NOC:Computational Systems Biology (USB)

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Media Storage Type : 64 GB USB Stick (2 Nos.)

NPTEL Subject Matter Expert : Prof. Karthik Raman

NPTEL Co-ordinating Institute : IIT Madras

NPTEL Lecture Count : 103

NPTEL Course Size : 126 GB

NPTEL PDF Text Transcription : Available and Included

NPTEL Subtitle Transcription : Not Available


Lecture Titles:

Lecture 1 - Introduction
Lecture 2 - Introduction to Modelling
Lecture 3 - Introduction to Modelling
Lecture 4 - Fundamentals of Mathematical Modelling
Lecture 5 - Fundamentals of Mathematical Modelling
Lecture 6 - Fundamentals of Mathematical Modelling
Lecture 7 - Some Example Models
Lecture 8 - Representation of Biological Networks
Lecture 9 - Lab: MATLAB Basics
Lecture 10 - Lab: MATLAB Basics
Lecture 11 - Lab: MATLAB Basics
Lecture 12 - Lab: MATLAB Basics
Lecture 13 - Introduction to Networks
Lecture 14 - Introduction to Networks
Lecture 15 - Introduction to Network Biology
Lecture 16 - Introduction to Network Biology
Lecture 17 - Introduction to Network Biology
Lecture 18 - Network Biology
Lecture 19 - Network Models
Lecture 20 - Network Models
Lecture 21 - Biological Networks
Lecture 22 - Network Perturbations
Lecture 23 - Community Detection
Lecture 24 - Network Motifs
Lecture 25 - Lab: Cytoscape
Lecture 26 - Lab: Cytoscape
Lecture 27 - Lab: Network Biology
Lecture 28 - Network Biology: Recap
Lecture 29 - Lab: Network Models and Perturbations
Lecture 30 - Lab: Network Models and Perturbations
Lecture 31 - Reconstruction of Gene Regulatory Networks
Lecture 32 - Reconstruction of Protein Networks
Lecture 33 - Reconstruction of Signalling Networks
Lecture 34 - Reconstruction of Signalling Networks
Lecture 35 - Introduction to Dynamic Modelling
Lecture 36 - Introduction to Dynamic Modelling
Lecture 37 - Introduction to Dynamic Modelling
Lecture 38 - Lab: Solving ODEs in MATLAB
Lecture 39 - Lab: Example Biological Model
Lecture 40 - Parameter Estimation
Lecture 41 - Parameter Estimation
Lecture 42 - Parameter Estimation
Lecture 43 - Methods for Parameter Estimation
Lecture 44 - Direct Search Methods
Lecture 45 - Genetic Algorithms
Lecture 46 - Genetic Algorithms
Lecture 47 - Other Evolutionary Algorithms
Lecture 48 - PyGMO
Lecture 49 - Dynamic Modelling Recap
Lecture 50 - Lab: Parameter Estimation
Lecture 51 - Guest Lecture: Modelling in Drug Development
Lecture 52 - Guest Lecture: Modelling in Drug Development
Lecture 53 - Guest Lecture: Quantitative Systems Pharmacology
Lecture 54 - Guest Lecture: Quantitative Systems Pharmacology
Lecture 55 - Guest Lecture: Quantitative Systems Pharmacology
Lecture 56 - Constraint-based Modelling of Metabolic Networks
Lecture 57 - Flux Balance Analysis
Lecture 58 - Flux Balance Analysis
Lecture 59 - Flux Balance Analysis
Lecture 60 - Other Constraint-Based Approaches
Lecture 61 - Other Constraint-Based Approaches
Lecture 62 - Lab: FBA using MATLAB
Lecture 63 - Perturbations to Metabolic Networks: Deletions
Lecture 64 - Lab: COBRA Toolbox
Lecture 65 - Understanding FBA
Lecture 66 - Understanding FBA
Lecture 67 - Perturbations to Metabolic Networks: Over-expression
Lecture 68 - Perturbations to Metabolic Networks: Synthetic Lethals
Lecture 69 - Perturbations to Metabolic Networks: Synthetic Lethals
Lecture 70 - Constraint-based Modelling of Metabolic Networks
Lecture 71 - Lab: Gene Deletions
Lecture 72 - Integrating Regulatory Information into Constraint-Based Models
Lecture 73 - Elementary Modes
Lecture 74 - Elementary Modes
Lecture 75 - Constraint-based Modelling of Metabolic Networks: Applications
Lecture 76 - Constraint-based Modelling of Metabolic Networks: Applications
Lecture 77 - Constraint-based Modelling of Metabolic Networks: Applications
Lecture 78 - Lab: Gene Deletions
Lecture 79 - Constraint-based Modelling of Metabolic Networks: Recap
Lecture 80 - Constraint-based Modelling of Metabolic Networks: Recap
Lecture 81 - Constraint-based Modelling of Metabolic Networks: Recap
Lecture 82 - $^{13}$C-Metabolic Flux Analysis using Mass Spectrometry
Lecture 83 - $^{13}$C-Metabolic Flux Analysis using Mass Spectrometry
Lecture 84 - $^{13}$C-Metabolic Flux Analysis using Mass Spectrometry
Lecture 85 - Lab: $^{13}$C-Metabolic Flux Analysis using Mass Spectrometry
Lecture 86 - Modelling Gene Regulatory Networks
Lecture 87 - Modelling Gene Regulatory Networks
Lecture 88 - Modelling Gene Regulatory Networks
Lecture 89 - Lab: Modelling Gene Regulatory Networks
Lecture 90 - Lab: Modelling Gene Regulatory Networks
Lecture 91 - Computational Modelling of Host-Pathogen Interactions
Lecture 92 - Computational Modelling of Host-Pathogen Interactions
Lecture 93 - Robustness in Biological Systems
Lecture 94 - Robustness in Biological Systems: Mechanisms
Lecture 95 - Robustness in Biological Systems: Organising Principles
Lecture 96 - Robustness in Biological Systems: Trade-offs
Lecture 97 - Obustness and Evolvability
Lecture 98 - obustness and Evolvability
Lecture 99 - Introduction to Synthetic Biology
Lecture 100 - Advanced Topics
Lecture 101 - Advanced Topics
Lecture 102 - Advanced Topics
Lecture 103 - Course Recap

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