Dr. Hergenrother from the University of IL has developed a method to convert compounds of Gram-positive antibiotics to Gram-negative antibiotics. This method and compound of matter are assisted by machine learning algorithm used for finding the characteristics of successful Gram-negative antibiotics. This invention offers wide-variety of Gram-negative antibiotic compounds for patients.