Among all trees presented in the model, the gradient boosted method suggests an interaction between S100β, α-syn and UCHL1, which seemed to be able to distinguish early clinical PD from controls (example tree shown in Fig 5D). This evidence concerns the gene UCHL1 and Parkinson disease.