Single Nucleotide Polymorphisms (SNPs) may be the key to diagnosing and treating certain diseases. A preliminary study was conducted at The Ohio State University Medical Center Information Warehouse to correlate such SNPs with a selected group of lab values for cardiology patients. Early results show that data mining tools can be valuable for understanding such correlations, but further refinement of the methodology and data preparation is needed to fully realize such value.