Prediction and recommendation by machine learning through repetitive internal validation for hepatic veno-occlusive disease/sinusoidal obstruction syndrome and early death after allogeneic hematopoietic cell transplantation

Author:

Lee Seungjoon,Lee Eunsaem,Park Sung-SooORCID,Park Min SueORCID,Jung Jaewoo,Min Gi June,Park Silvia,Lee Sung-Eun,Cho Byung-SikORCID,Eom Ki-Seong,Kim Yoo-Jin,Lee SeokORCID,Kim Hee-JeORCID,Min Chang-Ki,Cho Seok-GooORCID,Lee Jong WookORCID,Hwang Hyung Ju,Yoon Jae-HoORCID

Publisher

Springer Science and Business Media LLC

Subject

Transplantation,Hematology

Reference38 articles.

1. Kong SG, Jeong S, Lee S, Jeong J-Y, Kim DJ, Lee HS. Early transplantation-related mortality after allogeneic hematopoietic cell transplantation in patients with acute leukemia. BMC Cancer. 2021;21:177. https://doi.org/10.1186/s12885-021-07897-3.

2. Mohty M, Malard F, Abecassis M, Aerts E, Alaskar AS, Aljurf M, et al. Revised diagnosis and severity criteria for sinusoidal obstruction syndrome/veno-occlusive disease in adult patients: a new classification from the European Society for Blood and Marrow Transplantation. Bone Marrow Transplant. 2016;51:906–12. https://doi.org/10.1038/bmt.2016.130.

3. Yoon JH, Yoo KH, Sung KW, Jung CW, Kim JS, Hahn SM, et al. Validation of treatment outcomes according to revised severity criteria from European Society for Blood and Marrow Transplantation (EBMT) for sinusoidal obstruction syndrome/veno-occlusive disease (SOS/VOD). Bone Marrow Transplant. 2019;54:1361–1368. https://doi.org/10.1038/s41409-019-0492-6.

4. Yoon JH, Min GJ, Park SS, Park S, Lee SE, Cho BS, et al. Incidence and risk factors of hepatic veno-occlusive disease/sinusoidal obstruction syndrome after allogeneic hematopoietic cell transplantation in adults with prophylactic ursodiol and intravenous heparin or prostaglandin E1. Bone Marrow Transplant. 2021;56:1063–13. https://doi.org/10.1038/s41409-021-01215-y.

5. McDonald GB, Hinds MS, Fisher LD, Schoch HG, Wolford JL, Banaji M, et al. Veno-occlusive disease of the liver and multiorgan failure after bone marrow transplantation: a cohort study of 355 patients. Ann Intern Med. 1993;118:255–67.

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