Artificial intelligence methods to estimate overall mortality and non-relapse mortality following allogeneic HCT in the modern era: an EBMT-TCWP study.

Allogeneic haematopoietic cell transplantation (alloHCT) has curative potential counterbalanced by its toxicity. Prognostic scores fail to include current era patients and alternative donors. We examined adult patients from the EBMT registry who underwent alloHCT between 2010 and 2019 for oncohaematological disease. Our primary objective was to develop a new prognostic score for overall mortality (OM), with a secondary objective of predicting non-relapse mortality (NRM) using the OM score. AI techniques were employed. The model for OM was trained, optimized, and validated using 70%, 15%, and 15% of the data set, respectively. The top models, "gradient boosting" for OM (AUC = 0.64) and "elasticnet" for NRM (AUC = 0.62), were selected. The analysis included 33,927 patients. In the final prognostic model, patients with the lowest score had a 2-year OM and NRM of 18 and 13%, respectively, while those with the highest score had a 2-year OM and NRM of 82 and 93%, respectively. The results were consistent in the subset of the haploidentical cohort (n = 4386). Our score effectively stratifies the risk of OM and NRM in the current era but do not significantly improve mortality prediction. Future prognostic scores can benefit from identifying biological or dynamic markers post alloHCT.

Autologous hematopoietic stem cell transplantation for relapsed/refractory systemic anaplastic large cell lymphoma. A retrospective analysis of the lymphoma working party (LWP) of the EBMT.

Systemic anaplastic large cell lymphoma (sALCL) is a rare histological entity expressing the CD30 antigen that comprises around 11% of peripheral T-cell lymphoma. We analysed the outcome of patients with relapsed/refractory sALCL treated with autologous stem cell transplantation (auto-HCT). We included 65 adult patients (42 males; median age, 44 years); 24 patients had an ALK-ve sALCL. Fifty-one patients had chemosensitive disease at the time of transplant. Ten patients (15%) were treated with brentuximab vedotin (BV) before auto-HCT (median number of doses: 5). The median follow-up for surviving patients was 35 months (3-71). Three-year cumulative incidence of nonrelapse mortality and of relapse were 1.7% and 34%, respectively. Three-year progression-free survival and overall survival were 64% and 73%, respectively. No prognostic factors for any of the outcomes analysed were found in univariate analysis. There were no significant differences in any of the outcomes between patients who had received BV and the remainder. This is the largest analysis presented so far analysing the role of auto-HCT in patients with relapsed/refractory sALCL, showing a promising PFS and OS in this high-risk population. The potential impact of the administration of BV as salvage strategy before the procedure needs to be further elucidated.