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Lau JW, Lehnert E, Sethi A, Malhotra R, Kaushik G, Onder Z, Groves-Kirkby N, Mihajlovic A, DiGiovanna J, Srdic M, Bajcic D, Radenkovic J, Mladenovic V, Krstanovic D, Arsenijevic V, Klisic D, Mitrovic M, Bogicevic I, Kural D, Davis-Dusenbery B. The Cancer Genomics Cloud: Collaborative, Reproducible, and Democratized-A New Paradigm in Large-Scale Computational Research. Cancer Res 2017; 77:e3-e6. [PMID: 29092927 DOI: 10.1158/0008-5472.can-17-0387] [Citation(s) in RCA: 77] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/06/2017] [Revised: 04/05/2017] [Accepted: 07/17/2017] [Indexed: 11/16/2022]
Abstract
The Seven Bridges Cancer Genomics Cloud (CGC; www.cancergenomicscloud.org) enables researchers to rapidly access and collaborate on massive public cancer genomic datasets, including The Cancer Genome Atlas. It provides secure on-demand access to data, analysis tools, and computing resources. Researchers from diverse backgrounds can easily visualize, query, and explore cancer genomic datasets visually or programmatically. Data of interest can be immediately analyzed in the cloud using more than 200 preinstalled, curated bioinformatics tools and workflows. Researchers can also extend the functionality of the platform by adding their own data and tools via an intuitive software development kit. By colocalizing these resources in the cloud, the CGC enables scalable, reproducible analyses. Researchers worldwide can use the CGC to investigate key questions in cancer genomics. Cancer Res; 77(21); e3-6. ©2017 AACR.
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Affiliation(s)
| | - Erik Lehnert
- Seven Bridges Genomics, Cambridge, Massachusetts
| | - Anurag Sethi
- Seven Bridges Genomics, Cambridge, Massachusetts
| | | | | | - Zeynep Onder
- Seven Bridges Genomics, Cambridge, Massachusetts
| | | | | | | | - Mladen Srdic
- Seven Bridges Genomics, Cambridge, Massachusetts
| | | | | | | | | | | | | | | | | | - Deniz Kural
- Seven Bridges Genomics, Cambridge, Massachusetts
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Kaushik G, Li Y, Lehnert E, Onder Z, Locke D, Davis-Dusenbery BN, Kural D. Abstract 2595: Enabling petabyte-scale cancer genomics with the NCI Cancer Cloud Pilots. Cancer Res 2017. [DOI: 10.1158/1538-7445.am2017-2595] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
The advent of next generation sequencing has accelerated the generation of genomic data and created a need for methodologies to organize, share, and analyze large volumes of data. To date, petabytes of multi-dimensional information from thousands of patients have been collected. Access and analysis of this information becomes increasingly challenging as the amount of data grows. This difficulty is exemplified when we consider data generated by the efforts of The Cancer Genomics Atlas (TCGA) network, which encompasses more than 2.5 petabytes. Historically, downloading the complete TCGA repository can require several weeks with a highly optimized network connection and access to large institutional compute clusters to perform integrated analysis, which is out of reach for many researchers. The Cancer Cloud Pilot project seeks to directly address these challenges by co-localizing data with the computational resources to analyze it where researchers can access it securely and easily. The project was born out of the recognition that conducting biological research is increasingly computationally-intensive and new approaches are required to support effective data discovery, storage, computation, and collaboration. Funded by the National Cancer Institute, the Cancer Genomics Cloud (CGC) enables researchers to leverage the power of cloud computing to gain actionable insights about cancer biology and human genetics from massive public datasets including TCGA and the Cancer Cell Line Encyclopedia on the CGC. Our approach to create a cancer cloud platform includes collaborative tools, security permissions, data harmonization, and making the data easier to query through the use of metadata curation, resource description frameworks, and visual tools. Additionally, we implemented the Common Workflow Language, an emerging standard for describing computational workflows, to support computational reproducibility. To date, more than 1200 researchers have accessed and analyzed TCGA and analyzed more than 50000 samples on the CGC since its launch in February 2016. In addition to the motivation, inception, and development of the CGC, we will present a case study on the application of unsupervised learning methods to identify individual cell types within tumors using RNA Sequencing data from TCGA cohorts. We will demonstrate how these computationally-intensive methods are benefited by the cloud and how researchers can apply open pipelines to interrogate cancer subtypes and mixed cell populations from TCGA data on their own data.
Citation Format: Gaurav Kaushik, Yilong Li, Erik Lehnert, Zeynep Onder, Devin Locke, Brandi N. Davis-Dusenbery, Deniz Kural. Enabling petabyte-scale cancer genomics with the NCI Cancer Cloud Pilots [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2017; 2017 Apr 1-5; Washington, DC. Philadelphia (PA): AACR; Cancer Res 2017;77(13 Suppl):Abstract nr 2595. doi:10.1158/1538-7445.AM2017-2595
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Onder Z, Chang V, Moroianu J. Nuclear export of cutaneous HPV8 E7 oncoprotein is mediated by a leucine-rich nuclear export signal via a CRM1 pathway. Virology 2015; 474:28-33. [PMID: 25463601 PMCID: PMC4259873 DOI: 10.1016/j.virol.2014.10.012] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/01/2014] [Revised: 09/24/2014] [Accepted: 10/15/2014] [Indexed: 12/26/2022]
Abstract
We recently determined that the nuclear import of cutaneous beta genus HPV8 E7 oncoprotein it is mediated by its zinc-binding domain via direct hydrophobic interactions with the FG nucleoporins Nup62 and Nup153 (Onder and Moroianu, 2014). Here we investigated the nuclear export of HPV8 E7 oncoprotein using confocal microscopy after transfections of HeLa cells with EGFP-8cE7 and mutant plasmids and treatment with Ratjadone A nuclear export inhibitor. We determined that HPV8 E7 contains a leucine-rich nuclear export signal (NES), 76IRTFQELLF84, within its zinc-binding domain that mediates its nuclear export via a CRM1 pathway. We found that HPV8 E7 interacts with CRM1 and that the hydrophobic amino acid residues I76, F79 and L82 of the NES are essential for this interaction and for nuclear export of HPV8 E7 oncoprotein.
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Affiliation(s)
- Zeynep Onder
- Biology Department, Boston College, Chestnut Hill, MA 02467, USA
| | - Vivian Chang
- Biology Department, Boston College, Chestnut Hill, MA 02467, USA
| | - Junona Moroianu
- Biology Department, Boston College, Chestnut Hill, MA 02467, USA.
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Onder Z, Moroianu J. Nuclear import of cutaneous beta genus HPV8 E7 oncoprotein is mediated by hydrophobic interactions between its zinc-binding domain and FG nucleoporins. Virology 2013; 449:150-62. [PMID: 24418548 DOI: 10.1016/j.virol.2013.11.020] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/13/2013] [Revised: 10/08/2013] [Accepted: 11/11/2013] [Indexed: 10/25/2022]
Abstract
We have previously discovered and characterized the nuclear import pathways for the E7 oncoproteins of mucosal alpha genus HPVs, type 16 and 11. Here we investigated the nuclear import of cutaneous beta genus HPV8 E7 protein using confocal microscopy after transfections of HeLa cells with EGFP-8E7 and mutant plasmids and nuclear import assays in digitonin-permeabilized HeLa cells. We determined that HPV8 E7 contains a nuclear localization signal (NLS) within its zinc-binding domain that mediates its nuclear import. Furthermore, we discovered that a mostly hydrophobic patch 65LRLFV69 within the zinc-binding domain is essential for the nuclear import and localization of HPV8 E7 via hydrophobic interactions with the FG nucleoporins Nup62 and Nup153. Substitution of the hydrophobic residues within the 65LRLFV69 patch to alanines, and not R66A mutation, disrupt the interactions between the 8E7 zinc-binding domain and Nup62 and Nup153 and consequently inhibit nuclear import of HPV8 E7.
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Affiliation(s)
- Zeynep Onder
- Biology Department, Boston College, Chestnut Hill, MA 02467, USA
| | - Junona Moroianu
- Biology Department, Boston College, Chestnut Hill, MA 02467, USA.
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Eberhard J, Onder Z, Moroianu J. Nuclear import of high risk HPV16 E7 oncoprotein is mediated by its zinc-binding domain via hydrophobic interactions with Nup62. Virology 2013; 446:334-45. [PMID: 24074597 DOI: 10.1016/j.virol.2013.08.017] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/12/2013] [Revised: 07/08/2013] [Accepted: 08/14/2013] [Indexed: 11/15/2022]
Abstract
We previously discovered that nuclear import of high risk HPV16 E7 is mediated by a cNLS located within the zinc-binding domain via a pathway that is independent of karyopherins/importins (Angeline et al., 2003; Knapp et al., 2009). In this study we continued our characterization of the cNLS and nuclear import pathway of HPV16 E7. We find that an intact zinc-binding domain is essential for the cNLS function in mediating nuclear import of HPV16 E7. Mutagenesis of cysteine residues to alanine in each of the two CysXXCys motifs involved in zinc-binding changes the nuclear localization of the EGFP-16E7 and 2xEGFP-16E7 mutants. We further discover that a patch of hydrophobic residues, 65LRLCV69, within the zinc-binding domain of HPV16 E7 mediates its nuclear import via hydrophobic interactions with the FG domain of the central channel nucleoporin Nup62.
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Affiliation(s)
- Jeremy Eberhard
- Biology Department, Boston College, Chestnut Hill, MA 02467, USA
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McKee CH, Onder Z, Ashok A, Cardoso R, Moroianu J. Characterization of the transport signals that mediate the nucleocytoplasmic traffic of low risk HPV11 E7. Virology 2013; 443:113-22. [PMID: 23725695 PMCID: PMC3758764 DOI: 10.1016/j.virol.2013.04.031] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2013] [Revised: 03/21/2013] [Accepted: 04/29/2013] [Indexed: 10/26/2022]
Abstract
We previously discovered that nuclear import of low risk HPV11 E7 is mediated by its zinc-binding domain via a pathway that is independent of karyopherins/importins (Piccioli et al., 2010. Virology 407, 100-109). In this study we mapped and characterized a leucine-rich nuclear export signal (NES), 76IRQLQDLLL84, within the zinc-binding domain that mediates the nuclear export of HPV11 E7 in a CRM1-dependent manner. We also identified a mostly hydrophobic patch 65VRLVV69 within the zinc-binding domain that mediates nuclear import of HPV11 E7 via hydrophobic interactions with the FG-repeats domain of Nup62. Substitutions of hydrophobic residues to alanine within the 65VRLVV69 sequence disrupt the nuclear localization of 11E7, whereas the R66A mutation has no effect. Overall the data support a model of nuclear entry of HPV11 E7 protein via hydrophobic interactions with FG nucleoporins at the nuclear pore complex.
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Affiliation(s)
- Courtney H. McKee
- Biology Department, Boston College, Chestnut Hill, MA 02467, United States
| | - Zeynep Onder
- Biology Department, Boston College, Chestnut Hill, MA 02467, United States
| | - Aditya Ashok
- Biology Department, Boston College, Chestnut Hill, MA 02467, United States
| | - Rebeca Cardoso
- Biology Department, Boston College, Chestnut Hill, MA 02467, United States
| | - Junona Moroianu
- Biology Department, Boston College, Chestnut Hill, MA 02467, United States
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Mamoor S, Onder Z, Karanam B, Kwak K, Bordeaux J, Crosby L, Roden RBS, Moroianu J. The high risk HPV16 L2 minor capsid protein has multiple transport signals that mediate its nucleocytoplasmic traffic. Virology 2011; 422:413-24. [PMID: 22154072 DOI: 10.1016/j.virol.2011.11.007] [Citation(s) in RCA: 22] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/08/2011] [Revised: 10/10/2011] [Accepted: 11/04/2011] [Indexed: 01/08/2023]
Abstract
In this study we examined the transport signals contributing to HPV16 L2 nucleocytoplasmic traffic using confocal microscopy analysis of enhanced green fluorescent protein-L2 (EGFP-L2) fusions expressed in HeLa cells. We confirmed that both nuclear localization signals (NLSs), the nNLS (1MRHKRSAKRTKR12) and cNLS (456RKRRKR461), previously characterized in vitro (Darshan et al., 2004), function independently in vivo. We discovered that a middle region rich in arginine residues (296SRRTGIRYSRIGNKQTLRTRS316) functions as a nuclear retention sequence (NRS), as mutagenesis of critical arginine residues within this NRS reduced the fraction of L2 in the nucleus despite the presence of both NLSs. Significantly, the infectivity of HPV16 pseudoviruses containing either RR297AA or RR297EE within the L2 NRS was strongly reduced both in HaCaT cells and in a murine challenge model. Experiments using Ratjadone A nuclear export inhibitor and mutation-localization analysis lead to the discovery of a leucine-rich nuclear export signal ((462)LPYFFSDVSL) mediating 16L2 nuclear export. These data indicate that HPV16 L2 nucleocytoplasmic traffic is dependent on multiple functional transport signals.
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Affiliation(s)
- Shahan Mamoor
- Biology Department, Boston College, Chestnut Hill, MA 02467, USA
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Demir O, Aysit N, Onder Z, Turkel N, Ozturk G, Sharrocks AD, Kurnaz IA. ETS-domain transcription factor Elk-1 mediates neuronal survival: SMN as a potential target. Biochim Biophys Acta Mol Basis Dis 2011; 1812:652-62. [PMID: 21362474 DOI: 10.1016/j.bbadis.2011.02.012] [Citation(s) in RCA: 26] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/09/2010] [Revised: 02/11/2011] [Accepted: 02/23/2011] [Indexed: 11/16/2022]
Abstract
Elk-1 belongs to the ternary complex factors (TCFs) subfamily of the ETS domain proteins, and plays a critical role in the expression of immediate-early genes (IEGs) upon mitogen stimulation and activation of the mitogen-activated protein kinase (MAPK) cascade. The association of TCFs with serum response elements (SREs) on IEG promoters has been widely studied and a role for Elk-1 in promoting cell cycle entry has been determined. However, the presence of the ETS domain transcription factor Elk-1 in axons and dendrites of post-mitotic adult brain neurons has implications for an alternative function for Elk-1 in neurons other than controlling proliferation. In this study, possible alternative roles for Elk-1 in neurons were investigated, and it was demonstrated that blocking TCF-mediated transactivation in neuronal cells leads to apoptosis through a caspase-dependent mechanism. Indeed RNAi-mediated depletion of endogenous Elk-1 results in increased caspase activity. Conversely, overexpression of either Elk-1 or Elk-VP16 fusion proteins was shown to rescue PC12 cells from chemically-induced apoptosis, and that higher levels of endogenous Elk-1 correlated with longer survival of DRGs in culture. It was shown that Elk-1 regulated the Mcl-1 gene expression required for survival, and that RNAi-mediated degradation of endogenous Elk-1 resulted in elimination of the mcl-1 message. We have further identified the survival-of-motor neuron-1 (SMN1) gene as a novel target of Elk-1, and show that the ets motifs in the SMN1 promoter are involved in this regulation.
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Affiliation(s)
- Ozlem Demir
- Yeditepe University, Department of Genetics and Bioengineering, 26 Agustos Yerlesimi, 34755, Kayisdagi, Istanbul, Turkey
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