RESUMO
Two potent and selective KRASG12D inhibitors, ERAS-4693 and ERAS-5024, were generated as possible clinical candidates to treat patients harboring G12D mutations in solid tumors. Both molecules exhibited strong anti-tumor activity in the KRASG12D mutant PDAC xenograft mouse models while ERAS-5024 also showed tumor growth inhibition when administered on an intermittent dosing regimen. Acute dose-limiting toxicity consistent with an allergic reaction was observed for both molecules shortly after administration at doses just above those which demonstrated anti-tumor activity, indicative of a narrow therapeutic index. A series of studies were subsequently conducted to identify a common underlying mechanism for the observed toxicity, including CETSA® (Cellular Thermal Shift Assay) as well as several functional off-target screens. Both ERAS-4693 and ERAS-5024 were identified to agonize MRGPRX2 which has been linked to pseudo-allergic reactions. In vivo toxicologic characterization of both molecules included repeat-dose studies in the rat and dog. Dose-limiting toxicities were observed in both species with ERAS-4693 and ERAS-5024 and plasma exposure levels at the maximum tolerated doses were generally below that which caused strong anti-tumor activity, supporting the initial observation of a narrow therapeutic index. Additional overlapping toxicities included a reduction in reticulocytes and clinical pathological changes suggestive of an inflammatory response. Furthermore, increases in plasma histamine were observed in dogs administered ERAS-5024, supporting the hypothesis that MRGPRX2 agonism may be the cause of the pseudo-allergic reaction. This work highlights the importance of balancing both the safety and efficacy of KRASG12D inhibitors as this class of molecules begins to enter clinical development.
Assuntos
Hipersensibilidade , Neoplasias Pancreáticas , Humanos , Camundongos , Ratos , Animais , Cães , Proteínas Proto-Oncogênicas p21(ras)/genética , Neoplasias Pancreáticas/patologia , Mutação , Proteínas do Tecido Nervoso , Receptores de Neuropeptídeos/genética , Receptores Acoplados a Proteínas G/genéticaRESUMO
Small cell lung cancer (SCLC) is a particularly aggressive subset of lung cancer, and identification of new therapeutic options is of significant interest. We recently reported that SCLC cell lines display a specific vulnerability to inhibition of squalene epoxidase (SQLE), an enzyme in the cholesterol biosynthetic pathway that catalyzes the conversion of squalene to 2,3-oxidosqualene. Since it has been reported that SQLE inhibition can result in dermatitis in dogs, we conducted a series of experiments to determine if SQLE inhibitors would be tolerated at exposures predicted to drive maximal efficacy in SCLC tumors. Detailed profiling of the SQLE inhibitor NB-598 showed that dogs did not tolerate predicted efficacious exposures, with dose-limiting toxicity due to gastrointestinal clinical observations, although skin toxicities were also observed. To extend these studies, two SQLE inhibitors, NB-598 and Cmpd-4â³, and their structurally inactive analogs, NB-598.ia and Cmpd-4â³.ia, were profiled in monkeys. While both active SQLE inhibitors resulted in dose-limiting gastrointestinal toxicity, the structurally similar inactive analogs did not. Collectively, our data demonstrate that significant toxicities arise at exposures well below the predicted levels needed for anti-tumor activity. The on-target nature of the toxicities identified is likely to limit the potential therapeutic utility of SQLE inhibition for the treatment of SCLC.
Assuntos
Inibidores Enzimáticos/sangue , Inibidores Enzimáticos/toxicidade , Esqualeno Mono-Oxigenase/antagonistas & inibidores , Esqualeno Mono-Oxigenase/sangue , Animais , Cães , Relação Dose-Resposta a Droga , Avaliação Pré-Clínica de Medicamentos/métodos , Macaca fascicularis , Masculino , Pele/efeitos dos fármacos , Pele/enzimologia , Pele/patologiaRESUMO
The use of minipigs in preclinical safety testing of pharmaceuticals is considered an alternative to the more traditional dog and nonhuman primate (NHP) nonrodent species. Substantial evidence exists to suggest that the anatomy, physiology, and biochemistry of minipigs are similar enough to humans to consider them as valid nonrodent models for pharmaceutical safety testing. Since the utilization of minipigs was last assessed over 5 years ago, the Preclinical Safety Leadership Group (DruSafe) of the International Consortium for Innovation and Quality in Pharmaceutical Development conducted this survey to provide an updated assessment of the utility, perceived value, and impediments to the use of minipigs in preclinical safety testing. Of the 32 participating members of DruSafe, 15 responded to the survey representing both large and small companies. Respondents indicated that the minipig has been utilized mostly for short-term safety assessment studies with dermal, oral, and parenteral routes of administration. Minipigs are widely accepted as appropriate models for cardiovascular assessments and have been used to a limited extent for reproductive toxicology testing. Overall responses indicated that safety testing for large molecules using this species is relatively low due to a lack of background data, reagents or biomarkers, concerns regarding immune system characterization and poor suitability for developmental toxicity assessments. Most companies utilized contract research organizations for definitive safety toxicity assessment studies. Conclusions of this survey indicate that minipig is an acceptable nonrodent species largely limited to studies using small molecules, primarily dermal products, and results are comparable to those reported 5 years ago.
Assuntos
Pesquisa Biomédica/métodos , Avaliação Pré-Clínica de Medicamentos , Indústria Farmacêutica , Porco Miniatura , Testes de Toxicidade , Animais , Indústria Farmacêutica/métodos , Indústria Farmacêutica/organização & administração , SuínosRESUMO
Defects in DNA repair pathways play a pivotal role in tumor evolution and resistance to therapy. At the same time, they create vulnerabilities that render tumors dependent on the remaining DNA repair processes. This phenomenon is exemplified by the clinical activity of PARP inhibitors in tumors with homologous recombination (HR) repair defects, such as tumors with inactivating mutations in BRCA1 or BRCA2. However, the development of resistance to PARP inhibitors in BRCA-mutant tumors represents a high unmet clinical need. In this study, we identified deubiquitinase ubiquitin-specific peptidase-1 (USP1) as a critical dependency in tumors with BRCA mutations or other forms of HR deficiency and developed KSQ-4279, the first potent and selective USP1 inhibitor to enter clinical testing. The combination of KSQ-4279 with a PARP inhibitor was well tolerated and induced durable tumor regression across several patient-derived PARP-resistant models. These findings indicate that USP1 inhibitors represent a promising therapeutic strategy for overcoming PARP inhibitor resistance in patients with BRCA-mutant/HR-deficient tumors and support continued testing in clinical trials. Significance: KSQ-4279 is a potent and selective inhibitor of USP1 that induces regression of PARP inhibitor-resistant tumors when dosed in combination with PARP inhibitors, addressing an unmet clinical need for BRCA-mutant tumors.
Assuntos
Proteína BRCA1 , Resistencia a Medicamentos Antineoplásicos , Inibidores de Poli(ADP-Ribose) Polimerases , Proteases Específicas de Ubiquitina , Ensaios Antitumorais Modelo de Xenoenxerto , Humanos , Inibidores de Poli(ADP-Ribose) Polimerases/farmacologia , Inibidores de Poli(ADP-Ribose) Polimerases/uso terapêutico , Resistencia a Medicamentos Antineoplásicos/genética , Animais , Camundongos , Feminino , Proteases Específicas de Ubiquitina/genética , Proteases Específicas de Ubiquitina/antagonistas & inibidores , Proteases Específicas de Ubiquitina/metabolismo , Proteína BRCA1/deficiência , Proteína BRCA1/genética , Proteína BRCA2/genética , Proteína BRCA2/deficiência , Linhagem Celular Tumoral , Recombinação Homóloga , Neoplasias/tratamento farmacológico , Neoplasias/genética , Neoplasias/patologia , MutaçãoRESUMO
Polo like kinase 2 (PLK2) phosphorylates α-synuclein and is considered a putative therapeutic target for Parkinson's disease. Several lines of evidence indicate that PLK2 is involved with proper centriole duplication and cell cycle regulation, inhibition of which could impact chromosomal integrity during mitosis. The objectives of the series of experiments presented herein were to assess whether specific inhibition of PLK2 is genotoxic and determine if PLK2 could be considered a tractable pharmacological target for Parkinson's disease. Several selective PLK2 inhibitors, ELN 582175 and ELN 582646, and their inactive enantiomers, ELN 582176 and ELN 582647, did not significantly increase the number of micronuclei in the in vitro micronucleus assay. ELN 582646 was administered to male Sprague Dawley rats in an exploratory 14-day study where flow cytometric analysis of peripheral blood identified a dose-dependent increase in the number of micronucleated reticulocytes. A follow-up investigative study demonstrated that ELN 582646 administered to PLK2 deficient and wildtype mice significantly increased the number of peripheral micronucleated reticulocytes in both genotypes, suggesting that ELN 582646-induced genotoxicity is not through the inhibition of PLK2. Furthermore, significant reduction of retinal phosphorylated α-synuclein levels was observed at three non-genotoxic doses, additional data to suggest that pharmacological inhibition of PLK2 is not the cause of the observed genotoxicity. These data, in aggregate, indicate that PLK2 inhibition is a tractable CNS pharmacological target that does not cause genotoxicity at doses and exposures that engage the target in the sensory retina.
Assuntos
Aberrações Cromossômicas/induzido quimicamente , Linfócitos/efeitos dos fármacos , Micronúcleos com Defeito Cromossômico/induzido quimicamente , Inibidores de Proteínas Quinases/toxicidade , Proteínas Serina-Treonina Quinases/antagonistas & inibidores , Reticulócitos/efeitos dos fármacos , Animais , Relação Dose-Resposta a Droga , Citometria de Fluxo , Células HEK293 , Humanos , Linfócitos/enzimologia , Linfócitos/patologia , Masculino , Camundongos , Camundongos da Linhagem 129 , Camundongos Endogâmicos C57BL , Camundongos Knockout , Testes para Micronúcleos , Fosforilação , Inibidores de Proteínas Quinases/farmacocinética , Proteínas Serina-Treonina Quinases/deficiência , Proteínas Serina-Treonina Quinases/genética , Proteínas Serina-Treonina Quinases/metabolismo , Ratos , Ratos Sprague-Dawley , Reticulócitos/enzimologia , Reticulócitos/patologia , Retina/efeitos dos fármacos , Retina/metabolismo , Medição de Risco , Fatores de Tempo , Transfecção , alfa-Sinucleína/genética , alfa-Sinucleína/metabolismoRESUMO
Kinases are heavily pursued pharmaceutical targets because of their mechanistic role in many diseases. Small molecule kinase inhibitors (SMKIs) are a compound class that includes marketed drugs and compounds in various stages of drug development. While effective, many SMKIs have been associated with toxicity including chromosomal damage. Screening for kinase-mediated toxicity as early as possible is crucial, as is a better understanding of how off-target kinase inhibition may give rise to chromosomal damage. To that end, we employed a competitive binding assay and an analytical method to predict the toxicity of SMKIs. Specifically, we developed a model based on the binding affinity of SMKIs to a panel of kinases to predict whether a compound tests positive for chromosome damage. As training data, we used the binding affinity of 113 SMKIs against a representative subset of all kinases (290 kinases), yielding a 113x290 data matrix. Additionally, these 113 SMKIs were tested for genotoxicity in an in vitro micronucleus test (MNT). Among a variety of models from our analytical toolbox, we selected using cross-validation a combination of feature selection and pattern recognition techniques: Kolmogorov-Smirnov/T-test hybrid as a univariate filter, followed by Random Forests for feature selection and Support Vector Machines (SVM) for pattern recognition. Feature selection identified 21 kinases predictive of MNT. Using the corresponding binding affinities, the SVM could accurately predict MNT results with 85% accuracy (68% sensitivity, 91% specificity). This indicates that kinase inhibition profiles are predictive of SMKI genotoxicity. While in vitro testing is required for regulatory review, our analysis identified a fast and cost-efficient method for screening out compounds earlier in drug development. Equally important, by identifying a panel of kinases predictive of genotoxicity, we provide medicinal chemists a set of kinases to avoid when designing compounds, thereby providing a basis for rational drug design away from genotoxicity.
Assuntos
Cromossomos/efeitos dos fármacos , Dano ao DNA , Modelos Biológicos , Inibidores de Proteínas Quinases/toxicidade , Algoritmos , Animais , Inteligência Artificial , Linhagem Celular Tumoral , Cromossomos/química , Cromossomos/metabolismo , Análise por Conglomerados , Descoberta de Drogas , Camundongos , Peso Molecular , Análise de Componente Principal , Ligação Proteica , Inibidores de Proteínas Quinases/química , Curva ROC , Reprodutibilidade dos Testes , Estatísticas não ParamétricasRESUMO
The GreenScreen GADD45alpha indicator assay has been assessed for its concordance with in vitro genotoxicity and rodent carcinogenicity bioassay data. To test robustness, sensitivity, and specificity of the assay, 91 compounds with known genotoxicity results were screened in a blinded manner. Fifty seven of the compounds were classified as in vitro genotoxic whereas 34 were non-genotoxic. Out of the 91 compounds, 50 had been tested in 2-year carcinogenicity assays, with 33 identified to be rodent carcinogens and 17 non-carcinogens. Gadd45alpha assay sensitivity and specificity for genotoxicity was 30% and 97%, respectively (17/57 and 33/34), whereas its sensitivity and specificity for rodent carcinogenicity was 30% and 88%, respectively (10/33 and 15/17). Gadd45alpha assay genotoxicity results from this validation study exhibited a high concordance with previously published results as well as for compound test results generated at two different sites (91%, 19/21), indicating that the assay is both robust and reproducible. In conclusion, results from this blinded and independent validation study indicate that the GreenScreen GADD45 indicator assay is reproducible and reliable with low sensitivity and high specificity for identifying genotoxic and carcinogenic compounds.
Assuntos
Proteínas de Ciclo Celular/biossíntese , Proteínas de Fluorescência Verde/metabolismo , Testes de Mutagenicidade/métodos , Proteínas Nucleares/biossíntese , Animais , Bioensaio , Carcinógenos , Química Farmacêutica/métodos , Desenho de Fármacos , Humanos , Camundongos , Testes para Micronúcleos/métodos , Mutagênicos , Reprodutibilidade dos Testes , Sensibilidade e EspecificidadeRESUMO
Sirtuins are a family of phylogenetically conserved nicotinamide adenine dinucleotide-dependent deacetylases that have a firmly established role in aging. Using a simple Saccharomyces cerevisiae yeast heterochromatic derepression assay, we tested a number of environmental chemicals to address the possibility that humans are exposed to sirtuin inhibitors. Here we show that dihydrocoumarin (DHC), a compound found in Melilotus officinalis (sweet clover) that is commonly added to food and cosmetics, disrupted heterochromatic silencing and inhibited yeast Sir2p as well as human SIRT1 deacetylase activity. DHC exposure in the human TK6 lymphoblastoid cell line also caused concentration-dependent increases in p53 acetylation and cytotoxicity. Flow cytometric analysis to detect annexin V binding to phosphatidylserine demonstrated that DHC increased apoptosis more than 3-fold over controls. Thus, DHC inhibits both yeast Sir2p and human SIRT1 deacetylases and increases p53 acetylation and apoptosis, a phenotype associated with senescence and aging. These findings demonstrate that humans are potentially exposed to epigenetic toxicants that inhibit sirtuin deacetylases.
Assuntos
Cumarínicos/farmacologia , Epigênese Genética , Aromatizantes/farmacologia , Inativação Gênica , Sirtuínas/antagonistas & inibidores , Envelhecimento , Apoptose , Linhagem Celular Tumoral , Senescência Celular , Proteínas Fúngicas/química , Inibidores de Histona Desacetilases , Histona Desacetilases/genética , Humanos , Fenótipo , Proteínas Reguladoras de Informação Silenciosa de Saccharomyces cerevisiae/antagonistas & inibidores , Proteínas Reguladoras de Informação Silenciosa de Saccharomyces cerevisiae/genética , Sirtuína 1 , Sirtuína 2 , Sirtuínas/genética , Proteína Supressora de Tumor p53/metabolismoRESUMO
Somatic point mutations at a key arginine residue (R132) within the active site of the metabolic enzyme isocitrate dehydrogenase 1 (IDH1) confer a novel gain of function in cancer cells, resulting in the production of d-2-hydroxyglutarate (2-HG), an oncometabolite. Elevated 2-HG levels are implicated in epigenetic alterations and impaired cellular differentiation. IDH1 mutations have been described in an array of hematologic malignancies and solid tumors. Here, we report the discovery of AG-120 (ivosidenib), an inhibitor of the IDH1 mutant enzyme that exhibits profound 2-HG lowering in tumor models and the ability to effect differentiation of primary patient AML samples ex vivo. Preliminary data from phase 1 clinical trials enrolling patients with cancers harboring an IDH1 mutation indicate that AG-120 has an acceptable safety profile and clinical activity.
RESUMO
Histone deacetylase inhibitors (HDACi) are a class of putative chemotherapeutic agents for which the mechanism of toxicity has not been fully identified. To explore the possibility that HDACi are genotoxic, human TK6 lymphoblastoid cells were exposed to trichostatin A (TSA) and genetic damage was measured. TSA caused a dose-dependent increase of G1-arrested cells at 24 h that correlated with increasing levels of p21 and apoptosis. Significantly elevated frequencies of structural chromosomal aberrations in cells exposed to TSA were observed using both the kinetochore-antibody micronucleus assay and nonbanding metaphase chromosome analysis. Increased tail intensities, indicative of elevated levels of DNA damage, were observed using the alkaline comet assay. Elevated levels of phosphorylated histone gammaH2AX protein were observed as early as 3 h following TSA exposure and peaked at 12 h for 200nM TSA. Significant levels of aneuploidy at the 200nM TSA dose were observed using metaphase analysis, but interestingly, kinetochore-positive micronuclei were not detected at any dose using the kinetochore micronucleus assay, suggesting that TSA induces aneuploidy via a nondisjunction event rather than chromosome lagging. Increases in chromosomal loss and breakage were observed using simultaneous FISH metaphase analysis of chromosomes 5, 7, 8, and 21, consistent with data obtained from the micronucleus and metaphase chromosome analyses. We conclude that TSA is both a clastogen and aneugen in the TK6 cell line and propose that the observed cytostatic and apoptotic properties of TSA may partially be due to this genotoxicity.
Assuntos
Aberrações Cromossômicas , Inibidores Enzimáticos/toxicidade , Inibidores de Histona Desacetilases , Ácidos Hidroxâmicos/toxicidade , Linfócitos/efeitos dos fármacos , Aneuploidia , Apoptose/efeitos dos fármacos , Células Cultivadas , Dano ao DNA , Humanos , Hibridização in Situ Fluorescente , Linfócitos/metabolismoRESUMO
Genetic evidence links mutations in the LRRK2 gene with an increased risk of Parkinson's disease, for which no neuroprotective or neurorestorative therapies currently exist. While the role of LRRK2 in normal cellular function has yet to be fully described, evidence suggests involvement with immune and kidney functions. A comparative study of LRRK2-deficient and wild type rats investigated the influence that this gene has on the phenotype of these rats. Significant weight gain in the LRRK2 null rats was observed and was accompanied by significant increases in insulin and insulin-like growth factors. Additionally, LRRK2-deficient rats displayed kidney morphological and histopathological alterations in the renal tubule epithelial cells of all animals assessed. These perturbations in renal morphology were accompanied by significant decreases of lipocalin-2, in both the urine and plasma of knockout animals. Significant alterations in the cellular composition of the spleen between LRRK2 knockout and wild type animals were identified by immunophenotyping and were associated with subtle differences in response to dual infection with rat-adapted influenza virus (RAIV) and Streptococcus pneumoniae. Ontological pathway analysis of LRRK2 across metabolic and kidney processes and pathological categories suggested that the thioredoxin network may play a role in perturbing these organ systems. The phenotype of the LRRK2 null rat is suggestive of a complex biology influencing metabolism, immune function and kidney homeostasis. These data need to be extended to better understand the role of the kinase domain or other biological functions of the gene to better inform the development of pharmacological inhibitors.
Assuntos
Homeostase , Imunidade Humoral , Túbulos Renais/patologia , Proteínas Serina-Treonina Quinases/deficiência , Animais , Anticorpos Antivirais/sangue , Proteínas Sanguíneas/metabolismo , Células Epiteliais/patologia , Técnicas de Inativação de Genes , Redes Reguladoras de Genes , Imunofenotipagem , Túbulos Renais/anormalidades , Serina-Treonina Proteína Quinase-2 com Repetições Ricas em Leucina , Masculino , Orthomyxoviridae/imunologia , Infecções por Orthomyxoviridae/imunologia , Pneumonia Pneumocócica/imunologia , Proteínas Serina-Treonina Quinases/genética , Ratos , Streptococcus pneumoniae/imunologia , Aumento de Peso/genéticaRESUMO
Mammalian chromosomal integrity assays are influenced by cytotoxicity, a phenomenon which impacts data interpretation, assay specificity, and regulatory testing guidelines. Concordance of the GADD45α GreenScreen HC indicator assay to established in vitro and in vivo genetic toxicological assays has previously been described, yet a detailed description in the manner by which cytotoxicity influences its performance has not. Here we present a post-hoc analysis of a previously tested set of 91 proprietary and nonproprietary compounds investigating the influence of cytotoxicity on GADD45α induction and how varying assay cutoff criteria impacts assay performance. Significant cytotoxicity was identified to accompany the majority (72%) of compounds classified as genotoxic by GADD45α induction. Decreasing the GADD45α genotoxic induction criteria (from a 50 to a 30% increase over solvent controls) resulted in an increased assay sensitivity (from 30 to 68%) and concordance (from 55 to 68%), though a concomitant decrease in specificity was also observed (from 97 to 68%). We conclude that GADD45α induction in the GreenScreen HC indicator assay is influenced by cytotoxicity and that assay performance can be improved if different cutoff criteria are implemented.
Assuntos
Bioensaio/métodos , Proteínas de Ciclo Celular/metabolismo , Testes de Mutagenicidade/métodos , Proteínas Nucleares/metabolismo , Regulação da Expressão Gênica , HumanosRESUMO
Evaluating the risk of chemical carcinogenesis has long been a challenge owing to the protracted nature of the pathology and the limited translatability of animal models. Although numerous short-term in vitro and in vivo assays have been developed, they have failed to reliably predict the carcinogenicity of nongenotoxic compounds. Extending upon previous microarray work (Fielden, M. R., Nie, A., McMillian, M., Elangbam, C. S., Trela, B. A., Yang, Y., Dunn, R. T., II, Dragan, Y., Fransson-Stehen, R., Bogdanffy, M., et al. (2008). Interlaboratory evaluation of genomic signatures for predicting carcinogenicity in the rat. Toxicol. Sci. 103, 28-34), we have developed and extensively evaluated a quantitative PCR-based signature to predict the potential for nongenotoxic compounds to induce liver tumors in the rat as a first step in the safety assessment of potential nongenotoxic carcinogens. The training set was derived from liver RNA from rats treated with 72 compounds and used to develop a 22-gene signature on the TaqMan array platform, providing an economical and standardized assay protocol. Independent testing on over 900 diverse samples (66 compounds) confirmed the interlaboratory precision of the assay and its ability to predict known nongenotoxic hepatocarcinogens (NGHCs). When tested under different experimental designs, strains, time points, dose setting criteria, and other preanalytical processes, the signature sensitivity and specificity was estimated to be 67% (95% confidence interval [CI] = 38-88%) and 59% (95% CI = 44-72%), respectively, with an area under the receiver operating characteristic curve of 0.65 (95% CI = 0.46-0.83%). Compounds were best classified using expression data from short-term repeat dose studies; however, the prognostic expression changes appeared to be preserved after longer term treatment. Exploratory evaluations also revealed that different modes of action for nongenotoxic and genotoxic compounds can be discriminated based on the expression of specific genes. These results support a potential early preclinical testing paradigm to catalyze broader understanding of putative NGHCs.
Assuntos
Carcinógenos/toxicidade , Perfilação da Expressão Gênica , Regulação Neoplásica da Expressão Gênica/efeitos dos fármacos , Neoplasias Hepáticas Experimentais/induzido quimicamente , Fígado/efeitos dos fármacos , Modelos Genéticos , Animais , Carcinógenos/classificação , Marcadores Genéticos , Genômica , Fígado/metabolismo , Neoplasias Hepáticas Experimentais/genética , Masculino , Valor Preditivo dos Testes , Ratos , Ratos Sprague-DawleyRESUMO
The cellular function of kinases combined with the difficulty of designing selective small molecule kinase inhibitors (SMKIs) poses a challenge for drug development. The late-stage attrition of SMKIs could be lessened by integrating safety information of kinases into the lead optimization stage of drug development. Herein, a mathematical model to predict bone marrow toxicity (BMT) is presented which enables the rational design of SMKIs away from this safety liability. A specific example highlights how this model identifies critical structural modifications to avoid BMT. The model was built using a novel algorithm, which selects 19 representative kinases from a panel of 277 based upon their ATP-binding pocket sequences and ability to predict BMT in vivo for 48 SMKIs. A support vector machine classifier was trained on the selected kinases and accurately predicts BMT with 74% accuracy. The model provides an efficient method for understanding SMKI-induced in vivo BMT earlier in drug discovery.
Assuntos
Células da Medula Óssea/efeitos dos fármacos , Desenho de Fármacos , Inibidores de Proteínas Quinases/toxicidade , Proteômica/métodos , Trifosfato de Adenosina/metabolismo , Algoritmos , Animais , Inteligência Artificial , Células da Medula Óssea/enzimologia , Biologia Computacional , Simulação por Computador , Humanos , Modelos Biológicos , Estrutura Molecular , Peso Molecular , Inibidores de Proteínas Quinases/química , Inibidores de Proteínas Quinases/metabolismo , Proteínas Quinases/química , Proteínas Quinases/metabolismo , Curva ROCRESUMO
The development of predictive toxicology assays is necessary to optimize the drug candidate selection process. The colony forming assay (CFA) is used routinely to assess bone marrow toxicity and represents a viable tool for the discovery toxicologist, but the assay is not widely accepted as a standard screening tool due to technical challenges. A higher throughput and standardized version of the assay recently was developed such that the proliferative capacity of a cell lineage is measured indirectly via ATP levels, replacing the cumbersome identification and enumeration of specific colonies. In this study, a high-throughput assay of bone marrow toxicity prediction using the granulocyte, erythrocyte, monocyte, and macrophage (GEMM) progenitor cell lineage was evaluated using a training set of 56 structurally diverse compounds with known in vivo bone marrow effects. In general, compounds identified as toxic in vivo had lower IC(50) values, whereas those identified as non-toxic had higher IC(50) values. Concordance (i.e., predictive accuracy) to in vivo bone marrow toxicity results was 82% when an in vitro toxicity threshold of 20 microM was used. Additional experiments in other hematopoietic lineages were conducted to determine if predictivity of several false positive and negative compounds in the GEMM lineage could be improved; however an increase in sensitivity or specificity was not observed. The high-throughput GEMM assay has good concordance to in vivo bone marrow toxicity results and, with the high-throughput and standardized format, can be incorporated readily into the pharmaceutical toxicological screening paradigm, aiding in the early identification of compounds that eventually may fail due to bone marrow toxicity.
Assuntos
Células da Medula Óssea/efeitos dos fármacos , Medula Óssea/efeitos dos fármacos , Ensaio de Unidades Formadoras de Colônias/métodos , Efeitos Colaterais e Reações Adversas Relacionados a Medicamentos , Testes de Toxicidade/métodos , Animais , Linhagem da Célula , Humanos , Técnicas In Vitro , Preparações Farmacêuticas/química , Reprodutibilidade dos TestesRESUMO
The screening of drug candidates to assess their carcinogenic potential has long been a challenge for drug development. While genotoxic compounds can be readily detected with a battery of standard tests, including short-term in vitro and in vivo assays, predicting nongenotoxic carcinogenicity remains a major challenge. The 2-year rodent bioassay has been held as the gold standard for the assessment of carcinogenic risk to humans. However, due primarily to the continuing doubt over their relevance to human risk assessment, there has been an increased demand for more efficient and accurate approaches to predict and understand human relevant risk of carcinogenicity. Novel biomarkers have helped to shed light on our understanding of the factors that lead to and are characteristic of the carcinogenic phenotypes. Tissue biomarkers of carcinogenicity identified to be concordant with drug exposures resulting in tumor outcome may assist the drug development process by resolving ambiguities, shortening timelines and enabling earlier decisions on compounds. This information could vastly improve the efficiency with which nongenotoxic carcinogens are identified and ensure earlier insight into the relevance for humans.
RESUMO
The Critical Path Institute recently established the Predictive Safety Testing Consortium, a collaboration between several companies and the U.S. Food and Drug Administration, aimed at evaluating and qualifying biomarkers for a variety of toxicological endpoints. The Carcinogenicity Working Group of the Predictive Safety Testing Consortium has concentrated on sharing data to test the predictivity of two published hepatic gene expression signatures, including the signature by Fielden et al. (2007, Toxicol. Sci. 99, 90-100) for predicting nongenotoxic hepatocarcinogens, and the signature by Nie et al. (2006, Mol. Carcinog. 45, 914-933) for predicting nongenotoxic carcinogens. Although not a rigorous prospective validation exercise, the consortium approach created an opportunity to perform a meta-analysis to evaluate microarray data from short-term rat studies on over 150 compounds. Despite significant differences in study designs and microarray platforms between laboratories, the signatures proved to be relatively robust and more accurate than expected by chance. The accuracy of the Fielden et al. signature was between 63 and 69%, whereas the accuracy of the Nie et al. signature was between 55 and 64%. As expected, the predictivity was reduced relative to internal validation estimates reported under identical test conditions. Although the signatures were not deemed suitable for use in regulatory decision making, they were deemed worthwhile in the early assessment of drugs to aid decision making in drug development. These results have prompted additional efforts to rederive and evaluate a QPCR-based signature using these samples. When combined with a standardized test procedure and prospective interlaboratory validation, the accuracy and potential utility in preclinical applications can be ascertained.
Assuntos
Testes de Carcinogenicidade/métodos , Genômica , Animais , Perfilação da Expressão Gênica , Masculino , Ratos , Ratos Sprague-DawleyRESUMO
Chromosomal instability as manifested by increases in aneuploidy and structural chromosome aberrations is believed to play a critical role in the intermediate to late stages in the development of cervical malignancies. The current study was designed to determine the role of tetraploidy in the formation of aneuploidy and ascertain the occurrence of these alterations during the earlier stages of cervical carcinogenesis. Cervical cell samples, with diagnoses ranging from Normal to high-grade lesions, (HSIL) were obtained from 143 women and were evaluated for chromosomal alterations using dual-probe fluorescence in situ hybridization. Cervical cells from a subset of the group were also evaluated for chromosomal instability in the form of micronuclei. The frequencies of cells exhibiting either tetrasomy or aneusomy for Chromosomes 3 and 17 increased significantly with disease progression and displayed distinctive patterns where aneusomy was rarely present in the absence of tetrasomy. The frequencies of micronuclei that formed through either chromosomal loss or breakage increased significantly in both the low-grade and high-grade diagnostic categories and were highly correlated with both the number of tetrasomic and aneusomic cervical cells. In addition, a unique chromosomal alteration involving a significant non-random loss of Chromosome 17 specific to near-tetraploid aneusomic cells (trisomy 17 and tetrasomy 3) was observed. We conclude that tetraploidy and chromosomal instability are related events occurring during the early stages of cervical carcinogenesis that predispose cervical cells to the formation of aneuploidy frequently involving the loss of Chromosome 17.
Assuntos
Transformação Celular Neoplásica/genética , Instabilidade Cromossômica , Cromossomos Humanos Par 17 , Cromossomos Humanos Par 3 , Poliploidia , Neoplasias do Colo do Útero/genética , Adulto , Aneuploidia , Feminino , Predisposição Genética para Doença , Humanos , Hibridização in Situ Fluorescente , Neoplasias do Colo do Útero/fisiopatologiaRESUMO
BACKGROUND: Recommendations for the proper treatment of women diagnosed with an equivocal atypical squamous cells of undetermined significance (ASCUS) Papanicolaou (Pap) smear are controversial. To the authors' knowledge, there currently are no methods available that can identify accurately ASCUS/human papillomavirus (HPV)-positive women who have an increased risk of developing progressive cervical lesions without the use of invasive procedures. An additional diagnostic tool is needed to triage women properly who are diagnosed with ASCUS. Numerical chromosomal abnormalities, such as tetraploidy and aneuploidy, frequently accompany cervical carcinoma development and are believed to represent early and important genetic alterations during cervical carcinogenesis. The identification of elevated levels of numerical chromosomal aberrations in women diagnosed with ASCUS Pap smears, therefore, may be of prognostic value. METHODS: Multiple-probe fluorescence in situ hybridization was used to analyze 1000 cervical epithelial cells from each of 257 women for the presence of numerical chromosomal aberrations. RESULTS: A statistically significant proportion of women diagnosed with HPV-positive ASCUS had elevated levels of tetraploid cervical cells (5 of 69 women) compared with normal/HPV-negative women (0 of 75 women) (P = 0.02). CONCLUSIONS: The frequency of numerical chromosomal aberrations in cervical cells obtained from the majority of women diagnosed with an ASCUS Pap smear did not differ significantly from the frequency in women with smears that were diagnosed as normal. However, a modest but statistically significant proportion of women diagnosed as HPV-positive ASCUS did have elevated levels of tetraploid cervical cells, a genetic abnormality often associated with cervical carcinogenesis, suggesting that these women may be at an increased risk of developing more advanced cervical lesions. Given these results, the authors recommend performing additional studies with histologic follow-up.