Multi-Target In-Silico modeling strategies to discover novel angiotensin converting enzyme and neprilysin dual inhibitors.

Cardiovascular diseases, including heart failure, stroke, and hypertension, affect 608 million people worldwide and cause 32% of deaths. Combination therapy is required in 60% of patients, involving concurrent Renin-Angiotensin-Aldosterone-System (RAAS) and Neprilysin inhibition. This study introduces a novel multi-target in-silico modeling technique (mt-QSAR) to evaluate the inhibitory potential against Neprilysin and Angiotensin-converting enzymes. Using both linear (GA-LDA) and non-linear (RF) algorithms, mt-QSAR classification models were developed using 983 chemicals to predict inhibitory effects on Neprilysin and Angiotensin-converting enzymes. The Box-Jenkins method, feature selection method, and machine learning algorithms were employed to obtain the most predictive model with ~ 90% overall accuracy. Additionally, the study employed virtual screening of designed scaffolds (Chalcone and its analogues, 1,3-Thiazole, 1,3,4-Thiadiazole) applying developed mt-QSAR models and molecular docking. The identified virtual hits underwent successive filtration steps, incorporating assessments of drug-likeness, ADMET profiles, and synthetic accessibility tools. Finally, Molecular dynamic simulations were then used to identify and rank the most favourable compounds. The data acquired from this study may provide crucial direction for the identification of new multi-targeted cardiovascular inhibitors.

Impact of tautomery of 3-(4H-1,2,4-triazol-3-ylthio)-N-phenylpropanamide on the COX-1 inhibitory mechanism.

Earlier, we have reported the synthesis and anti-inflammatory evaluation of different 3-(4H-1,2,4-triazol-3-ylthio)-N-substituted propanamide. In this article, we are reporting the various tautomeric forms of the most active anti-inflammatory compound, 3-(4H-1,2,4-triazol-3-ylthio)-N-phenylpropanamide (6a) and their virtual screening by molecular docking using six principle tautomeric forms. Docking analysis suggested that compound 3-(4H-1,2,4-triazol-3-ylthio)-N-phenylpropanamide (6a) bound with COX-1 selectively and drug receptor complex was stabilized by tautomerism. Noticeably, hydroxy group formed by tautomerism appreciably improve the drug receptor interactions. It was also supervised that the compound 3-(4H-1,2,4-triazol-3-ylthio)-N-phenylpropanamide (6a) docked near the gate of COX-1 active site and might block the conversion of arachidonic acid to prostaglandin (PG) H2 in the active site of COXs. Moreover, we have carried out receptor based electrostatic analysis to clarify the electronic, steric and hydrophobic field requirement of 3-(4H-1,2,4-triazol-3-ylthio)-N-phenylpropanamide (6a) to interact with COX -1 receptor.