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1.
Sci Rep ; 13(1): 2534, 2023 02 13.
Article in English | MEDLINE | ID: covidwho-2245374

ABSTRACT

Andrographis paniculata, a medicinal plant in Thailand national list of essential medicines, has been proposed for treatment of patients with mild to moderate coronavirus disease 2019. This study aims to develop a highly selective and sensitive liquid chromatography triple quadrupole tandem mass spectrometry method for quantitative determination of major diterpenoids in plasma and urine with application in pharmacokinetics. Chromatographic separation was performed on C18 column using a gradient mobile phase of water and acetonitrile. Mass spectrometry was analyzed using multiple reaction monitoring with negative ionization mode. This validated analytical method was very sensitive, less time consuming in analysis, and allowed the reliability and reproducibility on its application. The clinical pharmacokinetics was evaluated after single oral administration of A. paniculata extract (calculated as 60 mg of andrographolide). The disposition kinetics demonstrated that major diterpenoids could enter into systemic circulation, but they are mostly biotransformed (phase II) into conjugated glucuronide and sulfate metabolites. These metabolites are predominantly found in plasma and then extremely eliminated, in part through urinary excretion. The successful application of this analytical method supports its suitable uses in further clinical benefits after oral administration of A. paniculata.


Subject(s)
Andrographis , COVID-19 , Diterpenes , Humans , Chromatography, Liquid/methods , Reproducibility of Results , Tandem Mass Spectrometry/methods , Diterpenes/chemistry , Administration, Oral , Metabolic Networks and Pathways , Chromatography, High Pressure Liquid/methods , Andrographis/chemistry
2.
Molecules ; 28(2)2023 Jan 16.
Article in English | MEDLINE | ID: covidwho-2216644

ABSTRACT

A number of phytochemicals have been identified as promising drug molecules against a variety of diseases using an in-silico approach. The current research uses this approach to identify the phyto-derived drugs from Andrographis paniculata (Burm. f.) Wall. ex Nees (AP) for the treatment of diphtheria. In the present study, 18 bioactive molecules from Andrographis paniculata (obtained from the PubChem database) were docked against the diphtheria toxin using the AutoDock vina tool. Visualization of the top four molecules with the best dockscore, namely bisandrographolide (-10.4), andrographiside (-9.5), isoandrographolide (-9.4), and neoandrographolide (-9.1), helps gain a better understanding of the molecular interactions. Further screening using molecular dynamics simulation studies led to the identification of bisandrographolide and andrographiside as hit compounds. Investigation of pharmacokinetic properties, mainly ADMET, along with Lipinski's rule and binding affinity considerations, narrowed down the search for a potent drug to bisandrographolide, which was the only molecule to be negative for AMES toxicity. Thus, further modification of this compound followed by in vitro and in vivo studies can be used to examine itseffectiveness against diphtheria.


Subject(s)
Andrographis , Corynebacterium diphtheriae , Diphtheria , Diterpenes , Andrographis paniculata , Andrographis/chemistry , Diterpenes/pharmacology , Diterpenes/chemistry , Plant Extracts/pharmacology , Phytochemicals/pharmacology
3.
Chem Biodivers ; 20(2): e202200918, 2023 Feb.
Article in English | MEDLINE | ID: covidwho-2172733

ABSTRACT

In spite of tremendous efforts exerted in the management of COVID-19, the absence of specific treatments and the prevalence of delayed and long-term complications termed post-COVID syndrome still urged all concerned researchers to develop a potent inhibitor of SARS-Cov-2. The hydromethanolic extracts of different parts of E. mauritanica were in vitro screened for anti-SARS-Cov-2 activity. Then, using an integrated strategy of LC/MS/MS, molecular networking and NMR, the chemical profile of the active extract was determined. To determine the optimum target for these compounds, docking experiments of the active extract's identified compounds were conducted at several viral targets. The leaves extract showed the best inhibitory effect with IC50 8.231±0.04 µg/ml. The jatrophane diterpenes were provisionally annotated as the primary metabolites of the bioactive leaves extract based on multiplex of LC/MS/MS, molecular network, and NMR. In silico studies revealed the potentiality of the compounds in the most active extract to 3CLpro, where compound 20 showed the best binding affinity. Further attention should be paid to the isolation of various jatrophane diterpenes from Euphorbia and evaluating their effects on SARS-Cov-2 and its molecular targets.


Subject(s)
COVID-19 , Diterpenes , Euphorbia , Molecular Structure , Euphorbia/chemistry , Molecular Docking Simulation , Tandem Mass Spectrometry , SARS-CoV-2 , Diterpenes/chemistry , Plant Extracts/chemistry
4.
Molecules ; 27(19)2022 Sep 20.
Article in English | MEDLINE | ID: covidwho-2066270

ABSTRACT

Andrographis paniculata is a well-known Asian medicinal plant with a major phytoconstituent of diterpene lactones, such as andrographolide, 14-deoxyandrographolide, and neoandrographolide. A World Health Organization (WHO) monograph on selected medicinal plants showed that A. paniculata extracts and its major diterpene lactones have promising anti-inflammatory, antidiabetic, antimalarial, anticancer, antifungal, antibacterial, antioxidant, and hypoglycemic activities. However, these active phytochemicals have poor water solubility and bioavailability when delivered in a conventional dosage form. These biological barriers can be mitigated if the extract or isolated compound are delivered as nanoparticles. This review discusses existing studies and marketed products of A. paniculata in solid, liquid, semi-solid, and gaseous dosage forms, either as an extract or isolated pure compounds, as well as their deficits in reaching maximum bioavailability. The pharmaceutics and pharmacological activity of A. paniculata as a nano-delivery system are also discussed.


Subject(s)
Andrographis , Antimalarials , Diterpenes , Plants, Medicinal , Andrographis/chemistry , Andrographis paniculata , Anti-Bacterial Agents , Anti-Inflammatory Agents/pharmacology , Antifungal Agents , Antioxidants , Diterpenes/chemistry , Hypoglycemic Agents , Lactones , Plant Extracts/chemistry , Plants, Medicinal/chemistry , Water
5.
Mar Drugs ; 20(9)2022 Sep 06.
Article in English | MEDLINE | ID: covidwho-2039912

ABSTRACT

Three unusual diterpenes with rare sarsolenane and capnosane skeletons, namely mililatensols A-C (1-3), were isolated from the South China Sea soft coral Sarcophyton mililatensis, leading to the first record of sarsolenane and capnosane diterpenes from the title animal. The structures of compounds 1-3 were established by extensive spectroscopic analysis and comparison with the literature data. Moreover, the absolute configuration of 2 was determined by TDDFT ECD calculations. In an in vitro bioassay, none of the isolated compounds showed obvious anti-inflammatory activity on LPS-induced TNF-α release in RAW264.7 macrophages. In the preliminary virtual screening of inhibitory potential against SARS-CoV-2 by molecular docking, the results showed these three diterpenes were potential SARS-CoV-2 Mpro inhibitors.


Subject(s)
Anthozoa , COVID-19 , Diterpenes , Animals , Anthozoa/chemistry , Anti-Inflammatory Agents/pharmacology , Diterpenes/chemistry , Lipopolysaccharides , Molecular Docking Simulation , Molecular Structure , SARS-CoV-2 , Tumor Necrosis Factor-alpha
6.
Molecules ; 27(7)2022 Mar 28.
Article in English | MEDLINE | ID: covidwho-1785837

ABSTRACT

The chemical composition and antimicrobial activity of propolis from a semi-arid region of Morocco were investigated. Fifteen compounds, including triterpenoids (1, 2, 7-12), macrocyclic diterpenes of ingol type (3-6) and aromatic derivatives (13-15), were isolated by various chromatographic methods. Their structures were elucidated by a combination of spectroscopic and chiroptical methods. Compounds 1 and 3 are new natural compounds, and 2, 4-6, and 9-11 are newly isolated from propolis. Moreover, the full nuclear magnetic resonance (NMR) assignments of three of the known compounds (2, 4 and 5) were reported for the first time. Most of the compounds tested, especially the diterpenes 3, 4, and 6, exhibited very good activity against different strains of bacteria and fungi. Compound 3 showed the strongest activity with minimum inhibitory concentrations (MICs) in the range of 4-64 µg/mL. The combination of isolated triterpenoids and ingol diterpenes was found to be characteristic for Euphorbia spp., and Euphorbia officinarum subsp. echinus could be suggested as a probable and new plant source of propolis.


Subject(s)
Anti-Infective Agents , Diterpenes , Euphorbia , Propolis , Triterpenes , Anti-Bacterial Agents/pharmacology , Anti-Infective Agents/pharmacology , Diterpenes/chemistry , Euphorbia/chemistry , Molecular Structure , Morocco , Propolis/pharmacology , Triterpenes/chemistry
7.
ChemMedChem ; 17(5): e202100732, 2022 03 04.
Article in English | MEDLINE | ID: covidwho-1661603

ABSTRACT

Naturally occurring compounds represent a vast pool of pharmacologically active entities. One of such compounds is andrographolide, which is endowed with many beneficial properties, including the activity against severe acute respiratory syndrome coronavirus type 2 (SARS-CoV-2). To initiate a drug repurposing or hit optimization campaign, it is imperative to unravel the primary mechanism(s) of the antiviral action of andrographolide. Here, we showed by means of a reporter gene assay that andrographolide exerts its anti-SARS-CoV-2 effects by inhibiting the interaction between Kelch-like ECH-associated protein 1 (KEAP1) and nuclear factor erythroid 2-related factor 2 (NRF2) causing NRF2 upregulation. Moreover, we demonstrated that subtle structural modifications of andrographolide could lead to derivatives with stronger on-target activities and improved physicochemical properties. Our results indicate that further optimization of this structural class is warranted to develop novel COVID-19 therapies.


Subject(s)
Antiviral Agents/chemistry , Antiviral Agents/pharmacology , Diterpenes/chemistry , SARS-CoV-2/drug effects , Animals , COVID-19/virology , Cell Line , Chlorocebus aethiops , Humans , Kelch-Like ECH-Associated Protein 1/metabolism , Molecular Docking Simulation , Molecular Structure , NF-E2-Related Factor 2/metabolism , SARS-CoV-2/physiology , Vero Cells , Virus Replication , COVID-19 Drug Treatment
8.
Molecules ; 26(22)2021 Nov 21.
Article in English | MEDLINE | ID: covidwho-1524088

ABSTRACT

Plants consistently synthesize and accumulate medically valuable secondary metabolites which can be isolated and clinically tested under in vitro conditions. An advancement with such important phytochemical production has been recognized and utilized as herbal drugs. Bioactive andrographolide (AGL; C20H30O5) isolated from Andrographis paniculate (AP) (Kalmegh) is a diterpenoid lactones having multifunctional medicinal properties including anti-manic, anti-inflammatory, liver, and lung protective. AGL is known for its immunostimulant activity against a variety of microbial infections thereby, regulating classical and alternative macrophage activation, Ag-specific antibody production during immune disorder therapy. In vitro studies with AGL found it to be effective against multiple tumors, neuronal disorders, diabetes, pneumonia, fibrosis, and other diverse therapeutic misadventures. Generally, virus-based diseases like ZIKA, influenza A virus subtype (H1NI), Ebola (EBOV), Dengue (DENV), and coronavirus (COVID-19) epidemics have greatly increased scientific interest and demands to develop more effective and economical immunomodulating drugs with minimal side effects. Trials and in vitro pharmacological studies with AGL and medicinally beneficial herbs might contribute to benefit the human population without using chemical-based synthetic drugs. In this review, we have discussed the possible role of AGL as a promising herbal-chemo remedy during human diseases, viral infections and as an immunity booster.


Subject(s)
Antiviral Agents/chemistry , Antiviral Agents/pharmacology , Diterpenes/chemistry , Diterpenes/pharmacology , Plants, Medicinal/chemistry , Plants, Medicinal/immunology , Virus Diseases/drug therapy , Antiviral Agents/chemical synthesis , Antiviral Agents/therapeutic use , Diterpenes/chemical synthesis , Diterpenes/therapeutic use , Health , Humans , Immune System/drug effects
9.
Mar Drugs ; 19(7)2021 Jul 13.
Article in English | MEDLINE | ID: covidwho-1314693

ABSTRACT

The coronavirus pandemic has affected more than 150 million people, while over 3.25 million people have died from the coronavirus disease 2019 (COVID-19). As there are no established therapies for COVID-19 treatment, drugs that inhibit viral replication are a promising target; specifically, the main protease (Mpro) that process CoV-encoded polyproteins serves as an Achilles heel for assembly of replication-transcription machinery as well as down-stream viral replication. In the search for potential antiviral drugs that target Mpro, a series of cembranoid diterpenes from the biologically active soft-coral genus Sarcophyton have been examined as SARS-CoV-2 Mpro inhibitors. Over 360 metabolites from the genus were screened using molecular docking calculations. Promising diterpenes were further characterized by molecular dynamics (MD) simulations based on molecular mechanics-generalized Born surface area (MM-GBSA) binding energy calculations. According to in silico calculations, five cembranoid diterpenes manifested adequate binding affinities as Mpro inhibitors with ΔGbinding < -33.0 kcal/mol. Binding energy and structural analyses of the most potent Sarcophyton inhibitor, bislatumlide A (340), was compared to darunavir, an HIV protease inhibitor that has been recently subjected to clinical-trial as an anti-COVID-19 drug. In silico analysis indicates that 340 has a higher binding affinity against Mpro than darunavir with ΔGbinding values of -43.8 and -34.8 kcal/mol, respectively throughout 100 ns MD simulations. Drug-likeness calculations revealed robust bioavailability and protein-protein interactions were identified for 340; biochemical signaling genes included ACE, MAPK14 and ESR1 as identified based on a STRING database. Pathway enrichment analysis combined with reactome mining revealed that 340 has the capability to re-modulate the p38 MAPK pathway hijacked by SARS-CoV-2 and antagonize injurious effects. These findings justify further in vivo and in vitro testing of 340 as an antiviral agent against SARS-CoV-2.


Subject(s)
Anthozoa/chemistry , COVID-19 Drug Treatment , Coronavirus 3C Proteases/antagonists & inhibitors , Coronavirus Protease Inhibitors/pharmacology , Diterpenes/pharmacology , SARS-CoV-2/drug effects , Animals , COVID-19/virology , Coronavirus 3C Proteases/metabolism , Coronavirus Protease Inhibitors/chemistry , Coronavirus Protease Inhibitors/isolation & purification , Diterpenes/chemistry , Diterpenes/isolation & purification , Humans , Molecular Docking Simulation , Molecular Dynamics Simulation , Molecular Structure , SARS-CoV-2/enzymology , SARS-CoV-2/pathogenicity , Structure-Activity Relationship
10.
Biochem Biophys Res Commun ; 533(3): 467-473, 2020 Dec 10.
Article in English | MEDLINE | ID: covidwho-1064868

ABSTRACT

The coronavirus disease 2019 (COVID-19) pandemic caused by 2019 novel coronavirus (2019-nCoV) has been a crisis of global health, whereas the effective vaccines against 2019-nCoV are still under development. Alternatively, utilization of old drugs or available medicine that can suppress the viral activity or replication may provide an urgent solution to suppress the rapid spread of 2019-nCoV. Andrographolide is a highly abundant natural product of the medicinal plant, Andrographis paniculata, which has been clinically used for inflammatory diseases and anti-viral therapy. We herein demonstrate that both andrographolide and its fluorescent derivative, the nitrobenzoxadiazole-conjugated andrographolide (Andro- NBD), suppressed the main protease (Mpro) activities of 2019-nCoV and severe acute respiratory syndrome coronavirus (SARS-CoV). Moreover, Andro-NBD was shown to covalently link its fluorescence to these proteases. Further mass spectrometry (MS) analysis suggests that andrographolide formed a covalent bond with the active site Cys145 of either 2019-nCoV Mpro or SARS-CoV Mpro. Consistently, molecular modeling analysis supported the docking of andrographolide within the catalytic pockets of both viral Mpros. Considering that andrographolide is used in clinical practice with acceptable safety and its diverse pharmacological activities that could be beneficial for attenuating COVID-19 symptoms, extensive investigation of andrographolide on the suppression of 2019-nCoV as well as its application in COVID-19 therapy is suggested.


Subject(s)
Cysteine Endopeptidases/metabolism , Diterpenes/pharmacology , Protease Inhibitors/chemistry , Protease Inhibitors/pharmacology , Viral Nonstructural Proteins/antagonists & inhibitors , Viral Nonstructural Proteins/metabolism , Betacoronavirus/enzymology , Catalytic Domain , Coronavirus 3C Proteases , Cysteine Endopeptidases/chemistry , Diterpenes/chemistry , Fluorescent Dyes/chemistry , Fluorescent Dyes/pharmacology , Molecular Docking Simulation , Protein Conformation , Protein Multimerization , Severe acute respiratory syndrome-related coronavirus/enzymology , SARS-CoV-2 , Viral Nonstructural Proteins/chemistry
11.
BMC Complement Med Ther ; 21(1): 41, 2021 Jan 21.
Article in English | MEDLINE | ID: covidwho-1041078

ABSTRACT

BACKGROUND: The latest coronavirus SARS-CoV-2, discovered in China and rapidly spread Worldwide. COVID-19 affected millions of people and killed hundreds of thousands worldwide. There are many ongoing studies investigating drug(s) suitable for preventing and/or treating this pandemic; however, there are no specific drugs or vaccines available to treat or prevent SARS-CoV-2 as of today. METHODS: Fifty-eight fragrance materials, which are classified as allergen fragrance molecules, were selected and used in this study. Docking simulations were carried out using four functional proteins; the Covid19 Main Protase (MPro), Receptor binding domain (RBD) of spike protein, Nucleocapsid, and host Bromodomain protein (BRD2), as target macromolecules. Three different software, AutoDock, AutoDock Vina (Vina), and Molegro Virtual Docker (MVD), running a total of four different docking protocol with optimized energy functions were used. Results were compared with the five molecules reported in the literature as potential drugs against COVID-19. Virtual screening was carried out using Vina, molecules satisfying our cut-off (- 6.5 kcal/mol) binding affinity was confirmed by MVD. Selected molecules were analyzed using the flexible docking protocol of Vina and AutoDock default settings. RESULTS: Ten out of 58 allergen fragrance molecules were selected for further docking studies. MPro and BRD2 are potential targets for the tested allergen fragrance molecules, while RBD and Nucleocapsid showed weak binding energies. According to AutoDock results, three molecules, Benzyl Cinnamate, Dihydroambrettolide, and Galaxolide, had good binding affinities to BRD2. While Dihydroambrettolide and Galaxolide showed the potential to bind to MPro, Sclareol and Vertofix had the best calculated binding affinities to this target. When the flexible docking results analyzed, all the molecules tested had better calculated binding affinities as expected. Benzyl Benzoate and Benzyl Salicylate showed good binding affinities to BRD2. In the case of MPro, Sclareol had the lowest binding affinity among all the tested allergen fragrance molecules. CONCLUSION: Allergen fragrance molecules are readily available, cost-efficient, and shown to be safe for human use. Results showed that several of these molecules had comparable binding affinities as the potential drug molecules reported in the literature to target proteins. Thus, these allergen molecules at correct doses could have significant health benefits.


Subject(s)
Allergens/chemistry , Allergens/immunology , COVID-19 Drug Treatment , COVID-19/immunology , Odorants , Perfume/chemistry , SARS-CoV-2/chemistry , SARS-CoV-2/immunology , Adenosine Monophosphate/analogs & derivatives , Adenosine Monophosphate/chemistry , Adenosine Monophosphate/metabolism , Alanine/analogs & derivatives , Alanine/chemistry , Alanine/metabolism , Allergens/administration & dosage , Allergens/therapeutic use , Benzopyrans/chemistry , Benzopyrans/metabolism , Benzyl Compounds/chemistry , Benzyl Compounds/metabolism , Cinnamates/chemistry , Cinnamates/metabolism , Coronavirus 3C Proteases/chemistry , Coronavirus 3C Proteases/metabolism , Coronavirus Nucleocapsid Proteins/chemistry , Coronavirus Nucleocapsid Proteins/metabolism , Diterpenes/chemistry , Diterpenes/metabolism , Drug Evaluation, Preclinical , Humans , Ligands , Molecular Docking Simulation , Perfume/administration & dosage , Perfume/therapeutic use , Phosphoproteins/chemistry , Phosphoproteins/metabolism , SARS-CoV-2/drug effects , Spike Glycoprotein, Coronavirus/chemistry , Spike Glycoprotein, Coronavirus/metabolism , Transcription Factors/chemistry , Transcription Factors/metabolism
12.
J Mol Graph Model ; 101: 107717, 2020 12.
Article in English | MEDLINE | ID: covidwho-718872

ABSTRACT

The widespread problem of a 2019-novel coronavirus (SARS-CoV-2) strain outbreak in Wuhan, China has prompted a search for new drugs to protect against and treat this disease. It is necessary to immediately investigate this due to the mutation of the viral genome and there being no current protective vaccines or therapeutic drugs. Molecular modelling and molecular docking based on in silico screening strategies were employed to determine the potential activities of seven HIV protease (HIV-PR) inhibitors, two flu drugs, and eight natural compounds. The computational approach was carried out to discover the structural modes with a high binding affinity for these drugs on the homology structure of the Wuhan coronavirus protease (SARS-CoV-2 PR). From the theoretical calculations, all the drugs and natural compounds demonstrated various favorable binding affinities. An interesting finding was that the natural compounds tested had a higher potential binding activity with the pocket sites of SARS-CoV-2 PR compared to the groups of HIV-PR inhibitors. The binding modes of each complex illustrated between the drugs and compounds interacted with the functional group of amino acids in the binding pocket via hydrophilic, hydrophobic, and hydrogen bond interactions using the molecular dynamics simulation technique. This result supports the idea that existing protease inhibitors and natural compounds could be used to treat the new coronavirus. This report sought to provide fundamental knowledge as preliminary experimental data to propose an existing nutraceutical material against viral infection. Collectively, it is suggested that molecular modelling and molecular docking are suitable tools to search and screen for new drugs and natural compounds that can be used as future treatments for viral diseases.


Subject(s)
Antiviral Agents/pharmacology , Cysteine Endopeptidases/chemistry , Dietary Supplements , Protease Inhibitors/chemistry , Protease Inhibitors/pharmacology , Viral Nonstructural Proteins/antagonists & inhibitors , Viral Nonstructural Proteins/chemistry , Antiviral Agents/chemistry , Binding Sites , Coronavirus 3C Proteases , Cysteine Endopeptidases/metabolism , Dioxoles/chemistry , Dioxoles/pharmacology , Diterpenes/chemistry , Diterpenes/pharmacology , Hydrogen Bonding , Lignans/chemistry , Lignans/pharmacology , Molecular Docking Simulation , Molecular Dynamics Simulation , Molecular Structure , Protein Conformation , Viral Nonstructural Proteins/metabolism
13.
Curr Top Med Chem ; 20(24): 2126-2145, 2020.
Article in English | MEDLINE | ID: covidwho-648861

ABSTRACT

BACKGROUND: The emergence of a new coronavirus (CoV), named 2019-nCoV, as an outbreak originated in the city of Wuhan, China, has resulted in the death of more than 3,400 people this year alone and has caused worldwide an alarming situation, particularly following previous CoV epidemics, including the Severe Acute Respiratory Syndrome (SARS) in 2003 and the Middle East Respiratory Syndrome (MERS) in 2012. Currently, no exists for infections caused by CoVs; however, some natural products may represent potential treatment resources, such as those that contain diterpenes. OBJECTIVE: This study aimed to use computational methods to perform a virtual screening (VS) of candidate diterpenes with the potential to act as CoV inhibitors. METHODS: 1,955 diterpenes, derived from the Nepetoideae subfamily (Lamiaceae), were selected using the SistematX tool (https://sistematx.ufpb.br), which were used to make predictions. From the ChEMBL database, 3 sets of chemical structures were selected for the construction of predictive models. RESULTS: The chemical structures of molecules with known activity against SARS CoV, two of which were tested for activity against specific viral proteins and one of which was tested for activity against the virus itself, were classified according to their pIC50 values [-log IC50 (mol/l)]. CONCLUSION: In the consensus analysis approach, combining both ligand- and structure-based VSs, 19 compounds were selected as potential CoV inhibitors, including isotanshinone IIA (01), tanshinlactone (02), isocryptotanshinone (03), and tanshinketolactone (04), which did not present toxicity within the evaluated parameters.


Subject(s)
Antiviral Agents/chemistry , Antiviral Agents/pharmacology , Betacoronavirus/drug effects , Coronavirus Infections/drug therapy , Diterpenes/chemistry , Diterpenes/pharmacology , Lamiaceae/chemistry , Pneumonia, Viral/drug therapy , Antiviral Agents/pharmacokinetics , COVID-19 , Computational Biology , Diterpenes/pharmacokinetics , High-Throughput Screening Assays , Humans , Ligands , Models, Chemical , Molecular Docking Simulation , Molecular Structure , Pandemics , Predictive Value of Tests , SARS-CoV-2 , Structure-Activity Relationship
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