RESUMO
The study investigated the hepatocurative activity of the bulk alkaloids of Zanthoxylum zanthoxyloides in a tetrachloromethane (CCl4)-induced hepatotoxicity model in rats. The hepatocurative activity of the alkaloids at 200, 400 and 600 mg/kg doses was demonstrated by the assay of both enzymic and non-enzymic parameters. Sections of the liver were also subjected to histological examinations. Mapping techniques and data visualization approaches were adopted in finding relationships between the enzymic and non-enzymic parameters and the treatment groups. The bulk alkaloids caused dose-dependent effects on both the enzymic and non-enzymic parameters. The bulk alkaloids elicited a significant reduction (p < 0.05) in all liver and antioxidant enzymes activities compared with the untreated. The 600 mg/kg dose caused the restoration of the ALP, ALT and AST to 76.16, 10.72 and 11.83 iU/L respectively similar to the standard butylated hydroxytoluene. The 600 mg/kg dose also caused a slight increase in the activities of SOD, catalase and GPx to 11.45. 1.37 and 11.66 iU/L respectively when compared with the untreated rats. In the non-enzymic assays, the 600 mg/kg dose elicited a significant (p < 0.05) upregulation in the total bilirubin (1.18 mg/100 mL), total protein (3.75 g/dL), HDL (1.80 mMol/L) and vitamin C (2.41 mg/dL) and decrease in the CHOL (3.35 g/dL), TAG (1.85 mMol/L), LDL (0.67 mMol/L), BUN (39.55 mg/dL) and MDA (1.13 nMol/mL) when compared with the untreated rats. The restoration of the natural histo-architecture of the CCl4-damaged liver by the alkaloids further evidenced the hepatocurative activity of the bulk alkaloids.
RESUMO
Malaria accounts for over two million deaths globally. To flatten this curve, there is a need to develop new and high potent drugs against Plasmodium falciparum. Some major challenges include the dearth of suitable animal models for anti-P. falciparum assays, resistance to first-line drugs, lack of vaccines and the complex life cycle of Plasmodium. Gladly, newer approaches to antimalarial drug discovery have emerged due to the release of large datasets by pharmaceutical companies. This review provides insights into these new approaches to drug discovery covering different machine learning tools, which enhance the development of new compounds. It provides a systematic review on the use and prospects of machine learning in predicting, classifying and clustering IC50 values of bioactive compounds against P. falciparum. The authors identified many machine learning tools yet to be applied for this purpose. However, Random Forest and Support Vector Machines have been extensively applied though on a limited dataset of compounds.
Assuntos
Antimaláricos , Plasmodium falciparum , Animais , Relação Quantitativa Estrutura-Atividade , Antimaláricos/farmacologia , Aprendizado de Máquina , Descoberta de DrogasRESUMO
As part of our research for new leads against human African trypanosomiasis (HAT), we report on a 3D-QSAR study for antitrypanosomal activity and cytotoxicity of aminosteroid-type alkaloids recently isolated from the African medicinal plant Holarrhena africana A. DC. (Apocynaceae), some of which are strong trypanocides against Trypanosoma brucei rhodesiense (Tbr), with low toxicity against mammalian cells. Fully optimized 3D molecular models of seventeen congeneric Holarrhena alkaloids were subjected to a comparative molecular field analysis (CoMFA). CoMFA models were obtained for both, the anti-Tbr and cytotoxic activity data. Model performance was assessed in terms of statistical characteristics (R², Q², and P² for partial least squares (PLS) regression, internal cross-validation (leave-one-out), and external predictions (test set), respectively, as well as the corresponding standard deviation error in prediction (SDEP) and F-values). With R² = 0.99, Q² = 0.83 and P² = 0.79 for anti-Tbr activity and R² = 0.94, Q² = 0.64, P² = 0.59 for cytotoxicity against L6 rat skeletal myoblasts, both models were of good internal and external predictive power. The regression coefficients of the models representing the most prominent steric and electrostatic effects on anti-Tbr and for L6 cytotoxic activity were translated into contour maps and analyzed visually, allowing suggestions for possible modification of the aminosteroids to further increase the antitrypanosomal potency and selectivity. Very interestingly, the 3D-QSAR model established with the Holarrhena alkaloids also applied to the antitrypanosomal activity of two aminocycloartane-type compounds recently isolated by our group from Buxus sempervirens L. (Buxaceae), which indicates that these structurally similar natural products share a common structureâ»activity relationship (SAR) and, possibly, mechanism of action with the Holarrhena steroids. This 3D-QSAR study has thus resulted in plausible structural explanations of the antitrypanosomal activity and selectivity of aminosteroid- and aminocycloartane-type alkaloids as an interesting new class of trypanocides and may represent a starting point for lead optimization.
Assuntos
Alcaloides/farmacologia , Apocynaceae/química , Extratos Vegetais/farmacologia , Tripanossomíase Bovina/tratamento farmacológico , Alcaloides/química , Animais , Bovinos , Proliferação de Células/efeitos dos fármacos , Modelos Moleculares , Extratos Vegetais/química , Relação Quantitativa Estrutura-Atividade , Esteroides/química , Esteroides/farmacologia , Relação Estrutura-Atividade , Trypanosoma brucei brucei/efeitos dos fármacos , Trypanosoma brucei brucei/patogenicidade , Tripanossomíase Bovina/parasitologiaRESUMO
In our continued search for natural compounds with activity against Trypanosoma brucei, causative agent of human African trypanosomiasis (HAT, "sleeping sickness"), we have investigated extracts from the leaves and bark of the West African Holarrhenaafricana (syn. Holarrhena floribunda; Apocynaceae). The extracts and their alkaloid-enriched fractions displayed promising in vitro activity against bloodstream forms of T. brucei rhodesiense (Tbr; East African HAT). Bioactivity-guided chromatographic fractionation of the alkaloid-rich fractions resulted in the isolation of 17 steroid alkaloids, one nitrogen-free steroid and one alkaloid-like non-steroid. Impressive activities (IC50 in µM) against Tbr were recorded for 3ß-holaphyllamine (0.40 ± 0.28), 3α-holaphyllamine (0.37 ± 0.16), 3ß-dihydroholaphyllamine (0.67 ± 0.03), N-methylholaphyllamine (0.08 ± 0.01), conessimine (0.17 ± 0.08), conessine (0.42 ± 0.09), isoconessimine (0.17 ± 0.11) and holarrhesine (0.12 ± 0.08) with selectivity indices ranging from 13 to 302. Based on comparison of the structures of this congeneric series of steroid alkaloids and their activities, structure-activity relationships (SARs) could be established. It was found that a basic amino group at position C-3 of the pregnane or pregn-5-ene steroid nucleus is required for a significant anti-trypanosomal activity. The mono-methylated amino group at C-3 represents an optimum for activity. ∆5,6 unsaturation slightly increased the activity while hydrolysis of C-12ß ester derivatives led to a loss of activity. An additional amino group at C-20 engaged in a pyrrolidine ring closed towards C-18 significantly increased the selectivity index of the compounds. Our findings provide useful empirical data for further development of steroid alkaloids as a novel class of anti-trypanosomal compounds which represent a promising starting point towards new drugs to combat human African trypanosomiasis.
Assuntos
Alcaloides/farmacologia , Holarrhena/química , Esteroides/farmacologia , Tripanossomicidas/farmacologia , Trypanosoma brucei rhodesiense/efeitos dos fármacos , Alcaloides/química , Alcaloides/isolamento & purificação , Fracionamento Químico , Misturas Complexas , Casca de Planta/química , Extratos Vegetais/farmacologia , Folhas de Planta/química , Esteroides/química , Esteroides/isolamento & purificação , Relação Estrutura-Atividade , Tripanossomicidas/química , Tripanossomicidas/isolamento & purificaçãoRESUMO
Abstract Pterocarpus santalinoides is used in Nigerian ethnomedicine to treat diabetes mellitus. This study aimed to establish the antidiabetic property of the plant, and isolate and characterize its active principle. Dried and pulverized leaves (500 g) of P. santalinoides were extracted with 1.8 L of 80 % hydromethanol by cold maceration. The dried extract (10 g) was partitioned into n-hexane, ethyl acetate (EtOAc), n-butanol, and water. Antidiabetic activitiy-guided isolation by column chromatographic separation of the EtOAc soluble and purification of the sub-fractions by repeated preparative thin layer chromatography (pTLC) yielded a C-glycosyl flavonoid, identified as isovitexin. The chemical structure was elucidated based on high-resolution mass spectroscopy, 1D, and 2D nuclear magnetic resonance spectroscopic analyses. Alloxan-induced diabetic rat model was adopted for antidiabetic screening. The extract of P. santalinoides (100-200 mg/kg), fraction F4 (50 mg/kg), sub-fraction F4.3 (10 mg/kg), and the semi-purified compound F4.3.2 (5 mg/kg) significantly (p<0.05) reduced the fasting blood glucose of alloxan-induced diabetic rats, causing 48.4, 69.4, 57.7 and 64.5 % antidiabetic activity respectively, compared with > 68 % recorded in glibenclamide (2 mg/kg) control. These results reveal that isovitexin is the antidiabetic principle in P. santalinoides