scholarly journals Unrelated Donor Selection for Stem Cell Transplants using Predictive Modelling

2018 ◽  
Author(s):  
Adarsh Sivasankaran ◽  
Eric Williams ◽  
Martin Maiers ◽  
Vladimir Cherkassky

AbstractUnrelated Donor selection for a Hematopoietic Stem Cell Transplant is a complex multi-stage process. Choosing the most suitable donor from a list of Human Leukocyte Antigen (HLA) matched donors can be challenging to even the most experienced physicians and search coordinators. The process involves experts sifting through potentially thousands of genetically compatible donors based on multiple factors. We propose a Machine Learning approach to donor selection based on historical searches performed and selections made for these searches. We describe the process of building a computational model to mimic the donor selection decision process and show benefits of using the proposed model in this study.

Blood ◽  
2012 ◽  
Vol 120 (14) ◽  
pp. 2918-2924 ◽  
Author(s):  
John Horan ◽  
Tao Wang ◽  
Michael Haagenson ◽  
Stephen R. Spellman ◽  
Jason Dehn ◽  
...  

Abstract The importance of human leukocyte antigen (HLA) matching in unrelated donor transplantation for nonmalignant diseases (NMD) has yet to be defined. We analyzed data from 663 unrelated marrow and peripheral blood stem cell transplants performed from 1995 to 2007 for treatment of NMD. Transplantation from a donor mismatched at the HLA-A, -B, -C, or -DRB1, but not -DQB1 or -DPB1, loci was associated with higher mortality in multivariate analyses (P = .002). The hazard ratio for mortality for single (7/8) and double mismatched (6/8) transplants was 1.29 (0.97-1.72; P = .079) and 1.82 (1.30-2.55; P = .0004), respectively, compared with 8/8 matched transplants. HLA mismatches were not associated with acute or chronic GVHD, but were strongly associated with graft failure. After adjustment for other factors, the odds ratio for graft failure for 7/8 and 6/8 (allele and/or antigen) matched pairs compared with 8/8 matched transplants was 2.81 (1.74-4.54; P < .0001) and 2.22 (1.26-3.97; P = .006), respectively. Patients with NMD should receive transplants from allele matched (8/8) donors if possible. Unlike the case with malignancies, HLA mismatching in NMD is associated with graft failure rather than GVHD.


Blood ◽  
2021 ◽  
Vol 138 (Supplement 1) ◽  
pp. 4879-4879
Author(s):  
Omar Albanyan ◽  
Hyejeong Jang ◽  
Seongho Kim ◽  
Andrew Kin ◽  
Asif Alavi ◽  
...  

Abstract Introduction: Severe aplastic anemia (SAA) is a rare hematopoietic stem cell disorder characterized by hypocellular marrow and pancytopenia. Multiple factors play an important role in treatment approach include age, comorbidities, degree of pancytopenia and availability of stem cell donor to either immunosuppression irrespective (IST) or allogenic hematopoietic stem cell transplant (alloSCT). The use of nonmyeloablative conditioning regimen has improved the outcomes, however the choice for post-transplant GVHD prophylaxis remain a topic of debate. The use of mycophenolate mofetil (MMF) has been used as an alternative for methotrexate (MTX) as has shown to be associated with lower incidence of mucositis and shorter time to engraftment. Methods: We retrospectively evaluated consecutive adult patients with SAA who underwent alloSCT at Karmanoc Cancer Institute. All patients received fludarabine, cyclophosphamide and antithymocyte globulin for conditioning regimen with calcineurin inhibitors (CNI) and MMF for GVHD prophylaxis. MMF was started at day -3 at 15 mg/kg three times daily and stopped at day +30 in the absence of active GVHD. The primary objectives were to estimate cumulative incidence of acute (aGVHD) and chronic GVHD (cGVHD) and overall survival (OS). Secondary objectives were to evaluate time to engraftment, days of hospitalization and incidence of mucositis. Results: From January 2005 and May 2019, 33 patients with SAA underwent alloSCT. Patient characteristics are detailed in Table 1. Median age was 36 years (range, 18-71). Twenty-seven patients received bone marrow stem cells (82%) and six patients received peripheral blood stem cells (18%). Thirty patients (91%) received 8/8 HLA matched donor and three patients (9%) received 7/8 HLA matched donor. Sixteen patients (48%) received stem cells from sibling donor and 17 patients (52%) received stem cells from unrelated donor. Thirteen patients (39%) had received IST prior to alloSCT, and 20 patients (61%) received upfront alloSCT. For GVHD prophylaxis all patients received MMF and CNI (tacrolimus=32, and cyclosporine=1). Median time from diagnosis to transplant was 15.8 months for patients who received IST prior to alloSCT and 2 months for patients who received upfront alloSCT. Median time to platelet engraftment was 13.5 days and neutrophil engraftment was 12 days, while one patient experienced graft failure. The median number of days for hospital stay were 25 days. Four patients (11%) developed grade I-II mucositis, no grade III-IV mucositis was observed in the first 30 days and 6 patients had CMV reactivation. The 100-day cumulative incidence rate of grade II-IV aGVHD was 21.2% (95% CI, 9.2 - 36.5), grade III-IV aGVHD was 9.1% (2.3-21.9) and 1-year CIR of cGVHD was 21.2% (95% CI, 9.2-36.5). Comparing patients who received IST prior to alloSCT versus upfront alloSCT, the 100-day CIR of grade II-IV aGVHD was 30.8% (95% CI, 8.2 - 56.5) and 15% (95% CI, 3.6 - 34.0), respectively, (Gray p=0.26) and the 3-year CIR of cGVHD was 39.6% (95% CI, 13.1 - 65.5) and 27.8% (95% CI, 9.2 - 50.3), respectively, (Gray p=0.37). Comparing patients who received alloSCT from related versus unrelated donor, 100-day CIR of II-IV aGVHD was 12.5% (95% CI, 1.9 - 33.6) and 29.4% (95% CI, 10.2 - 51.9), respectively, (Gray p=0.26), and the 3-year CIR of cGVHD was 34.2% (95% CI, 11.4 - 58.9) and 29.4% (95% CI, 10.1 - 52.0), respectively (Gray p=0.90). Median follow up of surviving patient was 5 years (95% CI, 3.1-6.8). Three-year OS was 87% (95% CI, 75.7- 99.9) and median OS was not reached. Six patients died by the time of the analysis, one patient died from graft failure (86 days after transplant from 8/8 HLA MUD), two patients died due infectious complications (808 days and 1637 days after transplant), three patients died due to multiorgan failure (215, 297 and 1097 days after transplant). Conclusion: Our data with use of CNI and MMF for GVHD prophylaxis for SAA following alloSCT with nonmyeloablative conditioning regimen showed that the rate of mucositis was low, engraftment time was rapid, and hospitalization was short, while OS, rates of acute and chronic GVDH were comparable to previously published rates with CNI and MTX-based GVHD prophylaxis. Figure 1 Figure 1. Disclosures Modi: Genentech: Research Funding; Seagen: Membership on an entity's Board of Directors or advisory committees; MorphoSys: Membership on an entity's Board of Directors or advisory committees. Deol: Kite, a Gilead Company: Consultancy.


Blood ◽  
2006 ◽  
Vol 107 (3) ◽  
pp. 1220-1226 ◽  
Author(s):  
Bronwen E. Shaw ◽  
Steven G.E. Marsh ◽  
Neema P. Mayor ◽  
Nigel H. Russell ◽  
J. Alejandro Madrigal

AbstractStudies in unrelated donor (UD) hematopoietic stem cell transplantations (HSCT) show an effect of the matching status of HLA-DPB1 on complications. We analyzed 423 UD-HSCT pairs. Most protocols included T-cell depletion (TCD). All pairs had high-resolution tissue typing performed for 6 HLA loci. Two hundred eighty-two pairs were matched at 10 of 10 alleles (29% were DPB1 matched). In 141 HLA-mismatched pairs, 28% were matched for DPB1. In the 10 of 10 matched pairs (n = 282), the 3-year probability of relapse was 61%. This was significantly higher in DPB1-matched pairs (74%) as compared with DPB1-mismatched pairs (56%) (log rank, P = .001). This finding persisted in multivariate analysis. In the group overall (n = 423), relapse was also significantly increased if DPB1 was matched (log rank; P < .001). These results were similar in chronic myeloid leukemia (CML; P < .001) and acute lymphoblastic leukemia (ALL; P = .013). In ALL, DPB1-matched pairs had a significantly worse overall survival (log rank; P = .025). Thus, in recipients of TCD UD-HSCT, a match for DPB1 is associated with a significantly increased risk of disease relapse, irrespective of the matching status for the other HLA molecules. It is possible that this effect is especially apparent following TCD transplantations and invites speculation about the function of DPB1 within the immune system.


2011 ◽  
Vol 2011 ◽  
pp. 1-6 ◽  
Author(s):  
Dânia Sofia Marques ◽  
Carlos Pinho Vaz ◽  
Rosa Branca ◽  
Fernando Campilho ◽  
Catarina Lamelas ◽  
...  

Hematopoietic stem-cell transplant recipients are at increased risk of developing invasive fungal infections. This is a major cause of morbidity and mortality. We report a case of a 17-year-old male patient diagnosed with severe idiopathic acquired aplastic anemia who developed fungal pneumonitis due toRhizomucor sp.and rhinoencephalitis due toScedosporium apiospermum6 and 8 months after undergoing allogeneic hematopoietic stem-cell transplant from an HLA-matched unrelated donor. Discussion highlights risk factors for invasive fungal infections (i.e., mucormycosis and scedosporiosis), its clinical features, and the factors that must be taken into account to successfully treat them (early diagnosis, correction of predisposing factors, aggressive surgical debridement, and antifungal and adjunctive therapies).


Blood ◽  
2010 ◽  
Vol 116 (21) ◽  
pp. 1329-1329 ◽  
Author(s):  
P. Dayand Borge ◽  
Narda Theobald ◽  
Rosamma DeCastro ◽  
Harry L. Malech ◽  
Susan Leitman ◽  
...  

Abstract Abstract 1329 Chronic granulomatous disease (CGD) is a congenital disorder resulting from decreased or absent oxidase production by neutrophils. As a result, patients with CGD are prone to bacterial and fungal infections and have a shortened life expectancy. Hematopoietic stem cell transplantation (HSCT) can be curative, and patients are increasingly referred for transplant due to an ongoing infection not amenable to cure using standard treatments. The use of granulocyte transfusions has been described in patients undergoing transplant with an underlying infection at the time of conditioning, but reports are limited to single cases. We describe here the effects of granulocyte transfusions in four patients undergoing either an HLA matched sibling or unrelated donor HSCT, using an alemtuzumab containing regimen and sirolimus as GVHD prophylaxis. Age of the patients was 6 to 25 (mean 11.5) yrs, and weight was 15.3 to 54 (mean 27.5) kg. Three of the patients had persistent Aspergillus infection involving the spine, lung, and/or brain despite long term combination antifungal therapy including a triazole, echinocandin and/or amphotericin. The fourth patient had an Actinomyces pneumonia progressive on combination antibacterial treatment. None of the patients had detectable HLA antibodies prior to the transfusions, and none received G-CSF post-transplant. The granulocytes were started on the anticipated day of neutropenia after conditioning and graft infusion and continued until evidence of graft recovery. Volunteer community donors underwent mobilization with dexamethasone 8 mg PO plus G-CSF 480 mcg SC, followed the next day by a 7-liter leukapheresis procedure (Spectra) using Tricitrasol/Hetastarch (Hespan) as the anticoagulant/sedimenting solution. Patients received a mean of 4.5 transfusions each, with three patients receiving biweekly transfusions and one receiving transfusions three times a week. The mean number of granulocytes per component transfused was 6.17 × 10e10 (range 4.0–9.12). This resulted in a mean of 2.78 × 10e9 granulocytes transfused per kg recipient weight (range 0.76–4.48). All patients tolerated the infusions well, without respiratory symptoms. The mean increase in absolute neutrophil count posttransfusion was 1.95 × 10e3/uL (range 0.5–4.61), although the timing of collection of the blood count samples was variable for each transfusion. Using a dihydrorhodamine (DHR) fluorescence based assay we were able to track the presence of oxidase positive cells to help differentiate transfused donor from residual host cells. DHR assays were performed before and after every transfusion in one patient. The number of DHR positive cells prior to infusion was 0–1.4% with a rise to 68.2% 24 hours after transfusion. 24.5% oxidase positive cells were still detectable almost 72 hours after transfusion, just prior to the next transfusion. One product required sedimentation for ABO incompatibility. The mean time to engraftment was 22 days and did not differ in patients with CGD receiving the same transplant regimen with (n=4) or without (n=6) peri-transplant granulocyte transfusions (30 days). Although all four patients had infectious processes not responding to standard antimicrobial therapy prior to transplant, there was no evidence of progressive infection during the period of neutropenia. Imaging studies of the brain, lung and/or spine suggested improvement in the infectious process in all four patients, although the timing of the scans made assessments inconclusive. Our prior experience with granulocyte transfusions in patients with CGD not undergoing transplant is that the cells do not persist in the circulation longer than 24 hours. Higher cell doses per kg in our four patients may have contributed to the sustained detection of transfused circulating cells, particularly as three of the patients weighed less than 21 kg. Peri-transplant immune suppression may also have facilitated the longer circulation time of the cells. We conclude that community-donor granulocyte transfusions are well tolerated in non-alloimmunized CGD patients undergoing HSCT, do not impact engraftment, are logistically feasible, and may provide a therapeutic bridge for patients with an underlying infection during a prescribed period of neutropenia, thus decreasing transplantation risk for such patients. Disclosures: No relevant conflicts of interest to declare.


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