using spanners to describe protein structure leonidas guibas, daniel russel stanford university

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Using Spanners to Describe Protein Structure Leonidas Guibas, Daniel Russel Stanford University

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Page 1: Using Spanners to Describe Protein Structure Leonidas Guibas, Daniel Russel Stanford University

Using Spanners to Describe Protein Structure

Leonidas Guibas, Daniel Russel

Stanford University

Page 2: Using Spanners to Describe Protein Structure Leonidas Guibas, Daniel Russel Stanford University

2

Outline

• Goal• Spanners of proteins• Trajectories• Future work

Page 3: Using Spanners to Describe Protein Structure Leonidas Guibas, Daniel Russel Stanford University

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Folding Processes for Macromolecules

• Folding is a continuous process• state of the fold is discrete

– proximities between groups of atoms– residue exposure to solvent

• We want to combinatorialize the folding process

Page 4: Using Spanners to Describe Protein Structure Leonidas Guibas, Daniel Russel Stanford University

4

Outline

• Goal• Spanners of proteins• Trajectories• Future work

Page 5: Using Spanners to Describe Protein Structure Leonidas Guibas, Daniel Russel Stanford University

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A Geometric Spanner

A graph spanner formsa compact encoding of allproximities among the points

Page 6: Using Spanners to Describe Protein Structure Leonidas Guibas, Daniel Russel Stanford University

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Protein Structure Descriptors

• Detect and capture – Proximities – Global conformation– Large-scale changes

during motion

3-spanner of BBA5

Page 7: Using Spanners to Describe Protein Structure Leonidas Guibas, Daniel Russel Stanford University

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Static Shapes: Alpha Helix

…1VDF

Protein sequence

Page 8: Using Spanners to Describe Protein Structure Leonidas Guibas, Daniel Russel Stanford University

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Mostly Beta

hairpins

1IHV

Page 9: Using Spanners to Describe Protein Structure Leonidas Guibas, Daniel Russel Stanford University

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Outline

• Goal• Spanners of proteins• Trajectories• Future work

Page 10: Using Spanners to Describe Protein Structure Leonidas Guibas, Daniel Russel Stanford University

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Folding Steps

• Matching successive frames– Easy correspondence– Small conformation changes

• We want stable descriptions

Page 11: Using Spanners to Describe Protein Structure Leonidas Guibas, Daniel Russel Stanford University

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Matching Edges

• Edge from atom i to atom j– Interval (i,j)

• Find best bipartite matching

Spanner edges from successive MD frames

Page 12: Using Spanners to Describe Protein Structure Leonidas Guibas, Daniel Russel Stanford University

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Folding Trajectory

End of helix stabilizes

helix and strand adopt

final conformation

Page 13: Using Spanners to Describe Protein Structure Leonidas Guibas, Daniel Russel Stanford University

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Spanners are Unstable

Page 14: Using Spanners to Describe Protein Structure Leonidas Guibas, Daniel Russel Stanford University

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Edges Come and Go

White is -Green is -Cyan is -

Page 15: Using Spanners to Describe Protein Structure Leonidas Guibas, Daniel Russel Stanford University

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Some Do Not Fold

Page 16: Using Spanners to Describe Protein Structure Leonidas Guibas, Daniel Russel Stanford University

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Outline

• Goal• Spanners of proteins• Trajectories• Future work

Page 17: Using Spanners to Describe Protein Structure Leonidas Guibas, Daniel Russel Stanford University

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Future Work

• Motif finding/Matching– Induced patterns as intervals– 1D matching problem– Gaps Hard

• Statistical models

Page 18: Using Spanners to Describe Protein Structure Leonidas Guibas, Daniel Russel Stanford University

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Simplified Distance Matrices

• Cover distance matrix with rectangles• For each rectangle, the two

subsequences are well separated, geometrically

Page 19: Using Spanners to Describe Protein Structure Leonidas Guibas, Daniel Russel Stanford University

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Simplified Distances: α-helix

Distance Matrix WSP decomposition

Page 20: Using Spanners to Describe Protein Structure Leonidas Guibas, Daniel Russel Stanford University

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Simplified Matrix: Mostly β-strands

Distance Matrix WSP decomposition

hairpin