We aim to predict personalized patient response and side effects to allo-HSCT using clinical characteristics data and features of their intestinal microbiome. Specifically, we seek to understand how the human gut microbiome interacts with the immune system and influences infection and GVHD risk. To do so, we are conducting a prospective cohort study at the University Hospital Basel, following allo-HSCT patients and their response to treatment over 180 days. Ultimately, we hope to use this knowledge to design preventative measures to prevent and mitigate allo-HSCT side effects.