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1.
Cell ; 157(2): 472-485, 2014 Apr 10.
Artigo em Inglês | MEDLINE | ID: mdl-24725412

RESUMO

Mutations in leucine-rich repeat kinase 2 (LRRK2) are a common cause of familial and sporadic Parkinson's disease (PD). Elevated LRRK2 kinase activity and neurodegeneration are linked, but the phosphosubstrate that connects LRRK2 kinase activity to neurodegeneration is not known. Here, we show that ribosomal protein s15 is a key pathogenic LRRK2 substrate in Drosophila and human neuron PD models. Phosphodeficient s15 carrying a threonine 136 to alanine substitution rescues dopamine neuron degeneration and age-related locomotor deficits in G2019S LRRK2 transgenic Drosophila and substantially reduces G2019S LRRK2-mediated neurite loss and cell death in human dopamine and cortical neurons. Remarkably, pathogenic LRRK2 stimulates both cap-dependent and cap-independent mRNA translation and induces a bulk increase in protein synthesis in Drosophila, which can be prevented by phosphodeficient T136A s15. These results reveal a novel mechanism of PD pathogenesis linked to elevated LRRK2 kinase activity and aberrant protein synthesis in vivo.


Assuntos
Neurônios/metabolismo , Doença de Parkinson/metabolismo , Proteínas Serina-Treonina Quinases/metabolismo , Proteínas Ribossômicas/metabolismo , Sequência de Aminoácidos , Animais , Drosophila melanogaster , Humanos , Serina-Treonina Proteína Quinase-2 com Repetições Ricas em Leucina , Dados de Sequência Molecular , Neurônios/patologia , Doença de Parkinson/patologia , Proteínas Ribossômicas/química
2.
J Chem Inf Model ; 64(13): 5028-5040, 2024 Jul 08.
Artigo em Inglês | MEDLINE | ID: mdl-38916580

RESUMO

We examined pretraining tasks leveraging abundant labeled data to effectively enhance molecular representation learning in downstream tasks, specifically emphasizing graph transformers to improve the prediction of ADMET properties. Our investigation revealed limitations in previous pretraining tasks and identified more meaningful training targets, ranging from 2D molecular descriptors to extensive quantum chemistry simulations. These data were seamlessly integrated into supervised pretraining tasks. The implementation of our pretraining strategy and multitask learning outperforms conventional methods, achieving state-of-the-art outcomes in 7 out of 22 ADMET tasks within the Therapeutics Data Commons by utilizing a shared encoder across all tasks. Our approach underscores the effectiveness of learning molecular representations and highlights the potential for scalability when leveraging extensive data sets, marking a significant advancement in this domain.


Assuntos
Aprendizado de Máquina , Teoria Quântica , Preparações Farmacêuticas/química , Preparações Farmacêuticas/metabolismo , Descoberta de Drogas/métodos , Humanos
3.
Nano Lett ; 23(17): 8225-8232, 2023 09 13.
Artigo em Inglês | MEDLINE | ID: mdl-37650605

RESUMO

Nanoscopic investigation of bacterial cells is essential to reveal their physiological status, impacting all cellular functions. Currently, this requires labeled probes or targeted staining procedures. Herein, we report a new bacterial feature, intracellular dynamics-resolved Rayleigh scattering (IDRS), that visualizes spatiotemporal cytoplasmic transitions in unlabeled bacteria and characterizes their real-time physiological status in 10 s. From single-bacterium IDRS signals, we discovered unique spatial patterns and their multiple transitions in Gram-negative and Gram-positive bacteria. The magnitude of IDRS signal variation highly correlated with the metabolic status of bacteria, differentiating persistent subpopulations. This is also the first report demonstrating distinct real-time metabolic conditions of unlabeled drug-resistant bacteria that are exposed to different doses of antibiotics. Our strategy opens up a way to simultaneously trace in situ metabolic and antibiotic resistance statuses, which can be applied in single-cell level control of bacterial metabolism and efficacy with a heterogeneous nature.


Assuntos
Antibacterianos , Bactérias , Antibacterianos/farmacologia , Citoplasma , Citosol , Coloração e Rotulagem
4.
Angew Chem Int Ed Engl ; 63(21): e202402465, 2024 05 21.
Artigo em Inglês | MEDLINE | ID: mdl-38482567

RESUMO

A targeted metabologenomic method was developed to selectively discover terminal oxazole-bearing natural products from bacteria. For this, genes encoding oxazole cyclase, a key enzyme in terminal oxazole biosynthesis, were chosen as the genomic signature to screen bacterial strains that may produce oxazole-bearing compounds. Sixteen strains were identified from the screening of a bacterial DNA library (1,000 strains) using oxazole cyclase gene-targeting polymerase chain reaction (PCR) primers. The PCR amplicon sequences were subjected to phylogenetic analysis and classified into nine clades. 1H-13C coupled-HSQC NMR spectra obtained from the culture extracts of the hit strains enabled the unequivocal detection of the target compounds, including five new oxazole compounds, based on the unique 1JCH values and chemical shifts of oxazole: lenzioxazole (1) possessing an unprecedented cyclopentane, permafroxazole (2) bearing a tetraene conjugated with carboxylic acid, tenebriazine (3) incorporating two modified amino acids, and methyl-oxazolomycins A and B (4 and 5). Tenebriazine displayed inhibitory activity against pathogenic fungi, whereas methyl-oxazolomycins A and B (4 and 5) selectively showed anti-proliferative activity against estrogen receptor-positive breast cancer cells. This metabologenomic method enables the logical and efficient discovery of new microbial natural products with a target structural motif without the need for isotopic labeling.


Assuntos
Produtos Biológicos , Oxazóis , Oxazóis/química , Oxazóis/farmacologia , Oxazóis/metabolismo , Produtos Biológicos/química , Produtos Biológicos/farmacologia , Produtos Biológicos/metabolismo , Humanos , Antineoplásicos/farmacologia , Antineoplásicos/química , Linhagem Celular Tumoral , Metabolômica , Estrutura Molecular , Proliferação de Células/efeitos dos fármacos , Descoberta de Drogas , Bactérias/efeitos dos fármacos
5.
Medicina (Kaunas) ; 59(3)2023 Mar 16.
Artigo em Inglês | MEDLINE | ID: mdl-36984593

RESUMO

Background and Objectives: The Child-Pugh (CP) score and Model for End-Stage Liver Disease (MELD) are classical systems for predicting mortality in patients with liver cirrhosis (LC). The MELD-GFR assessment in liver disease-sodium (MELD-GRAIL-Na) was designed to better reflect renal function and, therefore, provide better mortality predictions. This study aimed to compare the prediction accuracy of MELD-GRAIL-Na compared to CP and MELD in predicting short-term (1- and 3-month) mortality in Korean patients. Materials and Methods: Medical records of patients with LC admitted to the Konkuk University Hospital from 2015 to 2020 were retrospectively reviewed. Predictive values of the CP, MELD, and MELD-GRAIL-Na for 1-month and 3-month mortality were calculated using the area under the receiver operating curve (AUROC) and were compared using DeLong's test. Results: In total, 1249 patients were enrolled; 102 died within 1 month, and 146 within 3 months. AUROCs of CP, MELD, and MELD-GRAIL-Na were 0.831, 0.847, and 0.857 for 1-month mortality and 0.837, 0.827, and 0.835 for 3-month mortality, respectively, indicating no statistical significance. For patients with CP classes B and C, AUROCs of CP, MELD, and MELD-GRAIL-Na were 0.782, 0.809, and 0.825 for 1-month mortality and 0.775, 0.769, and 0.786 for 3-month mortality, respectively. There was a significant difference between CP and MELD-GRAIL-Na in predicting 1-month mortality (p = 0.0428) and between MELD and MELD-GRAIL-Na in predicting 1-month (p = 0.0493) and 3-month mortality (p = 0.0225). Conclusions: Compared to CP and MELD, MELD-GRAIL-Na was found to be a better and more useful system for evaluating short-term (1- and 3-month) mortality in Korean patients with cirrhosis, especially those with advanced cirrhosis (CP class B and C).


Assuntos
Doença Hepática Terminal , Cirrose Hepática , Humanos , Doença Hepática Terminal/mortalidade , Cirrose Hepática/mortalidade , Valor Preditivo dos Testes , Prognóstico , República da Coreia/epidemiologia , Estudos Retrospectivos , Curva ROC , Índice de Gravidade de Doença , Sódio , População do Leste Asiático
6.
Proc Natl Acad Sci U S A ; 116(44): 22014-22019, 2019 10 29.
Artigo em Inglês | MEDLINE | ID: mdl-31611413

RESUMO

T cells can be controllably stimulated through antigen-specific or nonspecific protocols. Accompanying functional hallmarks of T cell activation can include cytoskeletal reorganization, cell size increase, and cytokine secretion. Photon-induced near-field electron microscopy (PINEM) is used to image and quantify evanescent electric fields at the surface of T cells as a function of various stimulation conditions. While PINEM signal strength scales with multiple of the biophysical changes associated with T cell functional activation, it mostly strongly correlates with antigen-engagement of the T cell receptors, even under conditions that do not lead to functional T cell activation. PINEM image analysis suggests that a stimulation-induced reorganization of T cell surface structure, especially over length scales of a few hundred nanometers, is the dominant contributor to these PINEM signal changes. These experiments reveal that PINEM can provide a sensitive label-free probe of nanoscale cellular surface structures.


Assuntos
Ativação Linfocitária , Linfócitos T/ultraestrutura , Humanos , Células Jurkat , Microscopia Eletrônica/métodos , Propriedades de Superfície
7.
Int J Mol Sci ; 22(3)2021 Jan 28.
Artigo em Inglês | MEDLINE | ID: mdl-33525535

RESUMO

Polycystic ovarian syndrome (PCOS) is a common reproductive endocrine disorder in reproductive-age women. Due to its various pathophysiological properties and clinical heterophenotypes, the mechanism of PCOS pathogenesis is still unclear. Several animal models have been used to study PCOS and allow the exploration of the specific mechanism underlying PCOS. We focused on streptozotocin (STZ) to develop a non-steroidal and non-diabetic PCOS model. We administered multiple STZ injections to female C57BL/6 mice (3-4 weeks old) at different concentrations: STZ-15 (15 mg/kg), STZ-30 (30 mg/kg), and STZ-60 (60 mg/kg) treatments. During the experimental period, we analyzed body weight, blood glucose levels, and estrous cycle pattern. Furthermore, five weeks after STZ administration, we examined hormone levels and the morphology of ovarian tissues. Mice in the STZ-15 group did not show differences in body weights, blood glucose level, insulin level, and insulin tolerance compared to wild-type and control groups whereas those in the STZ-60 group presented a typical diabetes phenotype. In the case of the STZ-30 group, only increased blood glucose level was observed. Total testosterone levels were significantly elevated in STZ-15 and STZ-30 groups. Luteinizing hormone (LH) and estradiol levels were not significantly changed in the STZ-treated groups. The number of ovarian antral follicles and atretic follicles significantly increased in the ovary of mice in the STZ-15 and STZ-30 groups. All STZ-treated groups manifested irregular estrus cycles. However, the patterns of estrous cycles were different between mice treated with different STZ concentrations. We found that PI3K-AKT and IRS-1 signaling in the ovary was enhanced by low doses of STZ treatment. Taken together, our finding indicates that multiple injections of STZ at low doses induce PCOS features in mice without induction of diabetes features.


Assuntos
Proteínas Substratos do Receptor de Insulina/metabolismo , Fosfatidilinositol 3-Quinases/metabolismo , Síndrome do Ovário Policístico/metabolismo , Proteínas Proto-Oncogênicas c-akt/metabolismo , Estreptozocina/efeitos adversos , Animais , Glicemia/metabolismo , Peso Corporal/efeitos dos fármacos , Relação Dose-Resposta a Droga , Estradiol/metabolismo , Ciclo Estral , Feminino , Humanos , Hormônio Luteinizante/metabolismo , Camundongos , Camundongos Endogâmicos C57BL , Síndrome do Ovário Policístico/induzido quimicamente , Transdução de Sinais/efeitos dos fármacos , Testosterona/metabolismo
8.
J Appl Toxicol ; 40(2): 270-284, 2020 02.
Artigo em Inglês | MEDLINE | ID: mdl-31515828

RESUMO

Herbal medicines are widely utilized for disease prevention and health promotion. GHX02 consists of mixtures including Gwaruin (Trichosanthes kirilowii), Haengin (Prunus armeniaca), Hwangryeon (Coptis japonica) and Hwangkeum (Scutellaria baicalensis). It has been purported to have therapeutic effectiveness in cases of severe bronchitis. Non-clinical safety testing comprised a single-dose oral toxicity study and a 28-day repeated-dose oral toxicity study with a 14-day recovery period, and genotoxicity was assessed by a bacterial reverse mutation test, in vitro chromosomal aberration test, in vivo mouse bone marrow micronucleus test and single cell gel electrophoresis assay (comet assay). In the single-dose oral toxicity study, the approximate lethal dosage is estimated to be higher than 5000 mg/kg in rats. Thus, the dosage levels were set at 0, 1250, 2500 and 5000 mg/kg/day in the 28-day repeated-dose oral toxicity study, and 10 male rats and 10 female rats/dose were administered GHX02. No clinical signs of toxicological significance were recorded in any animal during the dosing and the observation period in the single-dose study. The no-observed-adverse-effect level of GHX02 was 5000 mg/kg/day when administered orally for 28 days to male and female Sprague-Dawley rats. Despite increases in the frequencies of cells with numerical chromosomal aberration in the in vitro test, the increases were not considered relevant to the in vivo genetic risk. Except for the increase of in vitro numerical chromosomal aberration, clear negative results were obtained from other genetic toxicity studies.


Assuntos
Bronquite/tratamento farmacológico , Relação Dose-Resposta a Droga , Extratos Vegetais/toxicidade , Extratos Vegetais/uso terapêutico , Plantas Medicinais/toxicidade , Administração Oral , Animais , Coptis/química , Testes de Mutagenicidade , Prunus armeniaca/química , Ratos Sprague-Dawley , Scutellaria baicalensis/química , Testes de Toxicidade , Trichosanthes/química
9.
Proc Natl Acad Sci U S A ; 114(10): 2544-2549, 2017 03 07.
Artigo em Inglês | MEDLINE | ID: mdl-28223509

RESUMO

Malignant pleural effusion (MPE), the presence of malignant cells in pleural fluid, is often the first sign of many cancers and occurs in patients with metastatic malignancies. Accurate detection of tumor cells in pleural fluid is crucial because the presence of MPE denotes an advanced stage of disease and directs a switch in clinical managements. Cytology, as a traditional diagnostic tool, has limited sensitivity especially when tumor cells are not abundant, and may be confounded by reactive mesothelial cells in the pleural fluid. We describe a highly sensitive approach for rapid detection of metabolically active tumor cells in MPE via exploiting the altered glucose metabolism of tumor cells relative to benign cells. Metabolically active tumor cells with high glucose uptake, as evaluated by a fluorescent glucose analog (2-NBDG), are identified by high-throughput fluorescence screening within a chip containing 200,000 addressable microwells and collected for malignancy confirmation via single-cell sequencing. We demonstrate the utility of this approach through analyzing MPE from a cohort of lung cancer patients. Most candidate tumor cells identified are confirmed to harbor the same driver oncogenes as their primary lesions. In some patients, emergence of secondary mutations that mediate acquired resistance to ongoing targeted therapies is also detected before resistance is manifested in the clinical imaging. The detection scheme can be extended to analyze peripheral blood samples. Our approach may serve as a valuable complement to cytology in MPE diagnosis, helping identify the driver oncogenes and resistance-leading mutations for targeted therapies.


Assuntos
Ensaios de Triagem em Larga Escala/métodos , Neoplasias Pulmonares/diagnóstico , Neoplasias Pulmonares/metabolismo , Derrame Pleural Maligno/diagnóstico , Derrame Pleural Maligno/metabolismo , Derrame Pleural/diagnóstico , Derrame Pleural/metabolismo , 4-Cloro-7-nitrobenzofurazano/análogos & derivados , 4-Cloro-7-nitrobenzofurazano/metabolismo , Células A549 , Antígenos de Neoplasias/análise , Antígenos de Neoplasias/sangue , Biomarcadores Tumorais/análise , Biomarcadores Tumorais/sangue , Antígeno Carcinoembrionário/análise , Antígeno Carcinoembrionário/sangue , Linhagem Celular Tumoral , Desoxiglucose/análogos & derivados , Desoxiglucose/metabolismo , Diagnóstico Diferencial , Glucose/metabolismo , Humanos , Leucócitos , Neoplasias Pulmonares/sangue , Derrame Pleural/sangue , Derrame Pleural Maligno/sangue , Tomografia por Emissão de Pósitrons/métodos
10.
Proc Natl Acad Sci U S A ; 114(52): 13679-13684, 2017 12 26.
Artigo em Inglês | MEDLINE | ID: mdl-29229836

RESUMO

Continuous BRAF inhibition of BRAF mutant melanomas triggers a series of cell state changes that lead to therapy resistance and escape from immune control before establishing acquired resistance genetically. We used genome-wide transcriptomics and single-cell phenotyping to explore the response kinetics to BRAF inhibition for a panel of patient-derived BRAFV600 -mutant melanoma cell lines. A subset of plastic cell lines, which followed a trajectory covering multiple known cell state transitions, provided models for more detailed biophysical investigations. Markov modeling revealed that the cell state transitions were reversible and mediated by both Lamarckian induction and nongenetic Darwinian selection of drug-tolerant states. Single-cell functional proteomics revealed activation of certain signaling networks shortly after BRAF inhibition, and before the appearance of drug-resistant phenotypes. Drug targeting those networks, in combination with BRAF inhibition, halted the adaptive transition and led to prolonged growth inhibition in multiple patient-derived cell lines.


Assuntos
Resistencia a Medicamentos Antineoplásicos , Melanoma/genética , Melanoma/metabolismo , Transdução de Sinais , Análise de Célula Única , Adaptação Fisiológica , Antineoplásicos/farmacologia , Linhagem Celular Tumoral , Perfilação da Expressão Gênica , Humanos , Sistema de Sinalização das MAP Quinases/efeitos dos fármacos , Cadeias de Markov , Melanoma/tratamento farmacológico , Melanoma/patologia , NF-kappa B/metabolismo , Fenótipo , Proteoma , Proteômica/métodos , Proteínas Proto-Oncogênicas B-raf/genética
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