Bioinformatics and Computational Biology CSIR-DBT Lifesciences Part 1
Notes Dhara
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Bioinformatics and Computational Biology CSIR-DBT Lifesciences Part 1
104 просмотра · 10 дн. назад
Notes Dhara
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104 просмотра · 10 дн. назад
BIOINFORMATICS AND COMPUTATIONAL BIOLOGY
A. Major Bioinformatic Resources
Sequence databases, gene expression databases, 3D structure database, pattern sequence
databases.
B. Basic Concepts of Sequence Analysis
Database searches, BLAST and FASTA, sequence identity and similarity, definitions of
homologues, orthologues, paralogues, repeat finding, scoring matrix, pairwise sequence
alignments, multiple sequence alignments (MSA), application in taxonomy and phylogeny,
comparative genomics.
C. Gene annotation
Prediction of gene function using homology, context, structures, networks; Genetic variation-
polymorphism, deleterious mutations; Phylogenetics.
D. Molecular Modelling and Dynamics
3-D structure visualization and simulation, Basic concepts in molecular modeling, Molecular
Mechanics, Force fields etc.
E. Classification and comparison of protein 3D structures
Anatomy of proteins – Hierarchical organization of protein structure, Secondary and tertiary
structure prediction, homology/comparative modeling, fold recognition, threading
approaches, and ab initio structure prediction methods, AI-based methods of structure
prediction (eg. AlphaFold).
F. Drug design
Chemical databases like NCI /PUBCHEM, Fundamentals of Receptor-ligand interactions,
Structure-based drug design, Ligand based drug design: Structure-Activity Relationship,
QSARs and pharmacophores, in silico predictions of drug activity and ADMET.
G. Systems Biology
Data science applications in biology, health and drug discovery, mathematical modelling of
metabolic pathways and disease, digital health, personalized medicine.
Bioinformatics
Computational Biology
CSIR DBT Lifesciences
Genomics and Proteomics
Structural Biology
Biological Data Science
Machine Learning in Biology
Systems Biology
Molecular Modeling
Computational Drug Discovery