Improving reverse vaccinology with a machine learning approach

► Support vector machine classifiers improve bacterial protective antigen prediction. ► Classifiers significantly recall known antigens in the background of a proteome. ► Subcellular localization and B-cell epitopes correlate with antigenicity.