SHAP values of variables included in the full models predicting 100-day, 1-year, and 2-year OS. The SHAP values were calculated as the average across the replicates and bootstraps. Baseline variables are in red, longitudinal variables collected before allo-HCT are in purple, and longitudinal variables collected after allo-HCT are in black. Abbreviations: ALL: acute lymphocytic leukemia; ALT: alanine aminotransferase; AML: acute myeloid leukemia; AST: aspartate aminotransferase; BMI: body mass index; BUN: blood urea nitrogen; CML: chronic myeloid leukemia; CO2: carbon dioxide or bicarbonate; CRP: C reactive protein; D Bilirubin: direct Bilirubin; GVHD: graft versus host disease; HLA: human leucocyte antigen; K+: potassium; LDH: lactate dehydrogenase; NDFT: non-uniform discrete Fourier transform; SD: standard deviation.