CCL: chemoinformatics



dear  all


following syllabus  can be used as a starting point

jaleel





Paper-I   Basics of Cheminformatics

UNIT I - Basic Mathematics and
 Statistics                                                                  
 
Graph theory and
 molecular numerology; Logic, sets and functions; Algorithms, integers and
 matrices; Mathematical reasoning, induction and recursion; Counting; graphs,
 trees and sets, basic probability and
 statistics; Markov processes
UNIT II - Foundations of
 Chemistry and Biology
Basic Stereochemistry, Group Theory, Amino acids
 and Proteins and Properties; pKa, pH and ionization of acids and bases; Protein
 structure - Primary structure, Secondary structure - helix & sheet; Tertiary
 structure; Quaternary structure; covalent and non-covalent forces that maintain
 structures. Physical properties of proteins - charge, size, hydrophobic, protein
 binding – structural aspects; antibodies; transport; nucleotide binding;
 catalytic enzymes; basic concepts of combinatorial chemistry. Introduction to
 drug action, pro drug design and applications
UNIT III - Chemical information
 sources
History of scientific information
 communication-chemical literature-chemical information-chemical information
 search-chemical information sources-chemical name and formula
 searching-analytical chemistry-chemical history-biography-directories and
 industry sources
UNIT IV - Bioinformatics 
 Introduction; Experimental sources of biological
 data; Publicly available databases; Gene _expression_ monitoring; Genomics and
 Proteomics; Metabolomics; Visualisation of sequence data; Visualization of
 structures using Rasmol or SPDB Viewer or CHIME;  
 Genetic basis of disease; Personalised medicine and gene-based
 diagnostics; Legal, ethical and commercial ramifications of
 bioinformatics
UNIT V - Pharmaceutical applications of
 molecular modeling 
Introduction to drugs, structure-based drug
 design. QSAR and 3D-QSAR Methods. Pharmacophore Design, Ligand-Based Design and
 De Novo Drug Design Virtual sreening/docking of ligands. Protein
 structure. Drug action enzymes. Drug action receptors. Drug design target
 interaction. Prediction of Binding Modes, Protein–ligand binding free
 energies, Fragment-Based Drug Design; Absorption, Distribution, Metabolism,
 Excretion & Toxicology (ADMET) prediction; Calculation of Physico-Chemical
 Properties, Biological and Physico-Chemical Predictive Model
 Building
 
  
PAPER II Computer Programming and NETWORKING FOR
 CHEMINFORMATICS
UNIT-I
 Operating systems – Human interface, Algorithms-genetic algorithms-
 neural networks- Artificial intelligence, Grid & high-performance computing,
 Software, Open source. Document mark up languages: HTML,XHTML,
 XML:  Key terminology, Characters and
 escaping,Well-formedness and error-handling, Schemas and validation Related
 specifications, Use on the Internet, Programming interfaces, Chemical Markup
 Language

UNIT IIBasics of C & C++ :  Basic Syntax - Variables, Constants and Built-in Types - Operators and Basic Expressions - Flow Control and Statement Blocks - Functions and Arguments - Modules and Scope – Arrays - Character Strings – Pointers - Defining New Types - Classes and Objects – Casts – Preprocessor The Programming Process - Writing Source Code

UNIT III
 - JAVA Programming -Introduction to Java - _javascript_ for  Cheminformatics: Basic Syntax - Variables, Constants and Built-in
 Types - Operators and Basic Expressions - Flow Control and Statement Blocks -
 Functions and Arguments - Modules and Scope – Arrays - Character Strings
 – Pointers - Defining New Types - Classes and Objects – Casts
 – Preprocessor The Programming Process - Writing Source Code
 
UNIT IV - Programming in PERL and
 PYTHON : PERL:  Introduction, Basic operators and control structures,
 Scalars, Lists, Hashes, File Manipulation, Pattern Matching and Regular
 Expressions, Subroutines, Text and string Processing Python
 Programming: Overview-Data structures-control flow-modules-basic I/O,
 Exception Handling, Regular expressions, File manipulation, classes, standard
 library 
UNIT V
 - Computer networking: Introduction  Network classification: Connection
 method-  Scale- Functional relationship (network
 architecture)-Network topology Types of networks: Personal area
 network-Local area network-Campus area network- Metropolitan area network-Wide
 area network- Global area network- Virtual private network Internetwork: Intranet- Extranet-Internet Basic
 hardware components: Network interface cards, Repeaters,
 Hubs,Bridges,Switches, Routers
 

 

Paper –III CHEMINFORMATICS DATABASE design and their management

UNIT I
 - Database Concepts: Relational Databases-Object Databases-Basic
 SQL- Data types-  Operators Advanced
 Queries: Joins, Built-in Functions, Improving Query Performance, Group
 by,Stored Procedures Views, Catalogs and Integrity: Creating
 tables- Verifying Integrity- Creating Views- Database Catalog E-R Model and
 Normalization - Entity and entity sets; Relations and relationship sets; E-R
 diagrams; Reducing E-R Diagrams to tables; Security, Backup and
 Recovery: Creating users- Encrypting traffic- Backup of the database-
 Recovery
Popular Databases and
 differences: Oracle- SQL
 Server- DB2
Unit II
 - Network Data Model: Basic concepts; Hierarchical Data Model:
 Basic Concepts; Multimedia Databases - Basic Concepts and Applications; Indexing
 and Hashing; Basic concepts (ISAM, B+ Tree indexed files, B Tree indexed files,
 Static Hash functions, Dynamic Hash functions); Text Databases; Introduction to
 Distributed Database Processing, Data Security.  
 Interfacing programs with databases; Data interoperability using XML.
 
UNIT III - Database Design: Introduction to Schema Refinement- Functional
 Dependencies-Normal Forms-First , Second, Third, Boyce code, Fourth and Fifth
 Normal forms- Multivalued Dependencies.
 
 UNIT IV - chemical
 databases
Introduction-chemical databases- types-
 chemical database design-Bio Catalysis Database. The MOS Database, reaction
 databases, The Failed Reaction Database. Protecting groups database-solid-phase
 synthesis database- Sequence Databases, Spectra. Databases, (Bio) Activity/Prop.
 Databases, Toxicology Databases.
Unit V - High
 Throughput Data Processing and Data Mining
Introduction; Data visualization, Non-linear
 mapping
Data mining methods, Substructural analysis,
 Discriminant Analysis, Neural networks, Decision Trees; Software for Chemical
 Data Mining. Data Mining and human genome.
Combinatorial Chemistry Technologies and
 Libraries. Chemistry Libraries: Design of Focused, Diverse and Thematic
 Libraries. Biological Libraries, Bio planning, Peptide Display Libraries design
 and construction.
 

 

Paper IV - Computational chemistry

UNIT I - Introduction to computational chemistry -Force fields and molecular representations of matter Intramolecular (bonding) interactions-Non-bonded interactions -Hydrogen bonds-Constraints and Restraints-United atom and other coarse-grained approaches-Non-pairwise interactionsMethods for Simulating Large systems:Non-bonded Cutoffs Shifted potential and shifted force-Switching functions-Neighbor listsBoundaries -Periodic Boundary conditions-Stochastic forces at spherical boundaryLong-range interactions -The Ewald Sum-The Reaction field method

 

 

UNIT II - Energy Minimization and related analysis techniques Steepest descent-Conjugate gradient-Newton-Raphson-Comparison of methods-Advanced techniques: Simulated Annealing, Branch-and-bound, simplex-What's the big deal about the minimum anyway? Free Energy :Perturbation methods,Thermodynamic integration

UNIT III - Introduction to Equilibrium Statistical Mechanics Phase space, ergodicity, and Liouville's theorem-Ensemble theory, thermodynamic averages -Statistical mechanics of fluids Monte Carlo -MC integration and Markov chains:The Metropolis method,Biased MC Molecular Dynamics Classical mechanics: equations of motion,Finite Difference methods :Verlet algorithm,Velocity verlet,The Time step: practical issues,Multiple time-step algorithms-Constraint Dynamics :Fundamental concepts ,SHAKE and RATTLE Brownian dynamics and the Langevin Equation

 

UNIT IV - Temperature: Maxwell-Boltzmann distribution of velocities Temperature control Velocity scaling,Andersen's method,Nose-Hoover dynamics Calculating properties from MD trajectories, Hybrid MC

UNIT V - Chemometrics -Introduction- Origins-Techniques : Multivariate

calibration,Classification, pattern recognition, clustering,Multivariate Curve resolution,Other

 Techniques, Commercial Softwares

 

References:

 

Paper-V STRUCTURAL BIOLOGY

UNIT I - Introduction to protein structure: Physical and chemical properties of amino acids and polypeptides. Conformational properties of proteins, Ramachandarn Plot, Secondary, Super Secondary, tertiary and quaternary structure of proteins.

UNIT II - Functional classification of proteins: Cell surface receptors, GPCR’s, Kinases, Channel proteins, Ubiquitin

UNIT  III - Biophysical Techniques: Principles, Process and Applications of Thin layer chromatography, Column chromatography ( ion exchange and affinity only) , HPLC,

UNIT  IV - x-ray generation ; its application; unit cell and x-ray ,anomalous scattering; lattices, Bragg’s Law; atomic scattering factor and structure factor; phase problem; intensity data collection and reduction;

UNIT V - Isolation and purification of protein (chromatography, electrophoresis), crystallization (sitting and hanging drop method). Protein structure determination-molecular replacement technique; multiple isomorphous replacement method, synchrotron radiation and its uses; multi wavelength anomalous diffraction method. Calculation of electron density map, interpretation of electron density map. Refinement of the structure. Structure validation methods.

 

 

 

Paper-VI  Molecular modeling techniques

UNIT I: Introduction to Molecular Modelling

Introduction to Molecular Modelling. What are models used for? Areas of application – Single
molecule calculation, assemblies of molecules. Reaction of the molecules. Drawbacks of
mechanical models as compared to graphical models. Co-ordinate systems two – matrix,
potential energy surface.

UNIT II – Quantum Mechanics

Postulates of quantum mechanics, electronic structure calculations, ab initio, semi-empirical
and density functional theory calculations, molecular size versus accuracy. Approximate
molecular orbital theories.

 

 


UNIT III – Comparative protein modeling

Modelling by Homology-the alignment, construction of frame work, selecting variable regions,
side chain placement and refinement, validation of protein models –Ramchandran plot,
threading and ab initio modeling.

 

PAPER VII - PHARMACEUTICAL CHEMISTRY

UNIT I - Molecular basis of drug action: Receptor: Drug Receptor Interaction: Basic ligand concept, agonist, antagonist, partial agonist, inverse agonist, receptor Theories - Occupancy, Rate & Activation Theories, receptor Binding Assays, determination of B-max and Kd by transforming data with Hill plot and Scatchered plot., above concepts with special reference to Opioid , Histaminergic , Adrenergic and GABA nergic receptors. Enzyme Inhibition – Enzyme, enzyme Kinetics, enzyme Inhibitors - reversible, irreversible, Kcat inhibitors.Transition state analogs, enzyme Inhibitors as drugs - ACE, leukotrienes,Lipoxygenase, Cycloxygenase, Aromatase, Xanthine oxidase, DNA PolymeraseInhibitors, HIV - Protease / Reverse Transcriptase, Integrase and Cytochrome P-450 Inhibitors. Drug binding to nucleic acid -- Antimalarial, anti-cancer, antiviral..

UNIT II- Synthon approach:

Definition of terms - disconnection, synthon, functional group interconversion (FGI), Basic rules in Disconnection, Use of synthon approach in synthesis of compounds: Trimethoprim, erfenadine, lbuprofen, Propanolol, Fentanyl,Ciprofloxacin, Cimetidine, Piroxicam,osiglitazone, Diclofenac, Captopryl, Nifedipine, Losartan.

 

UNIT III- Combinatorial Chemistry

Introduction, combinatorial approaches, chemical Peptide and small molecule libraries, applications, methodology, combinatorial organic synthesis, assays and screening of combinatorial libraries, i6ntroduction to High Throughputs Screening (HTS)

UNIT IV- Nanochemistry                           

Physical chemistry related to nanoparticles such as colloids and clusters: different equilibrium structures, quantum effects, conductivity and enhanced catalytic activity compared to the same materials in the macroscopic state.Exploitation of self-assembly and self-organization to design functional structures in 1D, 2D or 3D structures.Role of polymers in lithography resists, as well as self-organization of more complicated polymer architectures such as block copolymers and polymer brushes. Nanomaterials: (Nanoparticles, nanoclusters, quantum dots synthesis): Top-down techniques: photolithography, other optical lithography (EUV, X-Ray, LIL), particle-beam lithographies (e-beam, FIB, shadow mask evaporation), probe lithographies, Bottom-up techniques: self-assembly, self-assembled monolayers, directed assembly, layer-by-layer assembly. Pattern replication techniques: soft lithography, nano imprint lithography. Pattern transfer and enhancement techniques: dry etching, wet etching, pattern growth techniques

UNIT V - Microwave synthesis- fundamentals of microwave synthesis- Microwaves Are Energy- Microwaves Can Interact with Matter- Two Principal Mechanisms for Interaction With Matter- Microwave Heating Differs from Conventional Means: Conventional Heating Methods- Microwave Heating - The Microwave Effect with examples - Single-Mode and Multimode Microwave Cavities

 

 

Paper-VIII ANALOG and stucture based drug designing

UNIT I - Drug discovery-Strategies and historical developments - Introduction –conventional strategies to drug discovery-molecular mimetic- first and second generation rational approach-Rational drug design-assessment of drug activity- future prospects-examples of successful applications of CAD

UNIT II - Basic principle of drug design: Introduction-old QSAR-Use of physiochemical descriptors-use of electronic descriptors-use of molecular descriptors-Use of thermodynamic descriptors-use of receptor descriptors-success and limitations of old QSAR

UNIT III Analog based drug design

Developing and using QSAR- Introduction-classical QSA-Freem and Wilson’s method-topliss method-use of statistical methods in QSAR-validation methods-3D QSAR approach-QSAR descriptors3D QSAR-Introduction-Pharmacore identification-binding site modeling of unknown receptor-receptor mapping-structural alignment and superposition-molecular field analysis (MFA)

Unit iv   Structure based drug design

3D pharmacophores, De novo Ligand design-introduction-approaches to de novo drug design problem-some current methods for de novo design.3D data base searching and virtual screening,. Sources of data, molecular similarity and similarity searching, prediction of binding energy of ligand-receptor complex-Free energies and salvation-electrostatic and non-electrostatic contribution to free energies combinatorial libraries – generation and utility,

UNIT V- Molecular docking: Introduction Docking approaches: Shape complementarity- Simulation Mechanics of docking - Search algorithm-Scoring function-Applications

 

 

 

 

 

PRACTICAL I Computer programming and RDBMS

 C++, JAVA, CML, Perl, Perl Mol, Python, Visual Basic, ORACLE

 

PRACTICAL II

Chemical databases - ChemBank-ChemBioFinder – CSChemoffice - ZINC

Molecular dynamics - GROMACS- NAMD-VEGA ZZ

Structural chemistry - NWChem –GAMESS

Docking - Autodock, DOCK -VEGA- FlexX

 

 

 

 

 

 

 JALEEL

 MCC

 

 

 



On Sun, May 8, 2011 at 11:02 AM, Rodolfo Gomez rgbccl/./gmail.com <owner-chemistry]![ccl.net> wrote:
Dear CCLrs,
 
Recently my faculty is considering to offer an undergraduate course on Chemoinformatics, for chemistry students. Though I´ve been working a bit on computational chemistry, I do not feel I have the proper vision to built up a syllabus proposal, or even for giving a reasonable criticism of anyone else proposal.
 
I would really appreciate your opinion on what should be included in a course of such a level?
 
Thanks in advance for your kind reply.
 
Rodolfo Gómez



--
 Dr UCA JALEEL
 Asst Professor in cheminformatics
 UGC AIDED Centre for cheminformatics
 MCC calicut
phone