Predicting disease susceptibility involves integrating data from genetic testing, environmental assessments, and lifestyle evaluations. Advances in toxicogenomics and precision medicine are paving the way for personalized risk assessments that can inform preventive strategies and therapeutic interventions. However, the complexity of interactions among the various factors makes precise predictions challenging.