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Protein Classification and Structure Prediction Amino acid ...

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Experimentation to grow<br />

protein crystals<br />

X-Ray Crystallography<br />

Trial-<strong>and</strong>-error<br />

Experimentation<br />

Observables<br />

Partial Success<br />

~0.5mm<br />

Trial 1<br />

Control<br />

Parameters<br />

Failure<br />

Success<br />

Trial 3<br />

Trial 2<br />

• The crystal is a mosaic of millions of copies<br />

of the protein.<br />

• As much as 70% is solvent (water)!<br />

• May take months (<strong>and</strong> a “green” thumb) to<br />

grow.<br />

Krane & Raymer<br />

Krane & Raymer<br />

X-Ray diffraction<br />

• Image is averaged over:<br />

• Space (many copies)<br />

• Time (of the diffraction experiment)<br />

<strong>Protein</strong> Crystal Growth in Space<br />

• <strong>Protein</strong> crystal growth experiments on over 20 shuttle<br />

missions since 1984<br />

• Larger Crystals in 45.4% of the cases<br />

• New Crystal <strong>Structure</strong>s in 18% of the cases<br />

• ≥ 10% increase in X-Ray X<br />

Crystallography Brightness in 58%<br />

of the cases<br />

• Less thermal motion in 27.2% of the cases<br />

• An X-Ray X<br />

Crystallography resolution improvement of ~0.3 Å<br />

in 42.4% of the cases<br />

• An X-Ray X<br />

Crystallography resolution improvement of 0.3 to<br />

0.5 Å in 9.9% of the cases<br />

• An X-Ray X<br />

Crystallography resolution improvement of 0.5 to<br />

1.0 Å in 9.9% of the cases<br />

Krane & Raymer<br />

The <strong>Protein</strong> Folding Problem<br />

• <strong>Protein</strong>s self-assemble in solution. Almost all of the<br />

information necessary to determine the complex 3-D 3<br />

structure is in the amino <strong>acid</strong> sequences<br />

• Central dogma:<br />

Sequence specifies structure<br />

• Central question:<br />

“Given a particular sequence of<br />

amino <strong>acid</strong> residues (primary structure), what will the<br />

tertiary/quaternary structure of the resulting protein be?”<br />

Levinthal’s paradox<br />

• Consider a 100 residue protein. If each residue<br />

can take only 3 positions, there are 3 100 = 5 ×<br />

10 47 possible conformations.<br />

• If it takes 10 -13<br />

s to convert from 1 structure to<br />

another, exhaustive search would take 1.6 × 10 27<br />

years!<br />

5

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