B. Tech Biosciences and Bioengineering
BT 305 Computational Biology 2-0-2-6
Syllabus: Analysis of protein
content and organization; Analysis of protein structures, comparative modeling,
structure prediction algorithms and tools, threading empirical force field
models; Bond stretching, angle bending and torsional terms, the harmonic
oscillator model for molecules. Non-bonded interactions; Van der Waals,
electrostatic and hydrogen bonding, united atom force fields and reduced
representations, Force field parameterization. Potential energy surface;
Convergence criteria, Optimization; multivariable optimization algorithms,
minimization methods, steepest descent and conjugate gradient methods.
Molecular dynamics Simulations; Newtonian dynamics; Integrators - Leapfrog and Verlet algorithms, truncated and shifted-force potentials. Implicit
and explicit solvation models, periodic boundary conditions. Temperature and
pressure control in molecular dynamics simulations. Conformational analysis;
Evolutionary algorithms and simulated annealing, clustering and pattern
recognition techniques. Monte Carlo Simulation methods; Theoretical aspects and
implementation to the Metropolis method, configurationally biased Monte Carlo
simulations. Methods in Drug design; Chemical databases, 2D and 3D database
search, Similarity Search, Scaffold hoping, Lead identification, optimization
and validation, Docking, De Novo Drug Design, Virtual screening. Quantitative structure
activity relationship; Introduction to QSAR, descriptors QSARs, regression analysis
and partial least squares analysis, combinatorial libraries.
Texts:
1. A. R. Leach, Molecular Modeling Principles and
Applications, 2nd Edition, Prentice Hall USA, 2001.
2. T. Schlick
Molecular Modeling and Simulation - An Interdisciplinary
Guide, Springer verlag, 2000.
3. B. R. Donald, Algorithms in Structural Molecular Biology,
Massachusetts Institute of Technology Press, 2011.
References:
1. A. Hinchliffe, Molecular Modeling for Beginners, 2nd
Edition, John Wiley & Sons Ltd, 2008.
2. P. E. Bourne, Structural Bioinformtics,
2nd Edition, Wiley, 2009.
3. D. W. Mount, Bioinformatics: Sequence and Genome Analysis,
2nd Edition, CSH Press, 2005.
4. S. G. Kochan and P. Wood, UNIX
Shell Programming, 3rd Edition, SAMS, 2003.
5. P. Bultinck,
Computational Medicinal Chemistry for Drug
Discovery, Marcel Dekker Inc., 2004.