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1.
Br J Clin Pharmacol ; 88(5): 2190-2202, 2022 05.
Artigo em Inglês | MEDLINE | ID: mdl-34780066

RESUMO

AIMS: Cancer patients with reduced dihydropyrimidine dehydrogenase (DPD) activity are at increased risk of severe fluoropyrimidine (FP)-related adverse events (AE). Guidelines recommend FP dosing adjusted to genotype-predicted DPD activity based on four DPYD variants (rs3918290, rs55886062, rs67376798 and rs56038477). We evaluated the relationship between three further DPYD polymorphisms: c.496A>G (rs2297595), *6 c.2194G>A (rs1801160) and *9A c.85T>C (rs1801265) and the risk of severe AEs. METHODS: Consecutive FP-treated adult patients were genotyped for "standard" and tested DPYD variants, and for UGT1A1*28 if irinotecan was included, and were monitored for the occurrence of grade ≥3 (National Cancer Institute Common Terminology Criteria) vs. grade 0-2 AEs. For each of the tested polymorphisms, variant allele carriers were matched to respective wild type controls (optimal full matching combined with exact matching, in respect to: age, sex, type of cancer, type of FP, DPYD activity score, use of irinotecan/UGT1A1, adjuvant therapy, radiotherapy, biological therapy and genotype on the remaining two tested polymorphisms). RESULTS: Of the 503 included patients (82.3% colorectal cancer), 283 (56.3%) developed grade ≥3 AEs, mostly diarrhoea and neutropenia. Odds of grade ≥3 AEs were higher in c.496A>G variant carriers (n = 127) than in controls (n = 376) [OR = 5.20 (95% CI 1.88-14.3), Bayesian OR = 5.24 (95% CrI 3.06-9.12)]. Odds tended to be higher in c.2194G>A variant carriers (n = 58) than in controls (n = 432) [OR = 1.88 (0.95-3.73), Bayesian OR = 1.90 (1.03-3.56)]. c.85T>C did not appear associated with grade ≥3 AEs (206 variant carriers vs. 284 controls). CONCLUSION: DPYD c.496A>G and possibly c.2194G>A variants might need to be considered for inclusion in the DPYD genotyping panel.


Assuntos
Efeitos Colaterais e Reações Adversas Relacionados a Medicamentos , Neoplasias , Adulto , Antimetabólitos , Teorema de Bayes , Di-Hidrouracila Desidrogenase (NADP)/genética , Efeitos Colaterais e Reações Adversas Relacionados a Medicamentos/genética , Fluoruracila/efeitos adversos , Genótipo , Humanos , Irinotecano/efeitos adversos , Neoplasias/induzido quimicamente , Neoplasias/tratamento farmacológico , Neoplasias/genética , Polimorfismo de Nucleotídeo Único
2.
PLoS One ; 16(4): e0250228, 2021.
Artigo em Inglês | MEDLINE | ID: mdl-33930029

RESUMO

This retrospective correlation study investigated the putative link between methylene tetrahydrofolate reductase (MTHFR) A1298C mutations and chemotherapy-related brain function changes in adult childhood-leukemia survivors. To this end, we determined the relationship between the particular MTHFR1298 genotype (AA, AC or CC) of 31 adult childhood-leukemia survivors, and (1) their CSF Tau and phosphorylated Tau (pTau) levels at the time of treatment, (2) their adult performance intelligence quotient (PIQ), and (3) their regional brain connectivity using diffusion magnetic resonance imaging (dMRI) and resting-state functional MRI (rsfMRI). We confirmed that neuropathology markers Tau and pTau significantly increased in CSF of children after intrathecal methotrexate administration. Highest concentrations of these toxicity markers were found during the induction phase of the therapy. Moreover, CSF concentrations of Tau and pTau during treatment were influenced by the children's particular MTHFR1298 genotype. CSF Tau (but not pTau) levels significantly dropped after folinic acid supplementation. At adult age (on average 13.1 years since the end of their treatment), their particular MTHFR1298 genotype (AA, AC or CC) influenced the changes in PIQ and cortical connectivity that we found to be related to their childhood exposure to chemotherapeutics. In summary, we suggest that homozygous MTHFR1298CC individuals are more vulnerable to the adult sequelae of antifolate chemotherapy.


Assuntos
Cognição/efeitos dos fármacos , Metilenotetra-Hidrofolato Redutase (NADPH2)/genética , Leucemia-Linfoma Linfoblástico de Células Precursoras/genética , Adolescente , Adulto , Encéfalo/patologia , Sobreviventes de Câncer , Criança , Pré-Escolar , Imagem de Difusão por Ressonância Magnética/métodos , Progressão da Doença , Tratamento Farmacológico/métodos , Efeitos Colaterais e Reações Adversas Relacionados a Medicamentos/genética , Feminino , Antagonistas do Ácido Fólico/uso terapêutico , Genótipo , Humanos , Testes de Inteligência , Imageamento por Ressonância Magnética/métodos , Masculino , Metotrexato/uso terapêutico , Metilenotetra-Hidrofolato Redutase (NADPH2)/metabolismo , Polimorfismo de Nucleotídeo Único/genética , Descanso/fisiologia , Estudos Retrospectivos , Adulto Jovem , Proteínas tau/análise , Proteínas tau/líquido cefalorraquidiano
3.
Clin Transl Sci ; 14(2): 497-501, 2021 03.
Artigo em Inglês | MEDLINE | ID: mdl-32702149

RESUMO

Patients in the pediatric intensive care unit are exposed to multiple medications and are at high risk for adverse drug reactions. Pharmacogenomic (PGx) testing could help decrease their risk of adverse reactions. Although whole blood is preferred for PGx testing, blood volume in this population is often limited. However, for patients on mechanical ventilation, tracheal secretions are abundant, frequently suctioned, and discarded. Thus, the aim of this pilot study was to determine if tracheal aspirates could be used as a source of human genomic DNA for PGx testing. We successfully extracted DNA from tracheal secretions of all 23 patients in the study. The samples were successfully genotyped for 10 clinically actionable single nucleotide variants across 3 cytochrome P450 genes (CYP2D6, CYP2C19, and CYP3A5). Using DNA from whole blood samples in 11 of the patients, we confirmed the accuracy of the genotyping with 100% concordance. Therefore, our results support the use of tracheal aspirates from mechanically ventilated children as an adequate biospecimen for clinical genetic testing.


Assuntos
Secreções Corporais/química , Efeitos Colaterais e Reações Adversas Relacionados a Medicamentos/prevenção & controle , Técnicas de Genotipagem/métodos , Testes Farmacogenômicos/métodos , Traqueia/metabolismo , Adolescente , Criança , DNA/análise , Efeitos Colaterais e Reações Adversas Relacionados a Medicamentos/genética , Estudos de Viabilidade , Feminino , Humanos , Lactente , Unidades de Terapia Intensiva Pediátrica , Masculino , Variantes Farmacogenômicos , Projetos Piloto , Respiração Artificial
5.
Best Pract Res Clin Endocrinol Metab ; 34(1): 101412, 2020 01.
Artigo em Inglês | MEDLINE | ID: mdl-32265102

RESUMO

An adjuvant is an immunological or pharmacological substance or group of substances that can be added to a given agent to enhance its effect in terms of efficacy, effectiveness and potency. Different mechanisms have been hypothesized underlying the action of the adjuvant, including boosting immune (innate and adaptive) response: this generally results in sparing the necessary amount of the agent and can potentially reduce the frequency of the needed number of therapeutic interventions. Adjuvants can be commonly found in vaccines, immunization products, mineral oils, cosmetics, silicone breast implants and other therapeutic/medical devices, being usually safe and effective. However, in a fraction of genetically susceptible and predisposed subjects, the administration of adjuvants may lead to the insurgence of serious side-effects, called "autoimmune/inflammatory syndrome by adjuvants" (ASIA) or Shoenfeld's syndrome. The present review is aimed at focusing on the "endocrine pebbles" of the mosaic of autoimmunity and of the ASIA syndrome, collecting together 54 cases of sub-acute thyroiditis, 2 cases of Hashimoto's thyroiditis, 11 cases of primary ovarian failure/primary ovarian insufficiency, 13 cases of autoimmune diabetes type 1, and 1 case of autoimmune adrenal gland insufficiency occurred after exposure to adjuvants.


Assuntos
Adjuvantes Imunológicos/efeitos adversos , Doenças Autoimunes/induzido quimicamente , Autoimunidade/efeitos dos fármacos , Doenças do Sistema Endócrino/induzido quimicamente , Doenças Autoimunes/genética , Autoimunidade/genética , Diabetes Mellitus Tipo 1/induzido quimicamente , Diabetes Mellitus Tipo 1/genética , Diabetes Mellitus Tipo 1/imunologia , Efeitos Colaterais e Reações Adversas Relacionados a Medicamentos/genética , Efeitos Colaterais e Reações Adversas Relacionados a Medicamentos/imunologia , Doenças do Sistema Endócrino/genética , Doenças do Sistema Endócrino/imunologia , Predisposição Genética para Doença , Humanos , Fatores de Risco , Síndrome
6.
Clin Pharmacol Ther ; 107(6): 1373-1382, 2020 06.
Artigo em Inglês | MEDLINE | ID: mdl-31868917

RESUMO

Drug safety is a severe clinical pharmacology and toxicology problem that has caused immense medical and social burdens every year. Regretfully, a reproducible method to assess drug safety systematically and quantitatively is still missing. In this study, we developed an advanced machine learning model for de novo drug safety assessment by solving the multilayer drug-gene-adverse drug reaction (ADR) interaction network. For the first time, the drug safety was assessed in a broad landscape of 1,156 distinct ADRs. We also designed a parameter ToxicityScore to quantify the overall drug safety. Moreover, we determined association strength for every 3,807,631 gene-ADR interactions, which clues mechanistic exploration of ADRs. For convenience, we deployed the model as a web service ADRAlert-gene at http://www.bio-add.org/ADRAlert/. In summary, this study offers insights into prioritizing safe drug therapy. It helps reduce the attrition rate of new drug discovery by providing a reliable ADR profile in the early preclinical stage.


Assuntos
Sistemas de Notificação de Reações Adversas a Medicamentos , Efeitos Colaterais e Reações Adversas Relacionados a Medicamentos/epidemiologia , Aprendizado de Máquina , Animais , Descoberta de Drogas/métodos , Avaliação Pré-Clínica de Medicamentos/métodos , Efeitos Colaterais e Reações Adversas Relacionados a Medicamentos/genética , Humanos
8.
Br J Cancer ; 120(2): 190-195, 2019 01.
Artigo em Inglês | MEDLINE | ID: mdl-30585257

RESUMO

BACKGROUND: Patients harbouring the UGT1A1*28/*28 genotype are at risk of severe toxicity with the standard irinotecan dose. However, this dose is considerably lower than the dose that can be tolerated by UGT1A1*1/*1 and *1/*28 patients. This randomised phase II trial evaluated the efficacy and safety of the FOLFIRI regimen with high-dose irinotecan (HD-FOLFIRI) in metastatic colorectal cancer patients. METHODS: Eighty-two patients with the UGT1A1*1/*1 or the *1/*28 genotype were randomised to receive HD-FOLFIRI versus FOLFIRI. Patients with the UGT1A1*28/*28 genotype were excluded. In the experimental group, the irinotecan dose was 300 mg/m2 for UGT1A1*1/*1 and 260 mg/m2 for *1/*28 patients. In the control group, the dose was 180 mg/m2. We analysed the overall response rate (ORR), toxicity, and survival. RESULTS: The ORR was significantly higher in the HD-FOLFIRI group (67.5 versus 43.6%; p = 0.001 OR: 1.73 [95% CI:1.03-2.93]). Neutropenia (17.7%), diarrhoea (5.1%), and asthenia (5.1%) were the most common grade 3-4 toxicity. No differences were observed in severe toxicity (22.5% versus 20.5%), dose reduction (22.5% versus 28.2%), or prophylactic G-CSF (17.5% versus 12.8%). No difference in survival was found. CONCLUSIONS: Patients with the UGT1A1*1/*1 and *1/*28 genotypes can receive high doses of irinotecan to achieve a more favourable ORR without significant adverse events.


Assuntos
Protocolos de Quimioterapia Combinada Antineoplásica/administração & dosagem , Camptotecina/análogos & derivados , Neoplasias Colorretais/tratamento farmacológico , Glucuronosiltransferase/genética , Irinotecano/administração & dosagem , Adulto , Idoso , Protocolos de Quimioterapia Combinada Antineoplásica/efeitos adversos , Camptotecina/administração & dosagem , Camptotecina/efeitos adversos , Neoplasias Colorretais/genética , Neoplasias Colorretais/patologia , Relação Dose-Resposta a Droga , Efeitos Colaterais e Reações Adversas Relacionados a Medicamentos/genética , Efeitos Colaterais e Reações Adversas Relacionados a Medicamentos/patologia , Feminino , Fluoruracila/administração & dosagem , Fluoruracila/efeitos adversos , Genótipo , Humanos , Irinotecano/efeitos adversos , Leucovorina/administração & dosagem , Leucovorina/efeitos adversos , Masculino , Pessoa de Meia-Idade , Testes Farmacogenômicos
9.
Pharmacogenomics J ; 19(3): 277-285, 2019 06.
Artigo em Inglês | MEDLINE | ID: mdl-30237582

RESUMO

Xuesaitong (XST) is mainly used to treat cardiovascular and cerebrovascular diseases, sometimes causing cutaneous adverse drug reactions (cADRs) with unknown mechanisms of pathogenicity or risk factors. We aimed to verify whether human leukocyte antigen (HLA) alleles are associated with XST-related cADRs in Han Chinese population. We carried out an association study including 12 subjects with XST-induced cADRs, 283 controls, and 28 XST-tolerant subjects. Five out of 12 patients with XST-induced cADRs carried HLA-C*12:02, and all of them received XST via intravenous drip. The carrier frequency of HLA-C*12:02 was significantly high compare to that of the control population (Pc = 4.4 × 10-4, odds ratio (OR) = 21.75, 95% CI = 5.78-81.88). Compared with that of the XST-tolerant group, the patients who received XST through intravenous drip presented a higher OR of cADRs (Pc = 0.011, OR = 27.00, 95% CI = 2.58-282.98). The results suggest that HLA-C*12:02 is a potentially predictive marker of XST-induced cADRs in Han Chinese, especially when XST is administered via intravenous drip.


Assuntos
Toxidermias/genética , Efeitos Colaterais e Reações Adversas Relacionados a Medicamentos/genética , Medicamentos de Ervas Chinesas/efeitos adversos , Predisposição Genética para Doença/genética , Antígenos HLA-C/genética , Saponinas/efeitos adversos , Adulto , Idoso , Idoso de 80 Anos ou mais , Alelos , Povo Asiático/genética , Feminino , Frequência do Gene/genética , Genótipo , Humanos , Masculino , Pessoa de Meia-Idade , Adulto Jovem
10.
Toxicol Sci ; 167(2): 593-603, 2019 02 01.
Artigo em Inglês | MEDLINE | ID: mdl-30346593

RESUMO

Safety-related drug failures remain a major challenge for the pharmaceutical industry. One approach to ensuring drug safety involves assessing small molecule drug specificity by examining the ability of a drug candidate to interact with a panel of "off-target" proteins, referred to as secondary pharmacology screening. Information from human genetics and pharmacology can be used to select proteins associated with adverse effects for such screening. In an analysis of marketed drugs, we found a clear relationship between the genetic and pharmacological phenotypes of a drug's off-target proteins and the observed drug side effects. In addition to using this phenotypic information for the selection of secondary pharmacology screens, we also show that it can be used to help identify drug off-target protein interactions responsible for drug-related adverse events. We anticipate that this phenotype-driven approach to secondary pharmacology screening will help to reduce safety-related drug failures due to drug off-target protein interactions.


Assuntos
Biomarcadores Farmacológicos/análise , Avaliação Pré-Clínica de Medicamentos/métodos , Efeitos Colaterais e Reações Adversas Relacionados a Medicamentos/genética , Farmacologia/métodos , Proteínas/genética , Humanos , Modelos Teóricos , Redes Neurais de Computação , Fenótipo
11.
Clin Cancer Res ; 25(4): 1147-1155, 2019 02 15.
Artigo em Inglês | MEDLINE | ID: mdl-30305294

RESUMO

Effective administration of traditional cytotoxic chemotherapy is often limited by off-target toxicities. This clinical dilemma is epitomized by cisplatin, a platinating agent, which has potent antineoplastic activity due to its affinity for DNA and other intracellular nucleophiles. Despite its efficacy against many adult-onset and pediatric malignancies, cisplatin elicits multiple off-target toxicities that can not only severely impact a patient's quality of life but also lead to dose reductions or the selection of alternative therapies that can ultimately affect outcomes. Without an effective therapeutic measure by which to successfully mitigate many of these symptoms, there have been attempts to identify a priori those individuals who are more susceptible to developing these sequelae through studies of genetic and nongenetic risk factors. Older age is associated with cisplatin-induced ototoxicity, neurotoxicity, and nephrotoxicity. Traditional genome-wide association studies have identified single-nucleotide polymorphisms in ACYP2 and WFS1 associated with cisplatin-induced hearing loss. However, validating associations between specific genotypes and cisplatin-induced toxicities with enough stringency to warrant clinical application remains challenging. This review summarizes the current state of knowledge with regard to specific adverse sequelae following cisplatin-based therapy, with a focus on ototoxicity, neurotoxicity, nephrotoxicity, myelosuppression, and nausea/emesis. We discuss variables (genetic and nongenetic) contributing to these detrimental toxicities and currently available means to prevent or treat their occurrence.


Assuntos
Hidrolases Anidrido Ácido/genética , Cisplatino/toxicidade , Efeitos Colaterais e Reações Adversas Relacionados a Medicamentos/genética , Proteínas de Membrana/genética , Neoplasias/tratamento farmacológico , Cisplatino/farmacocinética , Cisplatino/uso terapêutico , Relação Dose-Resposta a Droga , Efeitos Colaterais e Reações Adversas Relacionados a Medicamentos/patologia , Estudo de Associação Genômica Ampla , Genótipo , Perda Auditiva/induzido quimicamente , Perda Auditiva/genética , Perda Auditiva/patologia , Humanos , Neoplasias/genética , Neoplasias/patologia , Polimorfismo de Nucleotídeo Único/genética , Qualidade de Vida , Fatores de Risco
12.
Circ Genom Precis Med ; 11(8): e001977, 2018 08.
Artigo em Inglês | MEDLINE | ID: mdl-30354342

RESUMO

BACKGROUND: Genome-wide association studies have identified multiple loci associated with coronary artery disease and myocardial infarction, but only a few of these loci are current targets for on-market medications. To identify drugs suitable for repurposing and their targets, we created 2 unique pipelines integrating public data on 49 coronary artery disease/myocardial infarction-genome-wide association studies loci, drug-gene interactions, side effects, and chemical interactions. METHODS: We first used publicly available genome-wide association studies results on all phenotypes to predict relevant side effects, identified drug-gene interactions, and prioritized candidates for repurposing among existing drugs. Second, we prioritized gene product targets by calculating a druggability score to estimate how accessible pockets of coronary artery disease/myocardial infarction-associated gene products are, then used again the genome-wide association studies results to predict side effects, excluded loci with widespread cross-tissue expression to avoid housekeeping and genes involved in vital processes and accordingly ranked the remaining gene products. RESULTS: These pipelines ultimately led to 3 suggestions for drug repurposing: pentolinium, adenosine triphosphate, and riociguat (to target CHRNB4, ACSS2, and GUCY1A3, respectively); and 3 proteins for drug development: LMOD1 (leiomodin 1), HIP1 (huntingtin-interacting protein 1), and PPP2R3A (protein phosphatase 2, regulatory subunit b-double prime, α). Most current therapies for coronary artery disease/myocardial infarction treatment were also rediscovered. CONCLUSIONS: Integration of genomic and pharmacological data may prove beneficial for drug repurposing and development, as evidence from our pipelines suggests.


Assuntos
Fármacos Cardiovasculares , Doença da Artéria Coronariana/tratamento farmacológico , Doença da Artéria Coronariana/genética , Descoberta de Drogas/métodos , Reposicionamento de Medicamentos/métodos , Loci Gênicos , Terapia de Alvo Molecular/métodos , Algoritmos , Animais , Fármacos Cardiovasculares/farmacocinética , Fármacos Cardiovasculares/uso terapêutico , Avaliação Pré-Clínica de Medicamentos/métodos , Interações Medicamentosas/genética , Efeitos Colaterais e Reações Adversas Relacionados a Medicamentos/epidemiologia , Efeitos Colaterais e Reações Adversas Relacionados a Medicamentos/genética , Interação Gene-Ambiente , Predisposição Genética para Doença , Estudo de Associação Genômica Ampla , Humanos , Simulação de Acoplamento Molecular , Testes Farmacogenômicos , Polimorfismo de Nucleotídeo Único , Fatores de Risco
13.
Medicine (Baltimore) ; 97(18): e0683, 2018 May.
Artigo em Inglês | MEDLINE | ID: mdl-29718897

RESUMO

RATIONALE: Developing an optimal medication strategy poses a challenging task in fragile patients after left atrial appendage closure (LAAC). We report an optimal nonvitamin K antagonist oral anticoagulant (NOAC) therapy in a warfarin-sensitive patient after LAAC. PATIENT CONCERNS: A 77-year-old nonvalvular atrial fibrillation (NVAF) male carrying 2 warfarin-sensitive alleles experienced 2 gum-bleeding with the international normalized ratio (INR) around 3. DIAGNOSES: Persistent NVAF with a history of subtotal gastrectomy and moderate renal insufficiency. INTERVENTIONS: Warfarin was discontinued and vitamin K1 was immediately administrated via intravenous infusion. LAAC was regarded as a preferable option, and rivaroxaban 15 mg daily was managed after LACC. OUTCOMES: Complete endothelialization on the surface of device was detected via transoesophageal echocardiography (TEE), and no peridevice spillage and adverse event occurred. LESSONS: A post-LAAC treatment with NOAC may be a viable regimen in patients intolerant to warfarin.


Assuntos
Apêndice Atrial/cirurgia , Fibrilação Atrial , Implantação de Prótese , Rivaroxabana/administração & dosagem , Varfarina/efeitos adversos , Idoso , Anticoagulantes/administração & dosagem , Anticoagulantes/efeitos adversos , Fibrilação Atrial/diagnóstico , Fibrilação Atrial/tratamento farmacológico , Fibrilação Atrial/fisiopatologia , Fibrilação Atrial/cirurgia , Procedimentos Cirúrgicos Cardíacos/métodos , Efeitos Colaterais e Reações Adversas Relacionados a Medicamentos/genética , Ecocardiografia Transesofagiana/métodos , Humanos , Masculino , Testes Farmacogenômicos , Cuidados Pós-Operatórios/métodos , Implantação de Prótese/efeitos adversos , Implantação de Prótese/métodos , Risco Ajustado/métodos , Dispositivo para Oclusão Septal , Resultado do Tratamento
14.
Toxicol Appl Pharmacol ; 346: 45-57, 2018 05 01.
Artigo em Inglês | MEDLINE | ID: mdl-29596924

RESUMO

Drug-induced seizures contribute to the high attrition rate of pharmaceutical compounds in development. The assessment of drug-induced seizure liability generally occurs in later phases of development using low throughput and intensive in vivo assays. In the present study, we evaluated the potential of an in vitro assay for detecting drug-induced seizure risk compared to evaluation in rats in vivo. We investigated the effects of 8 reference drugs with a known seizurogenic risk using micro-electrode array (MEA) recordings from freshly-dissociated rat primary neurons cultured on 48-well dishes for 28 days, compared to their effects on the EEG in anesthetized rats. In addition, we evaluated functional responses and mRNA expression levels of different receptors in vitro to understand the potential mechanisms of drug-induced seizure risk. Combining the functional MEA in vitro data with concomitant gene expression allowed us to identify several potential molecular targets that might explain the drug-induced seizures occurring in both rats and humans. Our data 1) demonstrate the utility of a group of MEA parameters for detecting potential drug-induced seizure risk in vitro; 2) suggest that an in vitro MEA assay with rat primary neurons may have advantages over an in vivo rat model; and 3) identify potential mechanisms for the discordance between rat assays and human seizure risk for certain seizurogenic drugs.


Assuntos
Efeitos Colaterais e Reações Adversas Relacionados a Medicamentos/genética , Neurônios/efeitos dos fármacos , Convulsões/induzido quimicamente , Animais , Células Cultivadas , Avaliação Pré-Clínica de Medicamentos/métodos , Feminino , Expressão Gênica/efeitos dos fármacos , Humanos , RNA Mensageiro/genética , Ratos , Ratos Sprague-Dawley , Risco , Convulsões/genética
15.
ALTEX ; 34(2): 219-234, 2017.
Artigo em Inglês | MEDLINE | ID: mdl-27690270

RESUMO

The present study applies a systems biology approach for the in silico predictive modeling of drug toxicity on the basis of high-quality preclinical drug toxicity data with the aim of increasing the mechanistic understanding of toxic effects of compounds at different levels (pathway, cell, tissue, organ). The model development was carried out using 77 compounds for which gene expression data for treated primary human hepatocytes is available in the LINCS database and for which rodent in vivo hepatotoxicity information is available in the eTOX database. The data from LINCS were used to determine the type and number of pathways disturbed by each compound and to estimate the extent of disturbance (network perturbation elasticity), and were used to analyze the correspondence with the in vivo information from eTOX. Predictive models were developed through this integrative analysis, and their specificity and sensitivity were assessed. The quality of the predictions was determined on the basis of the area under the curve (AUC) of plots of true positive vs. false positive rates (ROC curves). The ROC AUC reached values of up to 0.9 (out of 1.0) for some hepatotoxicity endpoints. Moreover, the most frequently disturbed metabolic pathways were determined across the studied toxicants. They included, e.g., mitochondrial beta-oxidation of fatty acids and amino acid metabolism. The process was exemplified by successful predictions on various statins. In conclusion, an entirely new approach linking gene expression alterations to the prediction of complex organ toxicity was developed and evaluated.


Assuntos
Regulação da Expressão Gênica/genética , Hepatócitos/efeitos dos fármacos , Redes e Vias Metabólicas/efeitos dos fármacos , Alternativas aos Testes com Animais , Animais , Bases de Dados Factuais , Avaliação Pré-Clínica de Medicamentos/métodos , Efeitos Colaterais e Reações Adversas Relacionados a Medicamentos/genética , Humanos , Técnicas In Vitro , Fígado/efeitos dos fármacos , Redes e Vias Metabólicas/genética , Modelos Estatísticos , Ratos , Sensibilidade e Especificidade
16.
Toxicol Pathol ; 45(1): 94-106, 2017 01.
Artigo em Inglês | MEDLINE | ID: mdl-27753639

RESUMO

It has been long established that not only the species but also the strain and supplier of rodents used in preclinical safety studies can have a significant impact on the outcome of studies due to variability in their genetic background and thus spontaneous pathologic findings. In addition, local husbandry, housing, and other environmental conditions may have effects on the development and expression of comorbidities, particularly in longer-term or chronic studies. More recently, similar effects related to the source, including genetic and environmental variability, have been recognized in cynomolgus macaques ( Macaca fascicularis). The increased use of cynomolgus macaques from various sources of captive-bred animals (including nonnative, U.S./European Union-based breeding facilities or colonies) can affect study design and study results and outcome. It is important to acknowledge and understand the impact of this variability on the results and interpretation of research studies. This review includes recent examples where variability of preclinical animal models (rats and monkeys) affected the postmortem observations highlighting its relevance to study design or interpretation in safety studies.


Assuntos
Animais de Laboratório/genética , Modelos Animais de Doenças , Avaliação Pré-Clínica de Medicamentos/normas , Projetos de Pesquisa/normas , Animais , Avaliação Pré-Clínica de Medicamentos/métodos , Efeitos Colaterais e Reações Adversas Relacionados a Medicamentos/genética , Predisposição Genética para Doença , Macaca fascicularis , Ratos , Especificidade da Espécie
17.
Biochem Biophys Res Commun ; 457(3): 249-55, 2015 Feb 13.
Artigo em Inglês | MEDLINE | ID: mdl-25576362

RESUMO

Adverse drug reaction (ADR) is of great importance to both regulatory agencies and the pharmaceutical industry. Various techniques, such as quantitative structure-activity relationship (QSAR) and animal toxicology, are widely used to identify potential risks during the preclinical stage of drug development. Despite these efforts, drugs with safety liabilities can still pass through safety checkpoints and enter the market. This situation raises the concern that conventional chemical structure analysis and phenotypic screening are not sufficient to avoid all clinical adverse events. Genomic expression data following in vitro drug treatments characterize drug actions and thus have become widely used in drug repositioning. In the present study, we explored prediction of ADRs based on the drug-induced gene-expression profiles from cultured human cells in the Connectivity Map (CMap) database. The results showed that drugs inducing comparable ADRs generally lead to similar CMap expression profiles. Based on such ADR-gene expression association, we established prediction models for various ADRs, including severe myocardial and infectious events. Drugs with FDA boxed warnings of safety liability were effectively identified. We therefore suggest that drug-induced gene expression change, in combination with effective computational methods, may provide a new dimension of information to facilitate systematic drug safety evaluation.


Assuntos
Efeitos Colaterais e Reações Adversas Relacionados a Medicamentos/genética , Animais , Bases de Dados Genéticas , Avaliação de Medicamentos , Avaliação Pré-Clínica de Medicamentos , Perfilação da Expressão Gênica/estatística & dados numéricos , Genômica , Coração/efeitos dos fármacos , Humanos , Infecções/etiologia , Modelos Genéticos , Farmacogenética , Relação Quantitativa Estrutura-Atividade , Risco
18.
Crit Rev Toxicol ; 45(2): 172-83, 2015 Feb.
Artigo em Inglês | MEDLINE | ID: mdl-25615431

RESUMO

Identification of the potential hazards of chemicals has traditionally relied on studies in laboratory animals where changes in clinical pathology and histopathology compared to untreated controls defined an adverse effect. In the past decades, increased consistency in the definition of adversity with chemically-induced effects in laboratory animals, as well as in the assessment of human relevance has been reached. More recently, a paradigm shift in toxicity testing has been proposed, mainly driven by concerns over animal welfare but also thanks to the development of new methods. Currently, in vitro approaches, toxicogenomic technologies and computational tools, are available to provide mechanistic insight in toxicological Mode of Action (MOA) of the adverse effects observed in laboratory animals. The vision described as Tox21c (Toxicity Testing in the 21st century) aims at predicting in vivo toxicity using a bottom-up-approach, starting with understanding of MOA based on in vitro data to ultimately predict adverse effects in humans. At present, a practical application of the Tox21c vision is still far away. While moving towards toxicity prediction based on in vitro data, a stepwise reduction of in vivo testing is foreseen by combining in vitro with in vivo tests. Furthermore, newly developed methods will also be increasingly applied, in conjunction with established methods in order to gain trust in these new methods. This confidence is based on a critical scientific prerequisite: the establishment of a causal link between data obtained with new technologies and adverse effects manifested in repeated-dose in vivo toxicity studies. It is proposed to apply the principles described in the WHO/IPCS framework of MOA to obtain this link. Finally, an international database of known MOAs obtained in laboratory animals using data-rich chemicals will facilitate regulatory acceptance and could further help in the validation of the toxicity pathway and adverse outcome pathway concepts.


Assuntos
Efeitos Colaterais e Reações Adversas Relacionados a Medicamentos/etiologia , Testes de Toxicidade/métodos , Toxicogenética/métodos , Alternativas aos Testes com Animais , Animais , Avaliação Pré-Clínica de Medicamentos , Efeitos Colaterais e Reações Adversas Relacionados a Medicamentos/genética , Humanos , Valor Preditivo dos Testes , Medição de Risco
19.
J Natl Cancer Inst ; 106(12)2014 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-25381393

RESUMO

BACKGROUND: Previous studies have suggested the potential importance of three DPYD variants (DPYD*2A, D949V, and I560S) with increased 5-FU toxicity. Their individual associations, however, in 5-FU-based combination therapies, remain controversial and require further systematic study in a large patient population receiving comparable treatment regimens with uniform clinical data. METHODS: We genotyped 2886 stage III colon cancer patients treated adjuvantly in a randomized phase III trial with FOLFOX or FOLFIRI, alone or combined with cetuximab, and tested the individual associations between functionally deleterious DPYD variants and toxicity. Logistic regressions were used to assess univariate and multivariable associations. All statistical tests were two-sided. RESULTS: In 2594 patients with complete adverse event (AE) data, the incidence of grade 3 or greater 5FU-AEs in DPYD*2A, I560S, and D949V carriers were 22/25 (88.0%), 2/4 (50.0%), and 22/27 (81.5%), respectively. Statistically significant associations were identified between grade 3 or greater 5FU-AEs and both DPYD*2A (odds ratio [OR] = 15.21, 95% confidence interval [CI] = 4.54 to 50.96, P < .001) and D949V (OR = 9.10, 95% CI = 3.43 to 24.10, P < .001) variants. Statistical significance remained after adjusting for multiple variables. The DPYD*2A variant statistically significantly associated with the specific AEs nausea/vomiting (P = .007) and neutropenia (P < .001), whereas D949V statistically significantly associated with dehydration (P = .02), diarrhea (P = .003), leukopenia (P = .002), neutropenia (P < .001), and thrombocytopenia (P < .001). Although two patients with I560S had grade≥3 5FU-AEs; a statistically significant association could not be demonstrated because of its low frequency (P = .48). CONCLUSION: In the largest study to date, statistically significant associations were found between DPYD variants (DPYD*2A and D949V) and increased incidence of grade 3 or greater 5FU-AEs in patients treated with adjuvant 5-FU-based combination chemotherapy.


Assuntos
Antimetabólitos Antineoplásicos/efeitos adversos , Protocolos de Quimioterapia Combinada Antineoplásica/uso terapêutico , Neoplasias do Colo/tratamento farmacológico , Neoplasias do Colo/genética , Di-Hidrouracila Desidrogenase (NADP)/genética , Fluoruracila/efeitos adversos , Polimorfismo de Nucleotídeo Único , Adulto , Idoso , Idoso de 80 Anos ou mais , Antimetabólitos Antineoplásicos/administração & dosagem , Protocolos de Quimioterapia Combinada Antineoplásica/administração & dosagem , Protocolos de Quimioterapia Combinada Antineoplásica/efeitos adversos , Ácido Aspártico , Camptotecina/administração & dosagem , Camptotecina/análogos & derivados , Quimioterapia Adjuvante , Neoplasias do Colo/patologia , Diarreia/induzido quimicamente , Efeitos Colaterais e Reações Adversas Relacionados a Medicamentos/genética , Feminino , Fluoruracila/administração & dosagem , Predisposição Genética para Doença , Humanos , Leucovorina/administração & dosagem , Modelos Logísticos , Masculino , Pessoa de Meia-Idade , Náusea/induzido quimicamente , Estadiamento de Neoplasias , Neutropenia/induzido quimicamente , Compostos Organoplatínicos/administração & dosagem , Estudos Prospectivos , Índice de Gravidade de Doença , Trombocitopenia/induzido quimicamente , Valina , Vômito/induzido quimicamente
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