Dr. Barnhill is a co-inventor on the first neural network patents used in medicine, which were acquired by Johnson & Johnson. He is also the inventor of the first support vector machine patents used in medicine for genomic discovery. Dr. Barnhill founded and was CEO of the Barnhill Clinical Laboratories, which was acquired by Quest Diagnostics.