Metformin may reduce the progression of head and neck squamous cell carcinoma (HNSCC); however, whether metformin acts by altering the host metabolism or targets cancer-initiating cells remains poorly understood. This gap in knowledge has prevented the stratification of patient populations who are most likely to benefit from metformin treatment. Here, we explored whether metformin acts directly on HNSCC cells to inhibit aberrant cell growth. To investigate the tumor cell autonomous effects of metformin, we engineered representative HPV- and HPV+ HNSCC cells harboring typical genetic alternations to express the yeast mitochondrial NADH dehydrogenase (NDI1) protein, which is insensitive to metformin. NDI1 expression rescued the inhibitory effects of metformin on mitochondrial complex I, abolished the ability of metformin to activate AMP-activated protein kinase, and inhibited mTOR signaling both in vitro and in vivo, and was sufficient to render metformin ineffective to prevent HNSCC tumor growth. This experimental system provided an opportunity to identify metformin-regulated transcriptional programs linked to cancer cell growth inhibition in the tumor microenvironment. Remarkably, computational analysis of the metformin-induced transcriptome revealed that metformin downregulated gene expression signatures associated with cancer stemness and epithelial-mesenchymal transition, concomitant with increased expression of squamous differentiation genes. These findings support that metformin may act directly on cancer-initiating cells to prevent their progression to HNSCC, which may inform the selection of patients at risk of developing HNSCC in future early-stage clinical trials. SIGNIFICANCE: Metformin's ability to directly target HNSCC-initiating cells instead of exerting cancer preventive activity based solely on its systemic effects may inform the selection of patients in future precision prevention trials.

26 citations


Journal ArticleDOI
TL;DR: This study proposes a modelling framework to simulate population dynamics of heterogeneous tumour cells with reversible drug resistance, and describes a dynamical process of tumour growth under various drug regimens using the explicit solutions of mean-field equations.

17 citations


Journal ArticleDOI
TL;DR: RXDX-105 shows promise as a novel therapeutic agent for children with high-risk and relapsed neuroblastoma after treatment with a small molecule inhibitor of multiple kinases, including the RET and BRAF kinases.
Abstract: Neuroblastoma is the most common extracranial solid tumor of childhood and accounts for 15% of all pediatric cancer-related deaths. New therapies are needed to improve outcomes for children with high-risk and relapsed tumors. Inhibitors of the RET kinase and the RAS-MAPK pathway have previously been shown to be effective against neuroblastoma, suggesting that combined inhibition may have increased efficacy. RXDX-105 is a small molecule inhibitor of multiple kinases, including the RET and BRAF kinases. We found that treatment of neuroblastoma cells with RXDX-105 resulted in a significant decrease in cell viability and proliferation in vitro and in tumor growth and tumor vascularity in vivo. Treatment with RXDX-105 inhibited RET phosphorylation and phosphorylation of the MEK and ERK kinases in neuroblastoma cells and xenograft tumors, and RXDX-105 treatment induced both apoptosis and cell cycle arrest. RXDX-105 also showed enhanced efficacy in combination with 13-cis-retinoic acid, which is currently a component of maintenance therapy for children with high-risk neuroblastoma. Our results demonstrate that RXDX-105 shows promise as a novel therapeutic agent for children with high-risk and relapsed neuroblastoma.

7 citations


Journal ArticleDOI
TL;DR: The original version of this Article contained an error in the author affiliations, which was corrected in the PDF and HTML versions of the Article.
Abstract: The original version of this Article contained an error in the author affiliations. Trey Ideker was incorrectly associated with 'Department of Medicine (Oncology), Stanford University School of Medicine, 875 Blake Wilbur Dr, Palo Alto, CA 94304, USA.' This has now been corrected in both the PDF and HTML versions of the Article.

6 citations


Journal ArticleDOI
27 Sep 2019-iScience
TL;DR: It is shown that non-transformed human mammary epithelial cell clones that survive such aberrant mitoses have a specific and reproducible pattern of chromosomal Copy Number Alterations (CNAs) that is characterized and termed the cyclin E CNA signature.

Posted ContentDOI
29 Oct 2019-bioRxiv
TL;DR: An unanticipated role of MAP4K4 is identified in transformation and the STRIPAK complex regulates PP2A specificity and activity and is found that STRN4, a member ofSTRIPAK, is associated with ST and is required for ST-PP2A-induced cell transformation.
Abstract: Alterations involving serine-threonine phosphatase PP2A subunits occur in a range of human cancers and partial loss of PP2A function contributes to cell transformation. Displacement of regulatory B subunits by the SV40 Small T antigen (ST) or mutation/deletion of PP2A subunits alters the abundance and types of PP2A complexes in cells, leading to transformation. Here we show that ST not only displaces common PP2A B subunits but also promotes A-C subunit interactions with alternative B subunits (B’’’, striatins) that are components of the Striatin-interacting phosphatase and kinase (STRIPAK) complex. We found that STRN4, a member of STRIPAK, is associated with ST and is required for ST-PP2A-induced cell transformation. ST recruitment of STRIPAK facilitates PP2A-mediated dephosphorylation of MAP4K4 and induces cell transformation through the activation of the Hippo pathway effector YAP1. These observations identify an unanticipated role of MAP4K4 in transformation and show that the STRIPAK complex regulates PP2A specificity and activity.