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Introduction to Computational Structural Biology

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Introduction to Computational Structural Biology. http://www.math.iastate.edu/wu/math597.html ... Knowledge of Molecular Biology. General Computer Programming ... – PowerPoint PPT presentation

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Title: Introduction to Computational Structural Biology


1
Introduction to Computational Structural Biology
http//www.math.iastate.edu/wu/math597.html
  • Math/BCB/ComS597
  • Zhijun Wu
  • Department of Mathematics

2
Time and Place
  • Lectures MWF, 2 3 pm
  • Class Room Carver Hall 290
  • Office Hours MWF, 3 4 pm
  • Office Carver Hall 370

515-294-8165 / zhijun_at_iastate.edu
? Phone / Email
3
Pre-requisite
  • Knowledge of Molecular Biology
  • General Computer Programming Skills
  • Multi-variable Calculus
  • Numerical Analysis
  • Design and Analysis of Computer Algorithms

4
Course Work
  • Class participation (10)
  • 4 homework assignments (20)
  • 3 computer projects (60)
  • 1 oral presentation (10)

5
Course Material and Content
  • Lecture notes
  • General references
  • RasMol
  • Matlab
  • PDB Data Bank

Content ?
6
Reference Books
  • Molecular Modeling and Simulation
  • Tamar Schlick
  • Structural Bioinformatics
  • Philip Bourne and Helge Weissig

Content ?
7
Section 1. Introduction
  • DNA, RNA, and Protein
  • Protein Structure Determination
  • Experimental and Theoretical Approaches
  • Role of Computation
  • Further Reading

8
Section 2. Computational Background
  • Matrix-Vector Calculation
  • Matlab Introduction
  • Local and Global Optimization
  • Design and Analysis of Computer Algorithms
  • Further Reading

9
Section 3. Structural Representation
  • Cartesian Coordinates
  • Inter-Atomic Distances
  • Dihedral Angles
  • Electron Density Distributions
  • Coordinate Transformation
  • Further Reading

10
Section 4. Distance Geometry
  • Exact, Inexact, Dense, Sparse Distances
  • Computational Complexities
  • Algorithms SVD, Build-Up, Least-Squares
  • Applications to Prediction Determination
  • Further Reading

11
Section 5. Energy Minimization
  • All-Atom Potentials
  • Reduced Energy Models
  • Local Optimization Structure Refinement
  • Global Optimization Structure Prediction
  • Further Reading

12
Section 6. Dynamics Simulation
  • Mathematical and Physical Models
  • Numerical Algorithms
  • Initial Boundary Value Problems
  • Normal Mode Analysis
  • Gaussian Network Model
  • Further Reading

13
Section 7. Structure Prediction
  • Homology Modeling
  • Structural Alignment
  • Inverse Folding
  • Secondary Structure Prediction
  • Further Reading

14
Section 8. Literature Review
  • Distance Geometry Future Development
  • Protein Folding Theory Methods
  • Dynamic Simulation Problems Challenges
  • Structure Prediction Future Direction
  • Systems Biology Beyond DNA Protein
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