Several challenges complicate the interpretation of cancer data. These include the presence of noise and variability in the data, the need for accurate normalization and standardization techniques, and the difficulty in distinguishing between causative and correlative relationships. Additionally, the dynamic nature of cancer, with its ability to evolve and adapt, adds another layer of complexity.