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Historically, disease clusters were predominantly cancer cases or birth defects. In particular, there was interest in exploring cancer clusters because there were theories linking certain types of cancer to infectious disease etiologies. Burkitts lymphoma and Epstein Barr Virus (EBV) are a classic example. The idea was that if a disease cluster could be proved, it would show contact between the cases (ie.shared exposure), suggesting an infectious etiology. In the literature, there was particular interest using the cluster methodology to explore fairly frequently reported leukemia clusters among young children.

Statistical analysis of disease clusters has predominantly focused on proving the existence of the cluster. In other words, proving that there has been a “significant” increase in time and space of a particular disease.