Kyle D. Halliwill

The paper introduces tauX, a gene expression ratio strategy that improves machine learning performance in precision medicine by refining gene expression features.

This study analyzes mouse skin tumors to determine how environmental factors like TPA, obesity, and wounding affect mutational burden and cancer risk, finding that tumor promoters, not mutation number, limit tumor growth.