Journal of Medicinal Chemistry · 2016 · 87 citations · 83 references
PharmacyMedicinal ChemistryPharmacologyDrug DesignDrug DiscoveryLead OptimizationAntiparasitic AgentsComputational Drug DiscoveryEnzyme InhibitionHit DiscoveryLead DiscoveryVirtual ScreeningAnthelmintic Drug DevelopmentAnthelmintic Drug DiscoveryAntiparasitic Drug DiscoveryHigh-content ScreeningNeglected Tropical Disease MedicinesNovel Anthelmintic DiscoverySchistosomiasis TreatmentSchistosomicidal Agents
Schistosomiasis is a debilitating neglected tropical disease, caused by flatworms of Schistosoma genus. The treatment relies on a single drug, praziquantel (PZQ), making the discovery of new compounds extremely urgent. In this work, we integrated QSAR-based virtual screening (VS) of Schistosoma mansoni thioredoxin glutathione reductase (SmTGR) inhibitors and high content screening (HCS) aiming to discover new antischistosomal agents. Initially, binary QSAR models for inhibition of SmTGR were developed and validated using the Organization for Economic Co-operation and Development (OECD) guidance. Using these models, we prioritized 29 compounds for further testing in two HCS platforms based on image analysis of assay plates. Among them, 2-[2-(3-methyl-4-nitro-5-isoxazolyl)vinyl]pyridine and 2-(benzylsulfonyl)-1,3-benzothiazole, two compounds representing new chemical scaffolds have activity against schistosomula and adult worms at low micromolar concentrations and therefore represent promising antischistosomal hits for further hit-to-lead optimization.
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Leo Breiman · Machine Learning · 2001 · 126.2K citations · Full text
Greedy function approximation: A gradient boosting machine.
Jerome H. Friedman · The Annals of Statistics · 2001 · 29K citations · Full text
Classification and Regression Trees.
Alexander Gordon, Leo Breiman, Jerome H. Friedman et al. · Biometrics · 1984 · 23.9K citations
Classification and Regression Trees.
John Van Ryzin, Leo Breiman, Jerome H. Friedman et al. · Journal of the American Statistical Association · 1986 · 21K citations