In particular, we demonstrated that thrombotic risk factors, including thrombophilia, prior VTE, antiphospholipid antibodies, Factor V Leiden mutation, and family history of VTE were the top five predictors of 1-year filter-related complications in our ML models. This evidence concerns the gene F5 and thrombophilia.