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Information Within the Interface Surface of a Protein-Protein Complex Yih-En Andrew Ban Duke University Biochemistry & Computer Science

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Page 1: Information Within the Interface Surface of a Protein-Protein Complex Yih-En Andrew Ban Duke University Biochemistry & Computer Science

Information Within the Interface Surface of a

Protein-Protein Complex

Yih-En Andrew Ban

Duke University

Biochemistry & Computer Science

Page 2: Information Within the Interface Surface of a Protein-Protein Complex Yih-En Andrew Ban Duke University Biochemistry & Computer Science

ITR Meeting 2003bYih-En Andrew Ban

Problem Statement

• Why & how do proteins dock?

Page 3: Information Within the Interface Surface of a Protein-Protein Complex Yih-En Andrew Ban Duke University Biochemistry & Computer Science

ITR Meeting 2003bYih-En Andrew Ban

Objectives

• Construct a representation: Aids in biochemical analysis. Supplants the need for experiment.

• Issues: Time Accuracy

Page 4: Information Within the Interface Surface of a Protein-Protein Complex Yih-En Andrew Ban Duke University Biochemistry & Computer Science

ITR Meeting 2003bYih-En Andrew Ban

Typical Methods

• Empirical Force Field Molecular dynamics Monte Carlo simulation

• Simplification/Hierarchy Substructure manipulation Rotamer libraries

Page 5: Information Within the Interface Surface of a Protein-Protein Complex Yih-En Andrew Ban Duke University Biochemistry & Computer Science

ITR Meeting 2003bYih-En Andrew Ban

Biophysical Models

GeometryEnergy

Biochemical Meaning

Page 6: Information Within the Interface Surface of a Protein-Protein Complex Yih-En Andrew Ban Duke University Biochemistry & Computer Science

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Relevance

• Establish a readily useable biochemical result.

• Hot-spot prediction.

Page 7: Information Within the Interface Surface of a Protein-Protein Complex Yih-En Andrew Ban Duke University Biochemistry & Computer Science

ITR Meeting 2003bYih-En Andrew Ban

Intuition

• Medial surface captures the essentials of the interaction.

• Regions of importance are protected in some way.

Page 8: Information Within the Interface Surface of a Protein-Protein Complex Yih-En Andrew Ban Duke University Biochemistry & Computer Science

ITR Meeting 2003bYih-En Andrew Ban

Concepts

• Voronoi diagram

• Delaunay triangulation

• Alphashapes

• Topological Persistence

Page 9: Information Within the Interface Surface of a Protein-Protein Complex Yih-En Andrew Ban Duke University Biochemistry & Computer Science

ITR Meeting 2003bYih-En Andrew Ban

Page 10: Information Within the Interface Surface of a Protein-Protein Complex Yih-En Andrew Ban Duke University Biochemistry & Computer Science

ITR Meeting 2003bYih-En Andrew Ban

Page 11: Information Within the Interface Surface of a Protein-Protein Complex Yih-En Andrew Ban Duke University Biochemistry & Computer Science

ITR Meeting 2003bYih-En Andrew Ban

Page 12: Information Within the Interface Surface of a Protein-Protein Complex Yih-En Andrew Ban Duke University Biochemistry & Computer Science

ITR Meeting 2003bYih-En Andrew Ban

Page 13: Information Within the Interface Surface of a Protein-Protein Complex Yih-En Andrew Ban Duke University Biochemistry & Computer Science

ITR Meeting 2003bYih-En Andrew Ban

Page 14: Information Within the Interface Surface of a Protein-Protein Complex Yih-En Andrew Ban Duke University Biochemistry & Computer Science

ITR Meeting 2003bYih-En Andrew Ban

Page 15: Information Within the Interface Surface of a Protein-Protein Complex Yih-En Andrew Ban Duke University Biochemistry & Computer Science

ITR Meeting 2003bYih-En Andrew Ban

Page 16: Information Within the Interface Surface of a Protein-Protein Complex Yih-En Andrew Ban Duke University Biochemistry & Computer Science

ITR Meeting 2003bYih-En Andrew Ban

Page 17: Information Within the Interface Surface of a Protein-Protein Complex Yih-En Andrew Ban Duke University Biochemistry & Computer Science

ITR Meeting 2003bYih-En Andrew Ban

Page 18: Information Within the Interface Surface of a Protein-Protein Complex Yih-En Andrew Ban Duke University Biochemistry & Computer Science

ITR Meeting 2003bYih-En Andrew Ban

Page 19: Information Within the Interface Surface of a Protein-Protein Complex Yih-En Andrew Ban Duke University Biochemistry & Computer Science

ITR Meeting 2003bYih-En Andrew Ban

In Practice

• Construct Delaunay triangulation

• Construct Alphashape filtration Orders simplices based upon size

• Apply pairing algorithm on the Alphashape filtration Identification of protected regions

• Construct retraction hierarchy Removal of initial unprotected region Removal of protected regions

• Construction of interfaces

Page 20: Information Within the Interface Surface of a Protein-Protein Complex Yih-En Andrew Ban Duke University Biochemistry & Computer Science

ITR Meeting 2003bYih-En Andrew Ban

Seal Function

• where s is the size of the orthogonal ball of the triangle

• where u is the size of the orthogonal ball of the tetrahedra

su

susf

),(

Page 21: Information Within the Interface Surface of a Protein-Protein Complex Yih-En Andrew Ban Duke University Biochemistry & Computer Science

ITR Meeting 2003bYih-En Andrew Ban

Interface Hierarchy

Page 22: Information Within the Interface Surface of a Protein-Protein Complex Yih-En Andrew Ban Duke University Biochemistry & Computer Science

ITR Meeting 2003bYih-En Andrew Ban

Interface Hierarchy

Page 23: Information Within the Interface Surface of a Protein-Protein Complex Yih-En Andrew Ban Duke University Biochemistry & Computer Science

ITR Meeting 2003bYih-En Andrew Ban

Nomenclature

• Gate = seal triangle

• Flood = set of triangles and tetrahedra that are deleted and retracted

• Trench = trivial collapse

Page 24: Information Within the Interface Surface of a Protein-Protein Complex Yih-En Andrew Ban Duke University Biochemistry & Computer Science

ITR Meeting 2003bYih-En Andrew Ban

Seal Graph

Page 25: Information Within the Interface Surface of a Protein-Protein Complex Yih-En Andrew Ban Duke University Biochemistry & Computer Science

ITR Meeting 2003bYih-En Andrew Ban

Seal Graph (Zoom)

Page 26: Information Within the Interface Surface of a Protein-Protein Complex Yih-En Andrew Ban Duke University Biochemistry & Computer Science

ITR Meeting 2003bYih-En Andrew Ban

External

Page 27: Information Within the Interface Surface of a Protein-Protein Complex Yih-En Andrew Ban Duke University Biochemistry & Computer Science

ITR Meeting 2003bYih-En Andrew Ban

Hot-Spot Function

• where R is a residue

• p0 .. pk are the polygons of R

• S is the interface surface

k

i t

ti S

RpRh

0 )(area

)(area)area()(

Page 28: Information Within the Interface Surface of a Protein-Protein Complex Yih-En Andrew Ban Duke University Biochemistry & Computer Science

ITR Meeting 2003bYih-En Andrew Ban

Hot-Spot Function

k

i t

ti S

RpRh

0 )(area

)(area)area()(

Page 29: Information Within the Interface Surface of a Protein-Protein Complex Yih-En Andrew Ban Duke University Biochemistry & Computer Science

ITR Meeting 2003bYih-En Andrew Ban

Prediction

• Kortemme & Baker (2002) 19 protein-protein complexes 234 residues 71 hot, 163 neutral

• Interface surface generation Heavy atoms only

• h(R) theshold = 3.75

• ddG threshold = 2.0 kcal/mol

Page 30: Information Within the Interface Surface of a Protein-Protein Complex Yih-En Andrew Ban Duke University Biochemistry & Computer Science

ITR Meeting 2003bYih-En Andrew Ban

Competing Method

• Kortemme & Baker (2002) virtual alanine scanning simple force-field model rotamer library Monte Carlo Optimization full atomic detail

• ddG threshold = 1.0 kcal/mol

Page 31: Information Within the Interface Surface of a Protein-Protein Complex Yih-En Andrew Ban Duke University Biochemistry & Computer Science

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Results & Comparison

Hot-Spots Correct

Neutral Correct

Interface Surface

70.4% 70.6%

K&B 79% 68%

Page 32: Information Within the Interface Surface of a Protein-Protein Complex Yih-En Andrew Ban Duke University Biochemistry & Computer Science

ITR Meeting 2003bYih-En Andrew Ban

Conclusion

• Interface surface Biochemically relevant Reasonable model for analyzing protein-

protein interactions Information encoded within the interface is

substantial – hot spots can be predicted!?

• Further work Refinement of h(R) Investigation into protected regions Visualization etc…

Page 33: Information Within the Interface Surface of a Protein-Protein Complex Yih-En Andrew Ban Duke University Biochemistry & Computer Science

ITR Meeting 2003bYih-En Andrew Ban

Acknowledgements

• Herbert Edelsbrunner

• Johannes Rudolph