What are the Challenges in Network Analysis in Cancer Research?
Network analysis in cancer research faces several challenges:
Data complexity: The data generated from high-throughput technologies are vast and complex, requiring sophisticated computational tools for analysis. Heterogeneity of cancer: Cancer is a highly heterogeneous disease, with variations across different types and within individual tumors, making it difficult to construct universal networks. Dynamic nature of networks: Biological networks are dynamic and change over time, requiring time-series data and dynamic models for accurate representation.
