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search. These generally involve a move set, an acceptance criterion, and an energy<br />

function.[2] The energy function can be a force field as above, and a wide array of move<br />

sets can be used, which are often intentionally biased in some way. The acceptance<br />

criterion is probabilistic; an energetically favorable move will always be accepted, but an<br />

unfavorable one will be accepted with probability = exp(( E E ) / k T ) .<br />

P old ! new B<br />

Spectral decomposition, or Normal Mode analysis, is another popular method for<br />

predicting flexibility and conformational change. Interatomic interactions being<br />

nonlinear as mentioned, the eigenvectors can be obtained only for a linearized version of<br />

the potential. Various authors have shown that large scale conformational change can be<br />

mostly represented using several low order eigenvectors or normal modes. The popular<br />

Gaussian Network Model postulates that the low order modes of proteins can be obtained<br />

from a simplified model of the protein consisting of point masses at the α-carbon<br />

positions and identical linear springs connecting all point masses within a 7Å radius of<br />

each other. Despite the far-reaching simplifications this method has great utility as we<br />

will show.<br />

We decided that to compute the dynamics of proteins we would need to incorporate<br />

knowledge about protein motions gained through observation in a database. In prior<br />

work in the Gerstein group, protein motions were classified based on size into fragment<br />

and domain. They were further classified based on the interactions between moving<br />

regions as hinge, shear, and other. Hinge bending motions are those in which regions of<br />

the protein exhibit approximately rigid body rotations about a hinge point. Despite the<br />

20

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