Before revision: Gene interaction graphs aim to capture various relationships between genes and can  be used to create more biologically-intuitive models for machine learning. There are many such graphs available which can differ in the number of genes and edges covered .
After revision: Gene interaction graphs aim to capture various relationships between genes and can be used to overcome the curse of dimensionality by making machine learning models sparser and more consistent with biological common knowledge .