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1.
J Cheminform ; 13(1): 64, 2021 Sep 06.
Article in English | MEDLINE | ID: mdl-34488889

ABSTRACT

We report the major conclusions of the online open-access workshop "Computational Applications in Secondary Metabolite Discovery (CAiSMD)" that took place from 08 to 10 March 2021. Invited speakers from academia and industry and about 200 registered participants from five continents (Africa, Asia, Europe, South America, and North America) took part in the workshop. The workshop highlighted the potential applications of computational methodologies in the search for secondary metabolites (SMs) or natural products (NPs) as potential drugs and drug leads. During 3 days, the participants of this online workshop received an overview of modern computer-based approaches for exploring NP discovery in the "omics" age. The invited experts gave keynote lectures, trained participants in hands-on sessions, and held round table discussions. This was followed by oral presentations with much interaction between the speakers and the audience. Selected applicants (early-career scientists) were offered the opportunity to give oral presentations (15 min) and present posters in the form of flash presentations (5 min) upon submission of an abstract. The final program available on the workshop website ( https://caismd.indiayouth.info/ ) comprised of 4 keynote lectures (KLs), 12 oral presentations (OPs), 2 round table discussions (RTDs), and 5 hands-on sessions (HSs). This meeting report also references internet resources for computational biology in the area of secondary metabolites that are of use outside of the workshop areas and will constitute a long-term valuable source for the community. The workshop concluded with an online survey form to be completed by speakers and participants for the goal of improving any subsequent editions.

2.
J Cheminform ; 13(1): 37, 2021 May 05.
Article in English | MEDLINE | ID: mdl-33952332

ABSTRACT

BACKGROUND: South African Natural Compounds Database (SANCDB; https://sancdb.rubi.ru.ac.za/ ) is the sole and a fully referenced database of natural chemical compounds of South African biodiversity. It is freely available, and since its inception in 2015, the database has become an important resource to several studies. Its content has been: used as training data for machine learning models; incorporated to larger databases; and utilized in drug discovery studies for hit identifications. DESCRIPTION: Here, we report the updated version of SANCDB. The new version includes 412 additional compounds that have been reported since 2015, giving a total of 1012 compounds in the database. Further, although natural products (NPs) are an important source of unique scaffolds, they have a major drawback due to their complex structure resulting in low synthetic feasibility in the laboratory. With this in mind, SANCDB is, now, updated to provide direct links to commercially available analogs from two major chemical databases namely Mcule and MolPort. To our knowledge, this feature is not available in other NP databases. Additionally, for easier access to information by users, the database and website interface were updated. The compounds are now downloadable in many different chemical formats. CONCLUSIONS: The drug discovery process relies heavily on NPs due to their unique chemical organization. This has inspired the establishment of numerous NP chemical databases. With the emergence of newer chemoinformatic technologies, existing chemical databases require constant updates to facilitate information accessibility and integration by users. Besides increasing the NPs compound content, the updated SANCDB allows users to access the individual compounds (if available) or their analogs from commercial databases seamlessly.

3.
Sci Rep ; 9(1): 4718, 2019 03 18.
Article in English | MEDLINE | ID: mdl-30886338

ABSTRACT

According to the 2018 report of the United Nations Programme on HIV/AIDS (UNAIDS), acquired immune deficiency syndrome (AIDS), a disease caused by the human immunodeficiency virus (HIV), remains a significant public health problem. The non-existence of a cure or effective vaccine for the disease and the associated emergence of resistant viral strains imply an urgent need for the discovery of novel anti-HIV drug candidates. The current study aimed to identify potential anti-retroviral compounds from Alchornea cordifolia. Bioactive compounds were identified using several chromatographic and spectroscopic techniques and subsequently evaluated for cytotoxicity and anti-HIV properties. Molecular modelling studies against HIV-1 integrase (HIV-1 IN) were performed to decipher the mode of action of methylgallate, the most potent compound (IC50 = 3.7 nM) and its analogues from ZINC database. Cytotoxicity assays showed that neither the isolated compounds nor the crude methanolic extract displayed cytotoxicity effects on the HeLa cell line. A strong correlation between the in vitro and in silico results was observed and important HIV-1 IN residues interacting with the different compounds were identified. These current results indicate that methylgallate is the main anti-HIV-1 compound in A. cordifolia stem bark, and could be a potential platform for the development of new HIV-1 IN inhibitors.


Subject(s)
Acquired Immunodeficiency Syndrome/drug therapy , Euphorbiaceae/chemistry , Gallic Acid/analogs & derivatives , HIV Integrase Inhibitors/pharmacology , HIV Integrase/metabolism , Acquired Immunodeficiency Syndrome/virology , Drug Evaluation, Preclinical , Gallic Acid/chemistry , Gallic Acid/isolation & purification , Gallic Acid/pharmacology , Gallic Acid/therapeutic use , HIV Integrase/ultrastructure , HIV Integrase Inhibitors/chemistry , HIV Integrase Inhibitors/isolation & purification , HIV Integrase Inhibitors/therapeutic use , HIV-1/drug effects , HIV-1/enzymology , HeLa Cells , Humans , Inhibitory Concentration 50 , Molecular Docking Simulation , Molecular Dynamics Simulation , Plant Bark/chemistry , Plant Stems/chemistry , Protein Domains , Recombinant Proteins , Toxicity Tests
4.
Sci Rep ; 6: 23690, 2016 Mar 31.
Article in English | MEDLINE | ID: mdl-27030511

ABSTRACT

Identification of potential drug targets as well as development of novel antimalarial chemotherapies with unique mode of actions due to drug resistance by Plasmodium parasites are inevitable. Falcipains (falcipain-2 and falcipain-3) of Plasmodium falciparum, which catalyse the haemoglobin degradation process, are validated drug targets. Previous attempts to develop peptide based drugs against these enzymes have been futile due to the poor pharmacological profiles and susceptibility to degradation by host enzymes. This study aimed to identify potential non-peptide inhibitors against falcipains and their homologs from other Plasmodium species. Structure based virtual docking approach was used to screen a small non-peptidic library of natural compounds from South Africa against 11 proteins. A potential hit, 5α-Pregna-1,20-dien-3-one (5PGA), with inhibitory activity against plasmodial proteases and selectivity on human cathepsins was identified. A 3D similarity search on the ZINC database using 5PGA identified five potential hits based on their docking energies. The key interacting residues of proteins with compounds were identified via molecular dynamics and free binding energy calculations. Overall, this study provides a basis for further chemical design for more effective derivatives of these compounds. Interestingly, as these compounds have cholesterol-like nuclei, they and their derivatives might be well tolerated in humans.


Subject(s)
Antimalarials/chemistry , Cysteine Endopeptidases/chemistry , Plasmodium falciparum/chemistry , Pregnadienes/chemistry , Protozoan Proteins/antagonists & inhibitors , Biological Products/chemistry , Cathepsins/chemistry , Databases, Protein , Drug Resistance , Hemoglobins/chemistry , Humans , Hydrogen Bonding , Molecular Docking Simulation , Molecular Dynamics Simulation , Plasmodium falciparum/enzymology , Protein Interaction Domains and Motifs , Proteolysis , Protozoan Proteins/chemistry , Small Molecule Libraries/chemistry , South Africa , Structure-Activity Relationship , Thermodynamics
5.
J Biomol Struct Dyn ; 34(10): 2084-101, 2016 Oct.
Article in English | MEDLINE | ID: mdl-26471975

ABSTRACT

Falcipain-2 (FP-2) and falcipain-3 (FP-3), haemoglobin-degrading enzymes in Plasmodium falciparum, are validated drug targets for the development of effective inhibitors against malaria. However, no commercial drug-targeting falcipains has been developed despite their central role in the life cycle of the parasites. In this work, in silico approaches are used to identify key structural elements that control the binding and selectivity of a diverse set of non-peptidic compounds onto FP-2, FP-3 and homologues from other Plasmodium species as well as human cathepsins. Hotspot residues and the underlying non-covalent interactions, important for the binding of ligands, are identified by interaction fingerprint analysis between the proteases and 2-cyanopyridine derivatives (best hits). It is observed that the size and chemical type of substituent groups within 2-cyanopyridine derivatives determine the strength of protein-ligand interactions. This research presents novel results that can further be exploited in the structure-based molecular-guided design of more potent antimalarial drugs.


Subject(s)
Antimalarials/chemistry , Cysteine Proteases/chemistry , Cysteine Proteinase Inhibitors/chemistry , Models, Molecular , Plasmodium/enzymology , Amino Acid Sequence , Antimalarials/pharmacology , Binding Sites , Catalytic Domain , Conserved Sequence , Cysteine Proteases/metabolism , Cysteine Proteinase Inhibitors/pharmacology , Drug Discovery , Hydrophobic and Hydrophilic Interactions , Ligands , Molecular Conformation , Molecular Docking Simulation , Molecular Dynamics Simulation , Protein Binding , Workflow
6.
PLoS One ; 10(8): e0134273, 2015.
Article in English | MEDLINE | ID: mdl-26280450

ABSTRACT

Complex computational pipelines are becoming a staple of modern scientific research. Often these pipelines are resource intensive and require days of computing time. In such cases, it makes sense to run them over high performance computing (HPC) clusters where they can take advantage of the aggregated resources of many powerful computers. In addition to this, researchers often want to integrate their workflows into their own web servers. In these cases, software is needed to manage the submission of jobs from the web interface to the cluster and then return the results once the job has finished executing. We have developed the Job Management System (JMS), a workflow management system and web interface for high performance computing (HPC). JMS provides users with a user-friendly web interface for creating complex workflows with multiple stages. It integrates this workflow functionality with the resource manager, a tool that is used to control and manage batch jobs on HPC clusters. As such, JMS combines workflow management functionality with cluster administration functionality. In addition, JMS provides developer tools including a code editor and the ability to version tools and scripts. JMS can be used by researchers from any field to build and run complex computational pipelines and provides functionality to include these pipelines in external interfaces. JMS is currently being used to house a number of bioinformatics pipelines at the Research Unit in Bioinformatics (RUBi) at Rhodes University. JMS is an open-source project and is freely available at https://github.com/RUBi-ZA/JMS.


Subject(s)
Computational Biology/methods , Computing Methodologies , Software , Information Storage and Retrieval , Internet , User-Computer Interface , Workflow
7.
J Cheminform ; 7: 29, 2015.
Article in English | MEDLINE | ID: mdl-26097510

ABSTRACT

BACKGROUND: Natural products (NPs) are important to the drug discovery process. NP research efforts are expanding world-wide and South Africa is no exception to this. While freely-accessible small molecule databases, containing compounds isolated from indigenous sources, have been established in a number of other countries, there is currently no such online database in South Africa. DESCRIPTION: The current research presents a South African natural compound database, named SANCDB. This is a curated and fully-referenced database containing compound information for 600 natural products extracted directly from journal articles, book chapters and theses. There is a web interface to the database, which is simple and easy to use, while allowing for compounds to be searched by a number of different criteria. Being fully referenced, each compound page contains links to the original referenced work from which the information was obtained. Further, the website provides a submission pipeline, allowing researchers to deposit compounds from their own research into the database. CONCLUSIONS: SANCDB is currently the only web-based NP database in Africa. It aims to provide a useful resource for the in silico screening of South African NPs for drug discovery purposes. The database is supported by a submission pipeline to allow growth by entries from researchers. As such, we currently present SANCDB the starting point of a platform for a community-driven, curated database to further natural products research in South Africa. SANCDB is freely available at https://sancdb.rubi.ru.ac.za/.

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