Networks of networks in biology : concepts, tools and applications / edited by Narsis A. Kiani, David Gomez-Cabrero, Ginestra Bianconi. -- Cambridge : Cambridge University Press, 2021. – (58.1057/N476) |
Contents
List of Contributors page vii
Preface ix
Part I Networks in Biology 1
1 An Introduction to Biological Networks 3
2 Graph Theory 18
Part II Network Analysis 33
3 Structural Analysis of Biological Networks 35
4 Networks from an Information-Theoretic and Algorithmic Complexity Perspective 56
5 Integration and Feature Identification in Multi-layer Networks using a Heat Diffusion Approach 71
Part III Multi-layer Networks 83
6 Multiplex Networks 85
7 Existing Tools for Analysis of Multi-layer Networks 105
8 Dynamics on Multi-layer Networks 121
Part IV Applications 145
9 The Network of Networks Involved in Human Disease 147
10 Towards a Multi-layer Network Analysis of Disease: Challenges and Opportunities Through the Lens of Multiple Sclerosis 172
11 Microbiome: A Multi-layer Network View is Required 183
Part V Conclusion 195
12 Concluding Remarks: Open Questions and Challenges 197
Index 201