Through sophisticated ML methods, we determined that RDW, BUN, SAPS II, AG, age, urine output, chloride, creatinine, congestive heart failure, and SOFA were the Top 10 predictors in the feature importance rankings. The gene discussed is SKAP2; the disease is congestive heart failure.