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Drug Design 2 - Applied Bioinformatics Group

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Topological Indices<br />

• There is a whole range of addi%onal topological indices that have<br />

been applied successfully<br />

• Topological indices are usually easy to compute<br />

• Calcula%on is omen based on the distance matrix of the molecular<br />

graph<br />

• A disadvantage of topological indices is that they are unrelated to<br />

observable physical quanDDes<br />

• They are par%cularly suitable, if proper%es like shape or degree of<br />

branching are expected to have an influence on the property<br />

predicted<br />

• Other physical quan%%es (e.g., hydrophobicity, electrosta%c<br />

proper%es) can be easily combined with topological indices<br />

3D Descriptors<br />

• 3D descriptors also consider molecular geometries<br />

• They are typically based on a selected, energy-­‐minimized<br />

conforma%on<br />

• Choice of this conformaDon has a significant influence on the<br />

descriptor values!<br />

• 3D descriptors consider for example<br />

• Intramolecular distances<br />

• Bond lengths<br />

• Shape and size of the structure<br />

• Molecular surface areas<br />

• ...<br />

• They may consider the geometry alone, but omen also the<br />

distribu%on of proper%es with respect to the geometry (e.g.,<br />

polarity of a surface)<br />

3D Descriptors – RDF<br />

• The distribu%on of all intramolecular distances is captured<br />

by the radial distribuDon funcDon (RDF)<br />

• Because the distances are typically discrete, they are turned<br />

into a density funcDon:<br />

B is a constant describing the width of the Gaussian<br />

contribu%on to the density func%on<br />

• RDF is a one-­‐dimensional descripDon of the three-­‐<br />

dimensional geometry of a molecule

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