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In an effort to overcome this problem, the main purpose of this study is to develop a QSARs-based ensemble classifier for antiprotozoan drug-like entities from a heterogeneous compounds collection.
As part of the project our team was specifically tasked with producing a system that could manage the chemical compounds collection that would be a part of the Open PHACTS open data collection.
When incorporating the similarity to a known active compound criterion the best library is Chembridge's DIVERSet™-EXP followed by Asinex's platinum collection and when adding the distance from an in-house compounds collection the best libraries is still Chembridge's DIVERSet™-EXP followed by Enamine's Drug-like set.
The LOPAC 1280 (LOPAC stands for library of pharmacologically active compounds) collection of 1,280 pharmacologically active compounds was purchased from Sigma-Aldrich.
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This chapter deals with the various strategies leading to active compounds and active compounds collections.
The internal diversity of compounds collections is especially important in unbiased, phenotypic screening since it increases the probability of identifying active hits.
The remaining rocaglates were from the Boston University Center for Molecular Discovery (BU-CMD) compound collection.
These models were qualified prospectively by selecting and testing compounds from the internal compound collection.
The downside of open access to the same compound collection is that efforts can be duplicated, so co-ordination is key.
In silico and in vitro screening of our compound collection has identified Hit 2 as BRAFV600E inhibitor.
Screening of the Maybridge compound collection identified 4-arylphthalazinones as micromolar inhibitors of PARP-1 catalytic activity.
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