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Drug combinations identified by high-throughput screening promote cell cycle transition and upregulate Smad pathways in myeloma. Cancer Lett 2023; 568:216284. [PMID: 37356470 PMCID: PMC10408729 DOI: 10.1016/j.canlet.2023.216284] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/06/2023] [Revised: 06/12/2023] [Accepted: 06/16/2023] [Indexed: 06/27/2023]
Abstract
Drug resistance and disease progression are common in multiple myeloma (MM) patients, underscoring the need for new therapeutic combinations. A high-throughput drug screen in 47 MM cell lines and in silico Huber robust regression analysis of drug responses revealed 43 potentially synergistic combinations. We hypothesized that effective combinations would reduce MYC expression and enhance p16 activity. Six combinations cooperatively reduced MYC protein, frequently over-expressed in MM and also cooperatively increased p16 expression, frequently downregulated in MM. Synergistic reductions in viability were observed with top combinations in proteasome inhibitor-resistant and sensitive MM cell lines, while sparing fibroblasts. Three combinations significantly prolonged survival in a transplantable Ras-driven allograft model of advanced MM closely recapitulating high-risk/refractory myeloma in humans and reduced viability of ex vivo treated patient cells. Common genetic pathways similarly downregulated by these combinations promoted cell cycle transition, whereas pathways most upregulated were involved in TGFβ/SMAD signaling. These preclinical data identify potentially useful drug combinations for evaluation in drug-resistant MM and reveal potential mechanisms of combined drug sensitivity.
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Positional influence on cellular transcriptional identity revealed through spatially segmented single-cell transcriptomics. Cell Syst 2023; 14:464-481.e7. [PMID: 37348462 PMCID: PMC10424188 DOI: 10.1016/j.cels.2023.05.003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/29/2021] [Revised: 01/22/2023] [Accepted: 05/17/2023] [Indexed: 06/24/2023]
Abstract
Single-cell RNA sequencing (scRNA-seq) is a powerful technique for describing cell states. Identifying the spatial arrangement of these states in tissues remains challenging, with the existing methods requiring niche methodologies and expertise. Here, we describe segmentation by exogenous perfusion (SEEP), a rapid and integrated method to link surface proximity and environment accessibility to transcriptional identity within three-dimensional (3D) disease models. The method utilizes the steady-state diffusion kinetics of a fluorescent dye to establish a gradient along the radial axis of disease models. Classification of sample layers based on dye accessibility enables dissociated and sorted cells to be characterized by transcriptomic and regional identities. Using SEEP, we analyze spheroid, organoid, and in vivo tumor models of high-grade serous ovarian cancer (HGSOC). The results validate long-standing beliefs about the relationship between cell state and position while revealing new concepts regarding how spatially unique microenvironments influence the identity of individual cells within tumors.
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Dysregulation of Mitochondrial Translation Caused by CBFB Deficiency Cooperates with Mutant PIK3CA and Is a Vulnerability in Breast Cancer. Cancer Res 2023; 83:1280-1298. [PMID: 36799863 PMCID: PMC10106426 DOI: 10.1158/0008-5472.can-22-2525] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/10/2022] [Revised: 12/27/2022] [Accepted: 02/10/2023] [Indexed: 02/18/2023]
Abstract
Understanding functional interactions between cancer mutations is an attractive strategy for discovering unappreciated cancer pathways and developing new combination therapies to improve personalized treatment. However, distinguishing driver gene pairs from passenger pairs remains challenging. Here, we designed an integrated omics approach to identify driver gene pairs by leveraging genetic interaction analyses of top mutated breast cancer genes and the proteomics interactome data of their encoded proteins. This approach identified that PIK3CA oncogenic gain-of-function (GOF) and CBFB loss-of-function (LOF) mutations cooperate to promote breast tumor progression in both mice and humans. The transcription factor CBFB localized to mitochondria and moonlighted in translating the mitochondrial genome. Mechanistically, CBFB enhanced the binding of mitochondrial mRNAs to TUFM, a mitochondrial translation elongation factor. Independent of mutant PI3K, mitochondrial translation defects caused by CBFB LOF led to multiple metabolic reprogramming events, including defective oxidative phosphorylation, the Warburg effect, and autophagy/mitophagy addiction. Furthermore, autophagy and PI3K inhibitors synergistically killed breast cancer cells and impaired the growth of breast tumors, including patient-derived xenografts carrying CBFB LOF and PIK3CA GOF mutations. Thus, our study offers mechanistic insights into the functional interaction between mutant PI3K and mitochondrial translation dysregulation in breast cancer progression and provides a strong preclinical rationale for combining autophagy and PI3K inhibitors in precision medicine for breast cancer. SIGNIFICANCE CBFB-regulated mitochondrial translation is a regulatory step in breast cancer metabolism and synergizes with mutant PI3K in breast cancer progression.
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RAS oncogene signal strength regulates matrisomal gene expression and tumorigenicity of mouse keratinocytes. Carcinogenesis 2022; 43:1149-1161. [PMID: 36306264 PMCID: PMC10122430 DOI: 10.1093/carcin/bgac083] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2022] [Revised: 10/03/2022] [Accepted: 10/27/2022] [Indexed: 11/13/2022] Open
Abstract
Environmental and molecular carcinogenesis are linked by the discovery that chemical carcinogen induced-mutations in the Hras or Kras genes drives tumor development in mouse skin. Importantly, enhanced expression or allele amplification of the mutant Ras gene contributes to selection of initiated cells, tumor persistence, and progression. To explore the consequences of Ras oncogene signal strength, primary keratinocytes were isolated and cultured from the LSL-HrasG12D and LSL-KrasG12D C57BL/6J mouse models and the mutant allele was activated by adeno-Cre recombinase. Keratinocytes expressing one (H) or two (HH) mutant alleles of HrasG12D, one KrasG12D allele (K), or one of each (HK) were studied. All combinations of activated Ras alleles stimulated proliferation and drove transformation marker expression, but only HH and HK formed tumors. HH, HK, and K sustained long-term keratinocyte growth in vitro, while H and WT could not. RNA-Seq yielded two distinct gene expression profiles; HH, HK, and K formed one cluster while H clustered with WT. Weak MAPK activation was seen in H keratinocytes but treatment with a BRAF inhibitor enhanced MAPK signaling and facilitated tumor formation. K keratinocytes became tumorigenic when they were isolated from mice where the LSL-KrasG12D allele was backcrossed from the C57BL/6 onto the FVB/N background. All tumorigenic keratinocytes but not the non-tumorigenic precursors shared a common remodeling of matrisomal gene expression that is associated with tumor formation. Thus, RAS oncogene signal strength determines cell-autonomous changes in initiated cells that are critical for their tumor-forming potential.
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The oxidoreductase CLIC4 is required to maintain mitochondrial function and resistance to exogenous oxidants in breast cancer cells. J Biol Chem 2022; 298:102275. [PMID: 35863434 PMCID: PMC9418444 DOI: 10.1016/j.jbc.2022.102275] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/19/2022] [Revised: 06/01/2022] [Accepted: 06/02/2022] [Indexed: 02/07/2023] Open
Abstract
The chloride intracellular channel-4 (CLIC4) is one of the six highly conserved proteins in the CLIC family that share high structural homology with GST-omega in the GST superfamily. While CLIC4 is a multifunctional protein that resides in multiple cellular compartments, the discovery of its enzymatic glutaredoxin-like activity in vitro suggested that it could function as an antioxidant. Here, we found that deleting CLIC4 from murine 6DT1 breast tumor cells using CRISPR enhanced the accumulation of reactive oxygen species (ROS) and sensitized cells to apoptosis in response to H2O2 as a ROS-inducing agent. In intact cells, H2O2 increased the expression of both CLIC4 mRNA and protein. In addition, increased superoxide production in 6DT1 cells lacking CLIC4 was associated with mitochondrial hyperactivity including increased mitochondrial membrane potential and mitochondrial organelle enlargement. In the absence of CLIC4, however, H2O2-induced apoptosis was associated with low expression and degradation of the antiapoptotic mitochondrial protein Bcl2 and the negative regulator of mitochondrial ROS, UCP2. Furthermore, transcriptomic profiling of H2O2-treated control and CLIC4-null cells revealed upregulation of genes associated with ROS-induced apoptosis and downregulation of genes that sustain mitochondrial functions. Accordingly, tumors that formed from transplantation of CLIC4-deficient 6DT1 cells were highly necrotic. These results highlight a critical role for CLIC4 in maintaining redox-homeostasis and mitochondrial functions in 6DT1 cells. Our findings also raise the possibility of targeting CLIC4 to increase cancer cell sensitivity to chemotherapeutic drugs that are based on elevating ROS in cancer cells.
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Therapeutic strategies for diffuse midline glioma from high-throughput combination drug screening. Sci Transl Med 2020; 11:11/519/eaaw0064. [PMID: 31748226 DOI: 10.1126/scitranslmed.aaw0064] [Citation(s) in RCA: 102] [Impact Index Per Article: 25.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/09/2018] [Revised: 07/22/2019] [Accepted: 10/31/2019] [Indexed: 12/16/2022]
Abstract
Diffuse midline gliomas (DMGs) are universally lethal malignancies occurring chiefly during childhood and involving midline structures of the central nervous system, including thalamus, pons, and spinal cord. These molecularly related cancers are characterized by high prevalence of the histone H3K27M mutation. In search of effective therapeutic options, we examined multiple DMG cultures in sequential quantitative high-throughput screens (HTS) of 2706 approved and investigational drugs. This effort generated 19,936 single-agent dose responses that inspired a series of HTS-enabled drug combination assessments encompassing 9195 drug-drug examinations. Top combinations were validated across patient-derived cell cultures representing the major DMG genotypes. In vivo testing in patient-derived xenograft models validated the combination of the multi-histone deacetylase (HDAC) inhibitor panobinostat and the proteasome inhibitor marizomib as a promising therapeutic approach. Transcriptional and metabolomic surveys revealed substantial alterations to key metabolic processes and the cellular unfolded protein response after treatment with panobinostat and marizomib. Mitigation of drug-induced cytotoxicity and basal mitochondrial respiration with exogenous application of nicotinamide mononucleotide (NMN) or exacerbation of these phenotypes when blocking nicotinamide adenine dinucleotide (NAD+) production via nicotinamide phosphoribosyltransferase (NAMPT) inhibition demonstrated that metabolic catastrophe drives the combination-induced cytotoxicity. This study provides a comprehensive single-agent and combinatorial drug screen for DMG and identifies concomitant HDAC and proteasome inhibition as a promising therapeutic strategy that underscores underrecognized metabolic vulnerabilities in DMG.
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Hypomorphic mTOR Downregulates CDK6 and Delays Thymic Pre-T LBL Tumorigenesis. Mol Cancer Ther 2020; 19:2221-2232. [PMID: 32747423 DOI: 10.1158/1535-7163.mct-19-0671] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2019] [Revised: 01/14/2020] [Accepted: 07/13/2020] [Indexed: 11/16/2022]
Abstract
PI3K/AKT/mTOR pathway hyperactivation is frequent in T-cell acute lymphoblastic leukemia/lymphoma (T-ALL/LBL). To model inhibition of mTOR, pre-T-cell lymphoblastic leukemia/lymphoma (pre-T LBL) tumor development was monitored in mice with T lymphocyte-specific, constitutively active AKT (Lck-MyrAkt2) that were either crossed to mTOR knockdown (KD) mice or treated with the mTOR inhibitor everolimus. Lck-MyrAkt2;mTOR KD mice lived significantly longer than Lck-MyrAkt2;mTOR wild-type (WT) mice, although both groups ultimately developed thymic pre-T LBL. An increase in survival was also observed when Lck-MyrAkt2;mTOR WT mice were treated for 8 weeks with everolimus. The transcriptional profiles of WT and KD thymic lymphomas were compared, and Ingenuity Pathway Upstream Regulator Analysis of differentially expressed genes in tumors from mTOR WT versus KD mice identified let-7 and miR-21 as potential regulatory genes. mTOR KD mice had higher levels of let-7a and miR-21 than mTOR WT mice, and rapamycin induced their expression in mTOR WT cells. CDK6 was one of the most downregulated targets of both let-7 and miR21 in mTOR KD tumors. CDK6 overexpression and decreased expression of let-7 in mTOR KD cells rescued a G1 arrest phenotype. Combined mTOR (rapamycin) and CDK4/6 (palbociclib) inhibition decreased tumor size and proliferation in tumor flank transplants, increased survival in an intravenous transplant model of disseminated leukemia compared with single agent treatment, and cooperatively decreased cell viability in human T-ALL/LBL cell lines. Thus, mTOR KD mice provide a model to explore drug combinations synergizing with mTOR inhibitors and can be used to identify downstream targets of inhibition.
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Multimodel preclinical platform predicts clinical response of melanoma to immunotherapy. Nat Med 2020; 26:781-791. [PMID: 32284588 DOI: 10.1038/s41591-020-0818-3] [Citation(s) in RCA: 60] [Impact Index Per Article: 15.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/14/2019] [Accepted: 03/03/2020] [Indexed: 02/07/2023]
Abstract
Although immunotherapy has revolutionized cancer treatment, only a subset of patients demonstrate durable clinical benefit. Definitive predictive biomarkers and targets to overcome resistance remain unidentified, underscoring the urgency to develop reliable immunocompetent models for mechanistic assessment. Here we characterize a panel of syngeneic mouse models, representing a variety of molecular and phenotypic subtypes of human melanomas and exhibiting their diverse range of responses to immune checkpoint blockade (ICB). Comparative analysis of genomic, transcriptomic and tumor-infiltrating immune cell profiles demonstrated alignment with clinical observations and validated the correlation of T cell dysfunction and exclusion programs with resistance. Notably, genome-wide expression analysis uncovered a melanocytic plasticity signature predictive of patient outcome in response to ICB, suggesting that the multipotency and differentiation status of melanoma can determine ICB benefit. Our comparative preclinical platform recapitulates melanoma clinical behavior and can be employed to identify mechanisms and treatment strategies to improve patient care.
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Melanoblast transcriptome analysis reveals pathways promoting melanoma metastasis. Nat Commun 2020; 11:333. [PMID: 31949145 PMCID: PMC6965108 DOI: 10.1038/s41467-019-14085-2] [Citation(s) in RCA: 53] [Impact Index Per Article: 13.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2019] [Accepted: 12/11/2019] [Indexed: 01/21/2023] Open
Abstract
Cutaneous malignant melanoma is an aggressive cancer of melanocytes with a strong propensity to metastasize. We posit that melanoma cells acquire metastatic capability by adopting an embryonic-like phenotype, and that a lineage approach would uncover metastatic melanoma biology. Using a genetically engineered mouse model to generate a rich melanoblast transcriptome dataset, we identify melanoblast-specific genes whose expression contribute to metastatic competence and derive a 43-gene signature that predicts patient survival. We identify a melanoblast gene, KDELR3, whose loss impairs experimental metastasis. In contrast, KDELR1 deficiency enhances metastasis, providing the first example of different disease etiologies within the KDELR-family of retrograde transporters. We show that KDELR3 regulates the metastasis suppressor, KAI1, and report an interaction with the E3 ubiquitin-protein ligase gp78, a regulator of KAI1 degradation. Our work demonstrates that the melanoblast transcriptome can be mined to uncover targetable pathways for melanoma therapy.
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Head and neck squamous cancer progression is marked by CLIC4 attenuation in tumor epithelium and reciprocal stromal upregulation of miR-142-3p, a novel post-transcriptional regulator of CLIC4. Oncotarget 2019; 10:7251-7275. [PMID: 31921386 PMCID: PMC6944452 DOI: 10.18632/oncotarget.27387] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2019] [Accepted: 12/02/2019] [Indexed: 02/06/2023] Open
Abstract
Chloride intracellular channel 4 (CLIC4) is a tumor suppressor implicated in processes including growth arrest, differentiation, and apoptosis. CLIC4 protein expression is diminished in the tumor parenchyma during progression in squamous cell carcinoma (SCC) and other neoplasms, but the underlying mechanisms have not been identified. Data from The Cancer Genome Atlas suggest this is not driven by genomic alterations. However, screening and functional assays identified miR-142-3p as a regulator of CLIC4. CLIC4 and miR-142-3p expression are inversely correlated in head and neck (HN) SCC and cervical SCC, particularly in advanced stage cancers. In situ localization revealed that stromal immune cells, not tumor cells, are the predominant source of miR-142-3p in HNSCC. Furthermore, HNSCC single-cell expression data demonstrated that CLIC4 is lower in tumor epithelial cells than in stromal fibroblasts and endothelial cells. Tumor-specific downregulation of CLIC4 was confirmed in an SCC xenograft model concurrent with immune cell infiltration and miR-142-3p upregulation. These findings provide the first evidence of CLIC4 regulation by miRNA. Furthermore, the distinct localization of CLIC4 and miR-142-3p within the HNSCC tumor milieu highlight the limitations of bulk tumor analysis and provide critical considerations for both future mechanistic studies and use of miR-142-3p as a HNSCC biomarker.
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Abstract 5113: A flexible pipeline for precision medicine biomarker detection and prediction of treatment response. Cancer Res 2019. [DOI: 10.1158/1538-7445.am2019-5113] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Recent years have seen an explosion in the availability of paired molecular profiling and drug screen data, providing an unprecedented opportunity for the development of targeted therapies based on an individual’s genetic background. Despite a number of recent successes in diseases ranging from cystic fibrosis to cancer, significant hurdles remain in our ability to accurately predict treatments based on molecular profiling data. In particular, few such tools exist that allow the integration of heterogeneous data types (e.g. genomic, transcriptomic, and somatic mutations), along with high-throughput drug screen data to make predictions about treatment efficacy. Here, we describe a generalized open-source pipeline developed for the analysis of precision medicine data, Pharmacogenomics Prediction Pipeline, or “P3”. The modular design of P3 enables the inclusion of arbitrary input data types and the selection from multiple alternative machine learning algorithms, while automated statistical and visualization reporting steps incorporated throughout the pipeline assist in parameter tuning and early detection of problematic data components. Molecular profiling data is further enriched by the incorporation of external biological information in the form of pathway and gene set annotations such and Gene Ontology (GO) and The Molecular Signatures Database (MSigDB). To demonstrate the use of P3 for preclinical biomarker prediction, we applied P3 to an unpublished multiple myeloma dataset consisting of exome, RNA-Seq, CNV, and drug screen data for 1,912 compounds across 47 tumor cell lines. Specifically, P3 was used to predict molecular features associated with response to treatment for all drugs where a differential response to treatment was observed across patients. Furthermore, molecular profiling and drug screen data for 267 drugs and over a thousand cell lines spanning multiple cancer types from the Genomics of Drug Sensitivity in Cancer (GDSC) project were analyzed using P3, providing insights into shared mechanisms of drug sensitivity and resistance across different cancer and treatment types.
Citation Format: V Keith Hughitt, Sayeh Gorjifard, Aleksandra M. Michalowski, John K. Simmons, Ryan Dale, Eric C. Polley, Jonathan J. Keats, Beverly A. Mock. A flexible pipeline for precision medicine biomarker detection and prediction of treatment response [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2019; 2019 Mar 29-Apr 3; Atlanta, GA. Philadelphia (PA): AACR; Cancer Res 2019;79(13 Suppl):Abstract nr 5113.
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T-Cell Deletion of MyD88 Connects IL17 and IκBζ to RAS Oncogenesis. Mol Cancer Res 2019; 17:1759-1773. [PMID: 31164412 DOI: 10.1158/1541-7786.mcr-19-0227] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/25/2019] [Revised: 05/13/2019] [Accepted: 05/30/2019] [Indexed: 01/15/2023]
Abstract
Cancer development requires a favorable tissue microenvironment. By deleting Myd88 in keratinocytes or specific bone marrow subpopulations in oncogenic RAS-mediated skin carcinogenesis, we show that IL17 from infiltrating T cells and IκBζ signaling in keratinocytes are essential to produce a permissive microenvironment and tumor formation. Both normal and RAS-transformed keratinocytes respond to tumor promoters by activating canonical NF-κB and IκBζ signaling, releasing specific cytokines and chemokines that attract Th17 cells through MyD88-dependent signaling in T cells. The release of IL17 into the microenvironment elevates IκBζ in normal and RAS-transformed keratinocytes. Activation of IκBζ signaling is required for the expression of specific promoting factors induced by IL17 in normal keratinocytes and constitutively expressed in RAS-initiated keratinocytes. Deletion of Nfkbiz in keratinocytes impairs RAS-mediated benign tumor formation. Transcriptional profiling and gene set enrichment analysis of IκBζ-deficient RAS-initiated keratinocytes indicate that IκBζ signaling is common for RAS transformation of multiple epithelial cancers. Probing The Cancer Genome Atlas datasets using this transcriptional profile indicates that reduction of IκBζ signaling during cancer progression associates with poor prognosis in RAS-driven human cancers. IMPLICATIONS: The paradox that elevation of IκBζ and stimulation of IκBζ signaling through tumor extrinsic factors is required for RAS-mediated benign tumor formation while relative IκBζ expression is reduced in advanced cancers with poor prognosis implies that tumor cells switch from microenvironmental dependency early in carcinogenesis to cell-autonomous pathways during cancer progression.
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Chemical and structural studies provide a mechanistic basis for recognition of the MYC G-quadruplex. Nat Commun 2018; 9:4229. [PMID: 30315240 PMCID: PMC6185959 DOI: 10.1038/s41467-018-06315-w] [Citation(s) in RCA: 118] [Impact Index Per Article: 19.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/26/2018] [Accepted: 08/16/2018] [Indexed: 01/06/2023] Open
Abstract
G-quadruplexes (G4s) are noncanonical DNA structures that frequently occur in the promoter regions of oncogenes, such as MYC, and regulate gene expression. Although G4s are attractive therapeutic targets, ligands capable of discriminating between different G4 structures are rare. Here, we describe DC-34, a small molecule that potently downregulates MYC transcription in cancer cells by a G4-dependent mechanism. Inhibition by DC-34 is significantly greater for MYC than other G4-driven genes. We use chemical, biophysical, biological, and structural studies to demonstrate a molecular rationale for the recognition of the MYC G4. We solve the structure of the MYC G4 in complex with DC-34 by NMR spectroscopy and illustrate specific contacts responsible for affinity and selectivity. Modification of DC-34 reveals features required for G4 affinity, biological activity, and validates the derived NMR structure. This work advances the design of quadruplex-interacting small molecules to control gene expression in therapeutic areas such as cancer. Targeting noncoding nucleic acids with small molecules represents an important and significant challenge in chemical biology and drug discovery. Here the authors characterize DC-34, a small molecule that exhibits selective binding to specific G4 structures, and provide a structural basis for its selectivity
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Cooperative Targets of Combined mTOR/HDAC Inhibition Promote MYC Degradation. Mol Cancer Ther 2017; 16:2008-2021. [PMID: 28522584 DOI: 10.1158/1535-7163.mct-17-0171] [Citation(s) in RCA: 22] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2017] [Revised: 04/18/2017] [Accepted: 05/01/2017] [Indexed: 12/31/2022]
Abstract
Cancer treatments often require combinations of molecularly targeted agents to be effective. mTORi (rapamycin) and HDACi (MS-275/entinostat) inhibitors have been shown to be effective in limiting tumor growth, and here we define part of the cooperative action of this drug combination. More than 60 human cancer cell lines responded synergistically (CI<1) when treated with this drug combination compared with single agents. In addition, a breast cancer patient-derived xenograft, and a BCL-XL plasmacytoma mouse model both showed enhanced responses to the combination compared with single agents. Mice bearing plasma cell tumors lived an average of 70 days longer on combination treatment compared with single agents. A set of 37 genes cooperatively affected (34 downregulated; 3 upregulated) by the combination responded pharmacodynamically in human myeloma cell lines, xenografts, and a P493 model, and were both enriched in tumors, and correlated with prognostic markers in myeloma patient datasets. Genes downregulated by the combination were overexpressed in several untreated cancers (breast, lung, colon, sarcoma, head and neck, myeloma) compared with normal tissues. The MYC/E2F axis, identified by upstream regulator analyses and validated by immunoblots, was significantly inhibited by the drug combination in several myeloma cell lines. Furthermore, 88% of the 34 genes downregulated have MYC-binding sites in their promoters, and the drug combination cooperatively reduced MYC half-life by 55% and increased degradation. Cells with MYC mutations were refractory to the combination. Thus, integrative approaches to understand drug synergy identified a clinically actionable strategy to inhibit MYC/E2F activity and tumor cell growth in vivoMol Cancer Ther; 16(9); 2008-21. ©2017 AACR.
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Abstract 2833: Genetic and pharmacologic inhibition of mTOR delays mortality due to thymc lymphoma formation in mice and is associated with decreases in cell cycle proteins. Cancer Res 2016. [DOI: 10.1158/1538-7445.am2016-2833] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
The AKT/mTOR pathway is frequently hyperactivated in T-cell acute lymphoblastic leukemia (T-ALL). To model inhibition of this pathway in lymphoma, mice with T-lymphocyte-specific, constitutively active AKT (Lck-MyrAkt2) were crossed to mice with genetically reduced mTOR expression (knock-down, KD). Mice with genetic reduction of mTOR had increased survival by 10 weeks relative to wild type mTOR mice, though both developed thymic pre-T-cell lymphoblastic leukemia/lymphoma (pre-T LBL). Similarly, when mTOR wild type Lck-MyrAkt2 mice were treated for 8 weeks with the rapamycin analog, everolimus, an inhibitor of the mTOR TORC1 complex, survival was also increased. Gene expression profiling of thymic lymphomas from the mice revealed that mTOR KD was associated with decreased expression of Cdk6, a critical proliferative control node in T-cell development and oncogenic transformation. Pharmacologic inhibition of mTOR in tumor cells also decreased CDK6. The combination of a mTOR inhibitor (rapamycin) and a CDK4/6 inhibitor (PD-0332991, Palbociclib) synergistically decreased the overall viability and signaling downstream of drug targets in mouse lymphoma cells and in human T-ALL/LBL cell lines. This combination was also evaluated in mice using a disseminated leukemia model. In vivo treatment with this combination not only reduced tumor size by inhibiting tumor cell proliferation and arresting tumor cell cycle, but also increased overall survival. We are currently validating upstream regulators of Cdk6 as well as downstream targets in the pre-T LBL tumors from the mTOR deficient mice.
Citation Format: Shuling Zhang, Joy M. Gary, John K. Simmons, Jinfei Xu, Benjamin J. Gamache, Ke Zhang, Nicholas Watson, Alexander L. Kovalchuk, Aleksandra M. Michalowski, Jin-Qiu Chen, Michelle A. Herrmann, Tuddow Thaiwong, Matti Kiupel, Wendy Dubois, Joseph R. Testa, Beverly A. Mock. Genetic and pharmacologic inhibition of mTOR delays mortality due to thymc lymphoma formation in mice and is associated with decreases in cell cycle proteins. [abstract]. In: Proceedings of the 107th Annual Meeting of the American Association for Cancer Research; 2016 Apr 16-20; New Orleans, LA. Philadelphia (PA): AACR; Cancer Res 2016;76(14 Suppl):Abstract nr 2833.
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Abstract
The receptor tyrosine kinase MET is abundant in many human squamous cell carcinomas (SCCs), but its functional significance in tumorigenesis is not clear. We found that the incidence of carcinogen-induced skin squamous tumors was substantially increased in transgenic MT-HGF (mouse metallothionein-hepatocyte growth factor) mice, which have increased abundance of the MET ligand HGF. Squamous tumors also erupted spontaneously on the skin of MT-HGF mice that were promoted by wounding or the application of 12-O-tetradecanoylphorbol 13-acetate, an activator of protein kinase C. Carcinogen-initiated tumors had Ras mutations, but spontaneous tumors did not. Cultured keratinocytes from MT-HGF mice and oncogenic RAS-transduced keratinocytes shared phenotypic and biochemical features of initiation that were dependent on autocrine activation of epidermal growth factor receptor (EGFR) through increased synthesis and release of EGFR ligands, which was mediated by the kinase SRC, the pseudoproteases iRhom1 and iRhom2, and the metallopeptidase ADAM17. Pharmacological inhibition of EGFR caused the regression of MT-HGF squamous tumors that developed spontaneously in orthografts of MT-HGF keratinocytes combined with dermal fibroblasts and implanted onto syngeneic mice. The global gene expression profile in MET-transformed keratinocytes was highly concordant with that in RAS-transformed keratinocytes, and a core RAS/MET coexpression network was activated in precancerous and cancerous human skin lesions. Tissue arrays revealed that many human skin SCCs have abundant HGF at both the transcript and protein levels. Thus, through the activation of EGFR, MET activation parallels a RAS pathway to contribute to human and mouse cutaneous cancers.
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An in vitro priming step increases the expression of numerous epidermal growth and migration mediators in a tissue-engineering construct. J Tissue Eng Regen Med 2014; 11:713-723. [PMID: 25546487 DOI: 10.1002/term.1967] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/28/2014] [Revised: 09/05/2014] [Accepted: 10/12/2014] [Indexed: 11/08/2022]
Abstract
An FDA-approved, prototypic, living, bilayered skin construct (BSC) has been used for non-healing wounds. Using this particular construct as proof of principle, we hypothesized that an in vitro 'priming' step may enhance its repertoire of expression of key mediators and genes. The priming step used here was incubation in Dulbecco's modified Eagle's medium (DMEM) for 24 h at 37°C and 5% CO2 , with or without construct meshing. Microarray and ingenuity pathway analysis (IPA) showed that >1000 genes were overexpressed by the priming step, including interleukin 6 (IL-6), which plays important roles in wound healing. Genes highly overexpressed by priming were those involved in epidermal proliferation and migration. Quantitative real-time PCR (qRT-PCR), immunostaining and western blots verified the results. An epiboly assay (epidermal migration over dermis) showed that BSC epiboly was inhibited by IL-6 neutralizing antibody. Back wounds of nude mice were treated with primed or control BSCs for 3 days prior to harvesting; primed BSCs showed a significantly (p = 0.006) greater level of epidermal migration vs unprimed. Our study demonstrates that an in vitro priming step induces wound healing-related genes in the BSC, leading to a construct that could prove more effective in stimulating wound healing. Copyright © 2014 John Wiley & Sons, Ltd.
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Abstract 3195: Transient duration of action is the primary mechanism responsible for the unique biology of bryostatin 1. Cancer Res 2014. [DOI: 10.1158/1538-7445.am2014-3195] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Bryostatin 1 (bryo 1) is a natural compound tested in several clinical trials as an anticancer agent and in preclinical studies for treatment of Alzheimer disease. Despite the clinical interest, the mechanisms responsible for its unique behavior are not fully understood. Bryo 1 is a protein kinase C activator that paradoxically antagonizes many but not all phorbol ester responses. To obtain a broader view of the differences in response to bryo 1 and to the phorbol ester PMA, we have compared their effects on global RNA expression as well as on the levels of important regulatory proteins in two cellular systems (LNCaP and U937 cell lines) where bryo 1 has different biology than PMA. In LNCaP cells, where bryo 1 does not induce secretion of TNF alpha or cause apoptosis, bryo 1 fails to induce translocation of PKC alpha, delta, epsilon and pPKD1 to the nuclear enriched fraction or the phosphorylation of PKCdelta at Y311. For many other early responses detected at 60 min (activation of MEK/ERK pathway and of several transcription factors including NFKB, AP1, EGR1) bryo 1 acts similarly to PMA. In contrast, bryo 1 fails to induce the late responses detected at 6 hrs (phosphorylation of p65, translocation of cRel and RelB) and induces early termination of the induced responses both at the protein and RNA levels as detected for a selected panel of genes. The early termination of the induced responses by bryo 1 can be detected as well in U937 cells, where bryo 1 fails to induce differentiation and apoptosis, unlike PMA. Microarray analysis of LNCaP and U937 cells treated for 6 and 8 hrs, respectively, revealed significant, extensive changes in gene expression compared to control but did not identify genes uniquely responsive to bryo 1. Typically, the effect of bryo 1 was smaller than that of PMA. qPCR analysis of about 3 dozen genes spanning the breadth of the microarray response patterns indicated a single mechanism - genes were similarly activated by PMA and bryo 1 early on but the effect of bryo 1 was transient. Further microarray analysis was performed on LNCaP and U937 samples treated for 60 min and 6 hrs to address the following questions: 1) Are there genes that are induced selectively by bryo 1 at 1 hr? 2) Does transient response to bryo 1, which was only shown for selected genes by qPCR but was inferred to explain the extensive reduced expression at 6 hr in response to bryo 1 compared to PMA, actually explain the reduced expression? While some genes are selectively induced by bryo 1 treatment, the altered levels of expression are limited, suggesting that it does not reflect a unique site of action. Looking at genes showing a reduced level of expression at 6 hr in response to bryo 1 compared to PMA, we confirm that transiency of action is the primary mechanism. These insights provide a guide for evaluation of second generation bryostatin analogs and a focus on the biochemical basis for the transiency of bryo 1 effect.
Citation Format: Noemi Kedei, Aleksandra M. Michalowski, Peter M. Blumberg. Transient duration of action is the primary mechanism responsible for the unique biology of bryostatin 1. [abstract]. In: Proceedings of the 105th Annual Meeting of the American Association for Cancer Research; 2014 Apr 5-9; San Diego, CA. Philadelphia (PA): AACR; Cancer Res 2014;74(19 Suppl):Abstract nr 3195. doi:10.1158/1538-7445.AM2014-3195
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An integrated genomic approach identifies persistent tumor suppressive effects of transforming growth factor-β in human breast cancer. Breast Cancer Res 2014; 16:R57. [PMID: 24890385 PMCID: PMC4095608 DOI: 10.1186/bcr3668] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/12/2013] [Accepted: 05/21/2014] [Indexed: 12/14/2022] Open
Abstract
INTRODUCTION Transforming growth factor-βs (TGF-βs) play a dual role in breast cancer, with context-dependent tumor-suppressive or pro-oncogenic effects. TGF-β antagonists are showing promise in early-phase clinical oncology trials to neutralize the pro-oncogenic effects. However, there is currently no way to determine whether the tumor-suppressive effects of TGF-β are still active in human breast tumors at the time of surgery and treatment, a situation that could lead to adverse therapeutic responses. METHODS Using a breast cancer progression model that exemplifies the dual role of TGF-β, promoter-wide chromatin immunoprecipitation and transcriptomic approaches were applied to identify a core set of TGF-β-regulated genes that specifically reflect only the tumor-suppressor arm of the pathway. The clinical significance of this signature and the underlying biology were investigated using bioinformatic analyses in clinical breast cancer datasets, and knockdown validation approaches in tumor xenografts. RESULTS TGF-β-driven tumor suppression was highly dependent on Smad3, and Smad3 target genes that were specifically enriched for involvement in tumor suppression were identified. Patterns of Smad3 binding reflected the preexisting active chromatin landscape, and target genes were frequently regulated in opposite directions in vitro and in vivo, highlighting the strong contextuality of TGF-β action. An in vivo-weighted TGF-β/Smad3 tumor-suppressor signature was associated with good outcome in estrogen receptor-positive breast cancer cohorts. TGF-β/Smad3 effects on cell proliferation, differentiation and ephrin signaling contributed to the observed tumor suppression. CONCLUSIONS Tumor-suppressive effects of TGF-β persist in some breast cancer patients at the time of surgery and affect clinical outcome. Carefully tailored in vitro/in vivo genomic approaches can identify such patients for exclusion from treatment with TGF-β antagonists.
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Abstract 2217: A systems pharmacogenomic approach to identify synergistic molecular mechanisms of combined mTOR/HDAC inhibition. Cancer Res 2013. [DOI: 10.1158/1538-7445.am2013-2217] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
The necessity of combining targeted therapeutics to achieve optimal, lasting clinical benefit is clear, but standardized approaches for identifying the interactive effects of these combinations are not yet established. Discerning drug synergy at the molecular level has proven particularly challenging, yet identification of cooperatively responding, biologically-relevant targets could be useful for defining patient subsets for which the combination would be active. Here we used a transcriptional co-expression systems-level analysis to define the cooperative molecular response to the synergistic combination of mTOR/HDAC inhibitors in multiple myeloma (MM), and in other tumor types including triple negative breast cancer. Co-expression analysis of cells treated individually and in combination defined the contribution of each drug to the combination, and identified a distinct network of 126 genes cooperatively targeted by both drugs. We interrogated the cooperative network genes for differential expression between normal and malignant cells, as well as for correlation with survival in a large patient dataset. 37 of the cooperatively affected genes were both differentially expressed in MM and predictive of survival (p<0.01). Analysis of additional tumor types showed similar results. The pharmacodynamic response of the survival-linked signature to the drug combination was evaluated using the NanoString gene expression platform in a large number of cell lines from multiple tumor types and in ex vivo-treated primary patient samples before and after treatment. We found the expression change of signature genes to be highly specific for biological response to the drug combination across tumor types. Additionally, to link the response signature to a central molecular effect of combination treatment, Ingenuity transcription factor enrichment testing was performed. Based on these predictions, subsequent analysis of CHIP-Seq datasets was performed, and two oncogenic transcription factors (TFs) were found to bind nearly all genes of this signature. We then experimentally linked drug combination response to diminished expression of these TFs at the protein level ahead of cell cycle and apoptotic changes. Further experiments have been performed to establish a direct link between these TFs, our gene signature, and drug response. Thus, a systems-level genomic approach has identified a gene signature indicative of drug combination activity, mechanism, disease specificity, and clinical potential.
Citation Format: John K. Simmons, Aleksandra M. Michalowski, Ben Gamache, Jyoti Patel, Adriana Zingone, Ke Zhang, Michael Kuehl, Jing Huang, Ola Landgren, Beverly A. Mock. A systems pharmacogenomic approach to identify synergistic molecular mechanisms of combined mTOR/HDAC inhibition. [abstract]. In: Proceedings of the 104th Annual Meeting of the American Association for Cancer Research; 2013 Apr 6-10; Washington, DC. Philadelphia (PA): AACR; Cancer Res 2013;73(8 Suppl):Abstract nr 2217. doi:10.1158/1538-7445.AM2013-2217
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Abstract 2101: Comparison of transcriptional response to phorbol ester, bryostatin 1, and bryostatin analogue in LNCaP and U937 cells provides insight into their differential mechanism. Cancer Res 2013. [DOI: 10.1158/1538-7445.am2013-2101] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Bryostatin 1 (bryo 1) is a promising cancer chemotherapeutic agent with a unique mechanism of action. Whereas bryo 1 binds to and activates protein kinase C (PKC) like the phorbol esters, it paradoxically antagonizes most phorbol ester responses. Previously, we compared the changes in transcription in response to the phorbol ester phorbol 12-myristate 13-acetate (PMA), to bryo 1, and to the synthetic bryo 1 derivative Merle 23 in the human cancer cell lines LNCaP and U937. Bryo1 failed to induce a typical phorbol ester biological response in either cell line, whereas the bryo 1 analog Merle 23 resembled PMA in the U937 cells and bryo 1 in the LNCaP cells. In both cell lines, bryo 1 differed from PMA in inducing a shorter duration of the transcriptional responses for a panel of PKC-regulated genes as quantitated by qPCR. Merle 23, in contrast, induced a pattern very similar to that of PMA. Here, we analyzed by microarray the genome wide transcriptional changes in LNCaP and U937 cells treated with maximally effective doses of PMA, bryo 1 and Merle 23 for 6 and 8 hours, respectively. Several thousand genes were significantly up- or down-regulated by PMA (3131 and 3206), bryo 1 (1569 and 2454) and Merle 23 (3533 and 3207) compared to control in LNCaP and U937 cells, respectively. As seen previously for selected genes, the magnitude of the changes was much greater for LNCaP cells than for U937 cells. The great majority of the genes followed a pattern in which bryo 1 induced changes similar to PMA but to a significantly smaller extent (3096 and 1610 genes significantly different in LNCaP and U937 cells), whereas Merle 23 was very similar to PMA (only 230 and 30 genes different between them). A detailed qPCR analysis (dose and time courses) of representative outlier genes revealed that the shorter duration of bryo 1 induced response was responsible for the differences between bryo 1 and PMA effect in all cases. The dose response experiments did not reveal a difference in bryo 1 potency linked to any specific pattern of response. Analysis of transcription factors revealed overrepresentation of the same families of transcription factors (13 in the LNCaP cells; 12 in the U937 cells) among the genes differentially regulated by PMA and bryo 1. These included AP2F, E2F, EGRF, KLF, NRF1, SP1F. However, the target genes of the transcription factor families were largely different between the two cell lines. The analysis of 45 signaling pathways using reporter assays identified significant changes in 7 pathways induced both by PMA and bryo 1 at 6 hours. While the analysis of the microarray data is ongoing, we conclude that early turn-off of the induced responses by bryo 1 is the central feature accounting for its difference from PMA in its transcriptional response. Understanding the basis for this transiency of response may reveal a more general strategy for inhibition of PKC pathways.
Citation Format: Noemi Kedei, Aleksandra M. Michalowski, Mark E. Petersen, Gary E. Keck, Peter M. Blumberg. Comparison of transcriptional response to phorbol ester, bryostatin 1, and bryostatin analogue in LNCaP and U937 cells provides insight into their differential mechanism. [abstract]. In: Proceedings of the 104th Annual Meeting of the American Association for Cancer Research; 2013 Apr 6-10; Washington, DC. Philadelphia (PA): AACR; Cancer Res 2013;73(8 Suppl):Abstract nr 2101. doi:10.1158/1538-7445.AM2013-2101
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Cross-species genomic and functional analyses identify a combination therapy using a CHK1 inhibitor and a ribonucleotide reductase inhibitor to treat triple-negative breast cancer. Breast Cancer Res 2012; 14:R109. [PMID: 22812567 PMCID: PMC3680937 DOI: 10.1186/bcr3230] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/02/2012] [Accepted: 07/19/2012] [Indexed: 12/31/2022] Open
Abstract
Introduction Triple-negative breast cancer (TNBC) is an aggressive subtype of breast cancer that is diagnosed in approximately 15% of all human breast cancer (BrCa) patients. Currently, no targeted therapies exist for this subtype of BrCa and prognosis remains poor. Our laboratory has previously identified a proliferation/DNA repair/cell cycle gene signature (Tag signature) that is characteristic of human TNBC. We hypothesize that targeting the dysregulated biological networks in the Tag gene signature will lead to the identification of improved combination therapies for TNBC. Methods Cross-species genomic analysis was used to identify human breast cancer cell lines that express the Tag signature. Knock-down of the up-regulated genes in the Tag signature by siRNA identified several genes that are critical for TNBC cell growth. Small molecule inhibitors to two of these genes were analyzed, alone and in combination, for their effects on cell proliferation, cell cycle, and apoptosis in vitro and tumor growth in vivo. Synergy between the two drugs was analyzed by the Chou-Talalay method. Results A custom siRNA screen was used to identify targets within the Tag signature that are critical for growth of TNBC cells. Ribonucleotide reductase 1 and 2 (RRM1 and 2) and checkpoint kinase 1 (CHK1) were found to be critical targets for TNBC cell survival. Combination therapy, to simultaneously attenuate cell cycle checkpoint control through inhibition of CHK1 while inducing DNA damage with gemcitabine, improved therapeutic efficacy in vitro and in xenograft models of TNBC. Conclusions This combination therapy may have translational value for patients with TNBC and improve therapeutic response for this aggressive form of breast cancer.
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Investigation into diagnostic agreement using automated computer-assisted histopathology pattern recognition image analysis. J Pathol Inform 2012; 3:18. [PMID: 22616030 PMCID: PMC3352619 DOI: 10.4103/2153-3539.95130] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2011] [Accepted: 02/29/2012] [Indexed: 11/10/2022] Open
Abstract
The extent to which histopathology pattern recognition image analysis (PRIA) agrees with microscopic assessment has not been established. Thus, a commercial PRIA platform was evaluated in two applications using whole-slide images. Substantial agreement, lacking significant constant or proportional errors, between PRIA and manual morphometric image segmentation was obtained for pulmonary metastatic cancer areas (Passing/Bablok regression). Bland-Altman analysis indicated heteroscedastic measurements and tendency toward increasing variance with increasing tumor burden, but no significant trend in mean bias. The average between-methods percent tumor content difference was -0.64. Analysis of between-methods measurement differences relative to the percent tumor magnitude revealed that method disagreement had an impact primarily in the smallest measurements (tumor burden <3%). Regression-based 95% limits of agreement indicated substantial agreement for method interchangeability. Repeated measures revealed concordance correlation of >0.988, indicating high reproducibility for both methods, yet PRIA reproducibility was superior (C.V.: PRIA = 7.4, manual = 17.1). Evaluation of PRIA on morphologically complex teratomas led to diagnostic agreement with pathologist assessments of pluripotency on subsets of teratomas. Accommodation of the diversity of teratoma histologic features frequently resulted in detrimental trade-offs, increasing PRIA error elsewhere in images. PRIA error was nonrandom and influenced by variations in histomorphology. File-size limitations encountered while training algorithms and consequences of spectral image processing dominance contributed to diagnostic inaccuracies experienced for some teratomas. PRIA appeared better suited for tissues with limited phenotypic diversity. Technical improvements may enhance diagnostic agreement, and consistent pathologist input will benefit further development and application of PRIA.
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Abstract 3815: Comparison of transcriptional response to phorbol ester, bryostatin 1, and bryostatin analogues in LNCaP and U937 cancer cell lines provides insight into their differential mechanism of action. Cancer Res 2012. [DOI: 10.1158/1538-7445.am2012-3815] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Bryostatin 1 has attracted great interest as a cancer chemotherapeutic agent with a unique mechanism of action. Whereas bryostatin 1 binds to and activates protein kinase C (PKC) like the phorbol esters, it paradoxically antagonizes many but not all phorbol ester responses. We wish to understand its mechanism(s) of action and how the newly emerging synthetic bryostatin analogs functionally resemble or differ from bryostatin 1. Previously, we have compared patterns of biological response to bryostatin 1, the phorbol ester phorbol 12-myristate 13-acetate (PMA), and the synthetic bryostatin 1 derivative Merle 23 in two human cancer cell lines, LNCaP and U937. Bryostatin 1 fails to induce a typical phorbol ester biological response in either cell line, whereas the bryostatin analog Merle 23 resembles PMA in the U937 cells and bryostatin 1 in the LNCaP cells. Here, we have compared patterns of transcriptional response to bryostatin 1, PMA, and Merle 23 in the same two human cancer cell lines. We examined by qPCR the transcriptional response as a function of dose and time for a series of genes highly regulated downstream of protein kinase C. In both cell lines, bryostatin 1 differed from phorbol ester primarily in having a shorter duration of transcriptional modulation. In LNCaP cells bryostatin 1 induced the majority of the genes similarly to PMA at 2 hours but to much lower levels at 6, 12, and 24 hrs. In U937 cells the bryostatin 1 induced response was similar to that of PMA at 2 hrs but progressively less than that of PMA at 8 hrs and 24 hrs. This was not due to bryostatin 1 instability, since bryostatin 1 suppressed the PMA response at these later times. A notable difference between the two cell lines was in the extent of transcriptional response to PMA, which was much greater in the LNCaP cells than in the U937 cells. In both cell lines Merle 23 induced a pattern of transcription largely like that of PMA rather than bryostatin 1 although with a modest reduction in expression at later times (12 and 24 hrs) in the LNCaP cells. We thus conclude that the difference in biological response of the two cell lines to Merle 23 most likely does not reflect an underlying difference in mechanism but rather reflects the greater absolute magnitude of the differences in response in the LNCaP cells compared to the U937 cells. For a series of bryostatins and synthetic analogues which ranged from bryostatin 1-like to phorbol ester-like in activity on the U937 cells for proliferation and differentiation, the duration of transcriptional response correlated with their pattern of biological activity, suggesting that this may provide a useful endpoint for structure activity analysis.
Citation Format: {Authors}. {Abstract title} [abstract]. In: Proceedings of the 103rd Annual Meeting of the American Association for Cancer Research; 2012 Mar 31-Apr 4; Chicago, IL. Philadelphia (PA): AACR; Cancer Res 2012;72(8 Suppl):Abstract nr 3815. doi:1538-7445.AM2012-3815
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Abstract 4734: Genes cooperatively downregulated by combined mTOR/histone deactylase (HDAC) inhibition are overexpressed in myeloma patients with lower survival. Cancer Res 2012. [DOI: 10.1158/1538-7445.am2012-4734] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
The molecular pathogenesis of many cancer types, including multiple myeloma (MM) and mantle cell lymphoma (MCL), involves alterations in the PI3K/Akt/mTOR and cyclin/CDK/CDKI/Rb (Rb) pathways. Previously, we showed that the combination of an HDAC inhibitor (HDACi) with rapamycin synergistically inhibited proliferation in 88% of human MM cell lines tested, and effectively controlled tumor growth in preclinical studies. To gain an initial understanding of the molecular mechanism of the synergistic action of the drug combination, we used an unbiased systems-level approach to analyze our gene expression profile (GEP) data with weighted gene co-expression network analysis (WGCNA). This analysis delineated the contribution of HDACi and rapamycin, singly and in combination, to the overall gene expression change of the combination by considering not only measures of fold-change and significance testing, but also the degree of gene expression inter-connectedness. WGCNA identified five gene modules, each representing a particular gene expression effect of the combination. Each gene module was individually tested for functional and clinical enrichment using gene set enrichment analysis (GSEA) and survival analyses with Cox regression. Of particular interest, the module containing genes cooperatively affected by both compounds was highly enriched (p<0.001) for genes involved in cell cycle (especially mitotic processes), immune recognition, and DNA damage/repair, which we investigated further. Genes down-regulated by the drug combination were most significantly correlated with genes over-expressed in MM patients. Furthermore, analysis of the cooperative drug signature in publicly available patient GEP datasets with survival annotation found it predictive of increased survival (p<0.01), thus linking the drug combination-induced transcriptional changes to predictions for enhanced survival.
Citation Format: {Authors}. {Abstract title} [abstract]. In: Proceedings of the 103rd Annual Meeting of the American Association for Cancer Research; 2012 Mar 31-Apr 4; Chicago, IL. Philadelphia (PA): AACR; Cancer Res 2012;72(8 Suppl):Abstract nr 4734. doi:1538-7445.AM2012-4734
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Abstract C111: Genes cooperatively targeted by combined mTOR/histone deactylase (HDAC) inhibition are predictive of increased multiple myeloma patient survival. Mol Cancer Ther 2011. [DOI: 10.1158/1535-7163.targ-11-c111] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
The molecular pathogenesis of many cancer types, including multiple myeloma (MM), involves alterations in the PI3K/Akt/mTOR and cyclin/CDK/CDKI/Rb (Rb) pathways. Targeting these pathways individually has shown limited efficacy. Here, however, we show the combination of an HDAC inhibitor with rapamycin synergistically inhibits proliferation in 88% of human myeloma cell lines tested (p<0.01), as well as effectively controlling tumor growth in long-term preclinical studies. To understand the synergistic molecular mechanism of this combination, candidate pathway analysis and a systems-level approach were taken. We found the combination antagonized the oncogenic activation of the AKT pathway associated with single-agent rapamycin treatment, along with inhibiting the ERK/MAPK pathway to a much greater extent than either single agent alone. For a more unbiased approach, gene expression profiling (GEP) was coupled with a systems-level gene co-expression network analysis. This analysis delineated the contribution of each inhibitor to the overall gene expression change of the combination by considering not only measures of fold-change and significance testing, but also the degree of gene expression inter-connectedness. With these findings, a network of five gene modules was constructed, where each module represents a particular gene expression effect of the combination. Each module of genes was then individually tested for functional and clinical enrichment. Of particular interest, the module containing genes cooperatively affected by both compounds was highly enriched (p<0.001) for genes involved in cell cycle (especially mitotic processes), immune recognition, and DNA damage/repair, which we have investigated further. Specifically, we confirmed the down-regulation of RRM2, a gene involved in DNA synthesis and repair, by western blot and validated an increase in DNA damage markers with combination treatment. Additionally, we determined that specific RRM2 inhibition decreased MM cell viability, which decreased further when combined with rapamycin. Gene Set Enrichment Analysis of drug-induced gene expression profiles demonstrated that all gene expression modules associated with the drug combination were significantly enriched (p<0.01) when comparing healthy donors to MM patients in a large, publicly available GEP dataset. Finally, interrogation of the cooperative drug signature in publicly available patient GEP datasets with survival annotation found it predictive of increased survival (p<0.01), thus linking the drug combination-induced transcriptional changes to predictions for enhanced survival.
Citation Format: {Authors}. {Abstract title} [abstract]. In: Proceedings of the AACR-NCI-EORTC International Conference: Molecular Targets and Cancer Therapeutics; 2011 Nov 12-16; San Francisco, CA. Philadelphia (PA): AACR; Mol Cancer Ther 2011;10(11 Suppl):Abstract nr C111.
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Abstract
Discovery of mechanisms that impede the aggressive and metastatic phenotype of human basal triple-negative type breast cancers (BTNBC) could provide novel targets for therapy for this form of breast cancer that has a relatively poor prognosis. Previous studies have demonstrated that the expression of GATA3, the master transcriptional regulator of mammary luminal differentiation, can reduce the tumorigenicity and metastatic propensity of the human BTNBC MDA-MB-231 cell line (MB231), although the mechanism for reduced metastases was not elucidated. We demonstrate through gene expression profiling that GATA3 expression in 231 cells resulted in the dramatic reduction in the expression of Lysyl oxidase (LOX), a metastasis-promoting matrix remodeling protein, in part, through methylation of the LOX promoter. Suppression of LOX expression by GATA3 was further confirmed in the BTNBC Hs578T cell line. Conversely, reduction of GATA3 expression by siRNA in luminal BT474 cells increased LOX expression. Reconstitution of LOX expression in 231-GATA3 cells restored metastatic propensity. A strong inverse association between high LOX and low GATA3 expression was confirmed in a panel of 51 human breast cancer cell lines. Similarly, human breast cancer microarray data demonstrated that high LOX/low GATA3 expression is associated with the BTNBC subtype of breast cancer and poor patient prognosis. Expression of GATA3 reprograms BTNBC to a less aggressive phenotype and inhibits a major mechanism of metastasis through inhibition of LOX. Induction of GATA3 in BTNBC cells or novel approaches that inhibit LOX expression or activity could be important strategies for treating BTNBC.
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Quantifying histological features of cancer biospecimens for biobanking quality assurance using automated morphometric pattern recognition image analysis algorithms. J Biomol Tech 2011; 22:108-118. [PMID: 21966258 PMCID: PMC3165860] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/31/2023]
Abstract
Biorepository-supported translational research depends on high-quality, well-annotated specimens. Histopathology assessment contributes insight into how representative lesions are for research objectives. Feasibility of documenting histological proportions of tumor and stroma was studied in an effort to enhance information regarding biorepository tissue heterogeneity. Using commercially available software, unique spatial-spectral algorithms were developed for applying automated pattern recognition morphometric image analysis to quantify histologic tumor and nontumor tissue areas in biospecimen tissue sections. Measurements were acquired successfully for 75/75 (100%) lymphomas, 76/77 (98.7%) osteosarcomas, and 60/70 (85.7%) melanomas. The percentage of tissue area occupied by tumor varied among patients and tumor types and was distributed around medians of 94% [interquartile range (IQR)=14%] for lymphomas, 84% for melanomas (IQR=24%), and 39% for osteosarcomas (IQR=44%). Within-patient comparisons from a subset, including multiple individual patient specimens, revealed ≤12% median coefficient of variation (CV) for lymphomas and melanomas. Phenotypic heterogeneity of osteosarcomas resulted in 33% median CV. Uniformly applied, tumor-specific pattern recognition software permits automated tissue-feature quantification. Furthermore, dispersion analyses of area measurements across collections, as well as of multiple specimens from individual patients, support using limited tissue slices to gauge features for some tumor types. Quantitative image analysis automation is anticipated to minimize variability associated with routine biorepository pathologic evaluations and enhance biomarker discovery by helping to guide the selection of study-appropriate specimens.
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RasGRP3, a Ras activator, contributes to signaling and the tumorigenic phenotype in human melanoma. Oncogene 2011; 30:4590-4600. [PMID: 21602881 PMCID: PMC3951887 DOI: 10.1038/onc.2011.166] [Citation(s) in RCA: 29] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
Abstract
RasGRP3, an activator for H-Ras, R-Ras and Rap1/2, has emerged as an important mediator of signaling downstream from receptor coupled phosphoinositide turnover in B and T cells. Here, we report that RasGRP3 showed a high level of expression in multiple human melanoma cell lines as well as in a subset of human melanoma tissue samples. Suppression of endogenous RasGRP3 expression in these melanoma cell lines reduced Ras-GTP formation as well as c-Met expression and Akt phosphorylation downstream from HGF or EGF stimulation. RasGRP3 suppression also inhibited cell proliferation and reduced both colony formation in soft agar and xenograft tumor growth in immunodeficient mice, demonstrating the importance of RasGRP3 for the transformed phenotype of the melanoma cells. Reciprocally, overexpression of RasGRP3 in human primary melanocytes altered cellular morphology, markedly enhanced cell proliferation, and rendered the cells tumorigenic in a mouse xenograft model. Suppression of RasGRP3 expression in these cells inhibited downstream RasGRP3 responses and suppressed cell growth, confirming the functional role of RasGRP3 in the altered behavior of these cells. The identification of the role of RasGRP3 in melanoma highlights its importance, as a Ras activator, in the phosphoinositide signaling pathway in human melanoma and provides a new potential therapeutic target.
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Abstract
RasGRP3 mediates the activation of the Ras signaling pathway that is present in many human cancers. Here, we explored the involvement of RasGRP3 in the formation and maintenance of the prostate cancer phenotype. RasGRP3 expression was elevated in multiple human prostate tumor tissue samples and in the human androgen-independent prostate cancer cell lines PC-3 and DU 145 compared with the androgen-dependent prostate cancer cell line LNCaP. Downregulation of endogenous RasGRP3 in PC-3 and DU 145 cells reduced Ras-GTP formation, inhibited cell proliferation, impeded cell migration, and induced apoptosis. Anchorage-independent growth of the PC-3 cells and tumor formation in mouse xenografts of both cell lines were likewise inhibited. Inhibition of RasGRP3 expression reduced AKT and extracellular signal-regulated kinase 1/2 phosphorylation and sensitized the cells to killing by carboplatin. Conversely, exogenous RasGRP3 elevated Ras-GTP, stimulated proliferation, and provided resistance to phorbol 12-myristate 13-acetate-induced apoptosis in LNCaP cells. RasGRP3-overexpressing LNCaP cells displayed a markedly enhanced rate of xenograft tumor formation in both male and female mice compared with the parental line. Suppression of RasGRP3 expression in these cells inhibited downstream RasGRP3 responses, caused the cells to resume the LNCaP morphology, and suppressed growth, confirming the functional role of RasGRP3 in the altered behavior of these cells. We conclude that RasGRP3 contributes to the malignant phenotype of the prostate cancer cells and may constitute a novel therapeutic target for human prostate cancer.
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Abstract
Breast cancer that recurs as metastatic disease many years after primary tumor resection and adjuvant therapy seems to arise from tumor cells that disseminated early in the course of disease but did not develop into clinically apparent lesions. These long-term surviving, disseminated tumor cells maintain a state of dormancy, but may be triggered to proliferate through largely unknown factors. We now show that the induction of fibrosis, associated with deposition of type I collagen (Col-I) in the in vivo metastatic microenvironment, induces dormant D2.0R cells to form proliferative metastatic lesions through beta1-integrin signaling. In vitro studies using a three-dimensional culture system modeling dormancy showed that Col-I induces quiescent D2.0R cells to proliferate through beta1-integrin activation of SRC and focal adhesion kinase, leading to extracellular signal-regulated kinase (ERK)-dependent myosin light chain phosphorylation by myosin light chain kinase and actin stress fiber formation. Blocking beta1-integrin, Src, ERK, or myosin light chain kinase by short hairpin RNA or pharmacologic approaches inhibited Col-I-induced activation of this signaling cascade, cytoskeletal reorganization, and proliferation. These findings show that fibrosis with Col-I enrichment at the metastatic site may be a critical determinant of cytoskeletal reorganization in dormant tumor cells, leading to their transition from dormancy to metastatic growth. Thus, inhibiting Col-I production, its interaction with beta1-integrin, and downstream signaling of beta1-integrin may be important strategies for preventing or treating recurrent metastatic disease.
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