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with respect to the starting structure. The point of this measure is not to precisely<br />

indicate the best predicted holo structure but rather to exclude from consideration<br />

particularly distorted and therefore less probable structures, such as the one seen in inset<br />

5.3.f. As mentioned sRMSD is our figure of merit for scoring our predictions. The<br />

generated structure with lowest sRMSD is shown in inset 5.3.c. The reader can verify<br />

that this structure is qualitatively similar to the experimentally known holo structure,<br />

shown in inset 5.3.d.<br />

The structure with lowest docked energy is shown in inset 5.3.e, and is also qualitatively<br />

similar to the holo. The reader may ask, why not use docked energy as the sole<br />

component of the fitness function? The answer is that if this is done the algorithm will<br />

find structures of even lower docked energy which are not only very different from the<br />

holo, but also have significantly distorted or interpenetrating domains, or extreme and<br />

unnatural angular orientations. Further, the gradient of docked energy is not smooth,<br />

leading to various convergence problems. All of these issues are addressed by the<br />

additional terms as we will continue discussing.<br />

The structure with lowest gyration radius is shown in inset 5.3.f. The holo tends to have<br />

a smaller radius of gyration than the apo structure. We found that gyration radius<br />

decreases smoothly between apo and predicted holo structures, and so including it in the<br />

fitness function provides the smoother gradient countering the noise in the docked energy.<br />

Gyration radius cannot be used alone in the fitness function since it is trivially possible to<br />

minimize this quantity with a compact structure which is unstable, has significantly<br />

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