Accession PRJCA010804
Title NICHE-SKIRT (Systems Kinetics of Immune Reconstitution Tianjin) : Machine learning model was used to explore the effect of immune reconstitution on survival of patients after transplantation
Relevance Medical
Data types Clinical data
Organisms Homo
Description There is little consensus on how to quantitatively assess immune reconstitution after hematopoietic stem cell transplantation (HSCT) in real time as part of standard of care. We compiled 11150 post-transplant immune profiles of 1945 patients who underwent HSCT between 2012 and 2020 -termed the 'Systems Kinetics of Immune Reconstitution Tianjin' (SKIRT) dataset - with the median and 75th-percentile follow-up durations of 1.3 and 2.1 years, respectively, for immune profiling. We observed high levels of inter-personal variability, described the nonlinear dynamics of immune reconstitution, and characterized how the dynamics was jointly influenced by patient sex, patient age, stem cell source, transplant type, graft-versus-host disease, infection, donor age, and the donor's immune status. We also identified a high-risk immune signature that was predictive of earlier mortality and validated it in two independent sub-cohorts. A web tool, the 'SKIRT Calculator', was constructed to assist clinicians in evaluating the donor's immune status and the patient's progress in immune reconstitution.
Sample scope Not applicable
Release date 2022-07-26
Publication
PubMed ID Article title Journal name DOI Year
36591789 The Composite Immune Risk Score predicts overall survival after allogeneic hematopoietic stem cell transplantation: A retrospective analysis of 1838 cases American Journal of Hematology 10.1002/ajh.26792 2023
Grants
Agency program Grant ID Grant title
State Key Laboratory of Experimental Hematology Z20-01
National Natural Science Foundation of China (NSFC) 81470350
the Fundamental Research Funds for the Central Universities WK9110000001
Submitter Xueou Liu (liuxueou@ihcams.ac.cn)
Organization Institute of Hematology and Blood Diseases Hospital, Chinese Academy of Medical Sciences
Submission date 2022-02-17

Project Data

Resource name Description