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For efficient design of ligands, estimation of their affinities
helps determine their relative synthetic priorities. For receptors
of unknown structure, 3D QSAR can be derived for a set of ligands
which are both self-consistent and predictive. For receptors
of known 3D structure, two approaches have been developed. The
first uses simulations and mutates a compound with known affinity
to the compound of interest and estimates DDG. Alternative approaches
use heuristics and include CoMFA, neural networks, etc. Hybrid
approach, such as VALIDATE, estimate the affinities of novel
receptor complexes based on properties calculated from a minimized
complex. We have used HIV protease inhibitors as a test case
to explore use of various parameters to represent the molecular
complex and their impact on the predictability of resulting
models.
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