We have applied GP based SCV machine learning1–7 to achieve a deep understanding of the QS that dictates management of CFTR variation across the entire CF population to begin to understand as a collective the basis for precision management of disease in the individual3,4,7. Here, CFTR is linked to cystic fibrosis.