Lecture Videos #
A Massive Open Online Course on Computational Systems Biology, which is in part, a basis for this book, is also available, through the Indian educational platforms, NPTEL (National Programme on Technology Enhanced Learning) and SWAYAM.
The lectures (including hands-on lab sessions), totalling over 30 hours of content, are also available on YouTube.
Chapter 3: Structure of networks #
Introduction to Network Biology (25:52)
- Centrality Measures
- Closeness Centrality
- Betweenness Centrality
Introduction to Network Biology (10:31)
- Connected Components
- Network Motifs (Quick Intro)
Network Biology (13:11)
- Network Concepts Review
Network Models (8:10)
- Random (\ER) Networks
Network Models (27:58)
- Small-World (Watts–Strogatz) Networks
- Power law Networks
Biological Networks (15:15)
- Centrality–lethality hypothesis
- Assortativity
Network Perturbations (14:50)
- Perturbations
Community Detection (21:42)
- Communities in Networks
- Modularity
Network Motifs (21:53)
- What are Motifs?
- Randomising a Network
- Biological significance
Lab: Cytoscape (23:41)
- Cytoscape Introduction
- STRING Database
- Loading and Visualising Networks
- NetworkAnalyzer
Lab: Cytoscape (19:30)
- Simple Network Walkthrough
- Other Tools
Lab: Network Biology (23:54)
- MATLAB Boost Graph Library (BGL)
- Regular lattice
- Rewiring a regular lattice
Network Biology: Recap (37:27)
- Network Parameters
- Network Models
- Communities
- Motifs
Lab: Network Models & Perturbations (7:16)
- Network Models
Lab: Network Models & Perturbations (46:21)
- Network Perturbations
- Profiling (MATLAB)