What is cancer systems biology? Why should we conduct systems biology research in cancer? What is the relationships between systems biology and personalized medicine? How do we conduct cancer systems biology research? This paper illustrates strategies, procedures and computational techniques for the study of cancer systems biology by focusing on network reconstruction, network analysis and modeling. Finally, certain challenges and hurdles in cancer systems biology will also be discussed.