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1.
Drug Metab Dispos ; 52(7): 582-596, 2024 Jun 17.
Artigo em Inglês | MEDLINE | ID: mdl-38697852

RESUMO

The International Consortium for Innovation and Quality in Pharmaceutical Development Transporter Working Group had a rare opportunity to analyze a crosspharma collation of in vitro data and assay methods for the evaluation of drug transporter substrate and inhibitor potential. Experiments were generally performed in accordance with regulatory guidelines. Discrepancies, such as not considering the impact of preincubation for inhibition and free or measured in vitro drug concentrations, may be due to the retrospective nature of the dataset and analysis. Lipophilicity was a frequent indicator of crosstransport inhibition (P-gp, BCRP, OATP1B, and OCT1), with high molecular weight (MW ≥500 Da) also common for OATP1B and BCRP inhibitors. A high level of overlap in in vitro inhibition across transporters was identified for BCRP, OATP1B1, and MATE1, suggesting that prediction of DDIs for these transporters will be common. In contrast, inhibition of OAT1 did not coincide with inhibition of any other transporter. Neutrals, bases, and compounds with intermediate-high lipophilicity tended to be P-gp and/or BCRP substrates, whereas compounds with MW <500 Da tended to be OAT3 substrates. Interestingly, the majority of in vitro inhibitors were not reported to be followed up with a clinical study by the submitting company, whereas those compounds identified as substrates generally were. Approaches to metabolite testing were generally found to be similar to parent testing, with metabolites generally being equally or less potent than parent compounds. However, examples where metabolites inhibited transporters in vitro were identified, supporting the regulatory requirement for in vitro testing of metabolites to enable integrated clinical DDI risk assessment. SIGNIFICANCE STATEMENT: A diverse dataset showed that transporter inhibition often correlated with lipophilicity and molecular weight (>500 Da). Overlapping transporter inhibition was identified, particularly that inhibition of BCRP, OATP1B1, and MATE1 was frequent if the compound inhibited other transporters. In contrast, inhibition of OAT1 did not correlate with the other drug transporters tested.


Assuntos
Indústria Farmacêutica , Proteínas de Membrana Transportadoras , Humanos , Indústria Farmacêutica/métodos , Proteínas de Membrana Transportadoras/metabolismo , Desenvolvimento de Medicamentos/métodos , Interações Medicamentosas/fisiologia , Preparações Farmacêuticas/metabolismo , Transporte Biológico/fisiologia , Inquéritos e Questionários , Animais
2.
J Struct Biol ; 216(1): 108059, 2024 03.
Artigo em Inglês | MEDLINE | ID: mdl-38160703

RESUMO

Cryogenic electron microscopy maps are valuable for determining macromolecule structures. A proper quality assessment method is essential for cryo-EM map selection or revision. This article presents DeepQs, a novel approach to estimate local quality for 3D cryo-EM density maps, using a deep-learning algorithm based on map-model fit score. DeepQs is a parameter-free method for users and incorporates structural information between map and its related atomic model into well-trained models by deep learning. More specifically, the DeepQs approach leverages the interplay between map and atomic model through predefined map-model fit score, Q-score. DeepQs can get close results to the ground truth map-model fit scores with only cryo-EM map as input. In experiments, DeepQs demonstrates the lowest root mean square error with standard method Fourier shell correlation metric and high correlation with map-model fit score, Q-score, when compared with other local quality estimation methods in high-resolution dataset (<=5 Å). DeepQs can also be applied to evaluate the quality of the post-processed maps. In both cases, DeepQs runs faster by using GPU acceleration. Our program is available at http://www.csbio.sjtu.edu.cn/bioinf/DeepQs for academic use.


Assuntos
Aprendizado Profundo , Microscopia Crioeletrônica/métodos , Modelos Moleculares , Microscopia Eletrônica , Algoritmos , Conformação Proteica
3.
BMJ Open ; 13(12): e074348, 2023 12 30.
Artigo em Inglês | MEDLINE | ID: mdl-38159955

RESUMO

OBJECTIVE: We aimed to examine trends in overall mortality rates for liver cancer and those within subgroups according to sex, age, aetiological factors and modifiable risk factors in China from 1990 to 2019. DESIGN: The design of this study involved analysing liver cancer mortality rates in China from 1990 to 2019 using joinpoint regression analysis to identify significant changes in mortality rates. Annual percentage changes (APCs) and 95% CIs were used to quantify the magnitude of changes in mortality rates. The study also conducted subgroup analyses based on sex, age, aetiological factors and risk factors to better understand trends in liver cancer mortality rates. RESULTS: The age-standardised mortality from liver cancer in China first increased from 28.12 to 31.54 deaths per 100 000 population in 1990-1996 (APC=2.1%, 95% CI: 1.5% to 2.6%), then dropped at varying rates (1996-2000, APC=-3.7%, 95% CI: -5.2% to -2.1%; 2000-2004, APC=-17.4%, 95% CI: -18.7% to -16.1%; 2004-2007, APC=-5.4%, 95% CI: -8.3% to -2.3%; and 2007-2012, APC=-1.4%, 95% CI: -2.3% to -0.4%), and began to increase again after 2012 (APC=1.3%, 95% CI: 0.9% to 1.7%). Hepatitis B and C virus infections accounted for 63% and 18% of liver cancer-related deaths, respectively, in China from 1990 to 2019. Smoking, drug use, alcohol use and elevated body mass index were the four leading risk factors for liver cancer mortality in China during the study period. Notable variations in both liver cancer mortality rates and changes in mortality rates were observed across sexes and age groups. CONCLUSIONS: The age-standardised liver cancer mortality rate in China significantly decreased from 1996 to 2019. The major differences in liver cancer mortality rates and inconsistent changes in mortality rates between 1990 and 2019 merit the attention of researchers and policymakers.


Assuntos
Hepatite B , Neoplasias Hepáticas , Humanos , Carga Global da Doença , Fatores de Risco , China/epidemiologia , Incidência , Mortalidade
4.
Clin Pharmacol Ther ; 114(6): 1170-1183, 2023 12.
Artigo em Inglês | MEDLINE | ID: mdl-37750401

RESUMO

Drug-drug interactions (DDIs) involving hepatic organic anion transporting polypeptides 1B1/1B3 (OATP1B) can be substantial, however, challenges remain for predicting interaction risk. Emerging evidence suggests that endogenous biomarkers, particularly coproporphyrin-I (CP-I), can be used to assess in vivo OATP1B activity. The present work under the International Consortium for Innovation and Quality in Pharmaceutical Development was aimed primarily at assessing CP-I as a biomarker for informing OATP1B DDI risk. Literature and unpublished CP-I data along with pertinent in vitro and clinical DDI information were collected to identify DDIs primarily involving OATP1B inhibition and assess the relationship between OATP1B substrate drug and CP-I exposure changes. Static models to predict changes in exposure of CP-I, as a selective OATP1B substrate, were also evaluated. Significant correlations were observed between CP-I area under the curve ratio (AUCR) or maximum concentration ratio (Cmax R) and AUCR of substrate drugs. In general, the CP-I Cmax R was equal to or greater than the CP-I AUCR. CP-I Cmax R < 1.25 was associated with absence of OATP1B-mediated DDIs (AUCR < 1.25) with no false negative predictions. CP-I Cmax R < 2 was associated with weak OATP1B-mediated DDIs (AUCR < 2). A correlation was identified between CP-I exposure changes and OATP1B1 static DDI predictions. Recommendations for collecting and interpreting CP-I data are discussed, including a decision tree for guiding DDI risk assessment. In conclusion, measurement of CP-I is recommended to inform OATP1B inhibition potential. The current analysis identified changes in CP-I exposure that may be used to prioritize, delay, or replace clinical DDI studies.


Assuntos
Coproporfirinas , Transportadores de Ânions Orgânicos , Humanos , Coproporfirinas/metabolismo , Transportador 1 de Ânion Orgânico Específico do Fígado , Interações Medicamentosas , Biomarcadores , Indústria Farmacêutica
5.
Bioinformatics ; 39(4)2023 04 03.
Artigo em Inglês | MEDLINE | ID: mdl-36961341

RESUMO

MOTIVATION: Generating molecules of high quality and drug-likeness in the vast chemical space is a big challenge in the drug discovery. Most existing molecule generative methods focus on diversity and novelty of molecules, but ignoring drug potentials of the generated molecules during the generation process. RESULTS: In this study, we present a novel de novo multiobjective quality assessment-based drug design approach (QADD), which integrates an iterative refinement framework with a novel graph-based molecular quality assessment model on drug potentials. QADD designs a multiobjective deep reinforcement learning pipeline to generate molecules with multiple desired properties iteratively, where a graph neural network-based model for accurate molecular quality assessment on drug potentials is introduced to guide molecule generation. Experimental results show that QADD can jointly optimize multiple molecular properties with a promising performance and the quality assessment module is capable of guiding the generated molecules with high drug potentials. Furthermore, applying QADD to generate novel molecules binding to a biological target protein DRD2 also demonstrates the algorithm's efficacy. AVAILABILITY AND IMPLEMENTATION: QADD is freely available online for academic use at https://github.com/yifang000/QADD or http://www.csbio.sjtu.edu.cn/bioinf/QADD.


Assuntos
Redes Neurais de Computação , Proteínas , Modelos Moleculares , Desenho de Fármacos
6.
Brief Bioinform ; 24(2)2023 03 19.
Artigo em Inglês | MEDLINE | ID: mdl-36736352

RESUMO

Great improvement has been brought to protein tertiary structure prediction through deep learning. It is important but very challenging to accurately rank and score decoy structures predicted by different models. CASP14 results show that existing quality assessment (QA) approaches lag behind the development of protein structure prediction methods, where almost all existing QA models degrade in accuracy when the target is a decoy of high quality. How to give an accurate assessment to high-accuracy decoys is particularly useful with the available of accurate structure prediction methods. Here we propose a fast and effective single-model QA method, QATEN, which can evaluate decoys only by their topological characteristics and atomic types. Our model uses graph neural networks and attention mechanisms to evaluate global and amino acid level scores, and uses specific loss functions to constrain the network to focus more on high-precision decoys and protein domains. On the CASP14 evaluation decoys, QATEN performs better than other QA models under all correlation coefficients when targeting average LDDT. QATEN shows promising performance when considering only high-accuracy decoys. Compared to the embedded evaluation modules of predicted ${C}_{\alpha^{-}} RMSD$ (pRMSD) in RosettaFold and predicted LDDT (pLDDT) in AlphaFold2, QATEN is complementary and capable of achieving better evaluation on some decoy structures generated by AlphaFold2 and RosettaFold. These results suggest that the new QATEN approach can be used as a reliable independent assessment algorithm for high-accuracy protein structure decoys.


Assuntos
Redes Neurais de Computação , Proteínas , Proteínas/química , Algoritmos , Aminoácidos , Domínios Proteicos , Conformação Proteica , Biologia Computacional/métodos
7.
J Pharmacol Exp Ther ; 376(1): 29-39, 2021 01.
Artigo em Inglês | MEDLINE | ID: mdl-33127749

RESUMO

Expression and functional changes in the organic anion transporting polypeptide (OATP)-multidrug resistance-associated protein (MRP) axis of transporters are well reported in patients with nonalcoholic steatohepatitis (NASH). These changes can impact plasma and tissue disposition of endo- and exogenous compounds. The transporter alterations are often assessed by administration of a xenobiotic or by transporter proteomic analysis from liver biopsies. Using gene expression, proteomics, and endogenous biomarkers, we show that the gene expression and activity of OATP and MRP transporters are associated with disease progression and recovery in humans and in preclinical animal models of NASH. Decreased OATP and increased MRP3/4 gene expression in two cohorts of patients with steatosis and NASH, as well as gene and protein expression in multiple NASH rodent models, have been established. Coproporphyrin I and III (CP I and III) were established as substrates of MRP4. CP I plasma concentration increased significantly in four animal models of NASH, indicating the transporter changes. Up to a 60-fold increase in CP I plasma concentration was observed in the mouse bile duct-ligated model compared with sham controls. In the choline-deficient amino acid-defined high-fat diet (CDAHFD) model, CP I plasma concentrations increased by >3-fold compared with chow diet-fed mice. In contrast, CP III plasma concentrations remain unaltered in the CDAHFD model, although they increased in the other three NASH models. These results suggest that tracking CP I plasma concentrations can provide transporter modulation information at a functional level in NASH animal models and in patients. SIGNIFICANCE STATEMENT: Our analysis demonstrates that multidrug resistance-associated protein 4 (MRP4) transporter gene expression tracks with nonalcoholic steatohepatitis (NASH) progression and intervention in patients. Additionally, we show that coproporphyrin I and III (CP I and III) are substrates of MRP4. CP I plasma and liver concentrations increase in different diet- and surgery-induced rodent NASH models, likely explained by both gene- and protein-level changes in transporters. CP I and III are therefore potential plasma-based biomarkers that can track NASH progression in preclinical models and in humans.


Assuntos
Coproporfirinas/metabolismo , Proteínas Associadas à Resistência a Múltiplos Medicamentos/metabolismo , Hepatopatia Gordurosa não Alcoólica/metabolismo , Proteínas Angiogênicas/genética , Proteínas Angiogênicas/metabolismo , Animais , Coproporfirinas/sangue , Humanos , Masculino , Camundongos , Camundongos Endogâmicos C57BL , Proteínas Associadas à Resistência a Múltiplos Medicamentos/genética , Ligação Proteica , Ratos , Ratos Sprague-Dawley , Células Sf9 , Spodoptera
8.
Basic Clin Pharmacol Toxicol ; 128(2): 305-314, 2021 Feb.
Artigo em Inglês | MEDLINE | ID: mdl-32991776

RESUMO

The purpose of our study was to develop a simple clinical pre-procedure risk model based on clinical characteristics for the prediction of contrast-induced nephropathy (CIN) and major adverse cardiac events (MACEs) after percutaneous coronary intervention (PCI) in patients with diabetes. A total of 1113 patients with diabetes who underwent PCI with contrast exposure were randomized into a development group (n = 742) and a validation group (n = 371) in a 2:1 ratio. CIN was defined as an increase of either 25% or 0.5 mg/dL (44.2 µmol/L) in serum creatinine within 72 hours after contrast infusion. A simple CIN risk score based on independent predictors was established. Four variables were identified for our risk score model: LVEF < 40%, acute coronary syndrome (ACS), eGFR < 60, and contrast volume > 300 mL. Based on this new CIN risk score, the incidence of CIN had a significant trend with increased predicting score values of 5.9%, 32.9% and 60.0%, corresponding to low-, moderate- and high-risk groups, respectively. The novel risk assessment exhibited moderate discrimination ability for predicting CIN, with an AUC of 0.759 [95% CI 0.668-0.852, P = .001] in the validation cohort. It also had similar prognostic values for one-year follow-up MACE (C-statistic: 0.705 and 0.606 for new risk score and Mehran score, respectively). This novel risk prediction model could be effective for preventing nephropathy in diabetic patients receiving contrast media during surgical procedures.


Assuntos
Síndrome Coronariana Aguda/terapia , Meios de Contraste/efeitos adversos , Doença da Artéria Coronariana/terapia , Técnicas de Apoio para a Decisão , Diabetes Mellitus , Nefropatias/induzido quimicamente , Intervenção Coronária Percutânea/efeitos adversos , Síndrome Coronariana Aguda/diagnóstico por imagem , Síndrome Coronariana Aguda/epidemiologia , Síndrome Coronariana Aguda/fisiopatologia , Idoso , Doença da Artéria Coronariana/diagnóstico por imagem , Doença da Artéria Coronariana/epidemiologia , Doença da Artéria Coronariana/fisiopatologia , Bases de Dados Factuais , Diabetes Mellitus/diagnóstico , Diabetes Mellitus/epidemiologia , Feminino , Humanos , Incidência , Nefropatias/diagnóstico , Nefropatias/epidemiologia , Masculino , Pessoa de Meia-Idade , Valor Preditivo dos Testes , Distribuição Aleatória , Reprodutibilidade dos Testes , Estudos Retrospectivos , Medição de Risco , Fatores de Risco , Volume Sistólico , Resultado do Tratamento , Função Ventricular Esquerda
9.
Spine (Phila Pa 1976) ; 45(24): E1645-E1652, 2020 Dec 15.
Artigo em Inglês | MEDLINE | ID: mdl-32947494

RESUMO

STUDY DESIGN: A cross-sectional study. OBJECTIVE: To assess the effectiveness of a new assessment tool, myelopathy-hand functional evaluation system (MFES), in evaluating the hand dysfunction of patients with cervical myelopathy in the 10-second grip-and-release test (10 second G-R test). SUMMARY OF BACKGROUND DATA: Clumsy fingers movement is a common symptom of myelopathy patients. Evaluating the impaired hand function can provide a strong basis in assessing the severity of myelopathy. Currently, no objective and effective evaluation method is widely accepted in clinical practice. METHODS: MFES mainly consists of a pair of wise-gloves and a computer with software. One hundred and ninety-eight consecutive participants were asked to wear the wise-gloves and then perform 10 seconds G-R test. The movements of each finger were recorded by MFES and converted into waveforms. Relevant waveform parameters were measured and analyzed. The Japanese Orthopedics Association (JOA) scores of each patient were marked and the maximum spinal cord compression (MSCC) was measured on midsagittal T2-weighted magnetic resonance imaging (MRI). RESULTS: Myelopathy patients had a lower number of G-R cycles and a longer time per cycle than healthy subjects. There were significant differences in adduction and abduction time in patients with JOA scores greater than 6, but not in healthy subjects and patients with JOA scores less than 6. The waveforms of ulnar three fingers in myelopathy patients were lower and wider than those in healthy individuals. The average ratio value of wave height to wave width (a/b) could quantitatively reflect such differences of waveforms. According to receiver operating characteristic (ROC) curve analysis, the optimal threshold value of the normal average ratio was more than 1.92. The average a/b value was correlated with the JOA scores of the motor function in the upper extremities (r = 0.842). CONCLUSION: MFES appears to be an objective and quantitative assessment tool for patients with cervical myelopathy. LEVEL OF EVIDENCE: 3.


Assuntos
Vértebras Cervicais/diagnóstico por imagem , Força da Mão/fisiologia , Mãos/fisiopatologia , Doenças da Medula Espinal/diagnóstico por imagem , Doenças da Medula Espinal/fisiopatologia , Realidade Virtual , Adulto , Idoso , Vértebras Cervicais/cirurgia , Estudos Transversais , Feminino , Humanos , Imageamento por Ressonância Magnética/métodos , Masculino , Pessoa de Meia-Idade , Compressão da Medula Espinal/diagnóstico por imagem , Compressão da Medula Espinal/fisiopatologia , Compressão da Medula Espinal/cirurgia , Doenças da Medula Espinal/cirurgia , Adulto Jovem
10.
J Mol Biol ; 432(19): 5365-5377, 2020 09 04.
Artigo em Inglês | MEDLINE | ID: mdl-32771523

RESUMO

The rapid progress of cryo-electron microscopy (cryo-EM) in structural biology has raised an urgent need for robust methods to create and refine atomic-level structural models using low-resolution EM density maps. We propose a new protocol to create initial models using I-TASSER protein structure prediction, followed by EM density map-based rigid-body structure fitting, flexible fragment adjustment and atomic-level structure refinement simulations. The protocol was tested on a large set of 285 non-homologous proteins and generated structural models with correct folds for 260 proteins, where 28% had RMSDs below 2 Å. Compared to other state-of-the-art methods, the major advantage of the proposed pipeline lies in the uniform structure prediction and refinement protocol, as well as the extensive structural re-assembly simulations, which allow for low-to-medium resolution EM density map-guided structure modeling starting from amino acid sequences. Interestingly, the quality of both the image fitting and subsequent structure refinement was found to be strongly correlated with the correctness of the initial I-TASSER models; this is mainly due to the different correlation patterns observed between force field and structural quality for the models with template modeling score (or TM-score, a metric quantifying the similarity of models to the native) above and below a threshold of 0.5. Overall, the results demonstrate a new avenue that is ready to use for large-scale cryo-EM-based structure modeling and atomic-level density map-guided structure refinement.


Assuntos
Microscopia Crioeletrônica/métodos , Proteínas/ultraestrutura , Algoritmos , Animais , Humanos , Modelos Moleculares , Método de Monte Carlo , Conformação Proteica , Proteínas/química
11.
Huan Jing Ke Xue ; 41(3): 1440-1448, 2020 Mar 08.
Artigo em Chinês | MEDLINE | ID: mdl-32608647

RESUMO

Spatial characteristics analysis of the human health risk posed by heavy metals in cultivated soils is of great significance, with the potential to prevent and control soil pollution, protect human health, provide a basis for risk management, etc. In this paper, a methodological system, including a USEPA health risk assessment model, differentiation and factor detector within a geographical detector, and optimized initial model of rank-size theory, was constructed from a geographical perspective. Taking a city in Jiangsu province as the research object, we obtained the spatial differentiation and relative level of human health risk of Cr, Pb, Hg, and Cd in cultivated land by using the methodological system constructed and SPSS and ArcGIS software. The average concentrations of heavy metals (mg·kg-1) in the research area were Cr (65.207 mg·kg-1), Pb (25.486 mg·kg-1), Cd (0.238 mg·kg-1), and Hg (0.045 mg·kg-1), which were lower than the risk control standards for soil contamination of agricultural land in China. The children's non-cancer risk of Cr and Pb and the cancer risk to children and adults of Cr were 2.914385, 1.337503, 4.312679×10-6, and 8.137130×10-6, respectively, all of which exceeded the maximum acceptable limit in the research. Meanwhile, the spatial differentiation (q) of heavy metal health risk was between 0.005523 and 0.204238, which indicated that the high health risk posed by heavy metals should be paid attention to. The health risk rankings (R) of the children's non-cancer risk of Cr and Pb and the cancer risk of Cr in subregions 1, 2, 3, and 4 approached or exceeded 1, and were higher than in subregions 5, 6, and 7, for which R was lower than 0.1. The R values indicated than the high health risk is concentrated in the research region. This research has great significance in measuring the health risk of heavy metals in cultivated soil at different scales, and in forming control strategies with local conditions.


Assuntos
Metais Pesados/análise , Poluentes do Solo/análise , Adulto , Criança , China , Cidades , Monitoramento Ambiental , Humanos , Medição de Risco , Solo
12.
Echocardiography ; 37(1): 14-21, 2020 01.
Artigo em Inglês | MEDLINE | ID: mdl-31990437

RESUMO

BACKGROUND: This study was to evaluate the prognostic significance of low gradient severe aortic stenosis (LG SAS) and preserved left ventricular ejection fraction (LVEF) with the integration of echocardiographic and clinical data. METHODS: The study included 172 patients with LG SAS (AVAi ≤ 0.6 cm2 /m2 , mean aortic pressure gradient < 40 mm Hg) and LVEF (≥ 50%). LV outflow tract diameters were measured at both the aortic valve annulus and 5 mm below the annulus for the measurement consistency. Patients were divided into the low flow LG SAS (LF/LG SAS: SVi < 35mL/m2 and AVAi ≤ 0.6 cm2 /m2 ) and normal-flow LG SAS groups (NF/LG SAS: SVi ≥ 35mL/m2 and AVAi ≤ 0.6 cm2 /m2 ). Echocardiographic findings and clinical data were systematically analyzed with mean follow-up of 3.0 ± 1.6 years. RESULTS: LF/LG SAS had significantly smaller AVAi, lower SVi, a higher prevalence of atrial fibrillation (28% vs 12% P = .01) and diabetes (47% vs 27% P = .007) and lower 3-year cumulative survival than NF/LG SAS. Multivariable analysis showed that dyspnea, renal dysfunction (CI 1.42-3.99, P < .01), left atrial diameter, and SVi were independently associated with an increased risk for all-cause mortality. Aortic valve intervention (AVI) improved survival in LF/LG SAS (68% vs 48%, P < .05) in comparison with medical management (HR: 4.20, CI: 1.12-15.76, P = .03), but only modestly in NF/LG SAS (75% vs 65% P > .05). CONCLUSION: Outcome of LG SAS was independently associated with clinical characteristics. AVI likely improved outcome of LF/LG SAS who had high-risk clinical characteristics and unfavorable echocardiographic findings.


Assuntos
Estenose da Valva Aórtica/diagnóstico por imagem , Estenose da Valva Aórtica/fisiopatologia , Ecocardiografia/métodos , Adulto , Idoso , Estenose da Valva Aórtica/mortalidade , Estenose da Valva Aórtica/terapia , Feminino , Seguimentos , Humanos , Masculino , Pessoa de Meia-Idade , Prognóstico , Índice de Gravidade de Doença , Volume Sistólico , Análise de Sobrevida , Função Ventricular Esquerda
13.
Bioinformatics ; 36(2): 437-448, 2020 01 15.
Artigo em Inglês | MEDLINE | ID: mdl-31274151

RESUMO

MOTIVATION: Protein structure refinement is an important step of protein structure prediction. Existing approaches have generally used a single scoring function combined with Monte Carlo method or Molecular Dynamics algorithm. The one-dimension optimization of a single energy function may take the structure too far away without a constraint. The basic motivation of our study is to reduce the bias problem caused by minimizing only a single energy function due to the very diversity of different protein structures. RESULTS: We report a new Artificial Intelligence-based protein structure Refinement method called AIR. Its fundamental idea is to use multiple energy functions as multi-objectives in an effort to correct the potential inaccuracy from a single function. A multi-objective particle swarm optimization algorithm-based structure refinement is designed, where each structure is considered as a particle in the protocol. With the refinement iterations, the particles move around. The quality of particles in each iteration is evaluated by three energy functions, and the non-dominated particles are put into a set called Pareto set. After enough iteration times, particles from the Pareto set are screened and part of the top solutions are outputted as the final refined structures. The multi-objective energy function optimization strategy designed in the AIR protocol provides a different constraint view of the structure, by extending the one-dimension optimization to a new three-dimension space optimization driven by the multi-objective particle swarm optimization engine. Experimental results on CASP11, CASP12 refinement targets and blind tests in CASP 13 turn to be promising. AVAILABILITY AND IMPLEMENTATION: The AIR is available online at: www.csbio.sjtu.edu.cn/bioinf/AIR/. SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online.


Assuntos
Inteligência Artificial , Algoritmos , Simulação de Dinâmica Molecular , Método de Monte Carlo , Proteínas
14.
Nat Metab ; 1(2): 251-260, 2019 02.
Artigo em Inglês | MEDLINE | ID: mdl-31535079

RESUMO

Thermogenesis is an important contributor to whole body energy expenditure and metabolic homeostasis. Although circulating factors that promote energy expenditure are known, endocrine molecules that suppress energy expenditure have remained largely elusive. Here we show that Tsukushi (TSK) is a liver-enriched secreted factor that is highly inducible in response to increased energy expenditure. Hepatic Tsk expression and plasma TSK levels are elevated in obesity. TSK deficiency increases sympathetic innervation and norepinephrine release in adipose tissue, leading to enhanced adrenergic signaling and thermogenesis, attenuation of brown fat whitening and protection from diet-induced obesity in mice. Our work reveals TSK as part of a negative feedback mechanism that gates thermogenic energy expenditure and highlights TSK as a potential target for therapeutic intervention in metabolic disease.


Assuntos
Tecido Adiposo Marrom/metabolismo , Metabolismo Energético/fisiologia , Fígado/metabolismo , Proteoglicanas/metabolismo , Animais , Camundongos , Obesidade/metabolismo , Termogênese/fisiologia
17.
Orthop Surg ; 8(1): 75-80, 2016 Feb.
Artigo em Inglês | MEDLINE | ID: mdl-27028384

RESUMO

OBJECTIVE: To investigate the six degrees of freedom (6DOF) kinematics of anterior cruciate ligament (ACL) deficient knees during gait and to explore the clinical significance of a novel knee joint stability assessment system (Opti_Knee, Innomotion, Shanghai, China) in comparison with imaging and arthroscopic examination. METHODS: Three subjects diagnosed with ACL deficient knees on the basis of preoperative MRI and CT findings were subjected to treadmill gait analysis. Motion of both knees in 6DOF was measured and analyzed with an optical joint kinematics measurement system. Arthroscopic examination, the gold standard, was performed to confirm the final diagnosis and the clinical diagnosis of ACL deficiency by imaging and motion marker techniques compared with this gold standard. RESULTS: Only two of the three subjects diagnosed with ACL deficiency by imaging techniques were later confirmed to have this condition by arthroscopic examination; the third was found to have an intact ACL. When the kinematics of their injured and contralateral knees were compared, abnormalities were found in the two subjects confirmed by arthroscopy to be ACL deficient However, no kinematic difference between the two knees was found in the ACL intact subject. CONCLUSIONS: Opti_Knee (Innomotion) can detect abnormal kinematics in ACL deficient knees and thus provides an effective way of assisting the diagnosis of this condition and has potential for clinical application.


Assuntos
Ligamento Cruzado Anterior/fisiopatologia , Marcha , Instabilidade Articular/diagnóstico , Articulação do Joelho/fisiopatologia , Adulto , Ligamento Cruzado Anterior/diagnóstico por imagem , Artroscopia , Fenômenos Biomecânicos , Humanos , Instabilidade Articular/fisiopatologia , Articulação do Joelho/diagnóstico por imagem , Imageamento por Ressonância Magnética , Masculino , Amplitude de Movimento Articular , Tomografia Computadorizada por Raios X
18.
Ther Clin Risk Manag ; 11: 1819-27, 2015.
Artigo em Inglês | MEDLINE | ID: mdl-26677332

RESUMO

BACKGROUND: Early detection of muscular dystrophy (MD)-associated cardiomyopathy is important because early medical treatment may slow cardiac remodeling and attenuate symptoms of cardiac dysfunction; however, no sensitive and standard diagnostic method for MD at an earlier stage has been well-recognized. Thus, the aim of this study was to test the early diagnostic value of technetium 99m-methoxyisobutylisonitrile ((99)Tc(m)-MIBI) gated myocardial perfusion imaging (G-MPI) for MD. METHODS AND RESULTS: Ninety-one patients underwent (99)Tc(m)-MIBI G-MPI examinations when they were diagnosed with Duchenne muscular dystrophy (DMD) (n=77) or Becker muscular dystrophy (BMD; n=14). (99)Tc(m)-MIBI G-MPI examinations were repeated in 43 DMD patients who received steroid treatments for 2 years as a follow-up examination. Myocardial defects were observed in nearly every segment of the left ventricular wall in both DMD and BMD patients compared with controls, especially in the inferior walls and the apices by using (99)Tc(m)-MIBI G-MPI. Cardiac wall movement impairment significantly correlated with age in the DMD and BMD groups (r s=0.534 [P<0.05] and r s=0.784 [P<0.05], respectively). Intermittent intravenous doses of glucocorticoids and continuation with oral steroid treatments significantly improved myocardial function in DMD patients (P<0.05), but not in BMD patients. CONCLUSION: (99)Tc(m)-MIBI G-MPI is a sensitive and safe approach for early evaluation of cardiomyopathy in patients with DMD or BMD, and can serve as a candidate method for the evaluation of progression, prognosis, and assessment of the effect of glucocorticoid treatment in these patients.

19.
Drug Metab Dispos ; 41(12): 2095-103, 2013 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-24026623

RESUMO

Vandetanib was evaluated as an inhibitor of human organic anion transporter 1 (OAT1), OAT3, organic cation transporter 2 (OCT2), and multidrug and toxin extrusion (MATE1 and MATE2K) transfected (individually) into human embryonic kidney 293 cells (HEK293). Although no inhibition of OAT1 and OAT3 was observed, inhibition of OCT2-mediated uptake of 1-methyl-4-phenylpyridinium (MPP(+)) and metformin was evident (IC(50) of 73.4 ± 14.8 and 8.8 ± 1.9 µM, respectively). However, vandetanib was an even more potent inhibitor of MATE1- and MATE2K-mediated uptake of MPP(+) (IC(50) of 1.23 ± 0.05 and 1.26 ± 0.06 µM, respectively) and metformin (IC(50) of 0.16 ± 0.05 and 0.30 ± 0.09 µM, respectively). Subsequent cytotoxicity studies demonstrated that transport inhibition by vandetanib (2.5 µM) significantly decreased the sensitivity [right shift in concentration of cisplatin giving rise to 50% cell death; IC(50(CN))] of MATE1-HEK and MATE2K-HEK cells to cisplatin [IC(50(CN)) of 1.12 ± 0.13 versus 2.39 ± 0.44 µM; 0.85 ± 0.09 versus 1.99 ± 0.16 µM; P < 0.05), but not OCT2-HEK cells (1.36 ± 0.19 versus 1.47 ± 0.24 µM) versus vandetanib untreated cells and Mock-HEK cells [IC(50(CN)) of 2.34 ± 0.31 µM]. In summary, the results show that vandetanib is a potent inhibitor of MATE1 and MATE2K (versus OCT2). Inhibition of the two transporters may explain why there are reports of decreased creatinine clearance, and increased cisplatin nephrotoxicity (reduced cisplatin clearance), in some subjects receiving vandetanib therapy.


Assuntos
Cisplatino/metabolismo , Creatinina/metabolismo , Proteínas de Transporte de Cátions Orgânicos/antagonistas & inibidores , Proteínas de Transporte de Cátions Orgânicos/metabolismo , Piperidinas/farmacologia , Quinazolinas/farmacologia , 1-Metil-4-fenilpiridínio/metabolismo , Linhagem Celular , Células HEK293 , Humanos , Rim , Metformina/metabolismo
20.
Leuk Res ; 37(2): 134-8, 2013 Feb.
Artigo em Inglês | MEDLINE | ID: mdl-23199895

RESUMO

Flow cytometry based minimal residual disease (MRD) was evaluated for outcome prediction in childhood acute myeloid leukemia (AML). The median levels of MRD in relapsed and nonrelapsed patients were different after the first induction (0.64% vs. 0.18%, P=0.030). A cutoff level of ≥ 0.25% after the first course of induction was correlated with a high risk of relapse in both univariate analysis (5-year cumulative incidence of relapse: 66.8% vs. 21.2%, P=0.002) and multivariate analyses (hazard ratio: 3.70, 95% CI, 1.23-11.08, P=0.020). Our results showed that MRD level after the first induction therapy provides important information for risk assessment in childhood AML.


Assuntos
Citometria de Fluxo , Leucemia Mieloide Aguda/diagnóstico , Adolescente , Criança , Pré-Escolar , Feminino , Seguimentos , Humanos , Imunofenotipagem , Lactente , Leucemia Mieloide Aguda/tratamento farmacológico , Masculino , Neoplasia Residual/diagnóstico , Prognóstico , Recidiva , Indução de Remissão
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