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COSMOsim and COSMOfrag: ab initio computation of bioisosterism and molecular properties with quantum-chemical accuracy at fingerprint speed
Chemistry Central Journal volume 2, Article number: P15 (2008)
Theory, validation, and applications of a novel approach for the quantification of drug similarity – COSMOsim - are described.
This structure-free method uses the surface polarities as defined in the quantum chemically based conductor-like screening model for realistic solvation (COSMO-RS). The histograms of these surface polarities, the so-called sigma profiles, have been proven sufficient for the accurate calculation of partition and adsorption coefficients and, therefore, of relevant ADMET parameters such as solubility, pKa, log BB, and many others.
Sigma profiles carry a large part of the chemophysical information required for the estimation of energetic contributions to desolvation and receptor binding. We demonstrate that two compounds having a high degree of sigma profile similarity, as computed with COSMOsim, have similar physiological action. Therefore, a high COSMOsim value is a necessary condition for bioisosterism. COSMOsim allows seamless scaffold hopping independent from the chemical structure and is, thus, suited for the identification and design of new bioisosteric replacements for functional groups or whole drug candidates.
But aren't quantum chemical calculations too slow for broad virtual screening of millions of compounds? COSMOfrag reduces the computation time by several orders of magnitude while providing sigma profiles of approximate QC quality.
Real life examples will demonstrate the statistical and pharmaceutical plausibility of this approach and its practicability in real drug research projects.
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Thormann, M., Klamt, A., Wichmann, K. et al. COSMOsim and COSMOfrag: ab initio computation of bioisosterism and molecular properties with quantum-chemical accuracy at fingerprint speed. Chemistry Central Journal 2 (Suppl 1), P15 (2008). https://doi.org/10.1186/1752-153X-2-S1-P15
- Quantum Chemical Calculation
- Chemical Calculation
- Surface Polarity
- Drug Candidate
- Virtual Screening