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1.
Cell ; 186(5): 1013-1025.e24, 2023 03 02.
Artigo em Inglês | MEDLINE | ID: mdl-36827973

RESUMO

The emergence of drug-resistant tuberculosis has created an urgent need for new anti-tubercular agents. Here, we report the discovery of a series of macrolides called sequanamycins with outstanding in vitro and in vivo activity against Mycobacterium tuberculosis (Mtb). Sequanamycins are bacterial ribosome inhibitors that interact with the ribosome in a similar manner to classic macrolides like erythromycin and clarithromycin, but with binding characteristics that allow them to overcome the inherent macrolide resistance of Mtb. Structures of the ribosome with bound inhibitors were used to optimize sequanamycin to produce the advanced lead compound SEQ-9. SEQ-9 was efficacious in mouse models of acute and chronic TB as a single agent, and it demonstrated bactericidal activity in a murine TB infection model in combination with other TB drugs. These results support further investigation of this series as TB clinical candidates, with the potential for use in new regimens against drug-susceptible and drug-resistant TB.


Assuntos
Antituberculosos , Mycobacterium tuberculosis , Animais , Camundongos , Antituberculosos/farmacologia , Macrolídeos , Farmacorresistência Bacteriana , Claritromicina
2.
Am J Trop Med Hyg ; 105(1): 102-109, 2021 05 10.
Artigo em Inglês | MEDLINE | ID: mdl-33970884

RESUMO

Dengue patients with comorbidities may be at higher risk of death. In this cross-sectional study, healthcare databases from Mexico (2008-2014), Brazil (2008-2015), and Colombia (2009-2017) were used to identify hospitalized dengue cases and their comorbidities. Case fatality rates (CFRs), relative risk, and odds ratios (OR) for in-hospital mortality were determined. Overall, 678,836 hospitalized dengue cases were identified: 68,194 from Mexico, 532,821 from Brazil, and 77,821 from Colombia. Of these, 35%, 5%, and 18% were severe dengue, respectively. Severe dengue and age ≥ 46 years were associated with increased risk of in-hospital mortality. Comorbidities were identified in 8%, 1%, and 4% of cases in Mexico, Brazil, and Colombia, respectively. Comorbidities increased hospitalized dengue CFRs 3- to 17-fold; CFRs were higher with comorbidities regardless of dengue severity or age. The odds of in-hospital mortality were significantly higher in those with pulmonary disorders (11.6 [95% CI 7.4-18.2], 12.7 [95% CI 9.3-17.5], and 8.0 [95% CI 4.9-13.1] in Mexico, Brazil, and Colombia, respectively), ischemic heart disease (23.0 [95% CI 6.6-79.6], 5.9 [95% CI 1.4-24.6], and 7.0 [95% CI 1.9-25.5]), and renal disease/failure (8.3 [95% CI 4.8-14.2], 8.0 [95% CI 4.5-14.4], and 9.3 [95% CI 3.1-28.0]) across the three countries; the odds of in-hospital mortality from dengue with comorbidities was at least equivalent or higher than severe dengue alone (4.5 [95% CI 3.4-6.1], 9.6 [95% CI 8.6-10.6], and 9.0 [95% CI 6.8-12.0). In conclusion, the risk of death because of dengue increases with comorbidities independently of age and/or disease severity.


Assuntos
Doenças Cardiovasculares/epidemiologia , Dengue/complicações , Dengue/mortalidade , Diabetes Mellitus/epidemiologia , Doenças Urológicas/epidemiologia , Adolescente , Adulto , Brasil/epidemiologia , Criança , Pré-Escolar , Colômbia/epidemiologia , Comorbidade , Estudos Transversais , Dengue/epidemiologia , Humanos , Lactente , México/epidemiologia , Pessoa de Meia-Idade , Prevalência , Fatores de Risco , Adulto Jovem
3.
Vaccine ; 38(6): 1363-1369, 2020 02 05.
Artigo em Inglês | MEDLINE | ID: mdl-31879126

RESUMO

BACKGROUND: The World Health Organization defined a 'screen and vaccinate' strategy as its recommended policy for the licensed dengue vaccine (Dengvaxia, Sanofi Pasteur), so that only individuals with previous dengue infection are vaccinated. The objectives of the present study were to build upon a recently published analysis of the benefits and risks associated with dengue vaccination to evaluate the public health impact and cost-effectiveness of a screen and vaccinate strategy. METHODS: The current analysis was based on a previously reported transmission model and added, for the screening part, three rapid diagnostic tests with identical specificity (99%) but alternative sensitivities (50-70-90%) in the detection of prior dengue infection. The impact of a screen-and-vaccinate strategy considered nine settings representing different levels of transmission intensity. Outcomes (dengue-related hospitalizations, severe dengue, and symptomatic dengue) were assessed according to the level of transmission setting. The cost-effectiveness of vaccination in 10 endemic countries was also assessed. RESULTS: Although associated, in most cases, with a lower population impact than a 'no-screening' approach, a screen and vaccinate strategy is more effective in reducing the number of hospitalized and severe cases prevented per vaccination performed and generates positive health benefits for individuals screened and subsequently vaccinated. As a result, this intervention is cost-effective in all countries considered except for very low transmission settings. The overall population impact of a screen and vaccinate approach is also likely to be improved by the use of several rounds of screening (up to 48% reduction in dengue hospitalization over 10 years with 5 rounds). CONCLUSIONS: WHO recommended option of a screen and vaccinate policy is likely to have a positive impact both at the individual and population level across a wide range of transmission settings and has the potential to be as, if not more, cost-effective than a no screening strategy.


Assuntos
Análise Custo-Benefício , Vacinas contra Dengue/administração & dosagem , Dengue , Programas de Rastreamento/economia , Vacinação/economia , Dengue/diagnóstico , Dengue/prevenção & controle , Humanos , Dengue Grave/prevenção & controle
4.
Rev Invest Clin ; 71(3): 168-177, 2019.
Artigo em Inglês | MEDLINE | ID: mdl-31184332

RESUMO

BACKGROUND: The incidence of dengue in Mexico has increased in recent decades. It has been suggested that dengue outbreaks may compromise treatment quality in hospitals. OBJECTIVE: The objective of the study was to quantify the burden imposed by dengue on hospital services in Mexico. METHODS: We analyzed 19.2 million records contained in the database of hospital services of the Mexican Ministry of Health between 2008 and 2014. The number of admissions due to dengue was compared to other potentially preventable hospitalizations. Hospital departments were categorized to reflect dengue-related activity as high dengue activity (HDA), low dengue activity (LDA), or zero dengue activity departments, and the impact of dengue activity on general in-hospital mortality in HDA departments was assessed. RESULTS: Dengue was the cause of more hospital admissions than most of the potentially preventable prevalent acute and chronic conditions and other infectious diseases. In HDA departments, dengue patient load was found to be a significant risk factor for overall in-hospital mortality. There was an approximately two-fold higher dengue case-fatality rate in LDA versus HDA departments, irrespective of dengue severity. CONCLUSIONS: This study confirms that dengue is an important cause of hospitalization in Mexico and highlights the impact of dengue activity not only on dengue case-fatality rate but also on the overall in-hospital mortality.


Assuntos
Efeitos Psicossociais da Doença , Dengue/epidemiologia , Hospitalização/estatística & dados numéricos , Bases de Dados Factuais , Dengue/mortalidade , Mortalidade Hospitalar , Hospitais/estatística & dados numéricos , Humanos , Incidência , México/epidemiologia , Alta do Paciente
5.
Rev. invest. clín ; 71(3): 168-177, May.-Jun. 2019. tab, graf
Artigo em Inglês | LILACS | ID: biblio-1289684

RESUMO

Abstract Background The incidence of dengue in Mexico has increased in recent decades. It has been suggested that dengue outbreaks may compromise treatment quality in hospitals. Objective The objective of the study was to quantify the burden imposed by dengue on hospital services in Mexico. Methods We analyzed 19.2 million records contained in the database of hospital services of the Mexican Ministry of Health between 2008 and 2014. The number of admissions due to dengue was compared to other potentially preventable hospitalizations. Hospital departments were categorized to reflect dengue-related activity as high dengue activity (HDA), low dengue activity (LDA), or zero dengue activity departments, and the impact of dengue activity on general in-hospital mortality in HDA departments was assessed. Results Dengue was the cause of more hospital admissions than most of the potentially preventable prevalent acute and chronic conditions and other infectious diseases. In HDA departments, dengue patient load was found to be a significant risk factor for overall in-hospital mortality. There was an approximately two-fold higher dengue case-fatality rate in LDA versus HDA departments, irrespective of dengue severity. Conclusions This study confirms that dengue is an important cause of hospitalization in Mexico and highlights the impact of dengue activity not only on dengue case-fatality rate but also on the overall in-hospital mortality.


Assuntos
Humanos , Efeitos Psicossociais da Doença , Dengue/epidemiologia , Hospitalização/estatística & dados numéricos , Alta do Paciente , Incidência , Bases de Dados Factuais , Mortalidade Hospitalar , Dengue/mortalidade , Hospitais/estatística & dados numéricos , México/epidemiologia
6.
Expert Rev Vaccines ; 17(8): 753-763, 2018 08.
Artigo em Inglês | MEDLINE | ID: mdl-30063839

RESUMO

BACKGROUND: A case-cohort study, using a novel assay and data from three dengue vaccine efficacy trials, highlighted differences in vaccination outcomes according to baseline serostatus. Based on these results, we explored, with a model, the benefits and risks associated with vaccination. RESEARCH DESIGN AND METHODS: Parameters of a previously developed transmission model were estimated with subject-level data from a case-cohort study. The model was used to assess vaccination outcomes for a range of transmission settings over 5-30 years, with or without indirect protection. MAIN OUTCOME MEASURES: Symptomatic dengue cases, dengue hospitalizations, and severe dengue cases. RESULTS: The model is consistent with previous results indicating a transitory period at increased risk for dengue-seronegative vaccine recipients (setting-dependent duration) and long-term benefits for dengue-seropositive recipients. At the population level, benefits to seropositive individuals over 10 years outweighed the risk to those seronegative in moderate to high transmission settings (≥50% seropositivity at age 9), especially in high transmission settings (no excess hospitalizations in dengue-seronegative for ≥80% seropositivity at age 9). Results were more favorable when longer time horizons or indirect protection were considered. CONCLUSIONS: Results indicate a public health benefit associated with dengue vaccination especially in high-transmission settings, even with the initial excess risks to dengue-seronegative patients which diminish over time.


Assuntos
Vacinas contra Dengue/administração & dosagem , Dengue/prevenção & controle , Modelos Teóricos , Vacinação , Adolescente , Criança , Pré-Escolar , Ensaios Clínicos como Assunto , Estudos de Coortes , Dengue/epidemiologia , Dengue/transmissão , Vacinas contra Dengue/imunologia , Hospitalização/estatística & dados numéricos , Humanos , Saúde Pública , Estudos Soroepidemiológicos , Dengue Grave/epidemiologia , Dengue Grave/prevenção & controle , Dengue Grave/transmissão , Fatores de Tempo
7.
Mem Inst Oswaldo Cruz ; 113(8): e180082, 2018 Jul 23.
Artigo em Inglês | MEDLINE | ID: mdl-30043823

RESUMO

Dengue remains an unmet public health burden. We determined risk factors for dengue in-hospital mortality in Brazil. Of 326,380 hospitalised dengue cases in 9-45-year-old individuals, there were 971 deaths. Risk of dying was 11-times higher in the presence of underlying common comorbidities (renal, infectious, pulmonary disease and diabetes), similar to the risk of dying from severe dengue and much higher with the combination. Ensuring access to integrated dengue preventative measures in individuals aged ≥ 9 years including those with comorbidities may help achieve the WHO objective of 50% reduction in mortality and 25% reduction in morbidity due to dengue by 2020.


Assuntos
Dengue/epidemiologia , Mortalidade Hospitalar , Adolescente , Adulto , Brasil/epidemiologia , Criança , Comorbidade , Dengue/mortalidade , Feminino , Humanos , Nefropatias/mortalidade , Masculino , Pessoa de Meia-Idade , Prevalência , Estudos Retrospectivos , Fatores de Risco , Dengue Grave/diagnóstico , Dengue Grave/mortalidade , Análise de Sobrevida , Adulto Jovem
8.
Vaccine ; 36(3): 413-420, 2018 01 08.
Artigo em Inglês | MEDLINE | ID: mdl-29229427

RESUMO

Following publication of results from two phase-3 clinical trials in 10 countries or territories, endemic countries began licensing the first dengue vaccine in 2015. Using a published mathematical model, we evaluated the cost-effectiveness of dengue vaccination in populations similar to those at the trial sites in those same Latin American and Asian countries. Our main scenarios (30-year horizon, 80% coverage) entailed 3-dose routine vaccinations costing US$20/dose beginning at age 9, potentially supplemented by catch-up programs of 4- or 8-year cohorts. We obtained illness costs per case, dengue mortality, vaccine wastage, and vaccine administration costs from the literature. We estimated that routine vaccination would reduce yearly direct and indirect illness cost per capita by 22% (from US$10.51 to US$8.17) in the Latin American countries and by 23% (from US$5.78 to US$4.44) in the Asian countries. Using a health system perspective, the incremental cost-effectiveness ratio (ICER) averaged US$4,216/disability-adjusted life year (DALY) averted in the five Latin American countries (range: US$666/DALY in Puerto Rico to US$5,865/DALY in Mexico). In the five Asian countries, the ICER averaged US$3,751/DALY (range: US$1,935/DALY in Malaysia to US$5,101/DALY in the Philippines). From a health system perspective, the vaccine proved to be highly cost effective (ICER under one times the per capita GDP) in seven countries and cost effective (ICER 1-3 times the per capita GDP) in the remaining three countries. From a societal perspective, routine vaccination proved cost-saving in three countries. Including catch-up campaigns gave similar ICERs. Thus, this vaccine could have a favorable economic value in sites similar to those in the trials.


Assuntos
Análise Custo-Benefício , Vacinas contra Dengue/economia , Dengue/epidemiologia , Dengue/prevenção & controle , Doenças Endêmicas/prevenção & controle , Vacinação/economia , Adolescente , Ásia/epidemiologia , Criança , Vacinas contra Dengue/administração & dosagem , Humanos , América Latina/epidemiologia , Modelos Teóricos
9.
Mem. Inst. Oswaldo Cruz ; 113(8): e180082, 2018. tab
Artigo em Inglês | LILACS | ID: biblio-1040600

RESUMO

Dengue remains an unmet public health burden. We determined risk factors for dengue in-hospital mortality in Brazil. Of 326,380 hospitalised dengue cases in 9-45-year-old individuals, there were 971 deaths. Risk of dying was 11-times higher in the presence of underlying common comorbidities (renal, infectious, pulmonary disease and diabetes), similar to the risk of dying from severe dengue and much higher with the combination. Ensuring access to integrated dengue preventative measures in individuals aged ≥ 9 years including those with comorbidities may help achieve the WHO objective of 50% reduction in mortality and 25% reduction in morbidity due to dengue by 2020.


Assuntos
Humanos , Masculino , Feminino , Criança , Adolescente , Adulto , Pessoa de Meia-Idade , Adulto Jovem , Mortalidade Hospitalar , Dengue/epidemiologia , Brasil/epidemiologia , Comorbidade , Análise de Sobrevida , Prevalência , Estudos Retrospectivos , Fatores de Risco , Dengue Grave/diagnóstico , Dengue Grave/mortalidade , Dengue/mortalidade , Nefropatias/mortalidade , Pessoa de Meia-Idade
10.
Vaccine ; 34(50): 6426-6435, 2016 12 07.
Artigo em Inglês | MEDLINE | ID: mdl-27601343

RESUMO

BACKGROUND: A tetravalent dengue vaccine demonstrated its protective efficacy in two phase III efficacy studies. Results from these studies were used to derive vaccination impact in the five Asian (Indonesia, Malaysia, Philippines, Thailand, Vietnam) and the five Latin American countries (Brazil, Colombia, Honduras, Mexico and Puerto Rico) participating in these trials. METHODS: Vaccination impact was investigated with an age-structured, host-vector, serotype-specific compartmental model. Parameters related to vaccine efficacy and levels of dengue transmission were estimated using data collected during the phase III efficacy studies. Several vaccination programs, including routine vaccination at different ages with and without large catch-up campaigns, were investigated. RESULTS: All vaccination programs explored translated into significant reductions in dengue cases at the population level over the first 10years following vaccine introduction and beyond. The most efficient age for vaccination varied according to transmission intensity and 9years was close to the most efficient age across all settings. The combination of routine vaccination and large catch-up campaigns was found to enable a rapid reduction of dengue burden after vaccine introduction. CONCLUSION: Our analysis suggests that dengue vaccination can significantly reduce the public health impact of dengue in countries where the disease is endemic.


Assuntos
Vacinas contra Dengue/administração & dosagem , Vacinas contra Dengue/imunologia , Dengue/prevenção & controle , Dengue/transmissão , Transmissão de Doença Infecciosa/prevenção & controle , Adolescente , Adulto , Idoso , Idoso de 80 Anos ou mais , Ásia , Criança , Pré-Escolar , Ensaios Clínicos Fase III como Assunto , Feminino , Humanos , Lactente , Recém-Nascido , América Latina , Masculino , Pessoa de Meia-Idade , Resultado do Tratamento , Adulto Jovem
11.
MAbs ; 8(5): 867-78, 2016 07.
Artigo em Inglês | MEDLINE | ID: mdl-26984268

RESUMO

Bispecific immunoglobulins (Igs) typically contain at least two distinct variable domains (Fv) that bind to two different target proteins. They are conceived to facilitate clinical development of biotherapeutic agents for diseases where improved clinical outcome is obtained or expected by combination therapy compared to treatment by single agents. Almost all existing formats are linear in their concept and differ widely in drug-like and manufacture-related properties. To overcome their major limitations, we designed cross-over dual variable Ig-like proteins (CODV-Ig). Their design is akin to the design of circularly closed repeat architectures. Indeed, initial results showed that the traditional approach of utilizing (G4S)x linkers for biotherapeutics design does not identify functional CODV-Igs. Therefore, we applied an unprecedented molecular modeling strategy for linker design that consistently results in CODV-Igs with excellent biochemical and biophysical properties. CODV architecture results in a circular self-contained structure functioning as a self-supporting truss that maintains the parental antibody affinities for both antigens without positional effects. The format is universally suitable for therapeutic applications targeting both circulating and membrane-localized proteins. Due to the full functionality of the Fc domains, serum half-life extension as well as antibody- or complement-dependent cytotoxicity may support biological efficiency of CODV-Igs. We show that judicious choice in combination of epitopes and paratope orientations of bispecific biotherapeutics is anticipated to be critical for clinical outcome. Uniting the major advantages of alternative bispecific biotherapeutics, CODV-Igs are applicable in a wide range of disease areas for fast-track multi-parametric drug optimization.


Assuntos
Anticorpos Biespecíficos/biossíntese , Desenho de Fármacos , Modelos Moleculares , Humanos , Engenharia de Proteínas/métodos
12.
Vaccine ; 34(50): 6417-6425, 2016 12 07.
Artigo em Inglês | MEDLINE | ID: mdl-26614588

RESUMO

BACKGROUND: A tetravalent dengue vaccine was shown to be efficacious against symptomatic dengue in two phase III efficacy studies performed in five Asian and five Latin American countries. The objective here was to estimate key parameters of a dengue transmission model using the data collected during these studies. METHODS: Parameter estimation was based on a Sequential Monte Carlo approach and used a cohort version of the transmission model. Serotype-specific basic reproduction numbers were derived for each country. Parameters related to serotype interactions included duration of cross-protection and level of cross-enhancement characterized by differences in symptomaticity for primary, secondary and post-secondary infections. We tested several vaccine efficacy profiles and simulated the evolution of vaccine efficacy over time for the scenarios providing the best fit to the data. RESULTS: Two reference scenarios were identified. The first included temporary cross-protection and the second combined cross-protection and cross-enhancement upon wild-type infection and following vaccination. Both scenarios were associated with differences in efficacy by serotype, higher efficacy for pre-exposed subjects and against severe dengue, increase in efficacy with doses for naïve subjects and by a more important waning of vaccine protection for subjects when naïve than when pre-exposed. Over 20 years, the median reduction of dengue risk induced by the direct protection conferred by the vaccine ranged from 24% to 47% according to country for the first scenario and from 34% to 54% for the second. CONCLUSION: Our study is an important first step in deriving a general framework that combines disease dynamics and mechanisms of vaccine protection that could be used to assess the impact of vaccination at a population level.


Assuntos
Vacinas contra Dengue/administração & dosagem , Vacinas contra Dengue/imunologia , Dengue/prevenção & controle , Dengue/transmissão , Transmissão de Doença Infecciosa/prevenção & controle , Ásia , Número Básico de Reprodução , Ensaios Clínicos Fase III como Assunto , Humanos , América Latina , Modelos Estatísticos , Resultado do Tratamento
13.
J Chem Inf Model ; 52(8): 2204-14, 2012 Aug 27.
Artigo em Inglês | MEDLINE | ID: mdl-22788756

RESUMO

The implementation of a structure based virtual affinity maturation protocol and evaluation of its predictivity are presented. The in silico protocol is based on conformational sampling of the interface residues (using the Dead End Elimination/A* algorithm), followed by the estimation of the change of free energy of binding due to a point mutation, applying MM/PBSA calculations. Several implementations of the protocol have been evaluated for 173 mutations in 7 different protein complexes for which experimental data were available: the use of the Boltzamnn averaged predictor based on the free energy of binding (ΔΔG(*)) combined with the one based on its polar component only (ΔΔE(pol*)) led to the proposal of a subset of mutations out of which 45% would have successfully enhanced the binding. When focusing on those mutations that are less likely to be introduced by natural in vivo maturation methods (99 mutations with at least two base changes in the codon), the success rate is increased to 63%. In another evaluation, focusing on 56 alanine scanning mutations, the in silico protocol was able to detect 89% of the hot-spots.


Assuntos
Biologia Computacional/métodos , Engenharia de Proteínas/métodos , Proteínas/metabolismo , Proteínas/uso terapêutico , Interface Usuário-Computador , Modelos Moleculares , Mutação Puntual , Conformação Proteica , Proteínas/química , Proteínas/genética , Termodinâmica
14.
J Chem Inf Model ; 50(12): 2191-200, 2010 Dec 27.
Artigo em Inglês | MEDLINE | ID: mdl-20828173

RESUMO

A large-scale evaluation and comparison of four cavity detection algorithms was carried out. The algorithms SiteFinder, fpocket, PocketFinder, and SiteMap were evaluated on a protein test set containing 5416 protein-ligand complexes and 9900 apo forms, corresponding to a subset of the set used earlier for benchmarking the PocketFinder algorithm. For the holo structures, all four algorithms correctly identified a similar amount of pockets (around 95%). SiteFinder, using optimized parameters, SiteMap, and fpocket showed similar pocket ranking performance, which was defined by ranking the correct binding site on rank 1 of the predictions or within the first 5 ranks of the predictions. On the apo structures, PocketFinder especially and also SiteFinder (optimized parameters) performed best, identifying 96% and 84% of all binding sites, respectively. The fpocket program predicts binding sites most accurately among the algorithms evaluated here. SiteFinder needed an average calculation time of 1.6 s compared with 2 min for SiteMap and around 2 s for fpocket.


Assuntos
Algoritmos , Biologia Computacional/métodos , Sítios de Ligação , Ligantes , Modelos Moleculares , Proteínas/química , Proteínas/metabolismo , Software
15.
J Chem Inf Comput Sci ; 44(6): 2157-66, 2004.
Artigo em Inglês | MEDLINE | ID: mdl-15554686

RESUMO

We have designed four generations of a low molecular weight fragment library for use in NMR-based screening against protein targets. The library initially contained 723 fragments which were selected manually from the Available Chemicals Directory. A series of in silico filters and property calculations were developed to automate the selection process, allowing a larger database of 1.79 M available compounds to be searched for a further 357 compounds that were added to the library. A kinase binding pharmacophore was then derived to select 174 kinase-focused fragments. Finally, an additional 61 fragments were selected to increase the number of different pharmacophores represented within the library. All of the fragments added to the library passed quality checks to ensure they were suitable for the screening protocol, with appropriate solubility, purity, chemical stability, and unambiguous NMR spectrum. The successive generations of libraries have been characterized through analysis of structural properties (molecular weight, lipophilicity, polar surface area, number of rotatable bonds, and hydrogen-bonding potential) and by analyzing their pharmacophoric complexity. These calculations have been used to compare the fragment libraries with a drug-like reference set of compounds and a set of molecules that bind to protein active sites. In addition, an analysis of the overall results of screening the library against the ATP binding site of two protein targets (HSP90 and CDK2) reveals different patterns of fragment binding, demonstrating that the approach can find selective compounds that discriminate between related binding sites.


Assuntos
Bases de Dados Factuais , Proteínas/química , Algoritmos , Espectroscopia de Ressonância Magnética , Estrutura Molecular , Software , Relação Estrutura-Atividade
16.
J Chem Inf Comput Sci ; 44(1): 276-85, 2004.
Artigo em Inglês | MEDLINE | ID: mdl-14741037

RESUMO

Using classification (SOM, LVQ, Binary, Decision Tree) and regression algorithms (PLS, BRANN, k-NN, Linear), this paper details the building of eight 2D-QSAR models from a 266 COX-2 inhibitor training set. The predictive performances of these eight models were subsequently compared using an 88 COX-2 inhibitor test set. Each ligand is described by 52 2D descriptors expressed as van der Waals Surface Areas (P_VSA) and its COX-2 binding IC50. One of our best predictive models is the neural network model (BRANN), which is able to select a subset, from the 88 ligand test set, that contains 94% COX-2 active inhibitors (pIC50>7.5) and detects 71% of all the actives. We then introduce a QSAR consensus prediction protocol that is shown to be more predictive than any single QSAR model: our C3 consensus approach is able to select a subset from the 88 ligand test set that contains 94% active inhibitors and 83% of all the actives. The 2D QSAR consensus protocol was finally applied to the high-throughput virtual screening of the NCI database, containing 193,477 organic compounds.


Assuntos
Inibidores de Ciclo-Oxigenase/farmacologia , Sistemas de Gerenciamento de Base de Dados , Isoenzimas/efeitos dos fármacos , Prostaglandina-Endoperóxido Sintases/efeitos dos fármacos , Ciclo-Oxigenase 2 , Inibidores de Ciclo-Oxigenase 2 , National Institutes of Health (U.S.) , Relação Quantitativa Estrutura-Atividade , Estados Unidos
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