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Hunger, Stephen P

0000-0002-5492-3957

Mayo Clinic

Ti-Cheng Chang, PhD, Center for Applied Bioinformatics, St Jude Children's Research Hospital, Memphis, TN; Wenan Chen, PhD, Center for Applied Bioinformatics, St Jude Children's Research Hospital, Memphis, TN, Division of Computational Biology, Mayo Clinic

Citations 8

Performance of Two-Phase Designs for the Time-to-Event Outcome and a Case Study Assessing the Relapse Risk Associated With B-ALL Subtypes
Chen, Wenan , Chang, Ti‐Cheng , Rabin, Karen R. , Raetz, Elizabeth A. , Devidas, Meenakshi , Hunger, Stephen P. , Ramirez, Nilsa C. , Mullighan, Charles G. , Loh, Mignon L. , Wu, Gang , Mullighan, Charles G , Hunger, Stephen P , Loh, Mignon L , Rabin, Karen R , Devidas, Meenakshi

JCO Clinical Cancer Informatics | May 2, 2025 | Volume: No volume available | Issue: 9 | Pages: No page available

10.1200/cci-24-00223 Get It

PURPOSE To reduce costs in genomic studies of time-to-event phenotypes like survival, researchers often sequence a subset of samples from a larger cohort. This process usually involves two phases: first, collecting inexpensive variables from all samples, and second, selecting a subset for expensive measurements, for example, sequencing-based biomarkers. Common two-phase designs include nested case-control and case-cohort designs. Additional designs include sampling subjects based on follow-up time, like extreme case-control designs. Recently an optimal two-phase design using a maximum likelihood-based method was proposed, which could accommodate arbitrary sample selection in the second phase. However, direct comparisons of this optimal design with others in terms of power and computational cost is lacking. METHODS This study performs a direct evaluation of typical two-phase designs, including Tao's optimal design, on type I error, power, effect size estimation, and computational time, using both simulated and real data sets. RESULTS Results show that the optimal design had the highest power and accurate effect size estimation under the Cox regression model. Surprisingly, logistic regression achieved similar power with much lower computational cost than a more sophisticated method. The study further applied these methods to the MP2PRT study, reporting hazard ratios of cancer subtypes on relapse risk. CONCLUSION Recommendations for selecting two-phase designs and analysis methods are regarding power, bias of estimated effect size, and computational time.
Genomic Determinants of Outcome in Acute Lymphoblastic Leukemia
Chang, Ti‐Cheng , Chen, Wenan , Cheng, Zhongshan , Hedges, Dale J., Elsayed, Abdelrahman , Pounds, Stanley , Shago, Mary , Rabin, Karen R. , Raetz, Elizabeth A. , Cheng, Cheng , Angiolillo, Anne , Baviskar, Pradyuamna , Borowitz, Michael J., Carroll, Andrew J. , Carroll, William L. , Heerema, Nyla A. , Larsen, Eric , Mattano, Leonard A. , Maloney, Kelly W. , Ramirez, Nilsa C. , Salzer, Wanda L. , Wu, Gang , Loh, Mignon L. , Wu, Gang , Rabin, Karen R , Raetz, Elizabeth A , Devidas, Meenakshi , Baviskar, Pradyuamna , Burke, Michael J , Carroll, Andrew J , Harvey, Richard , Iacobucci, Ilaria , Wang, Jeremy R , Jeha, Sima , Mattano, Leonard A , Maloney, Kelly W , Pui, Ching-Hon , Ramirez, Nilsa C , Willman, Cheryl , Wood, Brent L , Hunger, Stephen P , Mullighan, Charles G , Loh, Mignon L , Pounds, Stanley B , Wu, Gang , Qu, Chunxu , Devidas, Meenakshi , Chen, I‐Ming , Harvey, Richard C. , Iacobucci, Ilaria , Wang, Jeremy , Willman, Cheryl L. , Winick, Naomi Joan , Wood, Brent L. , Hunger, Stephen P. , Mullighan, Charles G.

Journal of Clinical Oncology | August 9, 2024 | Volume: 42 | Issue: 29 | Pages: 3491-3503

10.1200/jco.23.02238 Get It

PURPOSE Although cure rates for childhood acute lymphoblastic leukemia (ALL) exceed 90%, ALL remains a leading cause of cancer death in children. Half of relapses arise in children initially classified with standard-risk (SR) disease. MATERIALS AND METHODS To identify genomic determinants of relapse in children with SR ALL, we performed genome and transcriptome sequencing of diagnostic and remission samples of children with SR (n = 1,381) or high-risk B-ALL with favorable cytogenetic features (n = 115) enrolled on Children's Oncology Group trials. We used a case-control study design analyzing 439 patients who relapsed and 1,057 who remained in complete remission for at least 5 years. RESULTS Genomic subtype was associated with relapse, which occurred in approximately 50% of cases of PAX5 -altered ALL (odds ratio [OR], 3.31 [95% CI, 2.17 to 5.03]; P = 3.18 × 10 –8 ). Within high-hyperdiploid ALL, gain of chromosome 10 with disomy of chromosome 7 was associated with favorable outcome (OR, 0.27 [95% CI, 0.17 to 0.42]; P = 8.02 × 10 –10 ; St Jude Children's Research Hospital validation cohort: OR, 0.22 [95% CI, 0.05 to 0.80]; P = .009), and disomy of chromosomes 10 and 17 with gain of chromosome 6 was associated with relapse (OR, 7.16 [95% CI, 2.63 to 21.51]; P = 2.19 × 10 –5 ; validation cohort: OR, 21.32 [95% CI, 3.62 to 119.30]; P = .0004). Genomic alterations were associated with relapse in a subtype-dependent manner, including alterations of INO80 in ETV6::RUNX1 ALL, IKZF1 , and CREBBP in high-hyperdiploid ALL and FHIT in BCR::ABL1 -like ALL. Genomic alterations were also associated with the presence of minimal residual disease, including NRAS and CREBBP in high-hyperdiploid ALL. CONCLUSION Genetic subtype, patterns of aneuploidy, and secondary genomic alterations determine risk of relapse in childhood ALL. Comprehensive genomic analysis is required for optimal risk stratification.
MRD at the end of induction and EFS in T-cell lymphoblastic lymphoma: Children’s Oncology Group trial AALL1231
Hayashi, Robert J. , Hermiston, Michelle L. , Wood, Brent L. , Teachey, David T. , Devidas, Meenakshi , Chen, Zhiguo , Annett, Robert D. , Asselin, Barbara L. , August, Keith J. , Cho, Steve , Galardy, Paul J. , Harker‐Murray, Paul , Jaju, Alok , Lam, Allison, Miles, Rodney R., Okada, Maki , Patel, Samir , Schechter, Tal , Shimano, Kristin A. , Singh, Neelam, Steele, Amii C., Sulis, Maria Luisa , Vargas, Sarah , Winter, Stuart S. , Wood, Charlotte, Loh, Mignon L. , Raetz, Elizabeth A. , Bollard, Catherine M. , Allen, Carl E. , August, Keith , Freedman, Jason Lawrence , Galardy, Paul J , Harker-Murray, Paul , Horton, Terzah M. , Jaju, Alok I , Messinger, Yoav H , Okada, Maki , Schafer, Eric S , Shimano, Kristin A , Sulis, Maria L , Winter, Stuart S , Zweidler-McKay, Patrick A , Loh, Mignon L , Hunger, Stephen P , Raetz, Elizabeth A , Bollard, Catherine M , Allen, Carl E , Wood, Brent L , Devidas, Meenakshi , Dunsmore, Kimberly P , Messinger, Yoav H. , Schafer, Eric S. , Hunger, Stephen P.

Blood | March 8, 2024 | Volume: 143 | Issue: 20 | Pages: 2053-2058

10.1182/blood.2023021184 Get It

Abstract Defining prognostic variables in T-lymphoblastic lymphoma (T-LL) remains a challenge. AALL1231 was a Children’s Oncology Group phase 3 clinical trial for newly diagnosed patients with T acute lymphoblastic leukemia or T-LL, randomizing children and young adults to a modified augmented Berlin-Frankfurt-Münster backbone to receive standard therapy (arm A) or with addition of bortezomib (arm B). Optional bone marrow samples to assess minimal residual disease (MRD) at the end of induction (EOI) were collected in T-LL analyzed to assess the correlation of MRD at the EOI to event-free survival (EFS). Eighty-six (41%) of the 209 patients with T-LL accrued to this trial submitted samples for MRD assessment. Patients with MRD <0.1% (n = 75) at EOI had a superior 4-year EFS vs those with MRD ≥0.1% (n = 11) (89.0% ± 4.4% vs 63.6% ± 17.2%; P = .025). Overall survival did not significantly differ between the 2 groups. Cox regression for EFS using arm A as a reference demonstrated that MRD EOI ≥0.1% was associated with a greater risk of inferior outcome (hazard ratio, 3.73; 95% confidence interval, 1.12-12.40; P = .032), which was independent of treatment arm assignment. Consideration to incorporate MRD at EOI into future trials will help establish its value in defining risk groups. CT# NCT02112916.
Outcomes in Children, Adolescents, and Young Adults With Down Syndrome and ALL: A Report From the Children's Oncology Group
Rabin, Karen R. , Chen, Zhiguo , Ji, Lingyun , Kairalla, John A. , Hitzler, Johann , Carroll, Andrew J. , Heerema, Nyla A. , Borowitz, Michael J., Reshmi, Shalini C. , Bhojwani, Deepa , Maloney, Kelly W. , Mattano, Leonard A. , Larsen, Eric , Salzer, Wanda L. , Carroll, William L. , Raetz, Elizabeth A. , Loh, Mignon L. , Angiolillo, Anne , Ji, Lingyun , Hitzler, Johann K , Yang, Jun J.J. , Carroll, Andrew J , Wood, Brent L , Roberts, Kathryn G , Mullighan, Charles G , Harvey, Richard , Willman, Cheryl , Gastier‐Foster, Julie M. , Rheingold, Susan R , Maloney, Kelly W , Mattano, Leonard A , Schore, Reuven J , Burke, Michael J , Winick, Naomi Joan , Raetz, Elizabeth A , Loh, Mignon L , Hunger, Stephen P , Rabin, Karen R , Devidas, Meenakshi , Wood, Brent L. , Roberts, Kathryn G. , Mullighan, Charles G. , Harvey, Richard C. , Chen, I‐Ming , Willman, Cheryl L. , Hunger, Stephen P.

Journal of Clinical Oncology | October 27, 2023 | Volume: 42 | Issue: 2 | Pages: 218-227

10.1200/jco.23.00389 Get It

PURPOSE Patients with Down syndrome (DS) and B-ALL experience increased rates of relapse, toxicity, and death. We report results for patients with DS B-ALL enrolled on Children's Oncology Group trials between 2003 and 2019. METHODS We analyzed data for DS (n = 743) and non-DS (n = 20,067) patients age 1-30 years on four B-ALL standard-risk (SR) and high-risk trials. RESULTS Patients with DS exhibited more frequent minimal residual disease (MRD) ≥0.01% at end induction (30.8% v 21.5%; P < .001). This difference persisted at end consolidation only in National Cancer Institute (NCI) high-risk patients (34.0% v 11.7%; P < .0001). Five-year event-free survival (EFS) and overall survival (OS) were significantly poorer for DS versus non-DS patients overall (EFS, 79.2% ± 1.6% v 87.5% ± 0.3%; P < .0001; OS, 86.8% ± 1.4% v 93.6% ± 0.2%; P < .0001), and within NCI SR and high-risk subgroups. Multivariable Cox regression analysis of the DS cohort for risk factors associated with inferior EFS identified age >10 years, white blood count >50 × 103/μL, and end-induction MRD ≥0.01%, but not cytogenetics or CRLF2 overexpression. Patients with DS demonstrated higher 5-year cumulative incidence of relapse (11.5% ± 1.2% v 9.1% ± 0.2%; P = .0008), death in remission (4.9% ± 0.8% v 1.7% ± 0.1%; P < .0001), and induction death (3.4% v 0.8%; P < .0001). Mucositis, infections, and hyperglycemia were significantly more frequent in all patients with DS, while seizures were more frequent in patients with DS on high-risk trials (4.1% v 1.8%; P = .005). CONCLUSION Patients with DS-ALL exhibit an increased rate of relapse and particularly of treatment-related mortality. Novel, less-toxic therapeutic strategies are needed to improve outcomes.
Children's Oncology Group Trial AALL1231: A Phase III Clinical Trial Testing Bortezomib in Newly Diagnosed T-Cell Acute Lymphoblastic Leukemia and Lymphoma
Teachey, David T. , Devidas, Meenakshi , Wood, Brent L. , Chen, Zhiguo , Hayashi, Robert J. , Hermiston, Michelle L. , Annett, Robert D. , Archer, Jan-Michael , Asselin, Barbara L. , August, Keith J. , Fisher, Brian T. , Galardy, Paul J. , Harker‐Murray, Paul , Jaju, Alok , Lam, Allison, Miles, Rodney R., Okada, Maki , Patel, Samir , Schechter, Tal , Singh, Neelam, Steele, Amii C., Sulis, Maria Luisa , Vargas, Sarah , Wood, Charlotte, Bollard, Catherine M. , Loh, Mignon L. , Raetz, Elizabeth A. , Archer, J Hunter , Dunsmore, Kimberly P , Fisher, Brian T , Horton, Terzah M. , Jaju, Alok I , Messinger, Yoav H , Schafer, Eric S , Winter, Stuart S , Bollard, Catherine M , Loh, Mignon L , Hunger, Stephen P , Wood, Brent L , August, Keith , Devidas, Meenakshi , Cho, Steve Y. , Freedman, Jason Lawrence , Messinger, Yoav H. , Schafer, Eric S. , Winter, Stuart S. , Zweidler-McKay, Patrick A , Hunger, Stephen P.

Journal of Clinical Oncology | March 10, 2022 | Volume: 40 | Issue: 19 | Pages: 2106-2118

10.1200/jco.21.02678 Get It

PURPOSE To improve the outcomes of patients with T-cell acute lymphoblastic leukemia (T-ALL) and lymphoblastic lymphoma (T-LL), the proteasome inhibitor bortezomib was examined in the Children's Oncology Group phase III clinical trial AALL1231, which also attempted to reduce the use of prophylactic cranial radiation (CRT) in newly diagnosed T-ALL. PATIENTS AND METHODS Children and young adults with T-ALL/T-LL were randomly assigned to a modified augmented Berlin-Frankfurt-Münster chemotherapy regimen with/without bortezomib during induction and delayed intensification. Multiple modifications were made to the augmented Berlin-Frankfurt-Münster backbone used in the predecessor trial, AALL0434, including using dexamethasone instead of prednisone and adding two extra doses of pegaspargase in an attempt to eliminate CRT in most patients. RESULTS AALL1231 accrued 824 eligible and evaluable patients from 2014 to 2017. The 4-year event-free survival (EFS) and overall survival (OS) for arm A (no bortezomib) versus arm B (bortezomib) were 80.1% ± 2.3% versus 83.8% ± 2.1% (EFS, P = .131) and 85.7% ± 2.0% versus 88.3% ± 1.8% (OS, P = .085). Patients with T-LL had improved EFS and OS with bortezomib: 4-year EFS (76.5% ± 5.1% v 86.4% ± 4.0%; P = .041); and 4-year OS (78.3% ± 4.9% v 89.5% ± 3.6%; P = .009). No excess toxicity was seen with bortezomib. In AALL0434, 90.8% of patients with T-ALL received CRT. In AALL1231, 9.5% of patients were scheduled to receive CRT. Evaluation of comparable AALL0434 patients who received CRT and AALL1231 patients who did not receive CRT demonstrated no statistical differences in EFS ( P = .412) and OS ( P = .600). CONCLUSION Patients with T-LL had significantly improved EFS and OS with bortezomib on the AALL1231 backbone. Systemic therapy intensification allowed elimination of CRT in more than 90% of patients with T-ALL without excess relapse.
Enhancer retargeting of CDX2 and UBTF::ATXN7L3 define a subtype of high-risk B-progenitor acute lymphoblastic leukemia
Kimura, Shunsuke , Montefiori, Lindsey E. , Zhao, Yaqi , Gao, Qingsong , Paietta, Elisabeth , Mead, Paul E., Gu, Zhaohui , Litzow, Mark R. , Rowe, Jacob M. , Luger, Selina M. , Schmidt, Breon , Ekert, Paul G. , Oshlack, Alicia , Grimmond, Sean M. , Rehn, Jacqueline , Breen, James , Meggendorfer, Manja , Walter, Wencke , Kern, Wolfgang , Haferlach, Torsten , Brady, Samuel W. , Zhang, Jinghui , Blombery, Piers , Montefiori, Lindsey , Zhao, Yaqi , Gao, Qingsong , Gu, Zhaohui , Litzow, Mark R. , Hunger, Stephen P , Ryland, Georgina L , Oshlack, Alicia , Grimmond, Sean M , Rehn, Jacqueline , Yeung, David , White, Deborah L , Pui, Ching-Hon , Walter, Wencke , Roberts, Kathryn G , Mullighan, Charles G , Kimura, Shunsuke , Kern, Wolfgang , Iacobucci, Ilaria , Haferlach, Claudia , Laird, Alexander , Stock, Wendy , Hunger, Stephen P. , Aldoss, Ibrahim , Jabbour, Elias , Roberts, Kathryn G. , Mullighan, Charles G.

Blood | February 22, 2022 | Volume: 139 | Issue: 24 | Pages: 3519-3531

10.1182/blood.2022015444 Get It

Abstract Transcriptome sequencing has identified multiple subtypes of B-progenitor acute lymphoblastic leukemia (B-ALL) of prognostic significance, but a minority of cases lack a known genetic driver. Here, we used integrated whole-genome (WGS) and -transcriptome sequencing (RNA-seq), enhancer mapping, and chromatin topology analysis to identify previously unrecognized genomic drivers in B-ALL. Newly diagnosed (n = 3221) and relapsed (n = 177) B-ALL cases with tumor RNA-seq were studied. WGS was performed to detect mutations, structural variants, and copy number alterations. Integrated analysis of histone 3 lysine 27 acetylation and chromatin looping was performed using HiChIP. We identified a subset of 17 newly diagnosed and 5 relapsed B-ALL cases with a distinct gene expression profile and 2 universal and unique genomic alterations resulting from aberrant recombination-activating gene activation: a focal deletion downstream of PAN3 at 13q12.2 resulting in CDX2 deregulation by the PAN3 enhancer and a focal deletion of exons 18-21 of UBTF at 17q21.31 resulting in a chimeric fusion, UBTF::ATXN7L3. A subset of cases also had rearrangement and increased expression of the PAX5 gene, which is otherwise uncommon in B-ALL. Patients were more commonly female and young adult with median age 35 (range,12-70 years). The immunophenotype was characterized by CD10 negativity and immunoglobulin M positivity. Among 16 patients with known clinical response, 9 (56.3%) had high-risk features including relapse (n = 4) or minimal residual disease &gt;1% at the end of remission induction (n = 5). CDX2-deregulated, UBTF::ATXN7L3 rearranged (CDX2/UBTF) B-ALL is a high-risk subtype of leukemia in young adults for which novel therapeutic approaches are required.
Enhancer Hijacking Drives Oncogenic BCL11B Expression in Lineage-Ambiguous Stem Cell Leukemia
Bendig, Sonja , Gu, Zhaohui , Chen, Xiaolong , Ma, Xiaotu , Murison, Alex, Zeng, Andy G.X. , Dickerson, Kirsten , Mead, Paul E., Mehr, Cyrus M., Xu, Beisi , Cheng, Zhongshan , Chang, Ti‐Cheng , Westover, Tamara , Ma, Jing , Stengel, Anna , Kimura, Shunsuke , Valentine, Marcus B., Rashkovan, Marissa , Luger, Selina M. , Litzow, Mark R. , Rowe, Jacob M. , Wang, Victoria , Yin, Jun , Loh, Mignon L. , Crews, Kristine R. , Relling, Mary V. , Evans, William E. , Paietta, Elisabeth , Ferrando, Adolfo A. , Zhang, Jinghui , Kern, Wolfgang , Haferlach, Torsten , Dick, John E. , Klco, Jeffery M. , Gu, Zhaohui , Chen, Xiaolong , Ma, Xiaotu , Abdelhamed, Sherif , Xu, Beisi , Kimura, Shunsuke , Rashkovan, Marissa , den Boer, Monique L , Yin, Jun , Hunger, Stephen P , Pui, Ching-Hon , Yang, Wenjian , Crews, Kristine R , Roberts, Kathryn G , Stock, Wendy , Zhang, Jinghui , Dick, John E , Klco, Jeffery M , Mullighan, Charles G , Loh, Mignon L , Kern, Wolfgang , Montefiori, Lindsey E. , Pölönen, Petri , García‐Prat, Laura , Iacobucci, Ilaria , Hiltenbrand, Ryan , Qu, Chunxu , Kornblau, Steven M. , Hunger, Stephen P. , Yang, Wenjian , Roberts, Kathryn G. , Yang, Jun J.J. , Stock, Wendy , Wu, Gang , Haferlach, Claudia , Mullighan, Charles G.

Cancer Discovery | June 8, 2021 | Volume: 11 | Issue: 11 | Pages: 2846-2867

10.1158/2159-8290.cd-21-0145 Get It

Abstract Lineage-ambiguous leukemias are high-risk malignancies of poorly understood genetic basis. Here, we describe a distinct subgroup of acute leukemia with expression of myeloid, T lymphoid, and stem cell markers driven by aberrant allele-specific deregulation of BCL11B, a master transcription factor responsible for thymic T-lineage commitment and specification. Mechanistically, this deregulation was driven by chromosomal rearrangements that juxtapose BCL11B to superenhancers active in hematopoietic progenitors, or focal amplifications that generate a superenhancer from a noncoding element distal to BCL11B. Chromatin conformation analyses demonstrated long-range interactions of rearranged enhancers with the expressed BCL11B allele and association of BCL11B with activated hematopoietic progenitor cell cis-regulatory elements, suggesting BCL11B is aberrantly co-opted into a gene regulatory network that drives transformation by maintaining a progenitor state. These data support a role for ectopic BCL11B expression in primitive hematopoietic cells mediated by enhancer hijacking as an oncogenic driver of human lineage-ambiguous leukemia. Significance: Lineage-ambiguous leukemias pose significant diagnostic and therapeutic challenges due to a poorly understood molecular and cellular basis. We identify oncogenic deregulation of BCL11B driven by diverse structural alterations, including de novo superenhancer generation, as the driving feature of a subset of lineage-ambiguous leukemias that transcend current diagnostic boundaries. This article is highlighted in the In This Issue feature, p. 2659