1.High-throughput screening identifies established drugs as SARS-CoV-2 PLpro inhibitors.
Yao ZHAO ; Xiaoyu DU ; Yinkai DUAN ; Xiaoyan PAN ; Yifang SUN ; Tian YOU ; Lin HAN ; Zhenming JIN ; Weijuan SHANG ; Jing YU ; Hangtian GUO ; Qianying LIU ; Yan WU ; Chao PENG ; Jun WANG ; Chenghao ZHU ; Xiuna YANG ; Kailin YANG ; Ying LEI ; Luke W GUDDAT ; Wenqing XU ; Gengfu XIAO ; Lei SUN ; Leike ZHANG ; Zihe RAO ; Haitao YANG
Protein & Cell 2021;12(11):877-888
A new coronavirus (SARS-CoV-2) has been identified as the etiologic agent for the COVID-19 outbreak. Currently, effective treatment options remain very limited for this disease; therefore, there is an urgent need to identify new anti-COVID-19 agents. In this study, we screened over 6,000 compounds that included approved drugs, drug candidates in clinical trials, and pharmacologically active compounds to identify leads that target the SARS-CoV-2 papain-like protease (PLpro). Together with main protease (M
Antiviral Agents/therapeutic use*
;
Binding Sites
;
COVID-19/virology*
;
Coronavirus Papain-Like Proteases/metabolism*
;
Crystallography, X-Ray
;
Drug Evaluation, Preclinical
;
Drug Repositioning
;
High-Throughput Screening Assays/methods*
;
Humans
;
Imidazoles/therapeutic use*
;
Inhibitory Concentration 50
;
Molecular Dynamics Simulation
;
Mutagenesis, Site-Directed
;
Naphthoquinones/therapeutic use*
;
Protease Inhibitors/therapeutic use*
;
Protein Structure, Tertiary
;
Recombinant Proteins/isolation & purification*
;
SARS-CoV-2/isolation & purification*
2.Machine-Learning Based Automatic and Real-time Detection of Mouse Scratching Behaviors
Ingyu PARK ; Kyeongho LEE ; Kausik BISHAYEE ; Hong Jin JEON ; Hyosang LEE ; Unjoo LEE
Experimental Neurobiology 2019;28(1):54-61
Scratching is a main behavioral response accompanied by acute and chronic itch conditions, and has been quantified as an objective correlate to assess itch in studies using laboratory animals. Scratching has been counted mostly by human annotators, which is a time-consuming and laborious process. It has been attempted to develop automated scoring methods using various strategies, but they often require specialized equipment, costly software, or implantation of device which may disturb animal behaviors. To complement limitations of those methods, we have adapted machine learning-based strategy to develop a novel automated and real-time method detecting mouse scratching from experimental movies captured using monochrome cameras such as a webcam. Scratching is identified by characteristic changes in pixels, body position, and body size by frame as well as the size of body. To build a training model, a novel two-step J48 decision tree-inducing algorithm along with a C4.5 post-pruning algorithm was applied to three 30-min video recordings in which a mouse exhibits scratching following an intradermal injection of a pruritogen, and the resultant frames were then used for the next round of training. The trained method exhibited, on average, a sensitivity and specificity of 95.19% and 92.96%, respectively, in a performance test with five new recordings. This result suggests that it can be used as a non-invasive, automated and objective tool to measure mouse scratching from video recordings captured in general experimental settings, permitting rapid and accurate analysis of scratching for preclinical studies and high throughput drug screening.
Animals
;
Animals, Laboratory
;
Behavior, Animal
;
Body Size
;
Complement System Proteins
;
Decision Trees
;
Drug Evaluation, Preclinical
;
Humans
;
Injections, Intradermal
;
Machine Learning
;
Methods
;
Mice
;
Motion Pictures as Topic
;
Pruritus
;
Research Design
;
Sensitivity and Specificity
;
Video Recording
3.Formulation development and evaluation of gastroretentive floating beads with Brucea javanica oil using ionotropic gelation technology.
Yue ZHANG ; Xi-Tong ZHANG ; Qi ZHANG ; Bing WANG ; Tong ZHANG
Chinese Journal of Natural Medicines (English Ed.) 2018;16(4):293-301
In the present study, a gastric retention floating system for Brucea javanica oil, composed of alginate and carrageenan, was prepared using ionotropic gelation. Parameters for floatability, drug load, encapsulation efficiency, bead morphology, in vitro release, and in vivo gastric retention were evaluated. The optimized formulation via Box-Behnken design consisted of 1.7% alginate (W/V), 1.02% carrageenan (W/V), 1.4% CaCO (W/V), and a gelling bath of pH 0.8. The alginate-carrageenan-Brucea javanica oil beads had a porous structure and exhibited up to 24 h of in vitro floatability with a load capacity of 45%-55% and an encapsulation efficiency of 70%-80%. A 6-h sustained release was observed in vitro. The beads had a prolonged gastric retention (> 60% at 6 h) in fasted rats, compared to non-floating beads (15% at 6 h), as measured by gamma scintigraphy with single-photon emission tomography/computed tomography (SPET/CT). In conclusion, the alginate-carrageenan-Brucea javanica oil system showed enhanced oil encapsulation efficiency, excellent floating and gastric retention abilities, and a favorable release behavior.
Alginates
;
chemistry
;
Animals
;
Biological Availability
;
Brucea
;
chemistry
;
Carrageenan
;
chemistry
;
Delayed-Action Preparations
;
administration & dosage
;
chemistry
;
pharmacokinetics
;
Drug Carriers
;
chemistry
;
Drug Delivery Systems
;
methods
;
Drug Evaluation, Preclinical
;
Gastric Mucosa
;
metabolism
;
Glucuronic Acid
;
chemistry
;
Hexuronic Acids
;
chemistry
;
Microspheres
;
Plant Oils
;
administration & dosage
;
chemistry
;
pharmacokinetics
;
Rats
;
Rats, Sprague-Dawley
4.Acebutolol, a Cardioselective Beta Blocker, Promotes Glucose Uptake in Diabetic Model Cells by Inhibiting JNK-JIP1 Interaction.
Yi LI ; Nan Young JUNG ; Jae Cheal YOO ; Yul KIM ; Gwan Su YI
Biomolecules & Therapeutics 2018;26(5):458-463
The phosphorylation of JNK is known to induce insulin resistance in insulin target tissues. The inhibition of JNK-JIP1 interaction, which interferes JNK phosphorylation, becomes a potential target for drug development of type 2 diabetes. To discover the inhibitors of JNK-JIP1 interaction, we screened out 30 candidates from 4320 compound library with In Cell Interaction Trap method. The candidates were further confirmed and narrowed down to five compounds using the FRET method in a model cell. Among those five compounds, Acebutolol showed notable inhibition of JNK phosphorylation and elevation of glucose uptake in diabetic models of adipocyte and liver cell. Structural computation showed that the binding affinity of Acebutolol on the JNK-JIP1 interaction site was comparable to the known inhibitor, BI-78D3. Our results suggest that Acebutolol, an FDA-approved beta blocker for hypertension therapy, could have a new repurposed effect on type 2 diabetes elevating glucose uptake process by inhibiting JNK-JIP1 interaction.
Acebutolol*
;
Adipocytes
;
Cell Communication
;
Diabetes Mellitus
;
Drug Evaluation, Preclinical
;
Glucose*
;
Hypertension
;
Insulin
;
Insulin Resistance
;
Liver
;
Methods
;
Phosphorylation
5.Three-dimensional (3D) printing of mouse primary hepatocytes to generate 3D hepatic structure.
Yohan KIM ; Kyojin KANG ; Jaemin JEONG ; Seung Sam PAIK ; Ji Sook KIM ; Su A PARK ; Wan Doo KIM ; Jisun PARK ; Dongho CHOI
Annals of Surgical Treatment and Research 2017;92(2):67-72
PURPOSE: The major problem in producing artificial livers is that primary hepatocytes cannot be cultured for many days. Recently, 3-dimensional (3D) printing technology draws attention and this technology regarded as a useful tool for current cell biology. By using the 3D bio-printing, these problems can be resolved. METHODS: To generate 3D bio-printed structures (25 mm × 25 mm), cells-alginate constructs were fabricated by 3D bio-printing system. Mouse primary hepatocytes were isolated from the livers of 6–8 weeks old mice by a 2-step collagenase method. Samples of 4 × 10⁷ hepatocytes with 80%–90% viability were printed with 3% alginate solution, and cultured with well-defined culture medium for primary hepatocytes. To confirm functional ability of hepatocytes cultured on 3D alginate scaffold, we conducted quantitative real-time polymerase chain reaction and immunofluorescence with hepatic marker genes. RESULTS: Isolated primary hepatocytes were printed with alginate. The 3D printed hepatocytes remained alive for 14 days. Gene expression levels of Albumin, HNF-4α and Foxa3 were gradually increased in the 3D structures. Immunofluorescence analysis showed that the primary hepatocytes produced hepatic-specific proteins over the same period of time. CONCLUSION: Our research indicates that 3D bio-printing technique can be used for long-term culture of primary hepatocytes. It can therefore be used for drug screening and as a potential method of producing artificial livers.
Animals
;
Collagenases
;
Drug Evaluation, Preclinical
;
Fluorescent Antibody Technique
;
Gene Expression
;
Hepatocytes*
;
Liver
;
Liver, Artificial
;
Methods
;
Mice*
;
Printing, Three-Dimensional
;
Real-Time Polymerase Chain Reaction
6.A lipophilic prodrug of Danshensu: preparation, characterization, and in vitro and in vivo evaluation.
Xue-Jiao GUO ; Xue-Jiao FAN ; Bin QIAO ; Zhi-Qiang GE
Chinese Journal of Natural Medicines (English Ed.) 2017;15(5):355-362
Danshensu [3-(3, 4-dihydroxyphenyl) lactic acid, DSS], one of the significant cardioprotective components, is extracted from the root of Salvia miltiorrhiza. In the present study, an ester prodrug of Danshensu (DSS), palmitoyl Danshensu (PDSS), was synthesized with the aim to improve its oral bioavailability and prolong its half-life. The in vitro experiments were carried out to evaluate the physicochemical properties and stability of PDSS. Although the solubility of PDSS in water was only 0.055 mg·mL, its solubility in FaSSIF and FeSSIF reached 4.68 and 9.08 mg·mL, respectively. Octanol-water partition coefficient (log P) was increased from -2.48 of DSS to 1.90 of PDSS. PDSS was relatively stable in the aqueous solution in pH range from 5.6 to 7.4. Furthermore, the pharmacokinetics in rats was evaluated after oral administration of PDSS and DSS. AUC and t of PDSS were enhanced up to 9.8-fold and 2.2-fold, respectively, compared to that of DSS. C was 1.67 ± 0.11 μg·mL for PDSS and 0.81 ± 0.06 μg·mL for DSS. Thus, these results demonstrated that PDSS had much higher oral bioavailability and longer circulation time than its parent drug.
Animals
;
Biological Availability
;
Drug Compounding
;
methods
;
Drug Evaluation, Preclinical
;
Hydrogen-Ion Concentration
;
Lactates
;
chemistry
;
pharmacokinetics
;
Male
;
Prodrugs
;
chemistry
;
pharmacokinetics
;
Rats
;
Rats, Sprague-Dawley
;
Salvia miltiorrhiza
;
chemistry
;
Solubility
8.The spectrum-effect relationship-a rational approach to screening effective compounds, reflecting the internal quality of Chinese herbal medicine.
Chun-Sheng ZHU ; Zhi-Jian LIN ; Ming-Liang XIAO ; Hong-Juan NIU ; Bing ZHANG
Chinese Journal of Natural Medicines (English Ed.) 2016;14(3):177-184
Since the chromatographic fingerprint was introduced, it has been accepted by many countries to assess the quality and authenticity of Chinese herbal medicine (CHM). However, solely using the chromatographic fingerprint to assay numerous chemicals is not suitable for the assessment of the whole internal quality and pharmacodynamics of CHM. Consequently, it is necessary to develop a rational approach to connecting the chromatographic fingerprint with effective components to assess the internal quality of CHM. For this purpose, a spectrum-effect relationship theory was proposed and accepted as a new method for the assessment of CHM because of its potential use to screen effective components from CHM. In this paper, we systematically reviewed the application of the spectrum-effect relationship theory in the research of CHM, including research mentality, different chromatographic analysis techniques, data processing technologies, and structure determination.
Chromatography
;
Drug Evaluation, Preclinical
;
methods
;
Drugs, Chinese Herbal
;
chemistry
;
pharmacokinetics
;
Models, Statistical
;
Quality Control
9.Classification of natural products as sources of drugs according to the biopharmaceutics drug disposition classification system (BDDCS).
Ji LI ; Caroline A LARREGIEU ; Leslie Z BENET
Chinese Journal of Natural Medicines (English Ed.) 2016;14(12):888-897
Natural products (NPs) are compounds that are derived from natural sources such as plants, animals, and micro-organisms. Therapeutics has benefited from numerous drug classes derived from natural product sources. The Biopharmaceutics Drug Disposition Classification System (BDDCS) was proposed to serve as a basis for predicting the importance of transporters and enzymes in determining drug bioavailability and disposition. It categorizes drugs into one of four biopharmaceutical classes according to their water solubility and extent of metabolism. The present paper reviews 109 drugs from natural product sources: 29% belong to class 1 (high solubility, extensive metabolism), 22% to class 2 (low solubility, extensive metabolism), 40% to class 3 (high solubility, poor metabolism), and 9% to class 4 (low solubility, poor metabolism). Herein we evaluated the characteristics of NPs in terms of BDDCS class for all 109 drugs as wells as for subsets of NPs drugs derived from plant sources as antibiotics. In the 109 NPs drugs, we compiled 32 drugs from plants, 50% (16) of total in class 1, 22% (7) in class 2 and 28% (9) in class 3, none found in class 4; Meantime, the antibiotics were found 5 (16%) in class 2, 22 (71%) in class 3, and 4 (13%) in class 4; no drug was found in class 1. Based on this classification, we anticipate BDDCS to serve as a useful adjunct in evaluating the potential characteristics of new natural products.
Animals
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Biological Products
;
classification
;
metabolism
;
pharmacokinetics
;
Biopharmaceutics
;
methods
;
Drug Evaluation, Preclinical
;
methods
;
Humans
10.An optimized micro-assay of myosin II ATPase activity based on the molybdenum blue method and its application in screening natural product inhibitors.
Hong-Lin CHEN ; Jing ZHAO ; Guan-Jun ZHANG ; Jun-Ping KOU ; Bo-Yang YU
Chinese Journal of Natural Medicines (English Ed.) 2016;14(6):421-426
Myosin II plays multiple roles in physiological and pathological functions through its ATPase activity. The present study was designed to optimize a micro-assay of myosin II ATPase activity based on molybdenum blue method, using a known myosin II ATPase inhibitor, blebbistatin. Several parameters were observed in the enzymatic reaction procedure, including the concentrations of the substrate (ATP) and calcium chloride, pH, and the reaction and incubation times. The proportion of coloration agent was also investigated. The sensitivity of this assay was compared with the malachite green method and bioluminescence method. Additionally, 20 natural compounds were studied for myosin II ATPase inhibitory activity using the optimized method. Our results showed that ATP at the concentration of 5 mmol·L(-1) and ammonium molybdate : stannous chloride at the ratio of 15 : 1 could greatly improve the sensitivity of this method. The IC50 of blebbistatin obtained by this method was consistent with literature. Compound 8 was screened with inhibitory activity on myosin II ATPase. The optimized method showed similar accuracy, lower detecting limit, and wider linear range, which could be a promising approach to screening myosin II ATPase inhibitors in vitro.
Animals
;
Biological Products
;
chemistry
;
Drug Evaluation, Preclinical
;
methods
;
Enzyme Inhibitors
;
chemistry
;
Kinetics
;
Molybdenum
;
chemistry
;
Myosins
;
antagonists & inhibitors
;
chemistry
;
metabolism
;
Rabbits

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