20 research outputs found
The potential of anti-malarial compounds derived from African medicinal plants, part II: a pharmacological evaluation of non-alkaloids and non-terpenoids
AfroDb: a select highly potent and diverse natural product library from African medicinal plants.
Computer-aided drug design (CADD) often involves virtual screening (VS) of large compound datasets and the availability of such is vital for drug discovery protocols. We assess the bioactivity and "drug-likeness" of a relatively small but structurally diverse dataset (containing >1,000 compounds) from African medicinal plants, which have been tested and proven a wide range of biological activities. The geographical regions of collection of the medicinal plants cover the entire continent of Africa, based on data from literature sources and information from traditional healers. For each isolated compound, the three dimensional (3D) structure has been used to calculate physico-chemical properties used in the prediction of oral bioavailability on the basis of Lipinski's "Rule of Five". A comparative analysis has been carried out with the "drug-like", "lead-like", and "fragment-like" subsets, as well as with the Dictionary of Natural Products. A diversity analysis has been carried out in comparison with the ChemBridge diverse database. Furthermore, descriptors related to absorption, distribution, metabolism, excretion and toxicity (ADMET) have been used to predict the pharmacokinetic profile of the compounds within the dataset. Our results prove that drug discovery, beginning with natural products from the African flora, could be highly promising. The 3D structures are available and could be useful for virtual screening and natural product lead generation programs
Pairwise comparison of mutual relationships between molecular descriptors.
<p>(A) The distribution of the calculated log <i>P</i> versus MW, (B) HBA against MW, (C) HBD against MW and (D) NRB versus MW. LCR represents the Lipinski compliant regions.</p
2D structures of selected promising compounds derived from the African flora and included in AfroDb.
<p>2D structures of selected promising compounds derived from the African flora and included in AfroDb.</p
2D structures of the three compounds with log <i>P</i> values >14, included in AfroDb.
<p>2D structures of the three compounds with log <i>P</i> values >14, included in AfroDb.</p
Sources and biological activities of metabolites with calculated log <i>P</i>>14 found in AfroDb.
<p>Sources and biological activities of metabolites with calculated log <i>P</i>>14 found in AfroDb.</p
Graph distribution of features that determine “drug-likeness”.
<p>(A, B) Histogram of Lipinski violations as a percentage of the AfroDb data set and molar weight distribution, respectively. (C, D, E, F) Distribution curves of the log <i>P</i>, HBA, HBD and NRB, respectively for the 1,008 compounds currently in AfroDb. For subfigure B, the <i>x</i>-axis label is the lower limit of binned data, e.g. 0 is equivalent to 0 to 100.</p
A principal component analysis (PCA) plot, showing the comparison of the chemical space defined by the NPs in AfroDb (green) and the chemical space represented by NPs in the ChemBridge Diversity (red) databases.
<p>A principal component analysis (PCA) plot, showing the comparison of the chemical space defined by the NPs in AfroDb (green) and the chemical space represented by NPs in the ChemBridge Diversity (red) databases.</p
Summary of average predicted pharmacokinetic property distributions of the total AfroDb library in comparison with the various subsets.
<p>Summary of average predicted pharmacokinetic property distributions of the total AfroDb library in comparison with the various subsets.</p