26
|
Gary JM, Xu J, Simmons J, Zhang S, Gamache B, Zhang K, Kovalchuk A, Michalowski A, Chen JQ, Herrmann M, Dubois W, Testa J, Mock BA. Abstract 2309: Murine model of dual mTORC kinase inhibition identifies CDK6 as a synergistic target in T-ALL. Cancer Res 2015. [DOI: 10.1158/1538-7445.am2015-2309] [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 PI3K/AKT/mTOR pathway is frequently hyperactivated in T- cell acute lymphoblastic leukemia (T-ALL). To model inhibition of this pathway in lymphoma, mice with constitutively-active AKT specific to T-lymphocytes (Lck-MyrAkt2) were crossed with mice that have genetically-reduced mTOR expression (mTOR knock-down, KD). Lck-MyrAkt2 mice with mTOR KD had altered thymic T-lymphocyte development; these mice also had delayed thymic pre-T cell lymphoblastic leukemia/lymphoma (pre-T LBL) progression and increased survival relative to wild type (WT) mTOR/ Lck-MyrAkt2 mice (average survival of 24 versus 14 weeks, respectively). Delayed pre-T LBL formation was also observed when WT mTOR/Lck-MyrAkt2 mice were treated for 8 weeks with the rapamycin analog, everolimus, an inhibitor of the mTOR TORC1 complex. Transcriptional profiling of thymic lymphomas from the WT vs KD mTOR/ Lck-MyrAkt2 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. Tumor cells from WT mTOR/Lck-MyrAkt2 mice were more sensitive to CDK4/6 inhibitors than tumor cells from KD mTOR/Lck-MyrAkt2 mice. Combining an mTOR inhibitor (rapamycin) with a CDK4/6 inhibitor (PD-0332991) synergistically inhibited the viability and decreased downstream signaling in both mouse lymphoma cells and human T-cell acute lymphoblastic leukemia (T-ALL) cell lines. Combining a dual mTORC inhibitor (PP242) with a CDK4/6 inhibitor decreased downstream signaling to an even greater extent in human T-ALL cell lines. Our results suggest that an mTORi/CDKi combination may be beneficial in the treatment of human T-ALL.
Citation Format: Joy M. Gary, Jinfei Xu, John Simmons, Shuling Zhang, Benjamin Gamache, Ke Zhang, Alexander Kovalchuk, Aleksandra Michalowski, Jin-Qiu Chen, Michelle Herrmann, Wendy Dubois, Joseph Testa, Beverly A. Mock. Murine model of dual mTORC kinase inhibition identifies CDK6 as a synergistic target in T-ALL. [abstract]. In: Proceedings of the 106th Annual Meeting of the American Association for Cancer Research; 2015 Apr 18-22; Philadelphia, PA. Philadelphia (PA): AACR; Cancer Res 2015;75(15 Suppl):Abstract nr 2309. doi:10.1158/1538-7445.AM2015-2309
Collapse
|
27
|
Vietsch EE, Simmons JK, Peran I, Stenstra M, Mock BA, Wellstein A. Abstract A73: De-convoluting therapeutic resistance in a pancreatic cancer model: Pharmacogenomic evaluation of intratumoral clonal heterogeneity. Cancer Res 2015. [DOI: 10.1158/1538-7445.panca2014-a73] [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
Background: The duration of therapeutic response in pancreatic adenocarcinoma to both targeted therapies and conventional chemotherapeutics is abysmal, greatly contributing to the 5-year survival rate of this disease remaining in the single digits. Given the high proliferative rate of these tumors, and the frequent occurrence of mutations in genes critical for maintaining genomic integrity, we hypothesized that rapid therapeutic resistance may largely be the consequence of intratumoral heterogeneity present at the onset of therapy.
Materials and Methods: To address this question, an integrated genomic and pharmacologic survey was performed on a panel of clonal cell lines generated from a tumor arising in a Kras/Trp53 mutant mouse model (p48-Cre; LSL-KrasG12D; LSL-Trp53R172H).
Results: All lines screened maintained tumorigenicity upon allografting, and exhibited metastatic capacity. Whole exome sequencing confirmed that 94% of driver mutations found in the clonal lines were also present in the tumor. Importantly, each clonal line contains unique passenger mutations. Exposure of these lines to conventional chemotherapeutics in vitro (i.e. gemcitabine, doxorubicin, and vincristine) showed high variance in sensitivity, with 10-fold ranges of IC50s among the lines. Screening of the clonal cell lines with a kinase inhibitor library of 200 compounds, showed distinct vulnerabilities to targeted pathways between the lines. Gene expression profiling and pathway analysis highlighted variation in critical cellular pathways between the lines.
Conclusions: Our results in this model system implicate ab initio drug resistance in these heterogeneous tumors as a major contributor to the poor therapeutic outcomes in this disease. This applies to conventional chemotherapy as well as targeted inhibitors.
Citation Format: Eveline E. Vietsch, John K. Simmons, Ivana Peran, Marianne Stenstra, Beverly A. Mock, Anton Wellstein. De-convoluting therapeutic resistance in a pancreatic cancer model: Pharmacogenomic evaluation of intratumoral clonal heterogeneity. [abstract]. In: Proceedings of the AACR Special Conference on Pancreatic Cancer: Innovations in Research and Treatment; May 18-21, 2014; New Orleans, LA. Philadelphia (PA): AACR; Cancer Res 2015;75(13 Suppl):Abstract nr A73.
Collapse
|
28
|
Ou O, Huppi K, Chakka S, Gehlhaus K, Dubois W, Patel J, Chen J, Mackiewicz M, Jones TL, Pitt JJ, Martin SE, Goldsmith P, Simmons JK, Mock BA, Caplen NJ. Loss-of-function RNAi screens in breast cancer cells identify AURKB, PLK1, PIK3R1, MAPK12, PRKD2, and PTK6 as sensitizing targets of rapamycin activity. Cancer Lett 2014; 354:336-47. [PMID: 25193464 PMCID: PMC4240001 DOI: 10.1016/j.canlet.2014.08.043] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/18/2014] [Revised: 08/15/2014] [Accepted: 08/22/2014] [Indexed: 02/05/2023]
Abstract
The use of molecularly targeted drugs as single agents has shown limited utility in many tumor types, largely due to the complex and redundant nature of oncogenic signaling networks. Targeting of the PI3K/AKT/mTOR pathway through inhibition of mTOR in combination with aromatase inhibitors has seen success in particular sub-types of breast cancer and there is a need to identify additional synergistic combinations to maximize the clinical potential of mTOR inhibitors. We have used loss-of-function RNAi screens of the mTOR inhibitor rapamycin to identify sensitizers of mTOR inhibition. RNAi screens conducted in combination with rapamycin in multiple breast cancer cell lines identified six genes, AURKB, PLK1, PIK3R1, MAPK12, PRKD2, and PTK6 that when silenced, each enhanced the sensitivity of multiple breast cancer lines to rapamycin. Using selective pharmacological agents we confirmed that inhibition of AURKB or PLK1 synergizes with rapamycin. Compound-associated gene expression data suggested histone deacetylation (HDAC) inhibition as a strategy for reducing the expression of several of the rapamycin-sensitizing genes, and we tested and validated this using the HDAC inhibitor entinostat in vitro and in vivo. Our findings indicate new approaches for enhancing the efficacy of rapamycin including the use of combining its application with HDAC inhibition.
Collapse
|
29
|
Felsenstein KM, Simmons JK, Gareiss P, Mock BA, Schneekloth J‘JS. Abstract 1629: Identification and biological characterization of a novel class of small molecules to inhibit c-myc transcription. Cancer Res 2014. [DOI: 10.1158/1538-7445.am2014-1629] [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 transcription factor c-myc, deregulated in ∼70% of all cancer cases, facilitates tumor initiation and promotion most frequently in colon, breast, lung, ovarian, and lymphoid malignancies, and acts as a universal amplifier of aberrant growth-related cell signaling. Due to its helix-loop helix topology, short protein half-life, and rapid replenishment within the cancer cell, c-myc was long considered to be ‘undruggable.’ Recently, much attention has focused on inhibiting c-myc either through indirect pathway modulation, or on the transcriptional level. 85-90% of c-myc gene expression is controlled by a G-quadruplex (G4) DNA structure found in the nuclease hypersensitive element III(1) region (NHEIII1) of its promoter, which, when stabilized with a chemical agent, would theoretically inhibit myc transcription by preventing normal polymerase function. In this study, we report the identification and biological characterization of a novel chemical class to directly bind the c-myc G4 DNA. The chemical motif discussed here was identified from a highly selective (hit rate of 0.16%, with few false positives) small molecule microarray screen of 20,000 compounds. A panel of the 12 most promising hits was chosen for biological and biochemical secondary validation in a variety of in vitro and cell based assays to confirm mechanism of action and functional effects in biological systems. Of note, numerous compounds from the initial panel of hits exhibited effects with a range of potency in comparison with untreated and non quadruplex forming nucleic acid controls, thereby validating the original screening method. For prioritization, hits were further evaluated for their capacity to preferentially induce myc-dependent cell death in a tetracycline controlled c-myc stable cell line. A top lead was identified, and structure-activity relationship was preliminarily evaluated with a small panel of analogues, leading to a final compound with three times greater potency. The chosen compound exhibited strong dose-dependent cell killing activity, in human multiple myeloma with high levels of c-myc, with an IC50 in the single digit micromolar range. Additionally, the compound reduced c-myc gene expression in a series of B cell neoplasms to near the limit of detection, both transcriptionally and translationally. The mechanism of action was confirmed in a Burkitt's Lymphoma model through a quadruplex promoter-specific comparative analysis of myc transcript copy numbers in the presence or absence of treatment. Continuing studies will focus on further structural optimization of the ligand, a thorough examination of its genome-wide effects, and tolerability in animal models.
Citation Format: Kenneth M. Felsenstein, John K. Simmons, Peter Gareiss, Beverly A. Mock, John ‘Jay’ S. Schneekloth. Identification and biological characterization of a novel class of small molecules to inhibit c-myc transcription. [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 1629. doi:10.1158/1538-7445.AM2014-1629
Collapse
|
30
|
Simmons JK, Patel J, Michalowski A, Zhang S, Wei BR, Sullivan P, Gamache B, Felsenstein K, Kuehl WM, Simpson RM, Zingone A, Landgren O, Mock BA. TORC1 and class I HDAC inhibitors synergize to suppress mature B cell neoplasms. Mol Oncol 2013; 8:261-72. [PMID: 24429254 DOI: 10.1016/j.molonc.2013.11.007] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/30/2013] [Revised: 11/20/2013] [Accepted: 11/21/2013] [Indexed: 12/12/2022] Open
Abstract
Enhanced proliferative signaling and loss of cell cycle regulation are essential for cancer progression. Increased mitogenic signaling through activation of the mTOR pathway, coupled with deregulation of the Cyclin D/retinoblastoma (Rb) pathway is a common feature of lymphoid malignancies, including plasmacytoma (PCT), multiple myeloma (MM), Burkitt's lymphoma (BL), and mantle cell lymphoma (MCL). Here we evaluate the synergy of pharmacologically affecting both of these critical pathways using the mTOR inhibitor sirolimus and the histone deacetylase inhibitor entinostat. A dose-matrix screening approach found this combination to be highly active and synergistic in a panel of genetically diverse human MM cell lines. Synergy and activity was observed in mouse PCT and human BL and MCL cell lines tested in vitro, as well as in freshly isolated primary MM patient samples tested ex vivo. This combination had minimal effects on healthy donor cells and retained activity when tested in a co-culture system simulating the protective interaction of cancer cells with the tumor microenvironment. Combining sirolimus with entinostat enhanced cell cycle arrest and apoptosis. At the molecular level, entinostat increased the expression of cell cycle negative regulators including CDKN1A (p21) and CDKN2A (p16), while the combination decreased critical growth and survival effectors including Cyclin D, BCL-XL, BIRC5, and activated MAPK.
Collapse
|
31
|
Zhang S, Pruitt M, Tran D, Du Bois W, Zhang K, Patel R, Hoover S, Simpson RM, Simmons J, Gary J, Snapper CM, Casellas R, Mock BA. B cell-specific deficiencies in mTOR limit humoral immune responses. THE JOURNAL OF IMMUNOLOGY 2013; 191:1692-703. [PMID: 23858034 DOI: 10.4049/jimmunol.1201767] [Citation(s) in RCA: 75] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Abstract] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
Abstract
Generation of high-affinity Abs in response to Ags/infectious agents is essential for developing long-lasting immune responses. B cell maturation and Ab responses to Ag stimulation require Ig somatic hypermutation (SHM) and class-switch recombination (CSR) for high-affinity responses. Upon immunization with either the model Ag 4-hydroxy-3-nitrophenylacetyl hapten (NP) conjugated to chicken γ globulin lysine (NP-CGG) or heat-killed Streptococcus pneumoniae capsular type 14 protein (Pn14), knock-in (KI) mice hypomorphic for mTOR function had a decreased ability to form germinal centers, develop high-affinity anti-NP-specific or anti-Pn14-specific Abs, and perform SHM/CSR. Hypomorphic mTOR mice also had a high mortality (40%) compared with wild-type (WT) (0%) littermates and had lower pneumococcal surface protein A-specific Ab titers when immunized and challenged with live S. pneumoniae infection. Mice with mTOR deleted in their B cell lineage (knockout [KO]) also produced fewer splenic germinal centers and decreased high-affinity Ab responses to NP-CGG than did their WT littermates. CSR rates were lower in mTOR KI and KO mice, and pharmacologic inhibition of mTOR in WT B cells resulted in decreased rates of ex vivo CSR. RNA and protein levels of activation-induced cytidine deaminase (AID), a protein essential for SHM and CSR, were lower in B cells from both KI and B cell-specific KO mice, concomitant with increases in phosphorylated AKT and FOXO1. Rescue experiments increasing AID expression in KI B cells restored CSR levels to those in WT B cells. Thus, mTOR plays an important immunoregulatory role in the germinal center, at least partially through AID signaling, in generating high-affinity Abs.
Collapse
|
32
|
Simmons JK, Michalowski AM, Gamache B, Patel J, Zingone A, Zhang K, Kuehl M, Huang J, Landgren O, Mock BA. 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
Collapse
|
33
|
Smrž D, Bandara G, Zhang S, Mock BA, Beaven MA, Metcalfe DD, Gilfillan AM. A novel KIT-deficient mouse mast cell model for the examination of human KIT-mediated activation responses. J Immunol Methods 2013; 390:52-62. [PMID: 23357051 DOI: 10.1016/j.jim.2013.01.008] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2012] [Revised: 01/15/2013] [Accepted: 01/16/2013] [Indexed: 10/27/2022]
Abstract
Activation of KIT, by its ligand, stem cell factor (SCF), results in the initiation of signal transduction pathways that influence mast cell survival and proliferation. Activating mutations in KIT have thus been linked to clonal MC proliferation associated with systemic mastocytosis. SCF also modulates MC function by inducing MC chemotaxis and by potentiating antigen (Ag)/IgE-mediated MC degranulation. Thus, mutations in KIT also have the potential to affect these processes in allergic and other mast cell-related diseases. Studies to determine how native and mutated KIT may modulate MC chemotaxis and activation have, however, been limited due to the lack of availability of a suitable functional MC line lacking native KIT which would allow transduction of KIT constructs. Here we describe a novel mouse MC line which allows the study of normal and mutated KIT constructs. These cells originated from a bone marrow-derived mouse MC culture out of which a rapidly dividing mast cell sub-population spontaneously arose. Over time, these cells lost KIT expression while continuing to express functional high affinity receptors for IgE (FcεRI). As a consequence, these cells degranulated in response to Ag/IgE but did not migrate nor show any evidence of potentiation of Ag/IgE degranulation in response to SCF. Retroviral transduction of the cells with a human (hu)KIT construct resulted in surface expression of huKIT which responded to huSCF by potentiation of Ag/IgE-induced degranulation and chemotaxis. This cell line thus presents a novel system to delineate how MC function is modulated by native and mutated KIT and for the identification of novel inhibitors of these processes.
Collapse
|
34
|
Simmons JK, Mock BA, Michalowski A, Patel J, Wei BR, Simpson RM, Kuehl WM, Zhang S, Zhang K, Landgren O. Abstract PR6: A cooperative molecular response to combined mTOR/HDAC inhibition revealed by transcriptional co-expression analysis. Cancer Res 2012. [DOI: 10.1158/1538-7445.csb12-pr6] [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
Identification of biologically relevant molecular targets responding cooperatively to drug combinations is challenging, yet potentially useful in predicting clinical outcomes. We found that combining sirolimus (rapamycin), an inhibitor of mechanistic target of rapamycin (mTOR), with entinostat (MS-275), a selective class I histone deacytlase (HDAC) inhibitor, was synergistic in controlling 90% of tested cell lines derived from B cell malignancies, including multiple myeloma, mantle cell lymphoma, and murine plasmacytoma, in vitro, and effective in limiting xenograft growth in vivo. To understand the transcriptional underpinnings of the drug synergy, weighted gene co-expression analysis (WGCNA) was adapted to analyze gene expression profile data from cells treated with sirolimus and entinostat individually and in combination. WGCNA 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 interconnectedness. A co-expression network consisting of five gene modules was defined, where each module represents a unique transcriptional effect of the drug combination. In the next phase of analysis, each gene module was individually tested for functional and clinical enrichment. The module containing genes cooperatively affected by both compounds was highly enriched (p<0.001) for genes involved in cell cycle, immune recognition, and DNA damage/repair, which we have validated. Gene set enrichment analysis of each drug-induced gene expression module demonstrated that genes of all five modules were significantly enriched when healthy donors were compared to MM patients. Finally, interrogation of the cooperative drug signature in 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. Thus, systems-level genomic approaches identified markers and a gene signature associated with drug combination activity, disease specificity, and clinical potential.
This proffered talk is also presented as Poster A16.
Citation Format: John Kyle Simmons, Beverly A. Mock, Aleksandra Michalowski, Jyoti Patel, Bih-Rong Wei, R. Mark Simpson, W. Michael Kuehl, Shuling Zhang, Ke Zhang, Ola Landgren. Sorger. A cooperative molecular response to combined mTOR/HDAC inhibition revealed by transcriptional co-expression analysis [abstract]. In: Proceedings of the AACR Special Conference on Chemical Systems Biology: Assembling and Interrogating Computational Models of the Cancer Cell by Chemical Perturbations; 2012 Jun 27-30; Boston, MA. Philadelphia (PA): AACR; Cancer Res 2012;72(13 Suppl):Abstract nr PR6.
Collapse
|
35
|
Michalowski AM, Simmons JK, Patel J, Kuehl WM, Zhang S, Landgren O, Mock BA. 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
Collapse
|
36
|
Simmons JK, Amlin-Van Schaick JC, Geiger TR, Reilly K, Hunter K, Mock BA. Mouse genetics 2011: meeting report. Mamm Genome 2012; 23:225-31. [PMID: 22358507 DOI: 10.1007/s00335-012-9390-6] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/09/2011] [Accepted: 01/05/2012] [Indexed: 11/26/2022]
|
37
|
Simmons JK, Patel J, Michalowski AM, Sullivan P, Wei BR, Simpson RM, Kuehl WM, Ou L, Caplen NJ, Zhang S, Landgren CO, Mock BA. 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.
Collapse
|
38
|
Zhang S, Pruitt M, Tran D, DuBois W, Robinson R, Mock BA. Abstract 805: mTORC protein levels affect class switch recombination, somatic hypermutation, and antibody production. Cancer Res 2011. [DOI: 10.1158/1538-7445.am2011-805] [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
Mammalian target of rapamycin (mTOR) regulates cell growth, cell cycle, and survival through two main complexes, mTORC1 and mTORC2. In our previous studies, striking decreases in both size and number of B cells were seen in mice with constitutive reductions in protein levels of both mTOR complexes. In addition, there were alterations in B cell differentiation with partial blocks in B cell development in the bone marrow. In our current studies, we have focused on their defect in antibody production. When challenged with either NP-CGG (T-dependent antigen) or NP-LPS (T-independent antigens), reduced IgG antibody titers to NP antigens were seen in mice with constitutive reductions in mTOR protein levels, despite equivalent levels of total antibody production; high affinity antibody production was also less. The numbers of germinal centers were reduced in the spleens of the mTORC1/2-compromised mice compared to their wild-type littermates. Fewer B cells from the mTORC1/2-compromised mice were able to undergo class switching from IgM to IgG. In addition, germinal center B cells from these mice exhibited reductions in somatic hypermutation rates of their immunoglobulin loci. Studies are currently underway to evaluate the ability of these mice to respond to an in vivo challenge of live bacteria.
Citation Format: {Authors}. {Abstract title} [abstract]. In: Proceedings of the 102nd Annual Meeting of the American Association for Cancer Research; 2011 Apr 2-6; Orlando, FL. Philadelphia (PA): AACR; Cancer Res 2011;71(8 Suppl):Abstract nr 805. doi:10.1158/1538-7445.AM2011-805
Collapse
|
39
|
Nordan RP, Mock BA, Neckers LM, Rudikoff S. The role of plasmacytoma growth factor in the in vitro responses of murine plasmacytoma cells. Ann N Y Acad Sci 2008; 557:200-5. [PMID: 2786694 DOI: 10.1111/j.1749-6632.1989.tb24013.x] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/02/2023]
Abstract
Many plasmacytomas arising in BALB/c mice are dependent upon a specific, macrophage-derived plasmacytoma growth factor for survival and proliferation in vitro. Adherent cells taken from the peritoneal oil granuloma in which the early plasmacytomas arise and proliferate produce 50 times more PCT-GF activity in vitro than do normal peritoneal cells, thus suggesting a possible in vivo role for PCT-GF. Purification and amino acid sequencing of PCT-GF derived from the murine macrophage cell line, P388D1, have identified a 23 kDa protein with a unique NH2-terminal sequence. This molecule is now known as murine IL6. As part of the characterization of murine Il-6, genomic sequences have been localized to the proximal end of mouse chromosome 5 via Southern analysis of restriction fragment length polymorphisms. The removal of IL6 from IL6-dependent PCT cell lines results in a growth arrest in early G1. This is accompanied by a rapid and specific loss of transferrin receptor expression and results in eventual cell death. It appears that the response to IL6 is at least partially dependent on Ca++ because functional Ca++ channels are necessary for the PCT cells to pass through G1 and to maintain transferrin receptor expression.
Collapse
|
40
|
Churchill GA, Airey DC, Allayee H, Angel JM, Attie AD, Beatty J, Beavis WD, Belknap JK, Bennett B, Berrettini W, Bleich A, Bogue M, Broman KW, Buck KJ, Buckler E, Burmeister M, Chesler EJ, Cheverud JM, Clapcote S, Cook MN, Cox RD, Crabbe JC, Crusio WE, Darvasi A, Deschepper CF, Doerge RW, Farber CR, Forejt J, Gaile D, Garlow SJ, Geiger H, Gershenfeld H, Gordon T, Gu J, Gu W, de Haan G, Hayes NL, Heller C, Himmelbauer H, Hitzemann R, Hunter K, Hsu HC, Iraqi FA, Ivandic B, Jacob HJ, Jansen RC, Jepsen KJ, Johnson DK, Johnson TE, Kempermann G, Kendziorski C, Kotb M, Kooy RF, Llamas B, Lammert F, Lassalle JM, Lowenstein PR, Lu L, Lusis A, Manly KF, Marcucio R, Matthews D, Medrano JF, Miller DR, Mittleman G, Mock BA, Mogil JS, Montagutelli X, Morahan G, Morris DG, Mott R, Nadeau JH, Nagase H, Nowakowski RS, O'Hara BF, Osadchuk AV, Page GP, Paigen B, Paigen K, Palmer AA, Pan HJ, Peltonen-Palotie L, Peirce J, Pomp D, Pravenec M, Prows DR, Qi Z, Reeves RH, Roder J, Rosen GD, Schadt EE, Schalkwyk LC, Seltzer Z, Shimomura K, Shou S, Sillanpää MJ, Siracusa LD, Snoeck HW, Spearow JL, Svenson K, Tarantino LM, Threadgill D, Toth LA, Valdar W, de Villena FPM, Warden C, Whatley S, Williams RW, Wiltshire T, Yi N, Zhang D, Zhang M, Zou F. The Collaborative Cross, a community resource for the genetic analysis of complex traits. Nat Genet 2004; 36:1133-7. [PMID: 15514660 DOI: 10.1038/ng1104-1133] [Citation(s) in RCA: 754] [Impact Index Per Article: 37.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
The goal of the Complex Trait Consortium is to promote the development of resources that can be used to understand, treat and ultimately prevent pervasive human diseases. Existing and proposed mouse resources that are optimized to study the actions of isolated genetic loci on a fixed background are less effective for studying intact polygenic networks and interactions among genes, environments, pathogens and other factors. The Collaborative Cross will provide a common reference panel specifically designed for the integrative analysis of complex systems and will change the way we approach human health and disease.
Collapse
|
41
|
Abiola O, Angel JM, Avner P, Bachmanov AA, Belknap JK, Bennett B, Blankenhorn EP, Blizard DA, Bolivar V, Brockmann GA, Buck KJ, Bureau JF, Casley WL, Chesler EJ, Cheverud JM, Churchill GA, Cook M, Crabbe JC, Crusio WE, Darvasi A, de Haan G, Dermant P, Doerge RW, Elliot RW, Farber CR, Flaherty L, Flint J, Gershenfeld H, Gibson JP, Gu J, Gu W, Himmelbauer H, Hitzemann R, Hsu HC, Hunter K, Iraqi FF, Jansen RC, Johnson TE, Jones BC, Kempermann G, Lammert F, Lu L, Manly KF, Matthews DB, Medrano JF, Mehrabian M, Mittlemann G, Mock BA, Mogil JS, Montagutelli X, Morahan G, Mountz JD, Nagase H, Nowakowski RS, O'Hara BF, Osadchuk AV, Paigen B, Palmer AA, Peirce JL, Pomp D, Rosemann M, Rosen GD, Schalkwyk LC, Seltzer Z, Settle S, Shimomura K, Shou S, Sikela JM, Siracusa LD, Spearow JL, Teuscher C, Threadgill DW, Toth LA, Toye AA, Vadasz C, Van Zant G, Wakeland E, Williams RW, Zhang HG, Zou F. The nature and identification of quantitative trait loci: a community's view. Nat Rev Genet 2003; 4:911-6. [PMID: 14634638 PMCID: PMC2063446 DOI: 10.1038/nrg1206] [Citation(s) in RCA: 256] [Impact Index Per Article: 12.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
This white paper by eighty members of the Complex Trait Consortium presents a community's view on the approaches and statistical analyses that are needed for the identification of genetic loci that determine quantitative traits. Quantitative trait loci (QTLs) can be identified in several ways, but is there a definitive test of whether a candidate locus actually corresponds to a specific QTL?
Collapse
|
42
|
Bliskovsky V, Ramsay ES, Scott J, DuBois W, Shi W, Zhang S, Qian X, Lowy DR, Mock BA. Frap, FKBP12 rapamycin-associated protein, is a candidate gene for the plasmacytoma resistance locus Pctr2 and can act as a tumor suppressor gene. Proc Natl Acad Sci U S A 2003; 100:14982-7. [PMID: 14634209 PMCID: PMC299869 DOI: 10.1073/pnas.2431627100] [Citation(s) in RCA: 29] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/21/2003] [Accepted: 10/06/2003] [Indexed: 11/18/2022] Open
Abstract
Susceptibility to mouse plasmacytomagenesis is a complex genetic trait controlled by several Pctr loci (Pctr1, Pctr2, etc). Congenic strain analysis narrowed the genetic interval surrounding the Pctr2 locus, and genes identified in the interval were sequenced from susceptible BALB/c and resistant DBA/2 mice. Frap (FKBP12 rapamycin-associated protein, mTOR, RAFT) was the only gene differing in amino acid sequence between alleles that correlated with strain sensitivity to tumor development. The in vitro kinase activity of the BALB/c FRAP allele was lower than the DBA/2 allele; phosphorylation of p53 and PHAS1/4EBP1 (properties of heat and acid stability/eukaryotic initiation factor 4E-binding protein) and autophosphorylation of FRAP were less efficient with the BALB/c allele. FRAP also suppressed transformation of NIH 3T3 cells by ras, with DBA/2 FRAP being more efficient than BALB/c FRAP. Rapamycin, a specific inhibitor of FRAP, did not inhibit growth of plasmacytoma cell lines. These studies identify Frap as a candidate tumor suppressor gene, in contrast to many reports that have focused on its prooncogenic properties. Frap may be similar to Tgfb and E2f in exerting both positive and negative growth-regulatory signals, depending on the timing, pathway, or tumor system involved. The failure of rapamycin to inhibit plasma cell tumor growth suggests that FRAP antagonists may not be appropriate for the treatment of plasma cell tumors. Pctr2 joins Pctr1 in possessing alleles that modify susceptibility to plasmacytomagenesis by encoding differences in efficiency of function (efficiency alleles), rather than all-or-none, gain-of-function, or loss-of-function alleles. By analogy, human cancer may also result from the combined effects of several inefficient alleles.
Collapse
|
43
|
Zhang S, Qian X, Redman C, Bliskovski V, Ramsay ES, Lowy DR, Mock BA. p16 INK4a gene promoter variation and differential binding of a repressor, the ras-responsive zinc-finger transcription factor, RREB. Oncogene 2003; 22:2285-95. [PMID: 12700664 DOI: 10.1038/sj.onc.1206257] [Citation(s) in RCA: 65] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
Abstract
BALB/c mice are susceptible to the development of pristane-induced plasma cell tumors, and have a rare allelic variant in the coding region of the p16(INK4a) (p16) tumor suppressor gene that produces a protein with impaired activity. We have now found that the BALB/c p16 promoter has an allelic variant that may also compromise p16 activity. Following pristane treatment, BALB/c p16 mRNA levels in B cells were lower than that in DBA/2 or C.D2-Pctr1, a resistant BALB/c congenic strain that harbors DBA/2 chromatin surrounding the p16 locus. Four sequence variants were found between BALB/c and DBA/2 in the p16 promoter region. In reporter assays, the DBA promoter was at least four times more active in driving luciferase expression than the BALB/c promoter. Most of the difference in activity was localized to a single nucleotide deletion in BALB/c. This deletion created a consensus binding site for RREB, a ras-responsive transcriptional element with zinc-finger binding motifs. Transient transfections with RREB confirmed that the p16 promoter can be downregulated by RREB, in a Ras- or Mek-dependent manner, and that the BALB/c promoter is more sensitive than DBA/2 to regulation by RREB. BALB/c mice have both regulatory and coding region defects that may contribute to the impairment of p16 gene function.
Collapse
|
44
|
|
45
|
Zhang SL, DuBois W, Ramsay ES, Bliskovski V, Morse HC, Taddesse-Heath L, Vass WC, DePinho RA, Mock BA. Efficiency alleles of the Pctr1 modifier locus for plasmacytoma susceptibility. Mol Cell Biol 2001; 21:310-8. [PMID: 11113205 PMCID: PMC88804 DOI: 10.1128/mcb.21.1.310-318.2001] [Citation(s) in RCA: 75] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
The susceptibility of BALB/c mice to pristane-induced plasmacytomas is a complex genetic trait involving multiple loci, while DBA/2 and C57BL/6 strains are genetically resistant to the plasmacytomagenic effects of pristane. In this model system for human B-cell neoplasia, one of the BALB/c susceptibility and modifier loci, Pctr1, was mapped to a 5.7-centimorgan (cM) chromosomal region that included Cdkn2a, which encodes p16(INK4a) and p19(ARF), and the coding sequences for the BALB/c p16(INK4a) and p19(ARF) alleles were found to be polymorphic with respect to their resistant Pctr1 counterparts in DBA/2 and C57BL/6 mice (45). In the present study, alleles of Pctr1, Cdkn2a, and D4Mit15 from a resistant strain (BALB/cDAG) carrying DBA/2 chromatin were introgressively backcrossed to the susceptible BALB/c strain. The resultant C.DAG-Pctr1 Cdkn2a D4Mit15 congenic was more resistant to plasmacytomagenesis than BALB/c, thus narrowing Pctr1 to a 1.5-cM interval. Concomitantly, resistant C57BL/6 mice, from which both gene products of the Cdkn2a gene have been eliminated, developed pristane-induced plasma cell tumors over a shorter latency period than the traditionally susceptible BALB/cAn strain. Biological assays of the p16(INK4a) and p19(ARF) alleles from BALB/c and DBA/2 indicated that the BALB/c p16(INK4a) allele was less active than its DBA/2 counterpart in inducing growth arrest of mouse plasmacytoma cell lines and preventing ras-induced transformation of NIH 3T3 cells, while the two p19(ARF) alleles displayed similar potencies in both assays. We propose that the BALB/c susceptibility/modifier locus, Pctr1, is an "efficiency" allele of the p16(INK4a) gene.
Collapse
|
46
|
Mock BA, Peiker G, Markert UR, Jäger L. [Specific immunotherapy (hyposensitization) with insect venom in pregnancy]. Z Geburtshilfe Neonatol 2000; 204:117-9. [PMID: 10909168 DOI: 10.1055/s-2000-10207] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/17/2022]
Abstract
BACKGROUND Pregnancy typically prohibits the specific immunotherapy (SIT) of various allergic conditions, with the exception of pre-existing Hymenoptera venom allergies. International consensus currently recommends the continuation of a well-tolerated SIT with insect venom during pregnancy, since there is a significant risk of anaphylaxis after insect stings with potentially dismal outcomes for mother and fetus. CASE REPORT We report on a 28-year old woman, becoming pregnant during specific immunotherapy with Hymenoptera venom. SIT was continued during pregnancy and a premature birth occurred at the 24th week. DISCUSSION AND CONCLUSION Unfortunately, there are still conflicting opinions in Germany regarding SIT during pregnancy, and the decision to perform such therapy is entirely based on knowledge and/or level of comfort of the primary physician. Thus, obstetricians should closely work together with an allergologist in cases of pregnant women with insect sting allergies.
Collapse
|
47
|
Bliskovski V, Liddell R, Ramsay ES, Miller MJ, Mock BA. Structure and localization of mouse Pmscl1 and Pmscl2 genes. Genomics 2000; 64:106-10. [PMID: 10708524 DOI: 10.1006/geno.2000.6118] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
Abstract
Sera from some patients with polymyositis-scleoderma overlap syndrome (PM-SCL) recognize two antigenically unrelated proteins, PMSCL1 and PMSCL2. Complete mouse Pmscl1 and Pmscl2 cDNA sequences, chromosomal localizations, exon/intron structure, and promoter region sequences of the mouse Pmscl2 gene are presented. The PMSCL1 gene was found to overlap significantly with cyclin A2 in both human and mouse. As such, it may be deduced that PMSCL1 sequences map to human chromosome 4q27 and the proximal portion of mouse chromosome (Chr) 3 where human and mouse cyclin A2 genes reside. Analysis of human and mouse PMSCL1 cDNA sequences provides evidence that the PMSCL1 protein is 68 amino acids longer than previously thought. A BAC containing mouse Pmscl2 was localized to distal mouse Chr 4 by FISH. This BAC contains the microsatellite D4Mit310. D4Mit310 colocalizes with a number of genes that map to human 1p36. In fact, a STS (G25404) located 54.6 cR from the top of human chromosome 1 was found to contain PMSCL2 sequence upon BLAST search.
Collapse
|
48
|
Masat L, Liddell RA, Mock BA, Kuo WL, Jessberger R, Wabl M, Morse HC. Mapping of the SWAP70 gene to mouse chromosome 7 and human chromosome 11p15. Immunogenetics 2000; 51:16-9. [PMID: 10663557 DOI: 10.1007/s002510050003] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/27/2022]
Abstract
The protein SWAP-70 was isolated as part of a DNA recombination complex in B lymphocytes, where it is predominantly expressed. In resting B cells, SWAP-70 is found in the cytoplasm; upon B-cell activation, it is transported both into the nucleus and to the cell membrane, where it is associated with the B-cell receptor complex and may play a role in signal transduction. In the nucleus, its involvement in heavy-chain class switch recombination has been suggested. In this report, using restriction fragment length polymorphism, simple sequence length polymorphism, and fluorescence in situ hybridization, we map the chromosomal localization of the mouse and the human genes to syntenic regions of mouse mid Chromosome (Chr) 7 and human Chr 11p15.
Collapse
|
49
|
|
50
|
Zhang S, Mock BA. The role of p16INK4a (Cdkn2a) in mouse plasma cell tumors. Curr Top Microbiol Immunol 1999; 246:363-7; discussion 368. [PMID: 10396076 DOI: 10.1007/978-3-642-60162-0_44] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/13/2023]
|