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1.
Child Adolesc Psychiatr Clin N Am ; 30(3): 611-622, 2021 07.
Artigo em Inglês | MEDLINE | ID: mdl-34053689

RESUMO

Family psychoeducation plus skill building is a class of interventions considered to be well-established for youth with mood disorders or emotion dysregulation. Psychoeducational psychotherapy (PEP) is an example of this class of interventions. PEP provides psychoeducation for parents and children, skill building to help children better regulate emotions and behaviors, and strategies for parents to better facilitate school-based interventions, develop specific symptom management techniques, and generate coping strategies for the entire family. Evidence is summarized supporting the efficacy of PEP for reducing rage, overall mood symptom severity, disruptive behavior, and executive functioning deficits in youth. Long-term benefits of PEP are discussed.


Assuntos
Transtornos do Humor , Comportamento Problema , Adolescente , Criança , Emoções , Humanos , Transtornos do Humor/terapia , Pais , Psicoterapia
2.
Comput Biol Med ; 58: 1-13, 2015 Mar.
Artigo em Inglês | MEDLINE | ID: mdl-25577610

RESUMO

BACKGROUND: Associations between genotype and phenotype provide insight into the evolution of pathogenesis, drug resistance, and the spread of pathogens between hosts. However, common ancestry can lead to apparent associations between biologically unrelated features. The novel method Cladograms with Path to Event (ClaPTE) detects associations between character-pairs (either a pair of mutations or a mutation paired with a phenotype) while adjusting for common ancestry, using phylogenetic trees. METHODS: ClaPTE tests for character-pairs changing close together on the phylogenetic tree, consistent with an associated character-pair. ClaPTE is compared to three existing methods (independent contrasts, mixed model, and likelihood ratio) to detect character-pair associations adjusted for common ancestry. Comparisons utilize simulations on gene trees for: HIV Env, HIV promoter, and bacterial DnaJ and GuaB; and case studies for Oseltamavir resistance in Influenza, and for DnaJ and GuaB. Simulated data include both true-positive/associated character-pairs, and true-negative/not-associated character-pairs, used to assess type I (frequency of p-values in true-negatives) and type II (sensitivity to true-positives) error control. RESULTS AND CONCLUSIONS: ClaPTE has competitive sensitivity and better type I error control than existing methods. In the Influenza/Oseltamavir case study, ClaPTE reports no new permissive mutations but detects associations between adjacent (in primary sequence) amino acid positions which other methods miss. In the DnaJ and GuaB case study, ClaPTE reports more frequent associations between positions both from the same protein family than between positions from different families, in contrast to other methods. In both case studies, the results from ClaPTE are biologically plausible.


Assuntos
Algoritmos , Biologia Computacional/métodos , Modelos Genéticos , Filogenia , Evolução Molecular , Genótipo , Vírus da Influenza A Subtipo H1N1/genética , Fenótipo , Proteínas/genética
3.
Math Biosci Eng ; 11(3): 621-39, 2014 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-24506554

RESUMO

The rainbow trout endocrine system is sensitive to changes in annual day length, which is likely the principal environmental cue controlling its reproductive cycle. This study focuses on the endocrine regulation of vitellogenin (Vg) protein synthesis, which is the major egg yolk precursor in this fish species. We present a model of Vg production in female rainbow trout which incorporates a biological pathway beginning with sex steroid estradiol-17ß levels in the plasma and concluding with Vg secretion by the liver and sequestration in the oocytes. Numerical simulation results based on this model are compared with experimental data for estrogen receptor mRNA, Vg mRNA, and Vg in the plasma from female rainbow trout over a normal annual reproductive cycle. We also analyze the response of the model to parameter changes. The model is subsequently tested against experimental data from female trout under a compressed photoperiod regime. Comparison of numerical and experimental results suggests the possibility of a time-dependent change in oocyte Vg uptake rate. This model is part of a larger effort that is developing a mathematical description of the endocrine control of reproduction in female rainbow trout. We anticipate that these mathematical and computational models will play an important role in future regulatory toxicity assessments and in the prediction of ecological risk.


Assuntos
Proteínas de Peixes/biossíntese , Modelos Biológicos , Oncorhynchus mykiss/fisiologia , Vitelogeninas/biossíntese , Animais , Biologia Computacional , Estradiol/metabolismo , Feminino , Proteínas de Peixes/genética , Fígado/metabolismo , Conceitos Matemáticos , Oncorhynchus mykiss/genética , Ovário/metabolismo , Fotoperíodo , RNA Mensageiro/genética , RNA Mensageiro/metabolismo , Receptores de Estrogênio/genética , Receptores de Estrogênio/metabolismo , Reprodução/genética , Reprodução/fisiologia , Estações do Ano , Vitelogênese/genética , Vitelogênese/fisiologia , Vitelogeninas/genética
4.
Proc Am Stat Assoc ; 2014: 2754-2758, 2014 Aug.
Artigo em Inglês | MEDLINE | ID: mdl-26345260

RESUMO

The Fligner and Verducci (1988) multistage model for rankings is modified to create the moving average maximum likelihood estimator (MAMLE), a locally smooth estimator that measures stage-wise agreement between two long ranked lists, and provides a stopping rule for the detection of the endpoint of agreement. An application of this MAMLE stopping rule to bivariate data set in tau-path order (Yu, Verducci and Blower (2011)) is discussed. Data from the National Cancer Institute measuring associations between gene expression and compound potency are studied using this application, providing insights into the length of the relationship between the variables.

5.
Sci Rep ; 3: 2100, 2013.
Artigo em Inglês | MEDLINE | ID: mdl-23812503

RESUMO

Drug-induced block of the cardiac hERG (human Ether-à-go-go-Related Gene) potassium channel delays cardiac repolarization and increases the risk of Torsade de Pointes (TdP), a potentially lethal arrhythmia. A positive hERG assay has been embraced by regulators as a non-clinical predictor of TdP despite a discordance of about 30%. To test whether assaying concomitant block of multiple ion channels (Multiple Ion Channel Effects or MICE) improves predictivity we measured the concentration-responses of hERG, Nav1.5 and Cav1.2 currents for 32 torsadogenic and 23 non-torsadogenic drugs from multiple classes. We used automated gigaseal patch clamp instruments to provide higher throughput along with accuracy and reproducibility. Logistic regression models using the MICE assay showed a significant reduction in false positives (Type 1 errors) and false negatives (Type 2 errors) when compared to the hERG assay. The best MICE model only required a comparison of the blocking potencies between hERG and Cav1.2.


Assuntos
Canais de Potássio Éter-A-Go-Go/fisiologia , Modelos Teóricos , Torsades de Pointes/fisiopatologia , Canal de Potássio ERG1 , Humanos , Técnicas de Patch-Clamp , Valor Preditivo dos Testes , Torsades de Pointes/diagnóstico
6.
Proc Am Stat Assoc ; 2013: 338-347, 2013 Aug.
Artigo em Inglês | MEDLINE | ID: mdl-26345348

RESUMO

For the problem of assessing initial agreement between two rankings of long lists, inference in the Fligner and Verducci (1988) multistage model for rankings is modified to provide a locally smooth estimator of stage-wise agreement. An extension to the case of overlapping but different sets of items in the two lists, and a stopping rule to identify the endpoint of agreement, are also provided. Simulations show that this approach performs very well under several conditions. The methodology is applied to a database of popular names for newborns in the United States and provides insights into trends as well as differences in naming conventions between the two sexes.

7.
Gen Comp Endocrinol ; 178(3): 556-61, 2012 Sep 15.
Artigo em Inglês | MEDLINE | ID: mdl-22732076

RESUMO

Estrogens are critical hormones involved in reproduction and need to bind to estrogen receptors in target organs for biological activity. Fishes have two distinct estrogen receptor subtypes, alpha (α) and beta (ß), with variable combinations of additional isoforms of each subtype dependent on the history of genome duplication within a taxon. The comparative expression patterns of estrogen receptor isoforms during the female reproductive cycle will provide important insights into the unique function and importance of each. The purpose of this study was to measure the mRNAs for the four estrogen receptor isoforms (erα1, erα2, erß1, erß2) in the liver and ovary of adult, female rainbow trout over the course of an annual reproductive cycle. The expression of estrogen receptor mRNA isoforms was measured by quantitative real-time RT-PCR. Several reproductive indices (gonadosomatic index, maximum oocyte diameter, plasma estradiol-17ß, plasma vitellogenin, and ovulation) were also quantified for comparison and used in a correlation analysis to examine any inter-relationships. Of the four isoforms, the expression of erα1 was highest in the liver, and had a significant positive correlation with liver erß1 expression. Liver expression of erα2 mRNA was the lowest, but showed a significant positive correlation with maximum oocyte diameter in the ovary. The pattern of the erß isoforms in liver was one of initially elevated mRNA expression followed by a gradual decrease as reproductive development proceeded. In the ovary the erß1 isoform had the highest mRNA expression of all estrogen receptor isoforms, at the beginning of the reproductive cycle, but then decreased afterward. Both ovarian erß isoforms had a significant positive correlation with one another. In contrast, erα2 mRNA expression showed a high maximum level in the ovary near the end of the cycle along with a significant positive correlation with plasma estradiol-17ß levels; the highest gonadosomatic indices, maximum oocyte diameter, and vitellogenin levels occurred then too.


Assuntos
Fígado/metabolismo , Ovário/metabolismo , Receptores de Estrogênio/genética , Reprodução/fisiologia , Animais , Feminino , Oncorhynchus mykiss , RNA Mensageiro/genética
8.
Proc Am Stat Assoc ; 2012: 2941-2947, 2012 Aug.
Artigo em Inglês | MEDLINE | ID: mdl-26361466

RESUMO

We propose an innovative approach to the problem recently posed by Hall and Schimek (2012): determining at what point the agreement between two rankings of a long list of items degenerates into noise. We modify the method of estimation in Fligner and Verducci's (1988) multistage model for rankings, from maximum likelihood of conditional agreement over a sample of rankings to a locally smooth estimator of agreement. Through simulations we show that this innovation performs very well under several conditions. Some ramifications are discussed as planned extensions.

9.
Environ Toxicol Chem ; 30(2): 309-18, 2011 Feb.
Artigo em Inglês | MEDLINE | ID: mdl-21086553

RESUMO

Normal transcriptomic patterns along the brain-pituitary-gonad-liver (BPGL) axis should be better characterized if endocrine-disrupting compound-induced changes in gene expression are to be understood. Female rainbow trout were studied over a complete year-long reproductive cycle. Tissue samples from pituitary, ovary, and liver were collected for microarray analysis using the 16K Genomic Research on Atlantic Salmon Project (GRASP) microarray and for quantitative polymerase chain reaction measures of estrogen receptor (ER) isoform messenger RNA (mRNA) levels. Plasma was collected to determine levels of circulating estradiol-17ß (E2), follicle-stimulating hormone (FSH), and luteinizing hormone (LH). As an a priori hypothesis, changes in gene expression were correlated to either circulating levels of E2, FSH, and LH, or ER mRNAs quantified by quantitative polymerase chain reaction. In the liver, most transcriptomic patterns correlated to levels of either E2, LH, or ERs. Fewer ovarian transcripts could be correlated to levels of E2, ERα, or FSH. No significant associations were obvious in the pituitary. As a post hoc hypothesis, changes in transcript abundance were compared with microarray features with known roles in gonadal maturation. Many altered transcripts in the ovary correlated to transcript levels of estradiol 17-beta-dehydrogenase 8 or 17 B HSD12, or to glycoprotein alpha chain 1 or 2. In the pituitary, genes involved with the growth axis (e.g., growth hormone, insulin-related growth factor binding protein) correlated with the most transcripts. These results suggest that transcriptional networks along the BPGL axis may be regulated by factors other than circulating steroid hormones.


Assuntos
Perfilação da Expressão Gênica , Oncorhynchus mykiss/fisiologia , Animais , Estradiol/sangue , Feminino , Hormônio Foliculoestimulante/sangue , Regulação da Expressão Gênica , Fígado/metabolismo , Hormônio Luteinizante/sangue , Análise de Sequência com Séries de Oligonucleotídeos , Oncorhynchus mykiss/genética , Ovário/metabolismo , Hipófise/metabolismo , Reação em Cadeia da Polimerase , Reprodução
10.
Arch Gen Psychiatry ; 66(9): 1013-21, 2009 Sep.
Artigo em Inglês | MEDLINE | ID: mdl-19736358

RESUMO

CONTEXT: Childhood mood disorders lack sufficient evidence-based treatments. While psychosocial treatments are recommended for both childhood depression and bipolar disorder, empirical support is scarce. OBJECTIVE: To determine whether adjunctive multifamily psychoeducational psychotherapy would improve outcome for children aged 8 to 12 years with depression or bipolar disorder. DESIGN: One hundred sixty-five children were studied in a randomized controlled trial of multifamily psychoeducational psychotherapy plus treatment as usual (n = 78) compared with a wait-list control (WLC) condition plus treatment as usual (n = 87). Assessments occurred at baseline and at 6, 12, and 18 months. Intervention occurred between baseline and 6 months for the immediate treatment group and between 12 and 18 months for the WLC group. SETTING: University medical center. PARTICIPANTS: Children were recruited from mental health and physical health care providers, media contacts, and word of mouth. All had a major mood disorder (major depressive disorder or dysthymic disorder, 30%; bipolar disorder type I, type II, or not otherwise specified, 70%). Intervention Children and 1 or more parents participated in eight 90-minute multifamily psychoeducational psychotherapy sessions. Parent and child groups met separately but began and ended sessions together. MAIN OUTCOME MEASURES: The Mood Severity Index (MSI) combines Mania Rating Scale and Children's Depression Rating Scale-Revised scores. RESULTS: Multifamily psychoeducational psychotherapy plus treatment as usual was associated with lower MSI scores at follow-up in intent-to-treat analyses compared with WLC plus treatment as usual (MSI: chi(2)(1) = 4.55; P = .03). The WLC group showed a similar decrease in MSI scores 1 year later, when also following their treatment (MSI decrease = 3.24 units per 6 months in the immediate treatment group and 3.50 units per 6 months in the WLC group). CONCLUSION: Brief, adjunctive psychoeducational group psychotherapy is associated with improved outcome for children aged 8 to 12 years with major mood disorders. Trial Registration clinicaltrials.gov Identifier: NCT00050557.


Assuntos
Educação em Saúde/métodos , Transtornos do Humor/terapia , Pais/educação , Psicoterapia de Grupo/métodos , Adulto , Fatores Etários , Transtorno Bipolar/diagnóstico , Transtorno Bipolar/terapia , Criança , Transtorno Depressivo Maior/diagnóstico , Transtorno Depressivo Maior/terapia , Terapia Familiar/métodos , Feminino , Humanos , Masculino , Transtornos do Humor/diagnóstico , Escalas de Graduação Psiquiátrica , Resultado do Tratamento , Listas de Espera
11.
Mol Cancer Ther ; 7(1): 1-9, 2008 Jan.
Artigo em Inglês | MEDLINE | ID: mdl-18187804

RESUMO

MicroRNAs are strongly implicated in such processes as development, carcinogenesis, cell survival, and apoptosis. It is likely, therefore, that they can also modulate sensitivity and resistance to anticancer drugs in substantial ways. To test this hypothesis, we studied the pharmacologic roles of three microRNAs previously implicated in cancer biology (let-7i, mir-16, and mir-21) and also used in silico methods to test pharmacologic microRNA effects more broadly. In the experimental system, we increased the expression of individual microRNAs by transfecting their precursors (which are active) or suppressed the expression by transfection of antisense oligomers. In three NCI-60 human cancer cell lines, a panel of 60 lines used for anticancer drug discovery, we assessed the growth-inhibitory potencies of 14 structurally diverse compounds with known anticancer activities. Changing the cellular levels of let-7i, mir-16, and mir-21 affected the potencies of a number of the anticancer agents by up to 4-fold. The effect was most prominent with mir-21, with 10 of 28 cell-compound pairs showing significant shifts in growth-inhibitory activity. Varying mir-21 levels changed potencies in opposite directions depending on compound class; indicating that different mechanisms determine toxic and protective effects. In silico comparison of drug potencies with microRNA expression profiles across the entire NCI-60 panel revealed that approximately 30 microRNAs, including mir-21, show highly significant correlations with numerous anticancer agents. Ten of those microRNAs have already been implicated in cancer biology. Our results support a substantial role for microRNAs in anticancer drug response, suggesting novel potential approaches to the improvement of chemotherapy.


Assuntos
Antineoplásicos/farmacologia , MicroRNAs/genética , Neoplasias/genética , Neoplasias/patologia , Antineoplásicos/química , Linhagem Celular Tumoral , Regulação para Baixo , Regulação Neoplásica da Expressão Gênica/genética , Humanos , Estrutura Molecular , RNA Mensageiro/genética , Regulação para Cima
12.
Mol Cancer Ther ; 6(5): 1483-91, 2007 May.
Artigo em Inglês | MEDLINE | ID: mdl-17483436

RESUMO

Advances in the understanding of cancer cell biology and response to drug treatment have benefited from new molecular technologies and methods for integrating information from multiple sources. The NCI-60, a panel of 60 diverse human cancer cell lines, has been used by the National Cancer Institute to screen >100,000 chemical compounds and natural product extracts for anticancer activity. The NCI-60 has also been profiled for mRNA and protein expression, mutational status, chromosomal aberrations, and DNA copy number, generating an unparalleled public resource for integrated chemogenomic studies. Recently, microRNAs have been shown to target particular sets of mRNAs, thereby preventing translation or accelerating mRNA turnover. To complement the existing NCI-60 data sets, we have measured expression levels of microRNAs in the NCI-60 and incorporated the resulting data into the CellMiner program package for integrative analysis. Cell line groupings based on microRNA expression were generally consistent with tissue type and with cell line clustering based on mRNA expression. However, mRNA expression seemed to be somewhat more informative for discriminating among tissue types than was microRNA expression. In addition, we found that there does not seem to be a significant correlation between microRNA expression patterns and those of known target transcripts. Comparison of microRNA expression patterns and compound potency patterns showed significant correlations, suggesting that microRNAs may play a role in chemoresistance. Combined with gene expression and other biological data using multivariate analysis, microRNA expression profiles may provide a critical link for understanding mechanisms involved in chemosensitivity and chemoresistance.


Assuntos
Ensaios de Seleção de Medicamentos Antitumorais/métodos , Regulação Neoplásica da Expressão Gênica , MicroRNAs , Neoplasias/genética , Linhagem Celular Tumoral , Aberrações Cromossômicas , Análise por Conglomerados , Análise Mutacional de DNA , Resistencia a Medicamentos Antineoplásicos , Humanos , Neoplasias/tratamento farmacológico , Neoplasias/metabolismo , RNA Mensageiro/metabolismo
13.
J Am Coll Surg ; 202(6): 897-905, 2006 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-16735203

RESUMO

BACKGROUND: Gastrinoma is a rare neuroendocrine tumor associated with ulcerogenic syndrome. The purpose of this study was to provide information on current controversies related to treatment, including staging, patient selection, and outcomes for surgical resection. STUDY DESIGN: A retrospective review of 106 patients with gastrinoma. Patients were classified as sporadic gastrinoma (SG) or MEN. End points of analysis included disease-free and disease-specific survival. Kaplan-Meier survival analysis was performed and significance (p < 0.05) was determined by Mantel-Haenszel log-rank test. RESULTS: Gastrinoma can be staged by TNM criteria into four groups (stage 0, I, II, and III), which had notably different survival curves, dependent on tumor size and distant metastases (p < 0.0001), but independent of lymph node metastases (p = 0.324). Surgical resection was possible in 72 patients (SG, n = 50; MEN, n = 22). Durable cure rate for SG was 26%, compared with 4% for MEN-1. Surgical resection achieving gross removal of all tumor resulted in improved survival in both SG and MEN patients (p < 0.0001). Improved survival was independent of a normal postoperative serum gastrin. Stage III was highly predictive of incomplete resection and the associated failure to improve survival (p = 0.0001). CONCLUSIONS: Staging provides a reliable method for the clinician to select patients for operation and to provide a prognosis, and should permit better comparisons of treatment between institutions. In the management of gastrinoma, it is recommended that SG and MEN patients with clinical stage I and II disease have surgical exploration, patients with stage III disease not have mandatory surgical treatment, and some stage 0 patients might not need routine surgical exploration.


Assuntos
Gastrinoma , Pancreatectomia/normas , Neoplasias Pancreáticas , Guias de Prática Clínica como Assunto , Intervalo Livre de Doença , Feminino , Seguimentos , Gastrinoma/epidemiologia , Gastrinoma/patologia , Gastrinoma/cirurgia , Humanos , Masculino , Pessoa de Meia-Idade , Recidiva Local de Neoplasia/epidemiologia , Estadiamento de Neoplasias/normas , Ohio/epidemiologia , Neoplasias Pancreáticas/epidemiologia , Neoplasias Pancreáticas/patologia , Neoplasias Pancreáticas/cirurgia , Estudos Retrospectivos , Taxa de Sobrevida/tendências , Fatores de Tempo
14.
J Am Acad Child Adolesc Psychiatry ; 45(6): 681-690, 2006 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-16721318

RESUMO

OBJECTIVE: Although the death of a parent is one of the most significant stressors a child can experience, the psychiatric sequelae of parental death are not fully understood. METHOD: A total of 360 parent-bereaved children (ages 6-17) and their surviving parents were directly interviewed four times during the first 2 years following the death (at 2, 6, 13, and 25 months). Data collection occurred from 1989 to 1996. Psychiatric symptomatology was compared among the bereaved children, 110 depressed children, and 128 community control children and their informant parents. Additional analyses examined simple bereavement without other stressors versus complex bereavement with other stressors and anticipated versus unanticipated death. RESULTS: Bereavement following parental death is associated with increased psychiatric problems in the first 2 years after death. Bereaved children are, however, less impaired than children diagnosed with clinical depression. Higher family socioeconomic status and lower surviving parents' level of depressive symptoms are associated with better outcomes. Complex bereavement was associated with a worse course, but anticipation of the death was not. CONCLUSIONS: Childhood bereavement from parental death is a significant stressor. Children who experience depression in combination with parental depression or in the context of other family stressors are at the most risk of depression and overall psychopathology.


Assuntos
Luto , Transtorno Depressivo/psicologia , Relações Pais-Filho , Criança , Estudos de Coortes , Humanos , Pais/psicologia , Fatores de Tempo
15.
Physiol Genomics ; 25(3): 355-63, 2006 May 16.
Artigo em Inglês | MEDLINE | ID: mdl-16554544

RESUMO

DNA microarray represents a powerful tool in biomedical discoveries. Harnessing the potential of this technology depends on the development and appropriate use of data mining and statistical tools. Significant current advances have made microarray data mining more versatile. Researchers are no longer limited to default choices that generate suboptimal results. Conflicting results in repeated experiments can be resolved through attention to the statistical details. In the current dynamic environment, there are many choices and potential pitfalls for researchers who intend to incorporate microarrays as a research tool. This review is intended to provide a simple framework to understand the choices and identify the pitfalls. Specifically, this review article discusses the choice of microarray platform, preprocessing raw data, differential expression and validation, clustering, annotation and functional characterization of genes, and pathway construction in light of emergent concepts and tools.


Assuntos
Interpretação Estatística de Dados , Perfilação da Expressão Gênica , Análise de Sequência com Séries de Oligonucleotídeos , Software , Análise por Conglomerados , Bases de Dados Genéticas , Armazenamento e Recuperação da Informação , Reprodutibilidade dos Testes
16.
Curr Drug Discov Technol ; 1(1): 37-47, 2004 Jan.
Artigo em Inglês | MEDLINE | ID: mdl-16472218

RESUMO

Each year large pharmaceutical companies produce massive amounts of primary screening data for lead discovery. To make better use of the vast amount of information in pharmaceutical databases, companies have begun to scrutinize the lead generation stage to ensure that more and better qualified lead series enter the downstream optimization and development stages. This article describes computational techniques for end to end analysis of large drug discovery screening sets. The analysis proceeds in three stages: In stage 1 the initial screening set is filtered to remove compounds that are unsuitable as lead compounds. In stage 2 local structural neighborhoods around active compound classes are identified, including similar but inactive compounds. In stage 3 the structure-activity relationships within local structural neighborhoods are analyzed. These processes are illustrated by analyzing two large, publicly available databases.


Assuntos
Desenho de Fármacos , Avaliação Pré-Clínica de Medicamentos , Farmacologia/tendências , Algoritmos , Interpretação Estatística de Dados , Bases de Dados Factuais , Preparações Farmacêuticas/classificação , Relação Estrutura-Atividade , Terminologia como Assunto
17.
J Med Chem ; 46(22): 4770-5, 2003 Oct 23.
Artigo em Inglês | MEDLINE | ID: mdl-14561096

RESUMO

We present a new method for constructing discriminating substructures by reassembling common medicinal chemistry building blocks. The algorithm can be parametrized to meet differing objectives: (1) to build features that discriminate for biological activity in a local structural neighborhood, (2) to build scaffolds for R-group analysis, (3) to construct cluster signatures that discriminate for membership in the cluster and provide a graphical representation for its members, and (4) to identify substructures that characterize major classes in a heterogeneous compound set. We illustrated the results of the algorithm on a literature dataset is of 118 compounds with in vitro inhibition data against recombinant human protein tyrosine phosphatase 1B (PTP-1B).


Assuntos
Desenho de Fármacos , Relação Quantitativa Estrutura-Atividade , Algoritmos , Inibidores Enzimáticos/química , Humanos , Proteína Tirosina Fosfatase não Receptora Tipo 1 , Proteínas Tirosina Fosfatases/antagonistas & inibidores , Proteínas Tirosina Fosfatases/química , Proteínas Recombinantes/química
18.
J Chem Inf Comput Sci ; 42(2): 393-404, 2002.
Artigo em Inglês | MEDLINE | ID: mdl-11911709

RESUMO

Statistical data mining methods have proven to be powerful tools for investigating correlations between molecular structure and biological activity. Recursive partitioning (RP), in particular, offers several advantages in mining large, diverse data sets resulting from high throughput screening. When used with binary molecular descriptors, the standard implementation of RP splits on single descriptors. We use simulated annealing (SA) to find combinations of molecular descriptors whose simultaneous presence best separates off the most active, chemically similar group of compounds. The search is incorporated into a recursive partitioning design to produce a regression tree for biological activity on the space of structural fingerprints. Each node is characterized by a specific combination of structural features, and the terminal nodes with high average activities correspond, roughly, to different classes of compounds. Using LeadScope structural features as descriptors to mine a database from the National Cancer Institute, the merging of RP and SA consistently identifies structurally homogeneous classes of highly potent anticancer agents.


Assuntos
Antineoplásicos/química , Algoritmos , Antineoplásicos/farmacologia , Linhagem Celular , Estrutura Molecular
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