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Shaffer, Brian C.

https://orcid.org/0000-0003-3433-9179

Mayo Clinic

Memorial Sloan Kettering Cancer Center

Citations 10

Outcomes after 7/8 and
Jiménez, Antonio , Stanek, Joseph, Logan, Brent R, Leckrone, Erin , Stefanski, Heather E., Auletta, Jeffery J., Spellman, Stephen R., Malmberg, Craig, Askar, Medhat, Cusatis, Rachel , Shaffer, Brian C., Modi, Dipenkumar , Khimani, Farhad, Gooptu, Mahasweta, Bo‐Subait, Stephanie, Bolaños-Meade, Javier, Rao, Uttam, Milner, Jordan , Jamieson, Katarzyna , Carrum, George, Kosuri, Satyajit, Cook, Rachel J., Clara, Joseph , Loren, Alison W., Arai, Sally , Choi, Sung Won , Shaw, Bronwen E., Jimenez Jimenez, Antonio Martin , Cusatis, Rachel N , Hamadani, Mehdi , Maiers, Martin , Milner, Jordan , Abboud, Ramzi , Dholaria, Bhagirathbhai R , Hogan, William J , Reshef, Ran , Ballen, Karen , Larkin, Karilyn , Arai, Sally , Qayed, Muna , Choi, Sung Won , Broglie, Larisa A , Devine, Steven , Al Malki, Monzr M , Stanek, Joseph , Logan, Brent R. , Stefanski, Heather E. , Auletta, Jeffery J. , Spellman, Stephen R. , Malmberg, Craig, Askar, Medhat , Shaffer, Brian C. , Khimani, Farhad , Gooptu, Mahasweta , Hamadani, Mehdi , Maiers, Martin , Bolaños‐Meade, Javier , Dholaria, Bhagirathbhai , Hogan, William J. , Reshef, Ran , Cook, Rachel J. , Loren, Alison W. , Broglie, Larisa , Shaw, Bronwen E. , Devine, Steven M. , Malki, Monzr M. Al

Blood Advances | August 19, 2026 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.1182/bloodadvances.2026021081 Get It

ACCESS is a prospective, multicenter phase II trial evaluating peripheral blood stem cell (PBSC) transplantation using 4-7/8 HLA-mismatched unrelated donors (MMUD) with post-transplant cyclophosphamide (PTCy), tacrolimus, and mycophenolate. Adults undergoing first HCT with myeloablative (MAC) or reduced-intensity/nonmyeloablative (RIC/NMA) conditioning were enrolled, with donors aged 18-35 years and matched at 4/8-7/8 HLA loci by high-resolution typing. This expanded analysis includes all enrolled adult PBSC recipients, including the protocol-specified RIC/NMA cohort expansion, to improve precision of outcome estimates and provide descriptive analyses by HLA match level. Among 268 adults, 183 received 7/8 and 85 received <7/8 MMUD grafts; 82.4% of the <7/8 cohort received 6/8 grafts. Median follow-up among survivors was 11.9 months. At 1-year, overall survival was 78.6% (95% CI, 71.9-83.9) in the 7/8 cohort and 85.6% (95% CI, 76.0-91.5) in the <7/8 cohort. One-year relapse, non-relapse mortality, and GVHD-free relapse-free survival were 17.1%, 13.7%, and 51.1% versus 22.8%, 8.4%, and 54.6%, respectively. The cumulative incidence of grade II-IV and grade III-IV acute GVHD by day 100 was 36.6% and 7.7% in the 7/8 cohort versus 28.3% and 5.9% in the <7/8 cohort. Moderate-to-severe chronic GVHD at 1 year was 11.3% versus 7.7%, respectively. Among adult ACCESS recipients treated on a uniform young-donor PBSC/PTCy platform, short-term outcomes with predominantly 6/8 MMUD transplantation were encouraging. Because donor match level was not prospectively assigned and between-group comparisons were exploratory, these findings are descriptive and should not be interpreted as establishing equivalence with 7/8 MMUD transplantation. (Registered as NCT04904588 at CT.gov)
Hematopoietic Cell Transplant Access and Patient Diversity
Cusatis, Rachel, Kou, Jianqun, Mattila, Deborah, Arai, Sally , Meade, Javier Bolaños, Carrum, George, Dholaria, Bhagirathbhai, Fareh, Fatema, Hamadani, Mehdi, Hogan, William J., Jamieson, Katarzyna, Jimenez, Antonio M. Jimenez, Khimani, Farhad, Kelkar, Amar H., Kosuri, Satyajit, Larkin, Karilyn T., Malki, Monzr M. Al, Milner, Jordan , Modi, Dipenkumar , Shaffer, Brian C., Shanmugasundaram, Krithika , Rao, Uttam, Auletta, Jeffrey J., Devine, Steven M., Logan, Brent R., Shaw, Bronwen E., Larkin, Karilyn , Cusatis, Rachel , Bupp, Caitrin , Abboud, Ramzi , Dholaria, Bhagirathbhai , Hamadani, Mehdi , Hogan, William J. , Jamieson, Katarzyna , Jimenez Jimenez, Antonio Martin , Khimani, Farhad , Kelkar, Amar H , Malki, Monzr M. Al , McCurdy, Shannon , Reshef, Ran , Shaffer, Brian C. , Auletta, Jeffery J. , Devine, Steven M. , Logan, Brent R. , Shaw, Bronwen E.

JAMA Network Open | May 5, 2026 | Volume: 9 | Issue: 5 | Pages: e2610839

10.1001/jamanetworkopen.2026.10839 Get It

Importance Allogeneic hematopoietic cell transplant (HCT) is curative for hematologic cancers, yet access remains inequitable for racially and ethnically underrepresented and socioeconomically disadvantaged populations, making the goal of having a suitable donor for every patient who needs a transplant challenging. The ACCESS trial broadened access by enrolling patients without matched donors, who instead received an HCT from a mismatched unrelated donor. Objective To compare baseline characteristics of ACCESS trial participants with participants enrolled in a similar clinical trial and a patient-reported outcome (PRO) protocol cohort. Design, Setting, and Participants This cross-sectional study included adult participants (aged ≥18 years) from 3 cohorts—the ACCESS trial (2021-2024), BMT CTN 1703 trial (2019-2021), and Center for International Blood and Marrow Transplant Research (CIBMTR) PRO Protocol observational study (2020-2025)—who completed a baseline PRO survey. The ACCESS and PRO Protocol cohorts were stratified by conditioning intensity (myeloablative [MAC] vs reduced-intensity and nonmyeloablative [RIC/NMA]); all BMT CTN 1703 participants received RIC/NMA. Exposure Hematopoietic cell transplant. Main Outcomes and Measures Racial and ethnic diversity, insurance type, education, and income were compared among cohorts using counts and percentages, and socioeconomic and structural disadvantage were measured using the Social Vulnerability Index and Comprehensive Score for Financial Toxicity–Functional Assessment of Chronic Illness Therapy. Results Baseline surveys were completed by 208 participants in the ACCESS trial (median [range] age at transplant, 62.3 [20.4-78.9] years; 108 male [51.9%]), 122 participants in the PRO Protocol study (median [range] age at transplant, 63.9 [21.1-78.0] years; 67 male [54.9%]), and 342 participants in the BMT CTN 1703 trial (median [range] age at transplant, 66.9 [20.7-78.6] years; 218 male [63.7%]). Participants in ACCESS were more racially and ethnically diverse, with 15 (7.2%), 25 (12.1%), 46 (22.2%), 110 (53.1%), and 11 (5.3%) of Asian, Black or African American, Hispanic or Latino, White, and other race and ethnicity, respectively, compared with 4 (3.3%), 2 (1.6%), 8 (6.6%) 104 (85.2%), and 4 (3.3%), respectively, in the PRO Protocol and 10 (3.0%), 0, 16 (4.8%), 302 (91.0%), and 4 (1.2%), respectively, in the BMT CTN 1703 trial. Participants in ACCESS were more likely to have Medicaid (36 [18.1%]) vs PRO Protocol (8 [6.7%]) and BMT CTN 1703 (16 [5.1%]) participants and reported lower education (some college or an associate’s degree: 103 [49.5%] vs 73 [59.8%] in the PRO Protocol; postcollege education: 34 [17.3%] vs 35 [29.2%] in the PRO Protocol) and household income (<$40 000 annually: 25 [24.0%] vs 8 [11.6%] in the PRO Protocol and 7 [38.9%] in the BMT CTN 1703 trial). Median Social Vulnerability Index scores were highest among participants in the ACCESS MAC group (median [range], 0.72 [0.01-0.97] vs 0.61 [0.16-0.78] in the PRO Protocol MAC group), and 16 participants [27.6%] in the ACCESS MAC group reported moderate to severe financial toxicity. The ACCESS participants lived closer to transplant centers, especially in the RIC/NMA group (median [IQR], 28 [14-75] miles vs 47 [16-96] miles for BMT CTN 1703 participants and 49 [21-104] miles for PRO Protocol participants). Conclusions and Relevance This cross-sectional study of clinical trial participants and a clinical cohort found that the ACCESS trial enrolled a more racially and ethnically diverse and socioeconomically disadvantaged population. Trial designs that broaden eligibility could expand access to HCT, highlighting the need for systemic interventions to ensure equity.
Combined TCR-seq and single-cell RNA-seq reveal distinct origins for antiviral immunity after post-transplant cyclophosphamide and tac/MTX gvhd prophylaxis: Results from the BMT CTN 1801 study
Schmalz, Joseph , Winn, Nicholas, Kaminski, James J. , Sanders, Catherine , Robins, Harlan , Zavistaski, Jillian, Schichter, Isabella, Steinberg, Lea, Applegate, Kristy, Bar, Merav , Clark, William, Jones, Richard J. , Logan, Brent R. , Martens, Michael, Riches, Marcie , Saber, Wael , Sandhu, Karamjeet , Elmariah, Hany , Runaas, Lyndsey, Rezvani, Andrew R. , Loren, Alison W. , Horowitz, Mary M. , Hamadani, Mehdi, Bolaños‐Meade, Javier , Bhatt, Ami S. , Kean, Leslie S. , Elmariah, Hany , Larkin, Karilyn , Bhatt, Ami S , Siegel, Steven J. , DeWolf, Susan , Kaminski, James, Bien, Stephanie A. , Chhabra, Saurabh , Choi, Sung Won , Das, Suman R. , Jenq, Robert R. , Levine, John E. , Murthy, Hemant S. , Rashidi, Armin , Sung, Anthony D. , Malki, Monzr M. Al , Gooptu, Mahasweta , Alousi, Amin Majid , Shaffer, Brian C. , Jurdi, Najla El , Hamadani, Mehdi , Holtan, Shernan G. , Perales, Miguel‐Angel

Blood | December 5, 2025 | Volume: 146 | Issue: Supplement 1 | Pages: 818-818

10.1182/blood-2025-818 Get It

Abstract Background: A randomized multicenter trial (BMT CTN 1703) demonstrated that after reduced intensity conditioning HCT, PT-Cy-based GVHD prophylaxis led to significant reductions in acute and chronic GVHD, but was associated with significantly more Grade 2 (moderate) infections and similar overall survival vs Tac/MTX. A linked mechanistic study (BMT CTN 1801) found that PT-Cy led to pan-T cell depletion and reduced T cell receptor (TCR) repertoire diversity vs Tac/MTX. To discover the molecular mechanisms driving the association of PT-Cy with increased infections, we examined pathogen-specific T cell reconstitution in BMT CTN 1801 patients (n=165 PT-Cy, n=159 Tac/MTX). Methods: We performed deep TCR sequencing on 2,369 blood samples collected pre-HCT (recipient baseline) and on Days +7, 14, 28, 63, 100, 180, 270, 365, 730, and from the graft infusion product. We then applied a novel set of TCR classifiers (Adaptive Biotechnologies) capable of identifying pathogen-specific clones associated with CMV, EBV, SARS-CoV-2, HSV-1, HSV-2, parvovirus, RSV, influenza A, rhinovirus, adenovirus, HHV-6B, norovirus and Toxoplasma. Single-cell (sc) TCR/RNA-sequencing on a sample subset (n=26) was performed to determine the phenotype of pathogen-specific T cells. Results. By linking scRNA-seq with pathogen-specific TCR barcoding, we identified CD4 and CD8 memory T cells as their predominant T cell reservoir. We found that the total number of pathogen-specific singleton TCRs was significantly lower with PT-Cy, starting early post-HCT and persisting through 2 years. For example, at Day +14, PT-Cy patients had 7.8-fold fewer pathogen-specific singleton TCRs vs Tac/MTX (mean of 6.9 vs 54.1, p<0.001). Consistent differences between PT-Cy and Tac/MTX were observed for TCRs specific for each pathogen individually. Patients who developed Grade 3 (severe) viral infections had significantly fewer pathogen-specific singleton TCRs at Day +14 compared to those who had no viral infections (mean of 4.0 vs 32.5, p=0.03). Leveraging intrinsic TCR barcoding of the HCT infusion (“graft”) and of the patient's baseline samples (“recipient”), we could assign the graft/recipient origin of the pathogen-specific cells with high fidelity. This analysis revealed pronounced differences in the origin of pathogen-specific T cells with PT-Cy vs Tac/MTX, especially prior to Day +100. The absolute number of pathogen-specific TCRs originating from the graft was significantly higher with Tac/MTX vs PT-Cy. This difference was observed from day +7 through 6 months post-HCT, with up to 7.1-fold more graft-derived pathogen-specific TCRs in Tac/MTX vs PT-Cy (p<0.001 at each timepoint before day +100). Within patients who received Tac/MTX, the balance of graft vs recipient pathogen-specific clones significantly favored graft clones (for example, a mean of 14.9 graft vs 8.6 recipient pathogen-specific TCRs at Day+14, p=0.02). By contrast, with PT-Cy, in addition to having substantially fewer pathogen-specific TCRs overall, the proportion of these TCRs was not significantly different between graft and recipient clones (mean of 2.1 graft vs 3.3 recipient pathogen-specific TCRs at Day+14, p=0.42). These data uncover that, in addition to the reduction in pathogen-specific T cells with PT-Cy, there was a relative skewing of the anti-microbial T cell reservoir towards recipient cells that persisted after conditioning. Conclusions: PT-Cy led to in vivo T cell depletion across all T cell subsets, which prominently included clones tracked from the allograft itself into the HCT recipient, with a relative sparing of recipient T cell clones that survived transplant conditioning. While the mechanism for relative sparing of recipient cells has not yet been determined, these conditioning-exposed cells may be less proliferative than newly infused graft T cells. The depletion of graft T cells included CD4 and CD8 memory cells specific for infections, which may have contributed to relative deficits in protective immunity against infection in patients receiving PT-Cy. Importantly, these data suggest that with PT-Cy, persisting recipient TCRs may play a key role in preserving anti-infectious immunity. Taken together, these results provide a mechanistic basis for key post-transplant clinical outcomes of the landmark BMT CTN 1703 study. They also underscore the importance of recipient immune status with PT-Cy, creating the opportunity for targeted infection risk assessment in these patients.
Phase II Study of post transplant cyclophosphamide-based graft versus host disease prophylaxis after HLA-mismatched unrelated donor transplantation and reduced intensity conditioning: Results from the NMDP-sponsored access expansion Study
Bo‐Subait, Stephanie, Logan, Brent R. , Leckrone, Erin , Smith, Sarah , Stefanski, Heather, Malmberg, Craig, Modi, Dipenkumar , Meade, Javier Bolaños, Rao, Uttam K. , Milner, Jordan , Jamieson, Katarzyna , Carrum, George, Kosuri, Satyajit, Cook, Rachel J. , Ballen, Karen K. , Loren, Alison W. , Arai, Sally , Choi, Sung Won , Shaw, Bronwen E. , Larkin, Karilyn , Gooptu, Mahasweta , Malki, Monzr M. Al , Auletta, Jeffery J. , Spellman, Stephen R. , Askar, Medhat , Cusatis, Rachel , Khimani, Farhad , Hamadani, Mehdi , Maiers, Martin , Stanek, Joseph , Abboud, Ramzi , Dholaria, Bhagirathbhai , Hogan, William J. , Reshef, Ran , Qayed, Muna , Broglie, Larisa , Devine, Steven M. , Jiménez, Antonio , Shaffer, Brian C.

Blood | December 4, 2025 | Volume: 146 | Issue: Supplement 1 | Pages: 4232-4232

10.1182/blood-2025-4232 Get It

Abstract Allogeneic hematopoietic cell transplantation (HCT) using an HLA mismatched unrelated donor (MMUD) with calcineurin inhibitor-based graft versus host disease (GVHD) prophylaxis results in increased incidence of non-relapse mortality (NRM) and lower survival compared to matched donor HCT. The NMDP sponsored 15-MMUD study demonstrated that post-transplant cyclophosphamide (PTCy)-based prophylaxis following bone marrow derived MMUD HCT resulted in reduced incidence of GVHD and favorable survival. Because marrow grafts can be difficult to procure and vary in quality, we conducted a phase II, prospective, multicenter study to evaluate PTCy-based GVHD prophylaxis in adult recipients of MMUD using peripheral blood stem cell (PBSC) allografts. The primary study aim was to estimate the probability of one-year overall survival (OS) post HCT. Secondary aims were to assess other key clinical endpoints and determine the rate of severe infections. Initial results of the first 70 recipients who received reduced intensity conditioning (RIC) were previously reported by Al Malki et al (JCO 2025) demonstrating a 1-year OS of 78.6% (95% CI, 67% to 86.5%). Here, we report results from a planned expansion of the study that included 123 additional RIC recipients, with updated results from the initial cohort of 70 patients (total N = 193 subjects) treated at 33 centers. Study participants received cyclophosphamide 50 mg/kg (ideal body weight) administered on days 3 and 4 post HCT with tacrolimus and mycophenolate mofetil as previously described (Al Malki, JCO, 2025). The median study participant age was 65.0 (range: 22.9-78.9); 92 (47.7%) of participants were male, and 84 (43.5%) identified as having other than non-Hispanic white ancestry. The HCT comorbidity index was high-risk (>3) in 65 (33.7%). Underlying histologic diagnosis was AML in 96 (49.7%) participants, MDS in 43 (22.3%), ALL in 20 (10.4%), lymphoma or CLL in 24 (12.4%), and CML/other leukemias in 10 (5.2%). Conditioning regimens used were fludarabine and melphalan (100 or 140 mg/m2) (N=120; 62.2%), 2-day busulfan and fludarabine (N=38; 19.7%), and fludarabine, cyclophosphamide and total body irradiation (200 cGy) (N=32; 16.6%). Donor HLA matching (considering HLA-A, -B, -C, and -DRB1) was 7/8 in 131 (67.9%) of participants, 6/8-matched in 51 (26.4%), and 4-5/8-matched in 11 (5.7%) participants. Median donor age was 25.5 years (range: 18.7-35.7). The one-year overall OS estimate was 79.6% (95% confidence interval [CI]: 73.2-84.7). Survival was similar among HLA 7/8-matched donor recipients (77.8%, 69.7-84%) and <7/8 matched donor recipients (83.7%, 71.8-90.9%). The one-year GVHD-free, relapse-free survival (GRFS) was 49.9% (42.6-56.9%) and the one-year progression-free survival was 70.2% (63.2-76.2%). The one-year cumulative incidence (CI) rates of NRM and relapse were 12.5% (8.3-17.6%) and 17.3%(12.3-23%), respectively. The 6-month CI of grade II-IV and grade III-IV acute GVHD were 40.0% (33.0-46.8%) and 7.8% (4.6-12.1%), respectively. The one-year incidence of all chronic GVHD and severe chronic GVHD were 15.6% (10.7-21.2%) and 3.7% (1.6-7%), respectively, by NIH consensus criteria. The CI of grade 1-4 cytokine release syndrome (CRS) by day 7 post HCT was 28.0% (21.8-34.9%), and grade 3-4 CRS was 0.5% (0-2.9%). Primary engraftment failure occurred in 9 (4.7%) participants. Among 145 evaluated participants, 85.5% were >95% donor in blood chimerism at day 100 post HCT. Within the first 100 days after HCT, CTCAE grade 2-5 infections occurred in 113 (58.5%) of participants and grade 3-5 infections occurred in 59 (30.6%) of participants. The most common etiologies of grade 2-5 infections were bacterial (N=78), followed by viral (N=48). The most common grade 3-5 non-infectious toxicities were cardiac disorders, which occurred in 4 (2.1%) of participants. In conclusion, the results including this expansion cohort demonstrate encouraging 1-year OS, NRM and relapse rates in RIC recipients of PTCy-based GVHD prophylaxis and PBSC allografts from MMUDs. This larger cohort of 193 recipients re-affirm the results from the initial cohort with greater robustness.Measures to mitigate infection risk are likely to further improve outcomes. Reducing the dose of PTCy is a candidate approach currently being tested in the ongoing OPTIMIZE trial (NCT 06001385).These results support the extension of PBSC MMUD using PTCy to individuals who lack an HLA-matched donor and require RIC HCT.
Mismatching of unrelated donors beyond a single HLA-locus does not adversely impact outcomes at one year following transplantation: Results from the NMDP sponsored ACCESS study
Bo‐Subait, Stephanie, Logan, Brent R. , Smith, Sarah , Leckrone, Erin , Stefanski, Heather, Malmberg, Craig, Modi, Dipenkumar , Meade, Javier Bolaños, Rao, Uttam K. , Milner, Jordan , Jamieson, Katarzyna , Carrum, George, Kosuri, Satyajit, Cook, Rachel J. , Ballen, Karen K. , Loren, Alison W. , Arai, Sally , Choi, Sung Won , Shaw, Bronwen E. , Larkin, Karilyn , Malki, Monzr M. Al , Auletta, Jeffery J. , Spellman, Stephen R. , Askar, Medhat , Cusatis, Rachel , Shaffer, Brian C. , Khimani, Farhad , Gooptu, Mahasweta , Hamadani, Mehdi , Maiers, Martin , Stanek, Joseph , Abboud, Ramzi , Dholaria, Bhagirathbhai , Hogan, William J. , Reshef, Ran , Qayed, Muna , Broglie, Larisa , Devine, Steven M. , Jiménez, Antonio

Blood | December 4, 2025 | Volume: 146 | Issue: Supplement 1 | Pages: 936-936

10.1182/blood-2025-936 Get It

Abstract Allogeneic hematopoietic cell transplantation (HCT) remains inaccessible to many patients, particularly those of non-European ancestry, due to the limited availability of matched unrelated donors (URD). While single-HLA mismatched donors (7/8) often yield acceptable outcomes, URD HCT mismatched at ≥ 2 HLA alleles (<7/8) has historically been associated with poor survival and prohibitive toxicity. Post-transplant cyclophosphamide (PTCy) has improved outcomes following mismatched unrelated donor (MMUD) HCT, potentially enabling less stringent donor matching. Whether the degree of donor-recipient HLA disparity remains prognostic after MMUD HCT when PTCy is used is unknown. The ACCESS trial (NCT04904588) was conducted by the Center for International Blood and Marrow Transplant Research Clinical Research Organization and prospectively evaluated PTCy-based graft versus host disease (GVHD) prophylaxis in adult recipients of 4–7/8 (HLA-A, -B, -C and -DRB1) MMUD peripheral blood stem cells (PBSC) from donors age ≤35 years old following either myeloablative (MAC) or reduced intensity/non-myeloablative (RIC/NMA) conditioning. This analysis focused on all adult recipients of <7/8 grafts enrolled on the study across both conditioning strata, with descriptive comparison to patients who received 7/8 MMUD PBSC grafts. The primary endpoint was 1-year overall survival (OS). Secondary endpoints included primary graft failure (PGF), non-relapse mortality (NRM), relapse, acute and chronic GVHD, and GVHD-free relapse-free survival (GRFS). A total of 268 adults received MMUD PBSC grafts: 85 with <7/8 matches (MAC: n=23; RIC/NMA: n=62) and 183 with 7/8 matches (MAC: n=52; RIC/NMA: n=131). Among <7/8 recipients, median age was 57 years old (range, 24–78), 49% were male, with diagnoses of acute myeloid leukemia (AML) (55%), myelodysplastic syndromes (MDS) (15%), and lymphoma (14%). HLA mismatch distribution in the <7/8 group was 6/8 in 82%, 5/8 in 14%, and 4/8 in 4%. Most received fludarabine/melphalan (44%) or myeloablative busulfan/fludarabine (21%). Median CD34+ cell dose was 5.5 ×10^6/recipient kg (range: 3.2-8.0) and 75% of grafts were cryopreserved prior to infusion. Median donor age was 25.8 (range: 18.7-35.7) in the 7/8 group and 25.0 (range: 18.3-34.8) in the <7/8 group. The <7/8 cohort was racially and ethnically diverse, with 61% identifying as other than non-Hispanic white. The 7/8 cohort had a median age of 63 years old (range, 20–79), with 52% male. Disease distribution, conditioning intensity, and infused cell doses were similar to the <7/8 group. A smaller proportion of grafts were cryopreserved (61%), and 47% of patients identified as other than non-Hispanic White. One-year OS for <7/8 recipients was 86% (95% CI: 76–92%), compared to 79% (95% CI: 72–84%) in 7/8 recipients. One-year incidence of relapse was 23% (95% CI: 14–33%) in the <7/8 group and 17% (95% CI: 12–23%) in 7/8 recipients; NRM was 8% (95% CI: 4–16%) and 14% (95% CI: 9–19%), respectively. GRFS was 55% (95% CI: 43–65%) for <7/8 and 51% (95% CI: 44–58%) for 7/8 recipients. PGF occurred in 8% (95% CI: 3–18%) of <7/8 RIC recipients and 3% (95% CI: 1–8%) of 7/8 RIC recipients; no MAC recipients had PGF. At 6 months post-HCT, grade II–IV acute GVHD occurred in 34% (95% CI: 24–44%) of <7/8 patients and 39% (95% CI: 32–46%) of 7/8; grade III–IV acute GVHD was observed in 7% (95% CI: 3–14%) and 8% (95% CI: 5–13%), respectively. Moderate to severe chronic GVHD (NIH consensus criteria) at one year occurred in 8% (95% CI: 3–15%) of <7/8 recipients and 11% (95% CI: 7–16%) of 7/8 recipients. When grouped by conditioning intensity, 1-year outcomes within the <7/8 cohort were: OS 91% after MAC and 84% after RIC/NMA; relapse in 32% after MAC and 20% after RIC/NMA, respectively; GRFS was 53% for MAC and 55% for RIC/NMA; and NRM remained low at 9% after MAC and 8% after RIC/NMA. In this cohort of adult recipients of <7/8 MMUD PBSC grafts with PTCy-based GVHD prophylaxis enrolled on the ACCESS study, 1-year OS exceeded 80% and was comparable to 7/8 recipients. Relapse, NRM, and GVHD rates were similarly favorable and consistent with outcomes reported in 7/8 donor recipients. These findings support extending suitable MMUD match considerations to include 4-6/8 in the context of PTCy, potentially enabling near-universal donor access, while allowing for optimization of other non-HLA donor factors.
Artificial intelligence enabled interpretation of ECG images to predict hematopoietic cell transplantation toxicity
Shaffer, Brian C. , Brown, Samantha , Chinapen, Stephanie , Mangold, Kathryn, Lahoud, Oscar , Schaffer, Wendy, Liu, Jennifer E. , Giralt, Sergio , Scordo, Michael , Papadopoulos, Esperanza B. , Landau, Heather , Friedman, Paul A. , Kosmidou, Ioanna , Giralt, Sergio , Papadopoulos, Esperanza , Landau, Heather , Perales, Miguel-Angel , Friedman, Paul A , Attia, Zachi I , Lahoud, Oscar B , López-Jiménez, Francisco , Devlin, Sean M. , Shah, Gunjan L. , Usmani, Saad Z. , Perales, Miguel‐Angel , Gersh, Bernard J. , Attia, Zachi I. , Noseworthy, Peter A.

Blood Advances | August 19, 2024 | Volume: 8 | Issue: 21 | Pages: 5603-5611

10.1182/bloodadvances.2024013636 Get It

Abstract Artificial intelligence (AI)–enabled interpretation of electrocardiogram (ECG) images (AI-ECGs) can identify patterns predictive of future adverse cardiac events. We hypothesized that such an approach would provide prognostic information for the risk of cardiac complications and mortality in patients undergoing hematopoietic cell transplantation (HCT). We retrospectively subjected ECGs obtained before HCT to an externally trained, deep-learning model designed to predict the risk of atrial fibrillation (AF). Included were 1377 patients (849 autologous [auto] HCT and 528 allogeneic [allo] HCT recipients). The median follow-up was 2.9 years. The 3-year cumulative incidence of AF was 9% (95% confidence interval [CI], 7-12) in patients who underwent auto HCT and 13% (10%-16%) in patients who underwent allo HCT. In the entire cohort, pre-HCT AI-ECG estimate of AF risk correlated highly with the development of clinical AF (hazard ratio [HR], 7.37; 95% CI, 3.53-15.4; P < .001), inferior survival (HR, 2.4; 95% CI, 1.3-4.5; P = .004), and greater risk of nonrelapse mortality (NRM; HR, 95% CI, 3.36; 1.39-8.13; P = .007), without increased risk of relapse. Association with mortality was only noted in allo HCT recipients, where the risk of NRM was greater. The use of cyclophosphamide after transplantation resulted in greater 90-day incidence of AF (13% vs 5%; P = .01) compared to calcineurin inhibitor–based graft-versus-host disease prophylaxis, corresponding to temporal changes in AI-ECG AF prediction after HCT. In summary, AI-ECG can inform risk of posttransplant cardiac outcomes and survival in HCT patients and represents a novel strategy for personalized risk assessment.
Artificial Intelligence Enabled ECG Interpretation Informs Outcomes after Autologous Transplantation for Multiple Myeloma
Attia, Itzhak Zachi, Greason, Grace , Lahoud, Oscar , Schaffer, Wendy, Liu, Jennifer , Landau, Heather , Friedman, Paul A. , Kosmidou, Ioanna , Lahoud, Oscar B , Shaffer, Brian C. , Attia, Itzhak Zachi, Chinapen, Stephanie , Brown, Samantha , Chung, David J , López-Jiménez, Francisco , Giralt, Sergio , Shah, Gunjan L. , Usmani, Saad Z. , Gersh, Bernard J. , Noseworthy, Peter A.

Blood | December 1, 2023 | Volume: 142 | Issue: Supplement 1 | Pages: 4965-4965

10.1182/blood-2023-184725 Get It

High dose chemotherapy followed by autologous hematopoietic cell transplantation (auto HCT) is a standard therapy for patients with plasma cell disorders (PCD). A barrier to improving candidate selection for auto HCT is appraisal of risk for transplant related complications. Electrocardiography (ECG) is a standard pre-HCT test to evaluate the potential for arrhythmia and structural heart disease. We hypothesized that an artificial intelligence (AI) based interpretation of ECG waveform data (AI-ECG) could enhance risk prediction for cardiac-specific and other outcomes following auto HCT for patients with PCD. To test this hypothesis, we used several AI-ECG tools developed using a deep-learning based approach that were trained to predict comorbidity (Attia et al, Lancet 2019 & Grogan et al, Mayo Clin Proc 2021). Model outputs include a scaled prediction value indicating increasing risk for atrial fibrillation/flutter (AF), reduced ejection fraction (EF), or cardiac amyloidosis. We evaluated this tool in 9,225 ECGs obtained from 849 patients (median 6 ECGs/patient, inter-quartile range: 3-12) who underwent first or subsequent auto HCT at Memorial Sloan Kettering Cancer Center between 2016-2022 and who had a diagnosis of multiple myeloma (N = 810), amyloidosis (N = 37), or other PCD (N = 2). The endpoints were to determine whether baseline AI-ECG prediction of AF risk correlated with peri-transplant AF events, and to explore whether model outputs correlated with survival and other cardiac clinical outcomes. The mean age of patients was 61.0 years (range 23.7 - 81.2) and median follow up was 2.7 years post auto HCT. Contributing cardiovascular risk factors included a prior history of AF (N = 101, 11.9%), coronary or cerebrovascular disease (N = 95, 11.2%), and diabetes mellitus (N = 98, 11.5%). Reduced dose melphalan (< 200 mg/m 2) was administered in 26%. The HCT-comorbidity index (HCT-CI) was high risk (≥3) in 52.7%. The one-year overall survival and progression-free survival in the whole cohort was 94% (95% confidence interval (95% CI): 92 - 95%) and 86% (84 - 89%), respectively. Among patients not in AF at pre HCT evaluation, the 90-day cumulative incidence of AF was 5.6% (4.2 - 7.3%). In univariable competing risk regression, baseline pre HCT AI-ECG appraisal of AF risk was strongly correlated with incidence AF in patients who were in sinus rhythm before HCT (hazard ratio (HR): 25.1, 95% CI: 11.7 - 53.7, p < 0.001). In a multivariable model adjusting for patient age and HCT-CI, AI-ECG AF predicted risk remained associated with incidence of post HCT AF (HR: 13.4, 95% CI: 5.9 - 30.4, p < 0.001). Considering a decision threshold identified during original model training, AI-ECG predicted AF events with an accuracy of 75% (Mcnemar's p < 2 x 10 -16). The precision, recall, and F1-score were 0.94, 0.77, and 0.85, respectively. AI-ECG predicted age correlated highly with actual patient age (Spearman rho = 0.59, p < 2 x 10 -16). Amyloid risk scores were highly correlated with a known clinical history of amyloidosis (median 0.45 versus 0.05, Wilcoxon rank-sum p < 0.001). Patients with EF < 50% had greater prediction scores for cardiomyopathy compared to patients with normal EF (median 0.23 versus 0.01, Wilcoxon rank-sum p <0.001). In univariable analysis, increasing AI-ECG predicted age (HR 1.02, CI: 1.003 - 1.04, p = 0.02) and predicted AF risk score (HR: 3.2, CI: 1.4 - 7.2, p = 0.006) were associated with risk for death, whereas predicted amyloid score and predicted low EF were not associated with decreased survival. In multivariable analysis of all patients that considered patient age, hematopoietic comorbidity index, and remission status at HCT, increasing predicted AF score trended towards association with increased risk for death (HR: 2.3, 95%CI: 1.0 - 5.5, p = 0.059). Predicted AF score correlated highly with the HCT-CI and patient age. Finally, we examined whether risk prediction for low EF correlated with peri-HCT fluid overload (FO) defined by absolute weight gain. The incidence of ≥ 10% weight gain (grade 2 FO) and ≥ 20% weight gain (grade 3 FO) at 180 days post HCT was 7.4% (95% CI: 5.8%, 9.3%) and 1.0% (95% CI: 0.5%, 1.8%), respectively. Predicted low EF was not associated with development of either grade 2 or grade 3 FO in this population. In summary, AI-ECG predicts episodes of AF in patients undergoing auto HCT for PCD and may augment transplant risk appraisal when considered in conjunction with other measures of comorbidity.
Large-Scale Post-Transplant TCR Deep Sequencing Reveals a Major T Cell Diversity Bottleneck with Post-Transplant Cyclophosphamide with Implications for Both Efficacy and Toxicity: Results of the BMT CTN 1801 Study
Kean, Leslie S. , Schmalz, Joseph , Scheffey, Danielle, Sanders, Catherine , Robins, Harlan , Applegate, Kristy, Bar, Merav , Choi, Sung Won , Clark, William, Das, Suman R. , Jones, Richard J. , Logan, Brent R. , Riches, Marcie , Saber, Wael , Sandhu, Karamjeet , Elmariah, Hany , Runaas, Lyndsey, Rezvani, Andrew R. , Loren, Alison W. , Horowitz, Mary M. , Bolaños‐Meade, Javier , Bhatt, Ami S. , Elmariah, Hany , Larkin, Karilyn , Bhatt, Ami S , Choi, Sung Won , Siegel, Steven J. , Bien, Stephanie A. , Chhabra, Saurabh , Jenq, Robert R. , Levine, John E. , Murthy, Hemant S. , Rashidi, Armin , Sung, Anthony D. , Malki, Monzr M. Al , Gooptu, Mahasweta , Alousi, Amin Majid , Shaffer, Brian C. , Jurdi, Najla El , Holtan, Shernan G. , Perales, Miguel‐Angel , DeWolf, Susan

Blood | December 1, 2023 | Volume: 142 | Issue: Supplement 1 | Pages: 475-475

10.1182/blood-2023-188032 Get It

Background: BMT CTN 1703 was a Phase 3 trial comparing Tac/MTX (n = 217) to post-transplant cyclophosphamide (PT-Cy)/Tac/MMF (n = 214) GVHD prophylaxis after reduced intensity conditioning unrelated donor hematopoietic cell transplant (HCT). PT-Cy significantly improved GVHD-free Relapse-Free Survival (Bolanos-Meade et al NEJM 2023). However overall survival was not significantly different and the # of Grade 2 infections was higher with PT-Cy. To investigate its biologic underpinnings 1703 was linked to a mechanistic study, BMT CTN 1801, which co-enrolled 324 pts (159 CNI/MTX 165 PT-Cy). The resulting dataset enabled an analysis of post-HCT T cell reconstitution at an unprecedented level of detail. Methods: Samples were collected from the HCT infusion and on D+7, 14, 28, 63, 98, 180, 270, 1- and 2-yr. We extracted DNA (2,225 samples) and performed Adaptive Biotech β-strand T Cell Receptor (TCR) Immunosequencing (TCR-Seq). We profiled 44,077 (median) TCRs/sample resulting in 215,155,719 T cells analyzed. We evaluated multiple TCR diversity measures longitudinally and before/after cGVHD and infections. Each measure evaluates a specific aspect of TCR diversity, including Simpsons Clonality (focuses on the most expanded clones) Diversity Slope (mid-range clones) Richness (both mid-range and less-expanded clones) and Singletons (the TCR-Seq equivalent of naïve T cells). This analysis was robust to the full range (1000-50,000) of down-sampled TCRs sequenced. Results: We identified major differences in TCR reconstitution in Tac/MTX vs PT-Cy that begin early and persist through 2 yr post-HCT. These resulted in a significantly less diverse TCR repertoire with PT-Cy with substantial implications for its efficacy and toxicity. The most salient differences are: (1) PT-Cy caused significant in-vivo T cell depletion early post-HCT (% T cells/total WBC at D+28: 8.2% (Tac/MTX) vs 2.2% (PT-Cy) p=2.2x10 -23). (2) The remaining donor T cells in PT-Cy undergo substantial clonal expansion ( Fig 1) resulting in significantly constrained TCR diversity measured by Clonality, Slope, Richness, Singletons (not shown) and Singletons/Richness ( Fig 2) which began early (D+14) and persisted for 2 yr. (3) Linked T cell depletion and clonal expansion resulted in a TCR diversity bottleneck after PT-Cy ( Fig 1). Due to the bottleneck, while the fraction of T cells originating from the transplant infusion at =/> 1 yr was similar between arms (18% vs 24%, p=0.7) there were significantly fewer Singleton TCRs in PT-Cy, suggesting a reduction in naïve T cells ( Fig 2), an outcome that has critical consequences for both cGVHD and infection. Thus while cGVHD onset with Tac/MTX was linked to a significant drop in TCR diversity due to singleton clonal expansion (median log-2 fold change in singletons with Tac/MTX = -0.25 p = 0.01) this drop was not observed with PT-Cy (log-2 fold change = -0.05, p = 0.1). Along with the significantly decreased # singletons at all time-points in PT-Cy ( Fig 2) this suggests that while cGVHD after Tac/MTX is linked to substantial naïve T cell expansion, the same is not true with PT-Cy, identifying a novel mechanism for cGVHD control with PT-Cy. The substantially fewer singletons in PT-Cy vs Tac/MTX may also increase the risk of Grade 2+ infections. T cell responses to new infections rely on antigen recognition/effector maturation of naïve (singleton TCR) T cells. After infection, the TCR repertoire became less diverse for both Tac/MTX and PT-Cy (log-2-fold singleton change -0.17 and -1.2 p = 0.0006 and 0.01) indicating that singletons in both cohorts were capable of expanding to pathogens. However the markedly decreased # singletons in PT-Cy at all timepoints was associated with significantly fewer singletons prior to infection (mean 3979 at 5K read-depth for Tac/MTX vs 2820 for PT-Cy p<0.001). This singleton deficit would place PT-Cy patients at higher risk of missing the critical mass of TCRs required to respond effectively to infections, consistent with their increased rate of Gr 2 infections. Conclusions: We performed longitudinal TCR-Seq on >200 million T cells from 324 HCT patients, representing the largest post-HCT TCR-Seq analysis in the history of the field, and enabling novel insights into TCR dynamics. These data identify a previously unappreciated global TCR diversity bottleneck with PT-Cy that simultaneously protects patients from cGVHD and places them at higher risk of infectious complications.
Outcomes of haploidentical vs matched sibling transplantation for acute myeloid leukemia in first complete remission
Rashidi, Armin , Hamadani, Mehdi , Zhang, Mei-Jie , Wang, Hai-Lin, Abdel‐Azim, Hisham , Aljurf, Mahmoud , Assal, Amer , Bashey, Asad, Beitinjaneh, Amer , Bejanyan, Nelli , Bolaños‐Meade, Javier , Byrne, Michael , Cahn, Jean‐Yves, Cairo, Mitchell S. , Ciurea, Stefan O. , Copelan, Edward A. , Daly, Andrew , Diaz, Miguel-Angel, Farhadfar, Nosha , Ganguly, Siddhartha , Hahn, Theresa , Hashmi, Shahrukh K. , Hildebrandt, Gerhard , Holland, H. Kent, Hossain, Nasheed , Kanakry, Christopher G. , Kharfan‐Dabaja, Mohamed A. , Khera, Nandita , Martino, Rodrigo , Munker, Reinhold , Murthy, Hemant S. , Nakamura, Ryotaro , Nathan, Sunita , Palmisiano, Neil , Patel, Sagar S. , Pidala, Joseph, Olin, Rebecca L. , Olsson, Richard F. , Ringdén, Olle , Rizzieri, David A. , Rowe, Jacob M. , Savoie, Mary Lynn , Seo, Sachiko , Shaffer, Brian C. , Singh, Anurag K. , Solh, Melhem , Stockerl‐Goldstein, Keith , Verdonck, Leo F. , Wagner, John L. , Waller, Edmund K. , Litzow, Mark R. , Weisdorf, Dan, Saber, Wael , Weisdorf, Daniel J. , Wagner, John E. , Gale, Robert P , Hashmi, Shahrukh K , Hildebrandt, Gerhard C , Kharfan-Dabaja, Mohamed A., McGuirk, Joseph , Murthy, Hemant S , Nishihori, Taiga , Patel, Sagar , Olsson, Richard F , Ringden, Olov , Savoie, Mary Lynn , Wagner, John , Waller, Edmund K , Sandmaier, Brenda M , Litzow, Mark R. , Weisdorf, Dan , Hamadani, Mehdi , Assal, Amer , Martino, Rodrigo , Zhang, Mei‐Jie , Bajel, Ashish R. , Battiwalla, Minoo , Bhatt, Vijaya Raj , Cahn, Jean‐Yves , Cutler, Corey S. , Gale, Robert Peter , Grunwald, Michael R. , Koç, Yener , Lazarus, Hillard M. , Lee, Jong Wook , Maertens, Johan A. , McGuirk, Joseph P. , Nishihori, Taiga , Oran, Betül , Schultz, Kirk R. , Lima, Marcos de , Romee, Rizwan , Rashidi, Armin , Stockerl-Goldstein, Keith

Blood Advances | June 14, 2019 | Volume: 3 | Issue: 12 | Pages: 1826-1836

10.1182/bloodadvances.2019000050 Get It

Abstract HLA-haploidentical hematopoietic cell transplantation (Haplo-HCT) using posttransplantation cyclophosphamide (PT-Cy) has improved donor availability. However, a matched sibling donor (MSD) is still considered the optimal donor. Using the Center for International Blood and Marrow Transplant Research database, we compared outcomes after Haplo-HCT vs MSD in patients with acute myeloid leukemia (AML) in first complete remission (CR1). Data from 1205 adult CR1 AML patients (2008-2015) were analyzed. A total of 336 patients underwent PT-Cy–based Haplo-HCT and 869 underwent MSD using calcineurin inhibitor–based graft-versus-host disease (GVHD) prophylaxis. The Haplo-HCT group included more reduced-intensity conditioning (65% vs 30%) and bone marrow grafts (62% vs 7%), consistent with current practice. In multivariable analysis, Haplo-HCT and MSD groups were not different with regard to overall survival (P = .15), leukemia-free survival (P = .50), nonrelapse mortality (P = .16), relapse (P = .90), or grade II-IV acute GVHD (P = .98). However, the Haplo-HCT group had a significantly lower rate of chronic GVHD (hazard ratio, 0.38; 95% confidence interval, 0.30-0.48; P < .001). Results of subgroup analyses by conditioning intensity and graft source suggested that the reduced incidence of chronic GVHD in Haplo-HCT is not limited to a specific graft source or conditioning intensity. Center effect and minimal residual disease–donor type interaction were not predictors of outcome. Our results indicate a lower rate of chronic GVHD after PT-Cy–based Haplo-HCT vs MSD using calcineurin inhibitor–based GVHD prophylaxis, but similar other outcomes, in patients with AML in CR1. Haplo-HCT is a viable alternative to MSD in these patients.
Scoring System Prognostic of Outcome in Patients Undergoing Allogeneic Hematopoietic Cell Transplantation for Myelodysplastic Syndrome
Shaffer, Brian C. , Ahn, Kwang Woo , Hu, Zhen‐Huan , Malone, Adriana K. , Valcárcel, David , Hamilton, Betty K. , Kharfan‐Dabaja, Mohamed A. , Saad, Ayman , Warlick, Erica D. , Wirk, Baldeep , Sabloff, Mitchell , Fasan, Omotayo , Gerds, Aaron T. , Marks, David I. , Olsson, Richard F. , Wood, William A. , Costa, Luciano J. , Miller, Alan M. , Cortes, Jörge E. , Daly, Andrew , Kindwall‐Keller, Tamila L. , Kamble, Rammurti T., Rizzieri, David A. , Cahn, Jean‐Yves , William, Basem M. , Litzow, Mark R. , Wiernik, Peter H. , Vij, Ravi , Üstün, Celalettin , Copelan, Edward A. , Kalaycio, Matt, Alyea, Edwin P. , Sobecks, R., Pavletic, Steven Z. , Tallman, Martin S. , Saber, Wael , Nishihori, Taiga , Bacher, Ulrike , Hamilton, Betty, Kharfan-Dabaja, Mohamed A., Cutler, Corey, Warlick, Erica, Wirk, Baldeep Mona, Marks, David, Olsson, Richard, Wood, William Allen, Cortes, Jorge, Kindwall-Keller, Tamila L, Kamble, Rammurti, William, Basem, Savani, Bipin N. , Copelan, Edward, Popat, Uday, Maziarz, Richard, Alyea, Edwin, Sobecks, Ron, Pavletic, Steven, Tallman, Martin, Grunwald, Michael R. , Cutler, Corey S. , Reshef, Ran , Gale, Robert Peter , Liesveld, Jane L. , Popat, Uday R , Maziarz, Richard Thomas , Gerds, Aaron T , Saad, Ayman , Olsson, Richard F , Cortes, Jorge , William, Basem , Costa, Luciano J , Sabloff, Mitchell , Wood, William A , Valcárcel, David

Journal of Clinical Oncology | April 5, 2016 | Volume: 34 | Issue: 16 | Pages: 1864-1871

10.1200/jco.2015.65.0515 Get It

Purpose To develop a system prognostic of outcome in those undergoing allogeneic hematopoietic cell transplantation (allo HCT) for myelodysplastic syndrome (MDS). Patients and Methods We examined 2,133 patients with MDS undergoing HLA-matched (n = 1,728) or -mismatched (n = 405) allo HCT from 2000 to 2012. We used a Cox multivariable model to identify factors prognostic of mortality in a training subset (n = 1,151) of the HLA-matched cohort. A weighted score using these factors was assigned to the remaining patients undergoing HLA-matched allo HCT (validation cohort; n = 577) as well as to patients undergoing HLA-mismatched allo HCT. Results Blood blasts greater than 3% (hazard ratio [HR], 1.41; 95% CI, 1.08 to 1.85), platelets 50 × 109/L or less at transplantation (HR, 1.37; 95% CI, 1.18 to 1.61), Karnofsky performance status less than 90% (HR, 1.25; 95% CI, 1.06 to 1.28), comprehensive cytogenetic risk score of poor or very poor (HR, 1.43; 95% CI, 1.14 to 1.80), and age 30 to 49 years (HR, 1.60; 95% CI, 1.09 to 2.35) were associated with increased hazard of death and assigned 1 point in the scoring system. Monosomal karyotype (HR, 2.01; 95% CI, 1.65 to 2.45) and age 50 years or older (HR, 1.93; 95% CI, 1.36 to 2.83) were assigned 2 points. The 3-year overall survival after transplantation in patients with low (0 to 1 points), intermediate (2 to 3), high (4 to 5) and very high (≥ 6) scores was 71% (95% CI, 58% to 85%), 49% (95% CI, 42% to 56%), 41% (95% CI, 31% to 51%), and 25% (95% CI, 4% to 46%), respectively (P < .001). Increasing score was predictive of increased relapse (P < .001) and treatment-related mortality (P < .001) in the HLA-matched set and relapse (P < .001) in the HLA-mismatched cohort. Conclusion The proposed system is prognostic of outcome in patients undergoing HLA-matched and -mismatched allo HCT for MDS.