Our study demonstrates the feasibility of Integer Linear Programming (ILP) to structure a mid-density genotyping panel from heterogenous source data. Within the absence of readily available high-self esteem targets, and delivered the design requirements and goals may be expressed as linear equations, ILP is more explainable than machine Discovering