Abstract: Methods and techniques to identify carcinogenesis pathways and markers for early cancer diagnosis. Cell sampling is performed on a single tumor with multiple samples being taken from the tumor and outward toward the periphery and beyond. Large scale analysis is performed, such as whole genomic sequencing, to identify the differences between the cells of the various samples. The differences are evaluated to determine which differences represent a change along the carcinogenesis pathway.