Our study demonstrates the feasibility of Integer Linear Programming (ILP) to design a mid-density genotyping panel from heterogenous source info. During the absence of available high-self confidence targets, and offered the look requirements and goals can be expressed as linear equations, ILP is more explainable than device learning and fewer bias