1. Introduction2. Preliminaries of Graph Theory3. Graph Analysis4. Complex Network Models5. Graph Databases in Bioinformatics and Computational Biology6. Gene Regulatory Networks-Inference and Analysis7. Protein Protein Interaction Networks8. Brain Connectomes and Analysis9. Conclusion