Many branches of mathematics are used to develop algorithms for modern molecular medicine and visualization of its data. I will discuss some examples, including high-resolution DNA melting analysis to determine transplant compatibility, and identifying genes associated with tumor progression that led to a therapy. I will also describe some surprising mathematical connections discovered in the course of this work.