Ethical considerations are paramount in cancer data analysis: - Informed Consent: Ensuring participants are fully informed about how their data will be used. - Data Privacy: Protecting sensitive patient information through de-identification and secure storage. - Transparency: Maintaining openness about methodologies and findings to build trust and reproducibility.