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Lamba JK, Marrero R, Wu H, Cao X, Parcha PK, Karol SE, Inaba H, Kuo DJ, Degar BA, Heym K, Taub JW, Lacayo NJ, Pui CH, Ribeiro RC, Pounds SB, Rubnitz JE. Pharmacogenomics, Race, and Treatment Outcome in Pediatric Acute Myeloid Leukemia. JAMA Netw Open 2024; 7:e2411726. [PMID: 38753328 PMCID: PMC11099689 DOI: 10.1001/jamanetworkopen.2024.11726] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/18/2024] [Accepted: 03/15/2024] [Indexed: 05/19/2024] Open
Abstract
Importance Disparities in outcomes exist between Black and White patients with acute myeloid leukemia (AML), with Black patients experiencing poorer prognosis compared with their White counterparts. Objective To assess whether varying intensity of induction therapy to treat pediatric AML is associated with reduced disparities in treatment outcome by race. Design, Setting, and Participants A comparative effectiveness analysis was conducted of 86 Black and 359 White patients with newly diagnosed AML who were enrolled in the AML02 trial from 2002 to 2008 or the AML08 trial from 2008 to 2017. Statistical analysis was conducted from July 2023 through January 2024. Interventions Patients in AML02 were randomly assigned to receive standard low-dose cytarabine-based induction therapy or augmented high-dose cytarabine-based induction therapy, whereas patients in AML08 received high-dose cytarabine-based therapy. Main Outcomes and Measures Cytarabine pharmacogenomic 10-single-nucleotide variant (ACS10) scores were evaluated for association with outcome according to race and treatment arm. Results This analysis included 86 Black patients (mean [SD] age, 8.8 [6.5] years; 54 boys [62.8%]; mean [SD] leukocyte count, 52 600 [74 000] cells/µL) and 359 White patients (mean [SD] age, 9.1 [6.2] years; 189 boys [52.6%]; mean [SD] leukocyte count, 54 500 [91 800] cells/µL); 70 individuals with other or unknown racial and ethnic backgrounds were not included. Among all patients without core binding factor AML who received standard induction therapy, Black patients had significantly worse outcomes compared with White patients (5-year event-free survival rate, 25% [95% CI, 9%-67%] compared with 56% [95% CI, 46%-70%]; P = .03). By contrast, among all patients who received augmented induction therapy, there were no differences in outcome according to race (5-year event-free survival rate, Black patients, 50% [95% CI, 38%-67%]; White patients, 48% [95% CI, 42%-55%]; P = .78). Among patients who received standard induction therapy, those with low ACS10 scores had a significantly worse 5-year event-free survival rate compared with those with high scores (42.4% [95% CI, 25.6%-59.3%] and 70.0% [95% CI, 56.6%-83.1%]; P = .004); however, among patients who received augmented induction therapy, there were no differences in 5-year event-free survival rates according to ACS10 score (low score, 60.6% [95% CI, 50.9%-70.2%] and high score, 54.8% [95% CI, 47.1%-62.5%]; P = .43). Conclusions and Relevance In this comparative effectiveness study of pediatric patients with AML treated in 2 consecutive clinical trials, Black patients had worse outcomes compared with White patients after treatment with standard induction therapy, but this disparity was eliminated by treatment with augmented induction therapy. When accounting for ACS10 scores, no outcome disparities were seen between Black and White patients. Our results suggest that using pharmacogenomics parameters to tailor induction regimens for both Black and White patients may narrow the racial disparity gap in patients with AML.
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Affiliation(s)
- Jatinder K. Lamba
- Department of Pharmacotherapy and Translational Research, College of Pharmacy, University of Florida, Gainesville
- University of Florida Health Cancer Center, University of Florida, Gainesville
- Center for Pharmacogenomics and Precision Medicine, College of Pharmacy, University of Florida, Gainesville
| | - Richard Marrero
- Department of Pharmacotherapy and Translational Research, College of Pharmacy, University of Florida, Gainesville
| | - Huiyun Wu
- Department of Biostatistics, St Jude Children’s Research Hospital, Memphis, Tennessee
| | - Xueyuan Cao
- Department of Health Promotion and Disease Prevention, University of Tennessee Health Science Center, Memphis
| | - Phani Krisha Parcha
- Department of Pharmacotherapy and Translational Research, College of Pharmacy, University of Florida, Gainesville
| | - Seth E. Karol
- Department of Oncology, St Jude Children’s Research Hospital, Memphis, Tennessee
| | - Hiroto Inaba
- Department of Oncology, St Jude Children’s Research Hospital, Memphis, Tennessee
| | - Dennis John Kuo
- Division of Pediatric Hematology-Oncology, Rady Children’s Hospital San Diego/University of California, San Diego
| | - Barbara A. Degar
- Hematology/Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
- Hematology/Oncology, Boston Children’s Hospital, Boston, Massachusetts
| | - Kenneth Heym
- Hematology/Oncology, Cook Children’s Medical Center, Fort Worth, Texas
| | - Jeffrey W. Taub
- Hematology/Oncology, Children’s Hospital of Michigan, Detroit
| | - Norman J. Lacayo
- Hematology/Oncology, Lucile Packard Children’s Hospital, Palo Alto, California
- Hematology/Oncology, Stanford Cancer Institute, Palo Alto, California
| | - Ching-Hon Pui
- Department of Oncology, St Jude Children’s Research Hospital, Memphis, Tennessee
| | - Raul C. Ribeiro
- Department of Oncology, St Jude Children’s Research Hospital, Memphis, Tennessee
| | - Stanley B. Pounds
- Department of Biostatistics, St Jude Children’s Research Hospital, Memphis, Tennessee
| | - Jeffrey E. Rubnitz
- Department of Oncology, St Jude Children’s Research Hospital, Memphis, Tennessee
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Christakopoulos GE, Walker KN, Smith J, Takemoto CM, Zheng Y, Pui CH, Ribeiro RC, Wang L, Pounds SB, Rubnitz JE, Inaba H. Clinical characteristics and outcomes of children with newly diagnosed acute myeloid leukemia and hyperleukocytosis managed with different cytoreductive methods. Cancer 2023; 129:1873-1884. [PMID: 36943896 PMCID: PMC10824268 DOI: 10.1002/cncr.34751] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/09/2022] [Revised: 01/31/2023] [Accepted: 02/09/2023] [Indexed: 03/23/2023]
Abstract
BACKGROUND Hyperleukocytosis in patients with acute myeloid leukemia (AML) has been associated with worse outcomes. For cytoreduction, leukapheresis has been used but its clinical utility is unknown, and low-dose cytarabine (LD-cytarabine) is used as an alternative method. METHODS Children with newly diagnosed AML treated between 1997 and 2017 in institutional protocols were studied. Hyperleukocytosis was defined as a leukocyte count of ≥100 × 109 /L at diagnosis. Clinical characteristics, early complications, survival data, and effects of cytoreductive methods were reviewed. Among 324 children with newly diagnosed AML, 49 (15.1%) presented with hyperleukocytosis. Initial management of hyperleukocytosis included leukapheresis or exchange transfusion (n = 16, considered as one group), LD-cytarabine (n = 18), hydroxyurea (n = 1), and no leukoreduction (n = 14). RESULTS Compared with patients who received leukapheresis, the percentage decrease in leukocyte counts following intervention was greater among those who received LD-cytarabine (48% vs. 75%; p = .02), with longer median time from diagnosis to initiation of protocol therapy (28.1 vs. 95.2 hours; p < .001). The incidence of infection was higher in patients (38%) who had leukapheresis than those who receive LD-cytarabine (0%) or leukoreduction with protocol therapy (14%) (p = .008). No differences were noted in the outcomes among the intervention groups. Although patients with hyperleukocytosis had higher incidences of pulmonary and metabolic complications than did those without, no early deaths occurred, and the complete remission, event-free survival, overall survival rates, and outcomes of both groups were similar. CONCLUSION LD-cytarabine treatment appears to be a safe and effective means of cytoreduction for children with AML and hyperleukocytosis.
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Affiliation(s)
| | - Kendra N. Walker
- Department of Oncology, St. Jude Children’s Research Hospital, Memphis, TN, USA
- Eastern Virginia Medical School, Norfolk, VA, USA
| | - Jesse Smith
- Department of Biostatistics, St. Jude Children’s Research Hospital, Memphis, TN, USA
| | - Clifford M. Takemoto
- Department of Hematology, St. Jude Children’s Research Hospital, Memphis, TN, USA
| | - Yan Zheng
- Department of Pathology, St Jude Children’s Research Hospital, Memphis, TN, USA
| | - Ching-Hon Pui
- Department of Oncology, St. Jude Children’s Research Hospital, Memphis, TN, USA
| | - Raul C. Ribeiro
- Department of Oncology, St. Jude Children’s Research Hospital, Memphis, TN, USA
| | - Lei Wang
- Department of Biostatistics, St. Jude Children’s Research Hospital, Memphis, TN, USA
| | - Stanley B. Pounds
- Department of Biostatistics, St. Jude Children’s Research Hospital, Memphis, TN, USA
| | - Jeffrey E. Rubnitz
- Department of Oncology, St. Jude Children’s Research Hospital, Memphis, TN, USA
| | - Hiroto Inaba
- Department of Oncology, St. Jude Children’s Research Hospital, Memphis, TN, USA
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3
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Marrero RJ, Cao X, Wu H, Elsayed AH, Klco JM, Ribeiro RC, Rubnitz JE, Ma X, Meshinchi S, Aplenc R, Kolb EA, Ries RE, Alonzo TA, Pounds SB, Lamba JK. SAMHD1 single nucleotide polymorphisms impact outcome in children with newly diagnosed acute myeloid leukemia. Blood Adv 2023; 7:2538-2550. [PMID: 36689724 PMCID: PMC10242642 DOI: 10.1182/bloodadvances.2022009088] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/14/2022] [Revised: 12/08/2022] [Accepted: 01/09/2023] [Indexed: 01/24/2023] Open
Abstract
Cytarabine arabinoside (Ara-C) has been the cornerstone of acute myeloid leukemia (AML) chemotherapy for decades. After cellular uptake, it is phosphorylated into its active triphosphate form (Ara-CTP), which primarily exerts its cytotoxic effects by inhibiting DNA synthesis in proliferating cells. Interpatient variation in the enzymes involved in the Ara-C metabolic pathway has been shown to affect intracellular abundance of Ara-CTP and, thus, its therapeutic benefit. Recently, SAMHD1 (SAM and HD domain-containing deoxynucleoside triphosphate triphosphohydrolase 1) has emerged to play a role in Ara-CTP inactivation, development of drug resistance, and, consequently, clinical response in AML. Despite this, the impact of genetic variations in SAMHD1 on outcome in AML has not been investigated in depth. In this study, we evaluated 25 single nucleotide polymorphisms (SNPs) within the SAMHD1 gene for association with clinical outcome in 400 pediatric patients with newly diagnosed AML from 2 clinical trials, AML02 and AML08. Three SNPs, rs1291128, rs1291141, and rs7265241 located in the 3' region of SAMHD1 were significantly associated with at least 1 clinical outcome: minimal residual disease after induction I, event-free survival (EFS), or overall survival (OS) in the 2 cohorts. In an independent cohort of patients from the COG-AAML1031 trial (n = 854), rs7265241 A>G remained significantly associated with EFS and OS. In multivariable analysis, all the SNPs remained independent predictors of clinical outcome. These results highlight the relevance of the SAMHD1 pharmacogenomics in context of response to Ara-C in AML and warrants the need for further validation in expanded patient cohorts.
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Affiliation(s)
- Richard J. Marrero
- Department of Pharmacotherapy and Translational Research, College of Pharmacy, University of Florida, Gainesville, FL
| | - Xueyuan Cao
- Department of Health Promotion and Disease Prevention, University of Tennessee Health Science Center, Memphis, TN
| | - Huiyun Wu
- Department of Biostatistics, St. Jude Children’s Research Hospital, Memphis, TN
| | - Abdelrahman H. Elsayed
- Department of Pharmacotherapy and Translational Research, College of Pharmacy, University of Florida, Gainesville, FL
| | - Jeffery M. Klco
- Department of Pathology, St. Jude Children’s Research Hospital, Memphis, TN
| | - Raul C. Ribeiro
- Department of Oncology, St. Jude Children’s Research Hospital, Memphis, TN
| | - Jeffrey E. Rubnitz
- Department of Oncology, St. Jude Children’s Research Hospital, Memphis, TN
| | - Xiaotu Ma
- Department of Computational Biology, St. Jude Children’s Research Hospital, Memphis, TN
| | - Soheil Meshinchi
- Clinical Research Division, Fred Hutchinson Cancer Research Center, Seattle, WA
| | - Richard Aplenc
- Department of Pediatrics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA
| | - E. Anders Kolb
- Nemours Center for Cancer and Blood Disorders, Alfred I. DuPont Hospital for Children, Wilmington, DE
| | - Rhonda E. Ries
- Clinical Research Division, Fred Hutchinson Cancer Research Center, Seattle, WA
| | - Todd A. Alonzo
- Children's Oncology Group Statistics and Data Center, Monrovia, CA
- Biostatistics Division, University of Southern California, Los Angeles, CA
| | - Stanley B. Pounds
- Department of Biostatistics, St. Jude Children’s Research Hospital, Memphis, TN
| | - Jatinder K. Lamba
- Department of Pharmacotherapy and Translational Research, College of Pharmacy, University of Florida, Gainesville, FL
- University of Florida Health Cancer Center, University of Florida, Gainesville, FL
- Center for Pharmacogenomics and Precision Medicine, College of Pharmacy, University of Florida, Gainesville, FL
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4
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Karol SE, Coustan-Smith E, Pounds SB, Wang L, Inaba H, Ribeiro RC, Pui CH, Klco JM, Rubnitz JE. Clinical Impact of Minimal Residual Disease in Blood and Bone Marrow of Children with Acute Myeloid Leukemia. Blood Adv 2023:495377. [PMID: 37058475 PMCID: PMC10365945 DOI: 10.1182/bloodadvances.2022009534] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/12/2022] [Revised: 03/08/2023] [Accepted: 04/05/2023] [Indexed: 04/15/2023] Open
Abstract
The prognostic significance of bone marrow minimal residual disease (MRD) in pediatric patients with acute myeloid leukemia (AML) is well-characterized, but the impact of blood MRD is not known. We therefore used flow-cytometric assessment of leukemia-specific immunophenotypes to measure levels of MRD in both blood and bone marrow of patients treated on the AML08 (NCT00703820) clinical trial. Blood samples were obtained at days 8 and 22 of therapy, whereas bone marrow samples were obtained at day 22. Among patients who were MRD-negative in the bone marrow at day 22, neither day 8 nor day 22 blood MRD was significantly associated with outcome. However, day 8 blood MRD was highly predictive of outcome among patients who were bone marrow MRD-positive at day 22. Although the measurement of blood MRD at day 8 cannot be used to detect day 22 bone marrow MRD-negative patients who are likely to relapse, our findings suggest that day 8 blood MRD can identify bone marrow MRD-positive patients who have a dismal prognosis and who may be candidates for the early use of experimental therapy.
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Affiliation(s)
- Seth E Karol
- St. Jude Children's Research Hospital, Memphis, Tennessee, United States
| | | | - Stanley B Pounds
- St. Jude Children's Research Hospital, Memphis, Tennessee, United States
| | - Lei Wang
- St. Jude Children's Research Hospital, Memphis, Tennessee, United States
| | - Hiroto Inaba
- St. Jude Children's Research Hospital, Memphis, Tennessee, United States
| | - Raul C Ribeiro
- St. Jude Children's Research Hospital, Memphis, Tennessee, United States
| | - Ching-Hong Pui
- St. Jude Children's Research Hospital, Memphis, Tennessee, United States
| | - Jeffery M Klco
- St Jude Children's Research Hospital, Memphis, Tennessee, United States
| | - Jeffrey E Rubnitz
- St. Jude Children's Research Hospital, Memphis, Tennessee, United States
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5
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Cao X, Elsayed AH, Pounds SB. Statistical Methods Inspired by Challenges in Pediatric Cancer Multi-omics. Methods Mol Biol 2023; 2629:349-373. [PMID: 36929085 DOI: 10.1007/978-1-0716-2986-4_16] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/18/2023]
Abstract
Pediatric cancer multi-omics is a uniquely rewarding and challenging domain of biomedical research. Public generosity bestows an abundance of resources for the study of extremely rare diseases; this unique dynamic creates a research environment in which problems with high-dimension and low sample size are commonplace. Here, we present a few statistical methods that we have developed for our research setting and believe will prove valuable in other biomedical research settings as well. The genomic random interval (GRIN) method evaluates the loci and frequency of genomic abnormalities in the DNA of tumors to identify genes that may drive the development of malignancies. The association of lesions with expression (ALEX) method evaluates the impact of genomic abnormalities on the RNA transcription of nearby genes to inform the formulation of biological hypotheses on molecular mechanisms. The projection onto the most interesting statistical evidence (PROMISE) method identifies omic features that consistently associate with better prognosis or consistently associate with worse prognosis across multiple measures of clinical outcome. We have shown that these methods are statistically robust and powerful in the statistical bioinformatic literature and successfully used these methods to make fundamental biological discoveries that have formed the scientific rationale for ongoing clinical trials. We describe these methods and illustrate their application on a publicly available T-cell acute lymphoblastic leukemia (T-ALL) data set. A companion github site ( https://github.com/stjude/TALL-example ) provides the R code and data necessary to recapitulate the example data analyses of this chapter.
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Affiliation(s)
- Xueyuan Cao
- College of Nursing, University of Tennessee Health Science Center, Memphis, TN, USA
| | - Abdelrahman H Elsayed
- Department of Biostatistics, St. Jude Children's Research Hospital, Memphis, TN, USA
- Department of Pathology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Stanley B Pounds
- Department of Biostatistics, St. Jude Children's Research Hospital, Memphis, TN, USA.
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6
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Baggett DW, Medyukhina A, Tripathi S, Shirnekhi HK, Wu H, Pounds SB, Khairy K, Kriwacki R. An Image Analysis Pipeline for Quantifying the Features of Fluorescently-Labeled Biomolecular Condensates in Cells. Front Bioinform 2022; 2:897238. [PMID: 36304323 PMCID: PMC9580871 DOI: 10.3389/fbinf.2022.897238] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2022] [Accepted: 05/12/2022] [Indexed: 11/13/2022] Open
Abstract
Biomolecular condensates are cellular organelles formed through liquid-liquid phase separation (LLPS) that play critical roles in cellular functions including signaling, transcription, translation, and stress response. Importantly, condensate misregulation is associated with human diseases, including neurodegeneration and cancer among others. When condensate-forming biomolecules are fluorescently-labeled and examined with fluorescence microscopy they appear as illuminated foci, or puncta, in cells. Puncta features such as number, volume, shape, location, and concentration of biomolecular species within them are influenced by the thermodynamics of biomolecular interactions that underlie LLPS. Quantification of puncta features enables evaluation of the thermodynamic driving force for LLPS and facilitates quantitative comparisons of puncta formed under different cellular conditions or by different biomolecules. Our work on nucleoporin 98 (NUP98) fusion oncoproteins (FOs) associated with pediatric leukemia inspired us to develop an objective and reliable computational approach for such analyses. The NUP98-HOXA9 FO forms hundreds of punctate transcriptional condensates in cells, leading to hematopoietic cell transformation and leukemogenesis. To quantify the features of these puncta and derive the associated thermodynamic parameters, we developed a live-cell fluorescence microscopy image processing pipeline based on existing methodologies and open-source tools. The pipeline quantifies the numbers and volumes of puncta and fluorescence intensities of the fluorescently-labeled biomolecule(s) within them and generates reports of their features for hundreds of cells. Using a standard curve of fluorescence intensity versus protein concentration, the pipeline determines the apparent molar concentration of fluorescently-labeled biomolecules within and outside of puncta and calculates the partition coefficient (Kp) and Gibbs free energy of transfer (ΔGTr), which quantify the favorability of a labeled biomolecule partitioning into puncta. In addition, we provide a library of R functions for statistical analysis of the extracted measurements for certain experimental designs. The source code, analysis notebooks, and test data for the Punctatools pipeline are available on GitHub: https://github.com/stjude/punctatools. Here, we provide a protocol for applying our Punctatools pipeline to extract puncta features from fluorescence microscopy images of cells.
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Affiliation(s)
- David W. Baggett
- Department of Structural Biology, St. Jude Children’s Research Hospital, Memphis, TN, United States
| | - Anna Medyukhina
- Center for Bioimage Informatics, St. Jude Children’s Research Hospital, Memphis, TN, United States
| | - Swarnendu Tripathi
- Department of Structural Biology, St. Jude Children’s Research Hospital, Memphis, TN, United States
| | - Hazheen K. Shirnekhi
- Department of Structural Biology, St. Jude Children’s Research Hospital, Memphis, TN, United States
| | - Huiyun Wu
- Department of Biostatistics, St. Jude Children’s Research Hospital, Memphis, TN, United States
| | - Stanley B. Pounds
- Department of Biostatistics, St. Jude Children’s Research Hospital, Memphis, TN, United States
| | - Khaled Khairy
- Center for Bioimage Informatics, St. Jude Children’s Research Hospital, Memphis, TN, United States
- *Correspondence: Khaled Khairy, ; Richard Kriwacki,
| | - Richard Kriwacki
- Department of Structural Biology, St. Jude Children’s Research Hospital, Memphis, TN, United States
- Integrated Biomedical Sciences Program, The University of Tennessee Science Center, Memphis, TN, United States
- *Correspondence: Khaled Khairy, ; Richard Kriwacki,
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7
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Iijima M, Stall M, Wang L, Panetta JC, Triplett BM, Pui CH, Ribeiro RC, Rubnitz JE, Pounds SB, Inaba H. Changes in body mass index, weight, and height in children with acute myeloid leukemia and the associations with outcome. Blood Adv 2022; 6:2824-2834. [PMID: 35196375 PMCID: PMC9092412 DOI: 10.1182/bloodadvances.2021006090] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/03/2021] [Accepted: 02/14/2022] [Indexed: 11/20/2022] Open
Abstract
Little is known about body composition changes in patients with acute myeloid leukemia (AML) during and after treatment or their associations with outcomes. Z-scores for body mass index (BMI), weight, and height at diagnosis, their longitudinal changes from diagnosis to 5 years off therapy, and their associations with adverse effects and outcomes were evaluated in 227 pediatric patients with AML enrolled in the AML02 and AML08 trials at St. Jude Children's Research Hospital between 2002-2017. The median Z-scores for baseline weight, height, and BMI were 0.193, 0.209, and 0.170, respectively, and those for weight and height decreased significantly during therapy to -0.038 and -0.163, respectively, at off-therapy (P < .001 for both). At 5 years off therapy, the Z-scores for weight and BMI had increased significantly to 0.492 (P = .003) and 0.911 (P < .001), respectively, whereas the height Z-score remained significantly lower at -0.066 (P < .001) compared with baseline. The height Z-score of transplant recipients decreased further from -0.211 at transplant to -0.617 12 months later (P < .001). Baseline BMI category and Z-score were not associated with outcomes, but higher weight Z-scores were associated with lower incidences of refractory or relapsed disease (hazard ratio [HR], 0.82; 95% confidence interval [CI], 0.67-0.99) and higher incidences of death in remission (HR, 1.31; 95% CI, 1.01-1.70). Furthermore, weight Z-score decrease during induction therapy was associated with gastrointestinal, hepatic, and infection toxicities during subsequent therapy and with death in remission (HR, 2.66; 95% CI, 1.11-6.45). Multidisciplinary monitoring for weight changes and short stature is required from diagnosis to the off-therapy period.
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Affiliation(s)
- Mayuko Iijima
- Department of Oncology, St. Jude Children’s Research Hospital, Memphis, TN
- Department of Pediatrics, Gunma University Graduate School of Medicine, Gunma, Japan
| | - Melanie Stall
- Department of Oncology, St. Jude Children’s Research Hospital, Memphis, TN
| | | | | | - Brandon M. Triplett
- Department of Bone Marrow Transplantation and Cellular Therapy, St. Jude Children’s Research Hospital, Memphis, TN
| | - Ching-Hon Pui
- Department of Oncology, St. Jude Children’s Research Hospital, Memphis, TN
| | - Raul C. Ribeiro
- Department of Oncology, St. Jude Children’s Research Hospital, Memphis, TN
| | - Jeffrey E. Rubnitz
- Department of Oncology, St. Jude Children’s Research Hospital, Memphis, TN
| | - Stanley B. Pounds
- Department of Pediatrics, Gunma University Graduate School of Medicine, Gunma, Japan
| | - Hiroto Inaba
- Department of Oncology, St. Jude Children’s Research Hospital, Memphis, TN
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8
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Ayers KA, Wade-Jaimes K, Wang L, Pennella RA, Pounds SB. The St. Jude STEM Clubs: An Afterschool STEM Club for Upper Elementary School Students in Memphis, TN. J STEM Outreach 2020; 3. [PMID: 33344915 DOI: 10.15695/jstem/v3i1.13] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
Abstract
Informal science, technology, engineering, and math (STEM) programs are important tools for broadening participation in STEM careers. The St. Jude STEM Club (SJSC) is a 10-week afterschool STEM club focused on real-world problems in pediatric cancer research and designed for students in the fifth grade. The SJSC is conducted in partnership with the Shelby County Schools (SCS), an urban school district that encompasses Memphis, TN and serves a disproportionate number of students from underrepresented backgrounds in science. In this report, we provide details on the club logistics, curriculum, pilot data and outcomes related to club impact on student attitudes towards science, and challenges and limitations of the program. Participants in the program reported significantly higher rates of STEM engagement, STEM identity, critical thinking, perseverance, and relationships with peers and adults compared to national normative data. This program description is intended to serve as a resource for other institutions wanting to use a similar strategy to broaden participation in STEM careers.
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Affiliation(s)
| | | | - Lei Wang
- St. Jude Children's Research Hospital, Memphis, TN
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9
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Buelow DR, Anderson JT, Pounds SB, Shi L, Lamba JK, Hu S, Gibson AA, Goodwin EA, Sparreboom A, Baker SD. DNA Methylation-Based Epigenetic Repression of SLC22A4 Promotes Resistance to Cytarabine in Acute Myeloid Leukemia. Clin Transl Sci 2020; 14:137-142. [PMID: 32905646 PMCID: PMC7877866 DOI: 10.1111/cts.12861] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/01/2020] [Accepted: 07/07/2020] [Indexed: 12/18/2022] Open
Abstract
Reduced expression of the uptake transporter, OCTN1 (SLC22A4), has been reported as a strong predictor of poor event-free and overall survival in multiple cohorts of patients with acute myeloid leukemia (AML) receiving the cytidine nucleoside analog, cytarabine (Ara-C). To further understand the mechanistic basis of interindividual variability in the functional expression of OCTN1 in AML, we hypothesized a mechanistic connection to DNA methylation-based epigenetic repression of SLC22A4. We found increased basal SLC22A4 methylation was associated with decreased Ara-C uptake in AML cell lines. Pre-treatment with hypomethylating agents, 5-azacytidine, or decitabine, restored SLC22A4 mRNA expression, increased cellular uptake of Ara-C, and was associated with increased cellular sensitivity to Ara-C compared with vehicle-treated cells. Additionally, lower SLC22A4 methylation status was associated with distinct clinical advantages in both adult and pediatric patients with AML. These findings suggest a regulatory mechanism is involved in the interindividual variability in response to Ara-C, and provides a basis for the integration of hypomethylating agents into Ara-C-based treatment regimens.
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Affiliation(s)
- Daelynn R Buelow
- Division of Pharmaceutics and Pharmacology, College of Pharmacy and Comprehensive Cancer Center, The Ohio State University, Columbus, Ohio, USA
| | - Jason T Anderson
- Division of Pharmaceutics and Pharmacology, College of Pharmacy and Comprehensive Cancer Center, The Ohio State University, Columbus, Ohio, USA
| | - Stanley B Pounds
- Department of Biostatistics, St. Jude Children's Research Hospital, Memphis, Tennessee, USA
| | - Lei Shi
- Department of Biostatistics, St. Jude Children's Research Hospital, Memphis, Tennessee, USA
| | - Jatinder K Lamba
- Department of Pharmacotherapy and Translational Research, University of Florida, Gainesville, Florida, USA
| | - Shuiying Hu
- Division of Pharmaceutics and Pharmacology, College of Pharmacy and Comprehensive Cancer Center, The Ohio State University, Columbus, Ohio, USA
| | - Alice A Gibson
- Division of Pharmaceutics and Pharmacology, College of Pharmacy and Comprehensive Cancer Center, The Ohio State University, Columbus, Ohio, USA
| | - Emily A Goodwin
- Division of Pharmaceutics and Pharmacology, College of Pharmacy and Comprehensive Cancer Center, The Ohio State University, Columbus, Ohio, USA
| | - Alex Sparreboom
- Division of Pharmaceutics and Pharmacology, College of Pharmacy and Comprehensive Cancer Center, The Ohio State University, Columbus, Ohio, USA
| | - Sharyn D Baker
- Division of Pharmaceutics and Pharmacology, College of Pharmacy and Comprehensive Cancer Center, The Ohio State University, Columbus, Ohio, USA
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10
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Karol SE, Alexander TB, Budhraja A, Pounds SB, Canavera K, Wang L, Wolf J, Klco JM, Mead PE, Das Gupta S, Kim SY, Salem AH, Palenski T, Lacayo NJ, Pui CH, Opferman JT, Rubnitz JE. Venetoclax in combination with cytarabine with or without idarubicin in children with relapsed or refractory acute myeloid leukaemia: a phase 1, dose-escalation study. Lancet Oncol 2020; 21:551-560. [PMID: 32171069 PMCID: PMC7153631 DOI: 10.1016/s1470-2045(20)30060-7] [Citation(s) in RCA: 86] [Impact Index Per Article: 21.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/04/2019] [Revised: 01/16/2020] [Accepted: 01/16/2020] [Indexed: 12/30/2022]
Abstract
BACKGROUND Outcomes for children with relapsed or refractory acute myeloid leukaemia remain poor. The BCL-2 inhibitor, venetoclax, has shown promising activity in combination with hypomethylating agents and low-dose cytarabine in older adults for whom chemotherapy is not suitable with newly diagnosed acute myeloid leukaemia. We aimed to determine the safety and explore the activity of venetoclax in combination with standard and high-dose chemotherapy in paediatric patients with relapsed or refractory acute myeloid leukaemia. METHODS We did a phase 1, dose-escalation study at three research hospitals in the USA. Eligible patients were aged 2-22 years with relapsed or refractory acute myeloid leukaemia or acute leukaemia of ambiguous lineage with adequate organ function and performance status. During dose escalation, participants received venetoclax orally once per day in continuous 28-day cycles at either 240 mg/m2 or 360 mg/m2, in combination with cytarabine received intravenously every 12 h at either 100 mg/m2 for 20 doses or 1000 mg/m2 for eight doses, with or without intravenous idarubicin (12 mg/m2) as a single dose, using a rolling-6 accrual strategy. The primary endpoint was the recommended phase 2 dose of venetoclax plus chemotherapy and the secondary endpoint was the proportion of patients treated at the recommended phase 2 dose who achieved complete remission or complete remission with incomplete haematological recovery. Analyses were done on patients who received combination therapy. The study is registered with ClinicalTrials.gov (NCT03194932) and is now enrolling to address secondary and exploratory objectives. FINDINGS Between July 1, 2017, and July 2, 2019, 38 patients were enrolled (aged 3-22 years; median 10 [IQR 7-13]), 36 of whom received combination therapy with dose escalation, with a median follow-up of 7·1 months (IQR 5·1-11·2). The recommended phase 2 dose of venetoclax was found to be 360 mg/m2 (maximum 600 mg) combined with cytarabine (1000 mg/m2 per dose for eight doses), with or without idarubicin (12 mg/m2 as a single dose). Overall responses were observed in 24 (69%) of the 35 patients who were evaluable after cycle 1. Among the 20 patients treated at the recommended phase 2 dose, 14 (70%, 95% CI 46-88) showed complete response with or without complete haematological recovery, and two (10%) showed partial response. The most common grade 3-4 adverse events were febrile neutropenia (22 [66%]), bloodstream infections (six [16%]), and invasive fungal infections (six [16%]). Treatment-related death occurred in one patient due to colitis and sepsis. INTERPRETATION The safety and activity of venetoclax plus chemotherapy in paediatric patients with heavily relapsed and refractory acute myeloid leukaemia suggests that this combination should be tested in newly diagnosed paediatric patients with high-risk acute myeloid leukaemia. FUNDING US National Institutes of Health, American Lebanese Syrian Associated Charities, AbbVie, and Gateway for Cancer Research.
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Affiliation(s)
- Seth E Karol
- Department of Oncology, St Jude Children's Research Hospital, Memphis, TN, USA
| | - Thomas B Alexander
- Department of Pediatrics, University of North Carolina, Chapel Hill, NC, USA
| | - Amit Budhraja
- Department of Cell and Molecular Biology, St Jude Children's Research Hospital, Memphis, TN, USA
| | - Stanley B Pounds
- Department of Biostatistics, St Jude Children's Research Hospital, Memphis, TN, USA
| | - Kristin Canavera
- Department of Psychology, St Jude Children's Research Hospital, Memphis, TN, USA
| | - Lei Wang
- Department of Biostatistics, St Jude Children's Research Hospital, Memphis, TN, USA
| | - Joshua Wolf
- Department of Infectious Diseases, St Jude Children's Research Hospital, Memphis, TN, USA
| | - Jeffery M Klco
- Department of Pathology, St Jude Children's Research Hospital, Memphis, TN, USA
| | - Paul E Mead
- Department of Pathology, St Jude Children's Research Hospital, Memphis, TN, USA
| | - Soumyasri Das Gupta
- Department of Cell and Molecular Biology, St Jude Children's Research Hospital, Memphis, TN, USA
| | | | - Ahmed Hamed Salem
- AbbVie, North Chicago, IL, USA; Department of Clinical Pharmacy, Faculty of Pharmacy, Ain Shams University, Cairo, Egypt
| | | | - Norman J Lacayo
- Department of Pediatrics, Stanford University, Palo Alto, CA, USA
| | - Ching-Hon Pui
- Department of Oncology, St Jude Children's Research Hospital, Memphis, TN, USA
| | - Joseph T Opferman
- Department of Cell and Molecular Biology, St Jude Children's Research Hospital, Memphis, TN, USA
| | - Jeffrey E Rubnitz
- Department of Oncology, St Jude Children's Research Hospital, Memphis, TN, USA.
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11
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Murphy AJ, Chen X, Pinto EM, Williams JS, Clay MR, Pounds SB, Cao X, Shi L, Lin T, Neale G, Morton CL, Woolard MA, Mulder HL, Gil HJ, Rehg JE, Billups CA, Harlow ML, Dome JS, Houghton PJ, Easton J, Zhang J, George RE, Zambetti GP, Davidoff AM. Forty-five patient-derived xenografts capture the clinical and biological heterogeneity of Wilms tumor. Nat Commun 2019; 10:5806. [PMID: 31862972 PMCID: PMC6925259 DOI: 10.1038/s41467-019-13646-9] [Citation(s) in RCA: 20] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/20/2018] [Accepted: 11/19/2019] [Indexed: 12/22/2022] Open
Abstract
The lack of model systems has limited the preclinical discovery and testing of therapies for Wilms tumor (WT) patients who have poor outcomes. Herein, we establish 45 heterotopic WT patient-derived xenografts (WTPDX) in CB17 scid-/- mice that capture the biological heterogeneity of Wilms tumor (WT). Among these 45 total WTPDX, 6 from patients with diffuse anaplastic tumors, 9 from patients who experienced disease relapse, and 13 from patients with bilateral disease are included. Early passage WTPDX show evidence of clonal selection, clonal evolution and enrichment of blastemal gene expression. Favorable histology WTPDX are sensitive, whereas unfavorable histology WTPDX are resistant to conventional chemotherapy with vincristine, actinomycin-D, and doxorubicin given singly or in combination. This WTPDX library is a unique scientific resource that retains the spectrum of biological heterogeneity present in WT and provides an essential tool to test targeted therapies for WT patient groups with poor outcomes. The progress in pre-clinical drug discovery for Wilms tumor (WT) is limited by a lack of disease models. Here, the authors develop 45 heterotopic WT patient-derived xenografts including several anaplastic models that recapitulate the biological heterogeneity of WT, and propose this as a resource for evaluating future therapeutics for WT.
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Affiliation(s)
- Andrew J Murphy
- Department of Surgery, St. Jude Children's Research Hospital, 262 Danny Thomas Place, Memphis, TN, 38105, USA. .,Division of Pediatric Surgery, Department of Surgery, University of Tennessee Health Science Center, 910 Madison Ave. 2nd floor, Memphis, TN, 38163, USA.
| | - Xiang Chen
- Department of Computational Biology, St. Jude Children's Research Hospital, 262 Danny Thomas Place, Memphis, TN, 38105, USA
| | - Emilia M Pinto
- Department of Pathology, St. Jude Children's Research Hospital, 262 Danny Thomas Place, Memphis, TN, 38105, USA
| | - Justin S Williams
- Department of Computational Biology, St. Jude Children's Research Hospital, 262 Danny Thomas Place, Memphis, TN, 38105, USA
| | - Michael R Clay
- Department of Pathology, St. Jude Children's Research Hospital, 262 Danny Thomas Place, Memphis, TN, 38105, USA
| | - Stanley B Pounds
- Department of Biostatistics, St. Jude Children's Research Hospital, 262 Danny Thomas Place, Memphis, TN, 38105, USA
| | - Xueyuan Cao
- Department of Biostatistics, St. Jude Children's Research Hospital, 262 Danny Thomas Place, Memphis, TN, 38105, USA.,College of Nursing, University of Tennessee Health Science Center, 920 Madison Ave, Memphis, TN, 38163, USA
| | - Lei Shi
- Department of Biostatistics, St. Jude Children's Research Hospital, 262 Danny Thomas Place, Memphis, TN, 38105, USA
| | - Tong Lin
- Department of Biostatistics, St. Jude Children's Research Hospital, 262 Danny Thomas Place, Memphis, TN, 38105, USA
| | - Geoffrey Neale
- Hartwell Center for Bioinformatics and Biotechnology, St. Jude Children's Research Hospital, 262 Danny Thomas Place, Memphis, TN, 38105, USA
| | - Christopher L Morton
- Department of Surgery, St. Jude Children's Research Hospital, 262 Danny Thomas Place, Memphis, TN, 38105, USA
| | - Mary A Woolard
- Department of Surgery, St. Jude Children's Research Hospital, 262 Danny Thomas Place, Memphis, TN, 38105, USA
| | - Heather L Mulder
- Department of Computational Biology, St. Jude Children's Research Hospital, 262 Danny Thomas Place, Memphis, TN, 38105, USA
| | - Hyea Jin Gil
- Department of Surgery, St. Jude Children's Research Hospital, 262 Danny Thomas Place, Memphis, TN, 38105, USA
| | - Jerold E Rehg
- Department of Pathology, St. Jude Children's Research Hospital, 262 Danny Thomas Place, Memphis, TN, 38105, USA
| | - Catherine A Billups
- Department of Biostatistics, St. Jude Children's Research Hospital, 262 Danny Thomas Place, Memphis, TN, 38105, USA
| | - Matthew L Harlow
- Department of Pediatric Hematology and Oncology, Dana-Farber Cancer Institute and Boston Children's Hospital, Harvard Medical School, 450 Brookline Avenue, Room D640E, Boston, MA, 02215, USA
| | - Jeffrey S Dome
- Division of Oncology, Children's National Medical Center, 111 Michigan Avenue NW, Washington, DC, 20010, USA
| | - Peter J Houghton
- Greehey Children's Cancer Research Institute, University of Texas Health Science Center, 8403 Floyd Curl Drive, San Antonio, TX, 78229, USA
| | - John Easton
- Department of Computational Biology, St. Jude Children's Research Hospital, 262 Danny Thomas Place, Memphis, TN, 38105, USA
| | - Jinghui Zhang
- Department of Computational Biology, St. Jude Children's Research Hospital, 262 Danny Thomas Place, Memphis, TN, 38105, USA
| | - Rani E George
- Department of Pediatric Hematology and Oncology, Dana-Farber Cancer Institute and Boston Children's Hospital, Harvard Medical School, 450 Brookline Avenue, Room D640E, Boston, MA, 02215, USA
| | - Gerard P Zambetti
- Department of Pathology, St. Jude Children's Research Hospital, 262 Danny Thomas Place, Memphis, TN, 38105, USA
| | - Andrew M Davidoff
- Department of Surgery, St. Jude Children's Research Hospital, 262 Danny Thomas Place, Memphis, TN, 38105, USA.,Division of Pediatric Surgery, Department of Surgery, University of Tennessee Health Science Center, 910 Madison Ave. 2nd floor, Memphis, TN, 38163, USA
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12
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Clay MR, Pinto EM, Cline C, Tran QT, Lin T, Dyer MA, Shi L, Wu H, Pounds SB, Zambetti GP, Orr BA, Ribeiro RC. DNA Methylation Profiling Reveals Prognostically Significant Groups in Pediatric Adrenocortical Tumors: A Report From the International Pediatric Adrenocortical Tumor Registry. JCO Precis Oncol 2019; 3:PO.19.00163. [PMID: 32923859 PMCID: PMC7446418 DOI: 10.1200/po.19.00163] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 10/14/2019] [Indexed: 12/29/2022] Open
Abstract
PURPOSE Pediatric adrenocortical carcinomas (ACCs) are aggressive; the overall survival of patients with ACCs is 40%-50%. Appropriate staging and histologic classification are crucial because children with incomplete resections, metastases, or relapsed disease have a dismal prognosis. The clinical course of pediatric adrenocortical tumors (ACTs) is difficult to predict using the current classification schemas, which rely on subjective microscopic and gross macroscopic variables. Recent advances in adult ACT studies have revealed distinct DNA methylation patterns with prognostic significance that have not been systematically interrogated in the pediatric population. PATIENTS AND METHODS We performed DNA methylation analyses on 48 newly diagnosed ACTs from the International Pediatric Adrenocortical Tumor Registry and 12 pediatric adrenal controls to evaluate for distinct methylation groups. Pediatric methylation data were also compared systematically with the adult ACC cohort from The Cancer Genome Atlas (TCGA). RESULTS Two pediatric ACT methylation groups were identified and showed differences in selected clinicopathologic and outcome characteristics. The A1 group was enriched for CTNNB1 variants and unfavorable outcome. The A2 group was enriched for TP53 germline variants, younger age at onset, and favorable outcome. Pediatric ACT methylation groups were maintained when International Pediatric Adrenocortical Tumor Registry cohort data were combined with TCGA cohort data. The CpG-island hypermethylator phenotype characterizing the TCGA cohort was not identified in the pediatric patients. When methylome findings were combined with independent histopathologic review using the Wieneke criteria, a high-risk population was identified with uniform fatal outcome. CONCLUSION Our results indicate DNA methylation analysis can enhance current diagnostic algorithms. A combination of methylation and histologic classification produced the strongest prediction model and may prove useful in future risk-adapted therapeutic trials.
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Affiliation(s)
| | | | | | | | - Tong Lin
- St Jude Children’s Research Hospital, Memphis, TN
| | | | - Lei Shi
- St Jude Children’s Research Hospital, Memphis, TN
| | - Huiyun Wu
- St Jude Children’s Research Hospital, Memphis, TN
| | | | | | - Brent A. Orr
- St Jude Children’s Research Hospital, Memphis, TN
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13
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Inaba H, Panetta JC, Pounds SB, Wang L, Li L, Navid F, Federico SM, Eisenmann ED, Vasilyeva A, Wang YD, Shurtleff S, Pui CH, Gruber TA, Ribeiro RC, Rubnitz JE, Baker SD. Sorafenib Population Pharmacokinetics and Skin Toxicities in Children and Adolescents with Refractory/Relapsed Leukemia or Solid Tumor Malignancies. Clin Cancer Res 2019; 25:7320-7330. [PMID: 31455680 DOI: 10.1158/1078-0432.ccr-19-0470] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/11/2019] [Revised: 06/07/2019] [Accepted: 08/22/2019] [Indexed: 02/06/2023]
Abstract
PURPOSE To determine the pharmacokinetics and skin toxicity profile of sorafenib in children with refractory/relapsed malignancies. PATIENTS AND METHODS Sorafenib was administered concurrently or sequentially with clofarabine and cytarabine to patients with leukemia or with bevacizumab and cyclophosphamide to patients with solid tumor malignancies. The population pharmacokinetics (PPK) of sorafenib and its metabolites and skin toxicities were evaluated. RESULTS In PPK analysis, older age, bevacizumab and cyclophosphamide regimen, and higher creatinine were associated with decreased sorafenib apparent clearance (CL/f; P < 0.0001 for all), and concurrent clofarabine and cytarabine administration was associated with decreased sorafenib N-oxide CL/f (P = 7e-4). Higher bilirubin was associated with decreased sorafenib N-oxide and glucuronide CL/f (P = 1e-4). Concurrent use of organic anion-transporting polypeptide 1B1 inhibitors was associated with increased sorafenib and decreased sorafenib glucuronide CL/f (P < 0.003). In exposure-toxicity analysis, a shorter time to development of grade 2-3 hand-foot skin reaction (HFSR) was associated with concurrent (P = 0.0015) but not with sequential (P = 0.59) clofarabine and cytarabine administration, compared with bevacizumab and cyclophosphamide, and with higher steady-state concentrations of sorafenib (P = 0.0004) and sorafenib N-oxide (P = 0.0275). In the Bayes information criterion model selection, concurrent clofarabine and cytarabine administration, higher sorafenib steady-state concentrations, larger body surface area, and previous occurrence of rash appeared in the four best two-predictor models of HFSR. Pharmacokinetic simulations showed that once-daily and every-other-day sorafenib schedules would minimize exposure to sorafenib steady-state concentrations associated with HFSR. CONCLUSIONS Sorafenib skin toxicities can be affected by concurrent medications and sorafenib steady-state concentrations. The described PPK model can be used to refine exposure-response relations for alternative dosing strategies to minimize skin toxicity.
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Affiliation(s)
- Hiroto Inaba
- Department of Oncology, St. Jude Children's Research Hospital, Memphis, Tennessee. .,Department of Pediatrics, University of Tennessee Health Science Center, Memphis, Tennessee
| | - John C Panetta
- Department of Pharmaceutical Sciences, St. Jude Children's Research Hospital, Memphis, Tennessee
| | - Stanley B Pounds
- Department of Biostatistics, St. Jude Children's Research Hospital, Memphis, Tennessee
| | - Lei Wang
- Department of Biostatistics, St. Jude Children's Research Hospital, Memphis, Tennessee
| | - Lie Li
- Department of Pharmaceutical Sciences, St. Jude Children's Research Hospital, Memphis, Tennessee
| | - Fariba Navid
- Children's Hospital of Los Angeles, University of Southern California, Keck School of Medicine, Los Angeles, California
| | - Sara M Federico
- Department of Oncology, St. Jude Children's Research Hospital, Memphis, Tennessee.,Department of Pediatrics, University of Tennessee Health Science Center, Memphis, Tennessee
| | - Eric D Eisenmann
- Division of Pharmaceutics and Pharmacology, College of Pharmacy and Comprehensive Cancer Center, The Ohio State University, Columbus, Ohio
| | - Aksana Vasilyeva
- Cancer Center Administration, St. Jude Children's Research Hospital, Memphis, Tennessee
| | - Yong-Dong Wang
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, Tennessee
| | - Sheila Shurtleff
- Department of Pathology, St. Jude Children's Research Hospital, Memphis, Tennessee
| | - Ching-Hon Pui
- Department of Oncology, St. Jude Children's Research Hospital, Memphis, Tennessee.,Department of Pediatrics, University of Tennessee Health Science Center, Memphis, Tennessee.,Department of Pathology, St. Jude Children's Research Hospital, Memphis, Tennessee
| | - Tanja A Gruber
- Department of Oncology, St. Jude Children's Research Hospital, Memphis, Tennessee.,Department of Pediatrics, University of Tennessee Health Science Center, Memphis, Tennessee.,Department of Pathology, St. Jude Children's Research Hospital, Memphis, Tennessee
| | - Raul C Ribeiro
- Department of Oncology, St. Jude Children's Research Hospital, Memphis, Tennessee.,Department of Pediatrics, University of Tennessee Health Science Center, Memphis, Tennessee
| | - Jeffrey E Rubnitz
- Department of Oncology, St. Jude Children's Research Hospital, Memphis, Tennessee.,Department of Pediatrics, University of Tennessee Health Science Center, Memphis, Tennessee
| | - Sharyn D Baker
- Division of Pharmaceutics and Pharmacology, College of Pharmacy and Comprehensive Cancer Center, The Ohio State University, Columbus, Ohio
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14
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Buelow DR, Pounds SB, Wang YD, Shi L, Li Y, Finkelstein D, Shurtleff S, Neale G, Inaba H, Ribeiro RC, Palumbo R, Garrison D, Orwick SJ, Blachly JS, Kroll K, Byrd JC, Gruber TA, Rubnitz JE, Baker SD. Uncovering the Genomic Landscape in Newly Diagnosed and Relapsed Pediatric Cytogenetically Normal FLT3-ITD AML. Clin Transl Sci 2019; 12:641-647. [PMID: 31350825 PMCID: PMC6853146 DOI: 10.1111/cts.12669] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/01/2019] [Accepted: 06/12/2019] [Indexed: 12/18/2022] Open
Abstract
Fms-like tyrosine kinase 3 (FLT3) internal tandem duplication (ITD) mutations, common in pediatric acute myeloid leukemia (AML), associate with early relapse and poor prognosis. Past studies have suggested additional cooperative mutations are required for leukemogenesis in FLT3-ITD+ AML. Using RNA sequencing and a next-generation targeted gene panel, we broadly characterize the co-occurring genomic alterations in pediatric cytogenetically normal (CN) FLT3-ITD+ AML to gain a deeper understanding of the clonal patterns and heterogeneity at diagnosis and relapse. We show that chimeric transcripts were present in 21 of 34 (62%) of de novo samples, 2 (6%) of these samples included a rare reoccurring fusion partner BCL11B. At diagnosis, the median number of mutations other than FLT3 per patient was 1 (range 0-3), which involved 8 gene pathways; WT1 and NPM1 mutations were frequently observed (35% and 24%, respectively). Fusion transcripts and high variant allele frequency (VAF) mutants, which included WT1, NPM1, SMARCA2, RAD21, and TYK2, were retained from diagnosis to relapse. We did observe reduction in VAF of simple or single mutation clones, but VAFs were preserved or expanded in more complex clones with multiple mutations. Our data provide the first insight into the genomic complexity of pediatric CN FLT3-ITD+ AML and could help stratify future targeted treatment strategies.
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Affiliation(s)
- Daelynn R Buelow
- Division of Pharmaceutics, Comprehensive Cancer Center, The Ohio State University, Columbus, Ohio, USA
| | - Stanley B Pounds
- Department of Biostatistics, St. Jude Children's Research Hospital, Memphis, Tennessee, USA
| | - Yong-Dong Wang
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, Tennessee, USA
| | - Lei Shi
- Department of Biostatistics, St. Jude Children's Research Hospital, Memphis, Tennessee, USA
| | - Yongjin Li
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, Tennessee, USA
| | - David Finkelstein
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, Tennessee, USA
| | - Sheila Shurtleff
- Department of Pathology, St. Jude Children's Research Hospital, Memphis, Tennessee, USA
| | - Geoffrey Neale
- Hartwell Center, St. Jude Children's Research Hospital, Memphis, Tennessee, USA
| | - Hiroto Inaba
- Department of Oncology, St. Jude Children's Research Hospital, Memphis, Tennessee, USA
| | - Raul C Ribeiro
- Department of Oncology, St. Jude Children's Research Hospital, Memphis, Tennessee, USA
| | - Reid Palumbo
- Division of Pharmaceutics, Comprehensive Cancer Center, The Ohio State University, Columbus, Ohio, USA
| | - Dominique Garrison
- Division of Pharmaceutics, Comprehensive Cancer Center, The Ohio State University, Columbus, Ohio, USA
| | - Shelley J Orwick
- Division of Hematology, Comprehensive Cancer Center, The Ohio State University, Columbus, Ohio, USA
| | - James S Blachly
- Division of Hematology, Comprehensive Cancer Center, The Ohio State University, Columbus, Ohio, USA
| | - Karl Kroll
- Division of Hematology, Comprehensive Cancer Center, The Ohio State University, Columbus, Ohio, USA
| | - John C Byrd
- Division of Pharmaceutics, Comprehensive Cancer Center, The Ohio State University, Columbus, Ohio, USA.,Division of Hematology, Comprehensive Cancer Center, The Ohio State University, Columbus, Ohio, USA
| | - Tanja A Gruber
- Department of Oncology, St. Jude Children's Research Hospital, Memphis, Tennessee, USA
| | - Jeffrey E Rubnitz
- Department of Oncology, St. Jude Children's Research Hospital, Memphis, Tennessee, USA
| | - Sharyn D Baker
- Division of Pharmaceutics, Comprehensive Cancer Center, The Ohio State University, Columbus, Ohio, USA.,Division of Hematology, Comprehensive Cancer Center, The Ohio State University, Columbus, Ohio, USA
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15
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Silveira AB, Kasper LH, Fan Y, Jin H, Wu G, Shaw TI, Zhu X, Larson JD, Easton J, Shao Y, Yergeau DA, Rosencrance C, Boggs K, Rusch MC, Ding L, Zhang J, Finkelstein D, Noyes RM, Russell BL, Xu B, Broniscer A, Wetmore C, Pounds SB, Ellison DW, Zhang J, Baker SJ. Correction to: H3.3 K27M depletion increases differentiation and extends latency of diffuse intrinsic pontine glioma growth in vivo. Acta Neuropathol 2019; 137:1021. [PMID: 30976974 DOI: 10.1007/s00401-019-02006-y] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2019] [Accepted: 04/03/2019] [Indexed: 11/25/2022]
Abstract
The original article can be found online.
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Affiliation(s)
- André B Silveira
- Department of Developmental Neurobiology, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
| | - Lawryn H Kasper
- Department of Developmental Neurobiology, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
| | - Yiping Fan
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
| | - Hongjian Jin
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
| | - Gang Wu
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
| | - Timothy I Shaw
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
| | - Xiaoyan Zhu
- Department of Developmental Neurobiology, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
| | - Jon D Larson
- Department of Developmental Neurobiology, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
| | - John Easton
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
| | - Ying Shao
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
| | - Donald A Yergeau
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
| | - Celeste Rosencrance
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
| | - Kristy Boggs
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
| | - Michael C Rusch
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
| | - Liang Ding
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
| | - Junyuan Zhang
- Department of Developmental Neurobiology, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
| | - David Finkelstein
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
| | - Rachel M Noyes
- Department of Developmental Neurobiology, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
| | - Brent L Russell
- Department of Developmental Neurobiology, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
| | - Beisi Xu
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
| | - Alberto Broniscer
- Department of Pediatrics, UPMC Children's Hospital of Pittsburgh, Pittsburgh, PA, USA
| | - Cynthia Wetmore
- Center for Cancer and Blood Disorders, Phoenix Children's Hospital, Phoenix, AZ, USA
| | - Stanley B Pounds
- Department of Biostatistics, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
| | - David W Ellison
- Department of Pathology, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
| | - Jinghui Zhang
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
| | - Suzanne J Baker
- Department of Developmental Neurobiology, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA.
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16
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Rowe HM, Karlsson E, Echlin H, Chang TC, Wang L, van Opijnen T, Pounds SB, Schultz-Cherry S, Rosch JW. Bacterial Factors Required for Transmission of Streptococcus pneumoniae in Mammalian Hosts. Cell Host Microbe 2019; 25:884-891.e6. [PMID: 31126758 DOI: 10.1016/j.chom.2019.04.012] [Citation(s) in RCA: 33] [Impact Index Per Article: 6.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2018] [Revised: 02/18/2019] [Accepted: 04/02/2019] [Indexed: 02/06/2023]
Abstract
The capacity of Streptococcus pneumoniae to successfully transmit and colonize new human hosts is a critical aspect of pneumococcal population biology and a prerequisite for invasive disease. However, the bacterial mechanisms underlying this process remain largely unknown. To identify bacterial factors required for transmission, we conducted a high-throughput genetic screen with a transposon sequencing (Tn-seq) library of a pneumococcal strain in a ferret transmission model. Key players in both metabolism and transcriptional regulation were identified as required for efficient bacterial transmission. Targeted deletion of the putative C3-degrading protease CppA, iron transporter PiaA, or competence regulatory histidine kinase ComD significantly decreased transmissibility in a mouse model, further validating the screen. Maternal vaccination with recombinant surface-exposed PiaA and CppA alone or in combination blocked transmission in offspring and were more effective than capsule-based vaccines. These data underscore the possibility of targeting pneumococcal transmission as a means of eliminating invasive disease in the population.
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Affiliation(s)
- Hannah M Rowe
- Department of Infectious Diseases, St Jude Children's Research Hospital, Memphis, TN, USA
| | - Erik Karlsson
- Department of Infectious Diseases, St Jude Children's Research Hospital, Memphis, TN, USA
| | - Haley Echlin
- Department of Infectious Diseases, St Jude Children's Research Hospital, Memphis, TN, USA
| | - Ti-Cheng Chang
- Department of Computational Biology, St Jude Children's Research Hospital, Memphis, TN, USA
| | - Lei Wang
- Department of Biostatistics, St Jude Children's Research Hospital, Memphis, TN, USA
| | | | - Stanley B Pounds
- Department of Biostatistics, St Jude Children's Research Hospital, Memphis, TN, USA
| | - Stacey Schultz-Cherry
- Department of Infectious Diseases, St Jude Children's Research Hospital, Memphis, TN, USA
| | - Jason W Rosch
- Department of Infectious Diseases, St Jude Children's Research Hospital, Memphis, TN, USA.
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17
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Karol SE, Alexander T, Das Gupta S, Pounds SB, Canavera K, Klco JM, Lacayo NJ, Pui CH, Opferman JT, Rubnitz JE. Safety and activity of venetoclax in combination with high-dose cytarabine in children with relapsed or refractory acute myeloid leukemia. J Clin Oncol 2019. [DOI: 10.1200/jco.2019.37.15_suppl.10004] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
10004 Background: Venetoclax is an orally available BCL-2 antagonist with demonstrated activity in adults with newly diagnosed or relapsed acute myeloid leukemia (AML). Here, we describe the first use of venetoclax 1) in combination with high-dose cytarabine and idarubicin 2) in patients 2-22 years old with relapsed AML. Methods: Patients with relapsed AML or AML refractory to at least two courses of induction therapy were enrolled in this Phase 1 study with a rolling-six design. All patients received venetoclax (240 or 360 mg/m2) on days 1-28 and low-dose (LD: 100 mg/m2 every 12 hours x 20 doses) or high-dose (HD: 1000 mg/m2 every 12 hours x 8 doses) cytarabine beginning on day 8 (Table). Patients who had previously received < 270 mg/m2 of doxorubicin equivalents also received idarubicin 12 mg/m2 on day 8 in dose level 4; other patients were enrolled on the expansion cohort at dose level 3. Non-hematologic CTCAE grade 3 or higher toxicities were intensity limiting (ILT), excluding those anticipated with HD cytarabine. Results: Among 18 evaluable patients, a single ILT (prolonged hematological suppression beyond day 50) was observed (Table). Toxicities were consistent with the underlying cytotoxic chemotherapy, with 14 patients experiencing a total of 40 grade 3 toxicities including 6 documented infections and 23 episodes of febrile neutropenia. There was 1 grade 4 fungal sepsis. The recommended phase 2 dose of venetoclax was 360 mg/m2 (max 600 mg) when combined with HD cytarabine or HD cytarabine/idarubicin. Of the 12 patients with > 50% reduction in blasts following the 7-day venetoclax window therapy, end-of-cycle marrow responses included 7 CR/CRi and 3 PR. Minimal residual disease negative remissions occurred in 4 patients. BH3 profiling of samples and a phase 2 expansion of both dose levels 3 and 4 to further characterize the promising activity of these combinations are underway. Conclusions: Venetoclax combined with cytarabine or cytarabine/idarubicin is active and well tolerated in pediatric patients with relapsed/ refractory AML. Clinical trial information: NCT03194932. [Table: see text]
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Affiliation(s)
- Seth E Karol
- St. Jude Children's Research Hospital, Memphis, TN
| | | | | | | | | | | | | | | | | | - Jeffrey E Rubnitz
- Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN
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18
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Iacobucci I, Wen J, Meggendorfer M, Choi JK, Shi L, Pounds SB, Carmichael CL, Masih KE, Morris SM, Lindsley RC, Janke LJ, Alexander TB, Song G, Qu C, Li Y, Payne-Turner D, Tomizawa D, Kiyokawa N, Valentine M, Valentine V, Basso G, Locatelli F, Enemark EJ, Kham SKY, Yeoh AEJ, Ma X, Zhou X, Sioson E, Rusch M, Ries RE, Stieglitz E, Hunger SP, Wei AH, To LB, Lewis ID, D'Andrea RJ, Kile BT, Brown AL, Scott HS, Hahn CN, Marlton P, Pei D, Cheng C, Loh ML, Ebert BL, Meshinchi S, Haferlach T, Mullighan CG. Genomic subtyping and therapeutic targeting of acute erythroleukemia. Nat Genet 2019; 51:694-704. [PMID: 30926971 PMCID: PMC6828160 DOI: 10.1038/s41588-019-0375-1] [Citation(s) in RCA: 87] [Impact Index Per Article: 17.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2018] [Accepted: 02/13/2019] [Indexed: 12/30/2022]
Abstract
Acute erythroid leukemia (AEL) is a high-risk leukemia of poorly understood genetic basis, with controversy regarding diagnosis in the spectrum of myelodysplasia and myeloid leukemia. We compared genomic features of 159 childhood and adult AEL cases with non-AEL myeloid disorders and defined five age-related subgroups with distinct transcriptional profiles: adult, TP53 mutated; NPM1 mutated; KMT2A mutated/rearranged; adult, DDX41 mutated; and pediatric, NUP98 rearranged. Genomic features influenced outcome, with NPM1 mutations and HOXB9 overexpression being associated with a favorable prognosis and TP53, FLT3 or RB1 alterations associated with poor survival. Targetable signaling mutations were present in 45% of cases and included recurrent mutations of ALK and NTRK1, the latter of which drives erythroid leukemogenesis sensitive to TRK inhibition. This genomic landscape of AEL provides the framework for accurate diagnosis and risk stratification of this disease, and the rationale for testing targeted therapies in this high-risk leukemia.
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Affiliation(s)
- Ilaria Iacobucci
- Department of Pathology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Ji Wen
- Department of Pathology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | | | - John K Choi
- Department of Pathology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Lei Shi
- Department of Biostatistics, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Stanley B Pounds
- Department of Biostatistics, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Catherine L Carmichael
- The Australian Centre for Blood Diseases, Monash University, Melbourne, Victoria, Australia
| | - Katherine E Masih
- Department of Pathology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Sarah M Morris
- Department of Pathology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - R Coleman Lindsley
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Laura J Janke
- Department of Pathology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Thomas B Alexander
- Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Guangchun Song
- Department of Pathology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Chunxu Qu
- Department of Pathology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Yongjin Li
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Debbie Payne-Turner
- Department of Pathology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Daisuke Tomizawa
- Division of Leukemia and Lymphoma, Children's Cancer Center, National Center for Child Health and Development, Tokyo, Japan
| | - Nobutaka Kiyokawa
- Department of Pediatric Hematology and Oncology Research, National Research Institute for Child Health and Development, Tokyo, Japan
| | - Marcus Valentine
- Cytogenetics Shared Resource, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Virginia Valentine
- Cytogenetics Shared Resource, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Giuseppe Basso
- Clinic of Paediatric Haematology and Oncology, Department for Children's and Women's Health, University of Padua, Padua, Italy
- Italian Institute for Genomic Medicine, Turin, Italy
| | - Franco Locatelli
- Department of Gynecology/Obstetrics and Pediatrics, Sapienza University of Rome, Rome, Italy
- Department of Pediatric Hematology and Oncology, IRCCS Ospedale Pediatrico Bambino Gesù, Rome, Italy
| | - Eric J Enemark
- Department of Structural Biology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Shirley K Y Kham
- Centre for Translational Research in Acute Leukaemia, Department of Paediatrics, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| | - Allen E J Yeoh
- Centre for Translational Research in Acute Leukaemia, Department of Paediatrics, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
- Cancer Science Institute of Singapore, National University of Singapore, Singapore, Singapore
| | - Xiaotu Ma
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Xin Zhou
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Edgar Sioson
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Michael Rusch
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Rhonda E Ries
- Fred Hutchinson Cancer Research Center, Seattle, WA, USA
| | - Elliot Stieglitz
- Department of Pediatrics, Benioff Children's Hospital, and the Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, San Francisco, CA, USA
| | - Stephen P Hunger
- Division of Oncology and Center for Childhood Cancer Research, Children's Hospital of Philadelphia and the Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA, USA
| | - Andrew H Wei
- The Australian Centre for Blood Diseases, Monash University, Melbourne, Victoria, Australia
- Department of Clinical Haematology, The Alfred Hospital, Melbourne, Victoria, Australia
- Department of Pathology, The Alfred Hospital, Melbourne, Victoria, Australia
| | - L Bik To
- Departments of Haematology, SA Pathology and Royal Adelaide Hospital, Adelaide, South Australia, Australia
- Faculty of Health Sciences, University of Adelaide, Adelaide, South Australia, Australia
| | - Ian D Lewis
- Faculty of Health Sciences, University of Adelaide, Adelaide, South Australia, Australia
| | - Richard J D'Andrea
- Centre for Cancer Biology, University of South Australia and SA Pathology, Adelaide, South Australia, Australia
| | - Benjamin T Kile
- The Walter & Eliza Hall Institute of Medical Research, Parkville, Victoria, Australia
- Department of Anatomy and Developmental Biology, Monash Biomedicine Discovery Institute, Monash University, Melbourne, Victoria, Australia
| | - Anna L Brown
- Centre for Cancer Biology, University of South Australia and SA Pathology, Adelaide, South Australia, Australia
- Department of Genetics and Molecular Pathology, SA Pathology, Adelaide, South Australia, Australia
| | - Hamish S Scott
- Centre for Cancer Biology, University of South Australia and SA Pathology, Adelaide, South Australia, Australia
- Department of Genetics and Molecular Pathology, SA Pathology, Adelaide, South Australia, Australia
| | - Christopher N Hahn
- Centre for Cancer Biology, University of South Australia and SA Pathology, Adelaide, South Australia, Australia
- Department of Genetics and Molecular Pathology, SA Pathology, Adelaide, South Australia, Australia
| | - Paula Marlton
- Princess Alexandra Hospital and University of Queensland School of Clinical Medicine, Brisbane, Queensland, Australia
| | - Deqing Pei
- Department of Biostatistics, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Cheng Cheng
- Department of Biostatistics, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Mignon L Loh
- Department of Pediatrics, Benioff Children's Hospital, and the Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, San Francisco, CA, USA
| | - Benjamin L Ebert
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
| | | | | | - Charles G Mullighan
- Department of Pathology, St. Jude Children's Research Hospital, Memphis, TN, USA.
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19
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Larson JD, Kasper LH, Paugh BS, Jin H, Wu G, Kwon CH, Fan Y, Shaw TI, Silveira AB, Qu C, Xu R, Zhu X, Zhang J, Russell HR, Peters JL, Finkelstein D, Xu B, Lin T, Tinkle CL, Patay Z, Onar-Thomas A, Pounds SB, McKinnon PJ, Ellison DW, Zhang J, Baker SJ. Histone H3.3 K27M Accelerates Spontaneous Brainstem Glioma and Drives Restricted Changes in Bivalent Gene Expression. Cancer Cell 2019; 35:140-155.e7. [PMID: 30595505 PMCID: PMC6570409 DOI: 10.1016/j.ccell.2018.11.015] [Citation(s) in RCA: 166] [Impact Index Per Article: 33.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/27/2018] [Revised: 10/13/2018] [Accepted: 11/23/2018] [Indexed: 12/31/2022]
Abstract
Diffuse intrinsic pontine gliomas (DIPGs) are incurable childhood brainstem tumors with frequent histone H3 K27M mutations and recurrent alterations in PDGFRA and TP53. We generated genetically engineered inducible mice and showed that H3.3 K27M enhanced neural stem cell self-renewal while preserving regional identity. Neonatal induction of H3.3 K27M cooperated with activating platelet-derived growth factor receptor α (PDGFRα) mutant and Trp53 loss to accelerate development of diffuse brainstem gliomas that recapitulated human DIPG gene expression signatures and showed global changes in H3K27 posttranslational modifications, but relatively restricted gene expression changes. Genes upregulated in H3.3 K27M tumors were enriched for those associated with neural development where H3K27me3 loss released the poised state of apparently bivalent promoters, whereas downregulated genes were enriched for those encoding homeodomain transcription factors.
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Affiliation(s)
- Jon D Larson
- Department of Developmental Neurobiology, St. Jude Children's Research Hospital, Memphis, TN 38105, USA
| | - Lawryn H Kasper
- Department of Developmental Neurobiology, St. Jude Children's Research Hospital, Memphis, TN 38105, USA
| | - Barbara S Paugh
- Department of Developmental Neurobiology, St. Jude Children's Research Hospital, Memphis, TN 38105, USA
| | - Hongjian Jin
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN 38105, USA
| | - Gang Wu
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN 38105, USA
| | - Chang-Hyuk Kwon
- Department of Developmental Neurobiology, St. Jude Children's Research Hospital, Memphis, TN 38105, USA
| | - Yiping Fan
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN 38105, USA
| | - Timothy I Shaw
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN 38105, USA
| | - André B Silveira
- Department of Developmental Neurobiology, St. Jude Children's Research Hospital, Memphis, TN 38105, USA
| | - Chunxu Qu
- Department of Pathology, St. Jude Children's Research Hospital, Memphis, TN 38105, USA
| | - Raymond Xu
- Department of Developmental Neurobiology, St. Jude Children's Research Hospital, Memphis, TN 38105, USA
| | - Xiaoyan Zhu
- Department of Developmental Neurobiology, St. Jude Children's Research Hospital, Memphis, TN 38105, USA
| | - Junyuan Zhang
- Department of Developmental Neurobiology, St. Jude Children's Research Hospital, Memphis, TN 38105, USA
| | - Helen R Russell
- Department of Genetics, St. Jude Children's Research Hospital, Memphis, TN 38105, USA
| | - Jennifer L Peters
- Cellular Imaging Shared Resource, St. Jude Children's Research Hospital, Memphis, TN 38105, USA
| | - David Finkelstein
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN 38105, USA
| | - Beisi Xu
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN 38105, USA
| | - Tong Lin
- Department of Biostatistics, St. Jude Children's Research Hospital, Memphis, TN 38105, USA
| | - Christopher L Tinkle
- Department of Radiation Oncology, St. Jude Children's Research Hospital, Memphis, TN 38105, USA
| | - Zoltan Patay
- Department of Diagnostic Imaging, St. Jude Children's Research Hospital, Memphis, TN 38105, USA
| | - Arzu Onar-Thomas
- Department of Biostatistics, St. Jude Children's Research Hospital, Memphis, TN 38105, USA
| | - Stanley B Pounds
- Department of Biostatistics, St. Jude Children's Research Hospital, Memphis, TN 38105, USA
| | - Peter J McKinnon
- Department of Genetics, St. Jude Children's Research Hospital, Memphis, TN 38105, USA
| | - David W Ellison
- Department of Pathology, St. Jude Children's Research Hospital, Memphis, TN 38105, USA
| | - Jinghui Zhang
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN 38105, USA
| | - Suzanne J Baker
- Department of Developmental Neurobiology, St. Jude Children's Research Hospital, Memphis, TN 38105, USA.
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20
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Bargal SA, Rafiee R, Crews KR, Wu H, Cao X, Rubnitz JE, Ribeiro RC, Downing JR, Pounds SB, Lamba JK. Genome-wide association analysis identifies SNPs predictive of in vitro leukemic cell sensitivity to cytarabine in pediatric AML. Oncotarget 2018; 9:34859-34875. [PMID: 30405880 PMCID: PMC6201857 DOI: 10.18632/oncotarget.26163] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/20/2018] [Accepted: 09/08/2018] [Indexed: 12/02/2022] Open
Abstract
Cytarabine has been an integral part of acute myeloid leukemia (AML) chemotherapy for over four decades. However, development of resistance and high rates of relapse is a significant impediment in successfully treating AML. We performed a genome-wide association analysis (GWAS) and identified 113 (83 after adjusting for Linkage Disequilibrium) SNPs associated with in vitro cytarabine chemosensitivity of diagnostic leukemic cells from a cohort of 50 pediatric AML patients (p<10-4). Further evaluation of diagnostic leukemic cell gene-expression identified 19 SNP-gene pairs with a concordant triad of associations: i)SNP genotype with cytarabine sensitivity (p<0.0001), ii) gene-expression with cytarabine sensitivity (p<0.05), and iii) genotype with gene-expression (p<0.1). Two genes from SNP-gene pairs, rs1376041-GPR56 and rs75400242-IGF1R, were functionally validated by siRNA knockdown in AML cell lines. Consistent with association of rs1376041 and gene-expression in AML patients siRNA mediated knock-down of GPR56 increased cytarabine sensitivity of AML cell lines. Similarly for IGF1R, knockdown increased the cytarabine sensitivity of AML cell lines consistent with results in AML patients. Given both IGF1R and GPR56 are promising drug-targets in AML, our results on SNPs driving the expression/function of these genes will not only enhance our understanding of cytarabine resistance but also hold promise in personalizing AML for targeted therapies.
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Affiliation(s)
- Salma A Bargal
- Department of Pharmacotherapy and Translational Research and Center for Pharmacogenomics, College of Pharmacy, University of Florida, Gainesville, FL, USA
| | - Roya Rafiee
- Department of Pharmacotherapy and Translational Research and Center for Pharmacogenomics, College of Pharmacy, University of Florida, Gainesville, FL, USA
| | - Kristine R Crews
- Department of Pharmaceutical Sciences, St Jude Children's Research Hospital, Memphis, TN, USA
| | - Huiyun Wu
- Department of Biostatistics, St Jude Children's Research Hospital, Memphis, TN, USA
| | - Xueyuan Cao
- Department of Biostatistics, St Jude Children's Research Hospital, Memphis, TN, USA.,Department of Acute and Tertiary Care, University of Tennessee Health Science Center, Memphis, TN, USA
| | - Jeffrey E Rubnitz
- Department of Oncology, St Jude Children's Research Hospital, Memphis, TN, USA
| | - Raul C Ribeiro
- Department of Oncology, St Jude Children's Research Hospital, Memphis, TN, USA
| | - James R Downing
- Department of Pathology, St Jude Children's Research Hospital, Memphis, TN, USA
| | - Stanley B Pounds
- Department of Biostatistics, St Jude Children's Research Hospital, Memphis, TN, USA
| | - Jatinder K Lamba
- Department of Pharmacotherapy and Translational Research and Center for Pharmacogenomics, College of Pharmacy, University of Florida, Gainesville, FL, USA
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21
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Elsayed AH, Cao X, Crews KR, Gandhi V, Plunkett W, Rubnitz JE, Ribeiro RC, Pounds SB, Lamba JK. Comprehensive Ara-C SNP score predicts leukemic cell intracellular ara-CTP levels in pediatric acute myeloid leukemia patients. Pharmacogenomics 2018; 19:1101-1110. [PMID: 30088438 DOI: 10.2217/pgs-2018-0086] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022] Open
Abstract
AIM Cytarabine (Ara-C), a mainstay of acute myeloid leukemia (AML) treatment, is a prodrug requiring activation to ara-CTP for its antileukemic activity. Aim of this study was to evaluate impact of genetic variants in the key genes involved in ara-C metabolism on the leukemic cell intracellular levels of ara-CTP. METHOD We investigated SNPs in 14 ara-C metabolic-pathway genes, for association with intracellular ara-CTP levels, in leukemic cells obtained post-initiation of cytarabine infusion in pediatric AML patients (n = 68). RESULTS Nine SNPs were significantly associated with leukemic cell intracellular concentration of ara-CTP. A comprehensive ara-CTP-SNP-score (ACSS) was further developed from top four SNPs identified in regression model. Patients were classified into three groups based on ACSS: high-ACSS (score >0), intermediate-ACSS (score = 0) and low-ACSS (score <0). ACSS designation was significant predictor of intracellular ara-CTP levels (p = 0.00012), suggesting a cumulative or synergistic effect of the significant SNPs. CONCLUSION ACSS score designation holds promise in definfing ara-C dose. Validation of the clinical utility of ACSS score in other independent cohorts will help identification of patients with potentially lower or higher levels of the ara-CTP in leukemic cells, thereby opening up opportunities for dose management to reduce toxicity and enhance efficacy.
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Affiliation(s)
- Abdelrahman H Elsayed
- Department of Pharmacotherapy & Translational Research, College of Pharmacy, University of Florida, Gainesville, FL 32610, USA
| | - Xueyuan Cao
- Department of Biostatistics, St Jude Children's Research Hospital, Memphis, TN 38105, USA.,Department of Acute & Tertiary Care, University of Tennessee Health Science Center, Memphis 38163, TN, USA
| | - Kristine R Crews
- Department of Pharmaceutical Sciences, St Jude Children's Research Hospital, Memphis, TN 38105, USA
| | - Varsha Gandhi
- Department of Experimental Therapeutics, MD Anderson Cancer Center, Houston, TX 77054, USA
| | - William Plunkett
- Department of Experimental Therapeutics, MD Anderson Cancer Center, Houston, TX 77054, USA
| | - Jeffrey E Rubnitz
- Department of Oncology, St Jude Children's Research Hospital, Memphis, TN 38105, USA
| | - Raul C Ribeiro
- Department of Oncology, St Jude Children's Research Hospital, Memphis, TN 38105, USA
| | - Stanley B Pounds
- Department of Biostatistics, St Jude Children's Research Hospital, Memphis, TN 38105, USA
| | - Jatinder K Lamba
- Department of Pharmacotherapy & Translational Research, College of Pharmacy, University of Florida, Gainesville, FL 32610, USA
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22
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Lamba JK, Cao X, Raimondi SC, Rafiee R, Downing JR, Shi L, Gruber T, Ribeiro RC, Rubnitz JE, Pounds SB. Correction: Integrated epigenetic and genetic analysis identifies markers of prognostic significance in pediatric acute myeloid leukemia. Oncotarget 2018; 9:30473. [PMID: 30101002 PMCID: PMC6084389 DOI: 10.18632/oncotarget.25792] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022] Open
Affiliation(s)
- Jatinder K Lamba
- Department of Pharmacotherapy and Translational Research, Center for Pharmacogenomics, University of Florida, Gainesville, FL, USA
| | - Xueyuan Cao
- Department of Biostatistics, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Susana C Raimondi
- Department of Pathology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Roya Rafiee
- Department of Pharmacotherapy and Translational Research, Center for Pharmacogenomics, University of Florida, Gainesville, FL, USA
| | - James R Downing
- Department of Pathology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Lei Shi
- Department of Biostatistics, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Tanja Gruber
- Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Raul C Ribeiro
- Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Jeffrey E Rubnitz
- Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Stanley B Pounds
- Department of Biostatistics, St. Jude Children's Research Hospital, Memphis, TN, USA
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23
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Lamba JK, Cao X, Raimondi SC, Rafiee R, Downing JR, Lei S, Gruber T, Ribeiro RC, Rubnitz JE, Pounds SB. Integrated epigenetic and genetic analysis identifies markers of prognostic significance in pediatric acute myeloid leukemia. Oncotarget 2018; 9:26711-26723. [PMID: 29928480 PMCID: PMC6003565 DOI: 10.18632/oncotarget.25475] [Citation(s) in RCA: 25] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/16/2018] [Accepted: 05/10/2018] [Indexed: 12/30/2022] Open
Abstract
Acute myeloid leukemia (AML) may be an epigenetically-driven malignancy because it harbors fewer genomic mutations than other cancers. In recent studies of AML in adults, DNA methylation patterns associate with clinical risk groups and prognosis. However, thorough evaluations of methylation in pediatric AML have not been done. Therefore, we performed an integrated analysis (IA) of the methylome and transcriptome with clinical outcome in 151 pediatric patients from the multi-center AML02 clinical trial discovery cohort. Intriguingly, reduced methylation and increased expression of DNMT3B was associated with worse clinical outcomes (IA p ≤ 10−5; q ≤ 0.002). In particular, greater DNMT3B expression associated with worse minimal residual disease (MRD; p < 10−5; q = 0.01), a greater rate of relapse or resistant disease (RR) (p = 0.00006; q = 0.06), and event-free survival (EFS; p = 0.00003; q = 0.04). Also, greater DNMT3B expression associated with greater genome-wide methylation burden (GWMB; R = 0.39; p = 10−6) and greater GWMB associated with worse clinical outcomes (IA p < 10−5). In an independent validation cohort of 132 similarly treated AAML0531 clinical trial patients, greater DNMT3B expression associated with greater GWMB, worse MRD, worse RR, and worse EFS (all p < 0.03); also, greater GWMB associated with worse MRD (p = 0.004) and EFS (p = 0.037). These results indicate that DNMT3B and GWMB may have a central role in the development and prognosis of pediatric AML.
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Affiliation(s)
- Jatinder K Lamba
- Department of Pharmacotherapy and Translational Research, Center for Pharmacogenomics, University of Florida, Gainesville, FL, USA
| | - Xueyuan Cao
- Department of Biostatistics, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Susana C Raimondi
- Department of Pathology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Roya Rafiee
- Department of Pharmacotherapy and Translational Research, Center for Pharmacogenomics, University of Florida, Gainesville, FL, USA
| | - James R Downing
- Department of Pathology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Shi Lei
- Department of Biostatistics, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Tanja Gruber
- Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Raul C Ribeiro
- Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Jeffrey E Rubnitz
- Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Stanley B Pounds
- Department of Biostatistics, St. Jude Children's Research Hospital, Memphis, TN, USA
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24
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Bi W, Kang G, Pounds SB. Statistical selection of biological models for genome-wide association analyses. Methods 2018; 145:67-75. [PMID: 29803781 DOI: 10.1016/j.ymeth.2018.05.019] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2018] [Revised: 04/13/2018] [Accepted: 05/22/2018] [Indexed: 01/23/2023] Open
Abstract
Genome-wide association studies have discovered many biologically important associations of genes with phenotypes. Typically, genome-wide association analyses formally test the association of each genetic feature (SNP, CNV, etc) with the phenotype of interest and summarize the results with multiplicity-adjusted p-values. However, very small p-values only provide evidence against the null hypothesis of no association without indicating which biological model best explains the observed data. Correctly identifying a specific biological model may improve the scientific interpretation and can be used to more effectively select and design a follow-up validation study. Thus, statistical methodology to identify the correct biological model for a particular genotype-phenotype association can be very useful to investigators. Here, we propose a general statistical method to summarize how accurately each of five biological models (null, additive, dominant, recessive, co-dominant) represents the data observed for each variant in a GWAS study. We show that the new method stringently controls the false discovery rate and asymptotically selects the correct biological model. Simulations of two-stage discovery-validation studies show that the new method has these properties and that its validation power is similar to or exceeds that of simple methods that use the same statistical model for all SNPs. Example analyses of three data sets also highlight these advantages of the new method. An R package is freely available at www.stjuderesearch.org/site/depts/biostats/maew.
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Affiliation(s)
- Wenjian Bi
- Department of Biostatistics, St. Jude Children's Research Hospital, Memphis, TN 38105, USA
| | - Guolian Kang
- Department of Biostatistics, St. Jude Children's Research Hospital, Memphis, TN 38105, USA
| | - Stanley B Pounds
- Department of Biostatistics, St. Jude Children's Research Hospital, Memphis, TN 38105, USA.
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25
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Zavorka Thomas ME, Buelow DR, Jeon JY, Pounds SB, Baker SD. S100A8 and S100A9 Proteins in Tyrosine Kinase Inhibitor Resistance in FLT3‐ITD‐Positive Acute Myeloid Leukemia. FASEB J 2018. [DOI: 10.1096/fasebj.2018.32.1_supplement.566.2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Affiliation(s)
- Megan E. Zavorka Thomas
- Division of Pharmaceutics and Pharmaceutical ChemistryComprehensive Cancer CenterThe Ohio State UniversityColumbusOH
| | - Daelynn R. Buelow
- Division of Pharmaceutics and Pharmaceutical ChemistryComprehensive Cancer CenterThe Ohio State UniversityColumbusOH
| | - Jae Yoon Jeon
- Division of Pharmaceutics and Pharmaceutical ChemistryComprehensive Cancer CenterThe Ohio State UniversityColumbusOH
| | - Stanley B. Pounds
- Department of BiostatisticsSt. Jude Children's Research HospitalMemphisTN
| | - Sharyn D. Baker
- Division of Pharmaceutics and Pharmaceutical ChemistryComprehensive Cancer CenterThe Ohio State UniversityColumbusOH
- Division of HematologyComprehensive Cancer CenterThe Ohio State UniversityColumbusOH
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26
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Pinto EM, Rodriguez-Galindo C, Pounds SB, Wang L, Clay MR, Neale G, Garfinkle EAR, Lam CG, Levy CF, Pappo AS, Zambetti GP, Ribeiro RC. Identification of Clinical and Biologic Correlates Associated With Outcome in Children With Adrenocortical Tumors Without Germline TP53 Mutations: A St Jude Adrenocortical Tumor Registry and Children's Oncology Group Study. J Clin Oncol 2017; 35:3956-3963. [PMID: 29058986 DOI: 10.1200/jco.2017.74.2460] [Citation(s) in RCA: 35] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022] Open
Abstract
Purpose The clinical features, pathogenesis, and outcomes in children with adrenocortical tumors (ACTs) without germline TP53 mutations have not been systematically studied. Herein, we describe these correlates and analyze their association with outcome. Patients and Methods Genomic DNA was analyzed for TP53, CTNNB1, CDKN1C, ATRX, and chromosome 11p15 abnormalities. β-catenin expression and Ki-67 labeling index (LI) were evaluated by immunostaining. Primary end points were progression-free (PFS) and overall survival. Results Median age of 42 girls and 18 boys was 3.3 years (range, 0.25 to 21.7 years). Complete resection (stages I and II) was achieved in 32 patients, and 28 patients had stage III or IV disease. Constitutional abnormalities of chromosome 11p15 occurred in nine of 40 patients, with six patients not showing phenotype of Beckwith-Wiedemann syndrome. Three-year PFS and overall survival for all patients were 71.4% and 80.5%, respectively. In single-predictor Cox regression analysis, age, disease stage, tumor weight, somatic TP53 mutations, and Ki-67 LI were associated with prognosis. Ki-67 LI and age remained significantly associated with PFS after adjusting for stage and tumor weight. Three-year PFS for 27 patients with Ki-67 LI ≥ 15% was 48.5% compared with 96.2% for 29 patients with Ki-67 LI < 15% (log-rank P = .002), and the rate of relapse increased by 24% with each 1-year increase in age at diagnosis (hazard ratio, 1.24; P = .0057). Conclusion Clinicopathologic features and outcomes of children with ACTs without germline TP53 mutations overlapped those reported for children with germline TP53 mutations. Our findings highlight the central role of genetic or epigenetic alterations on chromosome 11p15 in pediatric ACTs. Ki-67 LI is a strong prognostic indicator and should be investigated to improve the histologic classification of pediatric ACTs.
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Affiliation(s)
- Emilia Modolo Pinto
- Emilia Modolo Pinto, Carlos Rodriguez-Galindo, Stanley B. Pounds, Lei Wang, Michael R. Clay, Geoffrey Neale, Catherine G. Lam, Alberto S. Pappo, Gerard P. Zambetti, and Raul C. Ribeiro, St Jude Children's Research Hospital; Elizabeth A.R. Garfinkle, University of Tennessee Health Science Center, Memphis, TN; and Carolyn Fein Levy, Steven and Alexandra Cohen Children's Medical Center, New York, NY
| | - Carlos Rodriguez-Galindo
- Emilia Modolo Pinto, Carlos Rodriguez-Galindo, Stanley B. Pounds, Lei Wang, Michael R. Clay, Geoffrey Neale, Catherine G. Lam, Alberto S. Pappo, Gerard P. Zambetti, and Raul C. Ribeiro, St Jude Children's Research Hospital; Elizabeth A.R. Garfinkle, University of Tennessee Health Science Center, Memphis, TN; and Carolyn Fein Levy, Steven and Alexandra Cohen Children's Medical Center, New York, NY
| | - Stanley B Pounds
- Emilia Modolo Pinto, Carlos Rodriguez-Galindo, Stanley B. Pounds, Lei Wang, Michael R. Clay, Geoffrey Neale, Catherine G. Lam, Alberto S. Pappo, Gerard P. Zambetti, and Raul C. Ribeiro, St Jude Children's Research Hospital; Elizabeth A.R. Garfinkle, University of Tennessee Health Science Center, Memphis, TN; and Carolyn Fein Levy, Steven and Alexandra Cohen Children's Medical Center, New York, NY
| | - Lei Wang
- Emilia Modolo Pinto, Carlos Rodriguez-Galindo, Stanley B. Pounds, Lei Wang, Michael R. Clay, Geoffrey Neale, Catherine G. Lam, Alberto S. Pappo, Gerard P. Zambetti, and Raul C. Ribeiro, St Jude Children's Research Hospital; Elizabeth A.R. Garfinkle, University of Tennessee Health Science Center, Memphis, TN; and Carolyn Fein Levy, Steven and Alexandra Cohen Children's Medical Center, New York, NY
| | - Michael R Clay
- Emilia Modolo Pinto, Carlos Rodriguez-Galindo, Stanley B. Pounds, Lei Wang, Michael R. Clay, Geoffrey Neale, Catherine G. Lam, Alberto S. Pappo, Gerard P. Zambetti, and Raul C. Ribeiro, St Jude Children's Research Hospital; Elizabeth A.R. Garfinkle, University of Tennessee Health Science Center, Memphis, TN; and Carolyn Fein Levy, Steven and Alexandra Cohen Children's Medical Center, New York, NY
| | - Geoffrey Neale
- Emilia Modolo Pinto, Carlos Rodriguez-Galindo, Stanley B. Pounds, Lei Wang, Michael R. Clay, Geoffrey Neale, Catherine G. Lam, Alberto S. Pappo, Gerard P. Zambetti, and Raul C. Ribeiro, St Jude Children's Research Hospital; Elizabeth A.R. Garfinkle, University of Tennessee Health Science Center, Memphis, TN; and Carolyn Fein Levy, Steven and Alexandra Cohen Children's Medical Center, New York, NY
| | - Elizabeth A R Garfinkle
- Emilia Modolo Pinto, Carlos Rodriguez-Galindo, Stanley B. Pounds, Lei Wang, Michael R. Clay, Geoffrey Neale, Catherine G. Lam, Alberto S. Pappo, Gerard P. Zambetti, and Raul C. Ribeiro, St Jude Children's Research Hospital; Elizabeth A.R. Garfinkle, University of Tennessee Health Science Center, Memphis, TN; and Carolyn Fein Levy, Steven and Alexandra Cohen Children's Medical Center, New York, NY
| | - Catherine G Lam
- Emilia Modolo Pinto, Carlos Rodriguez-Galindo, Stanley B. Pounds, Lei Wang, Michael R. Clay, Geoffrey Neale, Catherine G. Lam, Alberto S. Pappo, Gerard P. Zambetti, and Raul C. Ribeiro, St Jude Children's Research Hospital; Elizabeth A.R. Garfinkle, University of Tennessee Health Science Center, Memphis, TN; and Carolyn Fein Levy, Steven and Alexandra Cohen Children's Medical Center, New York, NY
| | - Carolyn Fein Levy
- Emilia Modolo Pinto, Carlos Rodriguez-Galindo, Stanley B. Pounds, Lei Wang, Michael R. Clay, Geoffrey Neale, Catherine G. Lam, Alberto S. Pappo, Gerard P. Zambetti, and Raul C. Ribeiro, St Jude Children's Research Hospital; Elizabeth A.R. Garfinkle, University of Tennessee Health Science Center, Memphis, TN; and Carolyn Fein Levy, Steven and Alexandra Cohen Children's Medical Center, New York, NY
| | - Alberto S Pappo
- Emilia Modolo Pinto, Carlos Rodriguez-Galindo, Stanley B. Pounds, Lei Wang, Michael R. Clay, Geoffrey Neale, Catherine G. Lam, Alberto S. Pappo, Gerard P. Zambetti, and Raul C. Ribeiro, St Jude Children's Research Hospital; Elizabeth A.R. Garfinkle, University of Tennessee Health Science Center, Memphis, TN; and Carolyn Fein Levy, Steven and Alexandra Cohen Children's Medical Center, New York, NY
| | - Gerard P Zambetti
- Emilia Modolo Pinto, Carlos Rodriguez-Galindo, Stanley B. Pounds, Lei Wang, Michael R. Clay, Geoffrey Neale, Catherine G. Lam, Alberto S. Pappo, Gerard P. Zambetti, and Raul C. Ribeiro, St Jude Children's Research Hospital; Elizabeth A.R. Garfinkle, University of Tennessee Health Science Center, Memphis, TN; and Carolyn Fein Levy, Steven and Alexandra Cohen Children's Medical Center, New York, NY
| | - Raul C Ribeiro
- Emilia Modolo Pinto, Carlos Rodriguez-Galindo, Stanley B. Pounds, Lei Wang, Michael R. Clay, Geoffrey Neale, Catherine G. Lam, Alberto S. Pappo, Gerard P. Zambetti, and Raul C. Ribeiro, St Jude Children's Research Hospital; Elizabeth A.R. Garfinkle, University of Tennessee Health Science Center, Memphis, TN; and Carolyn Fein Levy, Steven and Alexandra Cohen Children's Medical Center, New York, NY
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Liu Y, Easton J, Shao Y, Maciaszek J, Wang Z, Wilkinson MR, McCastlain K, Edmonson M, Pounds SB, Shi L, Zhou X, Ma X, Sioson E, Li Y, Rusch M, Gupta P, Pei D, Cheng C, Smith MA, Auvil JG, Gerhard DS, Relling MV, Winick NJ, Carroll AJ, Heerema NA, Raetz E, Devidas M, Willman CL, Harvey RC, Carroll WL, Dunsmore KP, Winter SS, Wood BL, Sorrentino BP, Downing JR, Loh ML, Hunger SP, Zhang J, Mullighan CG. The genomic landscape of pediatric and young adult T-lineage acute lymphoblastic leukemia. Nat Genet 2017; 49. [PMID: 28671688 PMCID: PMC5535770 DOI: 10.1038/ng.3909 10.1182/ng.3909] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/19/2023]
Abstract
Genetic alterations that activate NOTCH1 signaling and T cell transcription factors, coupled with inactivation of the INK4/ARF tumor suppressors, are hallmarks of T-lineage acute lymphoblastic leukemia (T-ALL), but detailed genome-wide sequencing of large T-ALL cohorts has not been carried out. Using integrated genomic analysis of 264 T-ALL cases, we identified 106 putative driver genes, half of which had not previously been described in childhood T-ALL (for example, CCND3, CTCF, MYB, SMARCA4, ZFP36L2 and MYCN). We describe new mechanisms of coding and noncoding alteration and identify ten recurrently altered pathways, with associations between mutated genes and pathways, and stage or subtype of T-ALL. For example, NRAS/FLT3 mutations were associated with immature T-ALL, JAK3/STAT5B mutations in HOXA1 deregulated ALL, PTPN2 mutations in TLX1 deregulated T-ALL, and PIK3R1/PTEN mutations in TAL1 deregulated ALL, which suggests that different signaling pathways have distinct roles according to maturational stage. This genomic landscape provides a logical framework for the development of faithful genetic models and new therapeutic approaches.
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Affiliation(s)
- Yu Liu
- Department of Computational Biology, St. Jude Children’s Research Hospital, Memphis, Tennessee, United States
| | - John Easton
- Department of Computational Biology, St. Jude Children’s Research Hospital, Memphis, Tennessee, United States
| | - Ying Shao
- Department of Computational Biology, St. Jude Children’s Research Hospital, Memphis, Tennessee, United States,Department of Pathology, St. Jude Children’s Research Hospital, Memphis, Tennessee, United States
| | - Jamie Maciaszek
- Department of Hematology, St. Jude Children’s Research Hospital, Memphis, Tennessee, United States
| | - Zhaoming Wang
- Department of Computational Biology, St. Jude Children’s Research Hospital, Memphis, Tennessee, United States
| | - Mark R. Wilkinson
- Department of Pathology, St. Jude Children’s Research Hospital, Memphis, Tennessee, United States
| | - Kelly McCastlain
- Department of Pathology, St. Jude Children’s Research Hospital, Memphis, Tennessee, United States
| | - Michael Edmonson
- Department of Computational Biology, St. Jude Children’s Research Hospital, Memphis, Tennessee, United States
| | - Stanley B. Pounds
- Department of Biostatistics, St. Jude Children’s Research Hospital, Memphis, Tennessee, United States
| | - Lei Shi
- Department of Biostatistics, St. Jude Children’s Research Hospital, Memphis, Tennessee, United States
| | - Xin Zhou
- Department of Computational Biology, St. Jude Children’s Research Hospital, Memphis, Tennessee, United States
| | - Xiaotu Ma
- Department of Computational Biology, St. Jude Children’s Research Hospital, Memphis, Tennessee, United States
| | - Edgar Sioson
- Department of Computational Biology, St. Jude Children’s Research Hospital, Memphis, Tennessee, United States
| | - Yongjin Li
- Department of Computational Biology, St. Jude Children’s Research Hospital, Memphis, Tennessee, United States
| | - Michael Rusch
- Department of Computational Biology, St. Jude Children’s Research Hospital, Memphis, Tennessee, United States
| | - Pankaj Gupta
- Department of Computational Biology, St. Jude Children’s Research Hospital, Memphis, Tennessee, United States
| | - Deqing Pei
- Department of Biostatistics, St. Jude Children’s Research Hospital, Memphis, Tennessee, United States
| | - Cheng Cheng
- Department of Biostatistics, St. Jude Children’s Research Hospital, Memphis, Tennessee, United States
| | - Malcolm A. Smith
- Cancer Therapy Evaluation Program, National Cancer Institute, Bethesda, Maryland, United States
| | - Jaime Guidry Auvil
- Office of Cancer Genomics, National Cancer Institute, Bethesda, Maryland United States
| | - Daniela S. Gerhard
- Office of Cancer Genomics, National Cancer Institute, Bethesda, Maryland United States
| | - Mary V. Relling
- Department of Pharmaceutical Sciences, St. Jude Children’s Research Hospital, Memphis, Tennessee, United States
| | - Naomi J. Winick
- University of Texas Southwestern Medical Center, Dallas, Texas, United States
| | - Andrew J. Carroll
- Department of Genetics, University of Alabama at Birmingham, Birmingham, Alabama, United States
| | - Nyla A. Heerema
- Department of Pathology, College of Medicine, The Ohio State University, Columbus, Ohio, United States
| | - Elizabeth Raetz
- Department of Pediatrics, Huntsman Cancer Institute and Primary Children’s Hospital, University of Utah, Salt Lake City, Utah, United States
| | - Meenakshi Devidas
- Department of Biostatistics, Colleges of Medicine, Public Health & Health Profession, University of Florida, Gainesville, Florida, United States
| | - Cheryl L. Willman
- Department of Pathology, The Cancer Research and Treatment Center, University of New Mexico, Albuquerque, New Mexico, United States
| | - Richard C. Harvey
- Department of Pathology, The Cancer Research and Treatment Center, University of New Mexico, Albuquerque, New Mexico, United States
| | - William L. Carroll
- Department of Pediatrics, Perlmutter Cancer Center, New York University Medical Center, New York, New York, United States
| | - Kimberly P. Dunsmore
- Health Sciences Center, University of Virginia, Charlottesville, Virginia, United States
| | - Stuart S. Winter
- Department of Pediatrics, University of New Mexico, Albuquerque, New Mexico, United States
| | - Brent L Wood
- Seattle Cancer Care Alliance, Seattle, Washington, United States
| | - Brian P. Sorrentino
- Department of Hematology, St. Jude Children’s Research Hospital, Memphis, Tennessee, United States
| | - James R. Downing
- Department of Pathology, St. Jude Children’s Research Hospital, Memphis, Tennessee, United States
| | - Mignon L. Loh
- Department of Pediatrics, Benioff Children’s Hospital, University of California at San Francisco, San Francisco, California, United States
| | - Stephen P Hunger
- Department of Pediatrics and the Center for Childhood Cancer Research, Children’s Hospital of Philadelphia and the Perelman School of Medicine at the University of Pennsylvania, Philadelphia, Pennsylvania, United States,Address for correspondence: Stephen P. Hunger, Children’s Hospital of Philadelphia, CTRB #3060, 3501 Civic Center Boulevard, Philadelphia, PA 19104, ; Jinghui Zhang, St. Jude Children’s Research Hospital, Department of Computational Biology, 262 Danny Thomas Place, Mail Stop 1135, Memphis, TN 38105, T: 1-901-595- 6829, ; Charles G. Mullighan, St. Jude Children’s Research Hospital, Department of Pathology, Mail Stop 342, 262 Danny Thomas Place, Memphis, TN 38105, T: 1-901-595-3387, F: 1-901-595-5947,
| | - Jinghui Zhang
- Department of Computational Biology, St. Jude Children’s Research Hospital, Memphis, Tennessee, United States,Address for correspondence: Stephen P. Hunger, Children’s Hospital of Philadelphia, CTRB #3060, 3501 Civic Center Boulevard, Philadelphia, PA 19104, ; Jinghui Zhang, St. Jude Children’s Research Hospital, Department of Computational Biology, 262 Danny Thomas Place, Mail Stop 1135, Memphis, TN 38105, T: 1-901-595- 6829, ; Charles G. Mullighan, St. Jude Children’s Research Hospital, Department of Pathology, Mail Stop 342, 262 Danny Thomas Place, Memphis, TN 38105, T: 1-901-595-3387, F: 1-901-595-5947,
| | - Charles G. Mullighan
- Department of Pathology, St. Jude Children’s Research Hospital, Memphis, Tennessee, United States,Address for correspondence: Stephen P. Hunger, Children’s Hospital of Philadelphia, CTRB #3060, 3501 Civic Center Boulevard, Philadelphia, PA 19104, ; Jinghui Zhang, St. Jude Children’s Research Hospital, Department of Computational Biology, 262 Danny Thomas Place, Mail Stop 1135, Memphis, TN 38105, T: 1-901-595- 6829, ; Charles G. Mullighan, St. Jude Children’s Research Hospital, Department of Pathology, Mail Stop 342, 262 Danny Thomas Place, Memphis, TN 38105, T: 1-901-595-3387, F: 1-901-595-5947,
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Mastellaro MJ, Seidinger AL, Kang G, Abrahão R, Miranda ECM, Pounds SB, Cardinalli IA, Aguiar SS, Figueiredo BC, Rodriguez-Galindo C, Brandalise SR, Yunes JA, Barros-Filho ADA, Ribeiro RC. Contribution of the TP53 R337H mutation to the cancer burden in southern Brazil: Insights from the study of 55 families of children with adrenocortical tumors. Cancer 2017; 123:3150-3158. [PMID: 28387921 DOI: 10.1002/cncr.30703] [Citation(s) in RCA: 23] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/13/2016] [Revised: 03/06/2017] [Accepted: 03/07/2017] [Indexed: 11/06/2022]
Abstract
BACKGROUND The tumor protein p53 (TP53) arginine-to-histidine mutation at codon 337 (R337H) predisposes children to adrenocortical tumors (ACTs) and, rarely, to other childhood tumors, but its impact on adult cancer remains undetermined. The objective of this study was to investigate the frequency and types of cancer in relatives of children with ACT who carry the TP53 R337H mutation. METHODS TP53 R337H testing was offered to relatives of probands with ACT. The parental lineage segregating the R337H mutation was identified in all families. The frequency and distribution of cancer types were compared according to R337H status. The authors' data also were compared with those publicly available for children with TP53 mutations other than R337H. RESULTS The mean and median follow-up times for the probands with ACT were 11.2 years and 9.7 years (range, 3-32 years), respectively. During this time, cancer was diagnosed in 12 of 81 first-degree relatives (14.8%) carrying the R337H mutation but in only 1 of 94 noncarriers (1.1%; P = .0022). At age 45 years, the cumulative risk of cancer was 21% (95% confidence interval, 5%-33%) in carriers and 2% (95% confidence interval, 0%-4%) in noncarriers (P = .008). The frequency of cancer was higher in the R337H segregating lineages than in the nonsegregating lineages (249 of 1410 vs 66 of 984 individuals; P < .001). Breast and gastric cancer were the most common types. CONCLUSIONS TP53 R337H carriers have a lifelong predisposition to cancer with a bimodal age distribution: 1 peak, represented by ACT, occurs in the first decade of life, and another peak of diverse cancer types occurs in the fifth decade. The current findings have implications for genetic counseling and surveillance of R337H carriers. Cancer 2017;123:3150-58. © 2017 American Cancer Society.
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Affiliation(s)
- Maria J Mastellaro
- Graduate Program in Child and Adolescent Health, School of Medical Sciences, University of Campinas, Campinas, Sao Paulo, Brazil.,Pediatric Oncology Department, Boldrini Children's Center, Campinas, Sao Paulo, Brazil
| | - Ana L Seidinger
- Medical Genetics Department, School of Medical Sciences, University of Campinas, Campinas, Sao Paulo, Brazil.,Molecular Biology Laboratory, Boldrini Children's Center, Campinas, Campinas, Sao Paulo, Brazil
| | - Guolian Kang
- Department of Biostatistics, St Jude Children's Research Hospital, Memphis, Tennessee
| | - Renata Abrahão
- Department of Noncommunicable Disease Epidemiology, London School of Hygiene and Tropical Medicine, London, United Kingdom
| | - Eliana C M Miranda
- Data Center and Statistics, Hematology and Hemotherapy Department, University of Campinas, Campinas, Sao Paulo, Brazil
| | - Stanley B Pounds
- Department of Biostatistics, St Jude Children's Research Hospital, Memphis, Tennessee
| | - Izilda A Cardinalli
- Department of Pathology, Boldrini Children's Center, Campinas, Sao Paulo, Brazil
| | - Simone S Aguiar
- Pediatric Oncology Department, Boldrini Children's Center, Campinas, Sao Paulo, Brazil.,Center for Pediatrics Research (CIPED), University of Campinas, Campinas, Sao Paulo, Brazil
| | - Bonald C Figueiredo
- Federal University of Parana and Pele Pequeno Principe Research Institute, Curitiba, Parana, Brazil
| | - Carlos Rodriguez-Galindo
- Department of Global Medicine, International Outreach Program, St Jude Children's Research Hospital, Memphis, Tennessee.,Department of Oncology, St Jude Children's Research Hospital, Memphis, Tennessee
| | - Silvia R Brandalise
- Department of Oncology and Hematology, Boldrini Children's Center, Campinas, Sao Paulo, Brazil
| | - José A Yunes
- Medical Genetics Department, School of Medical Sciences, University of Campinas, Campinas, Sao Paulo, Brazil.,Molecular Biology Laboratory, Boldrini Children's Center, Campinas, Campinas, Sao Paulo, Brazil
| | - Antônio de A Barros-Filho
- Department of Pediatrics, School of Medical Sciences, University of Campinas, Campinas, Sao Paulo, Brazil
| | - Raul C Ribeiro
- Department of Global Medicine, International Outreach Program, St Jude Children's Research Hospital, Memphis, Tennessee.,Department of Oncology, St Jude Children's Research Hospital, Memphis, Tennessee
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29
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Drenberg CD, Gibson AA, Pounds SB, Shi L, Rhinehart DP, Li L, Hu S, Du G, Nies AT, Schwab M, Pabla N, Blum W, Gruber TA, Baker SD, Sparreboom A. OCTN1 Is a High-Affinity Carrier of Nucleoside Analogues. Cancer Res 2017; 77:2102-2111. [PMID: 28209616 DOI: 10.1158/0008-5472.can-16-2548] [Citation(s) in RCA: 38] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2016] [Revised: 01/06/2017] [Accepted: 01/24/2017] [Indexed: 11/16/2022]
Abstract
Resistance to xenobiotic nucleosides used to treat acute myeloid leukemia (AML) and other cancers remains a major obstacle to clinical management. One process suggested to participate in resistance is reduced uptake into tumor cells via nucleoside transporters, although precise mechanisms are not understood. Through transcriptomic profiling, we determined that low expression of the ergothioneine transporter OCTN1 (SLC22A4; ETT) strongly predicts poor event-free survival and overall survival in multiple cohorts of AML patients receiving treatment with the cytidine nucleoside analogue cytarabine. Cell biological studies confirmed OCTN1-mediated transport of cytarabine and various structurally related cytidine analogues, such as 2'deoxycytidine and gemcitabine, occurs through a saturable process that is highly sensitive to inhibition by the classic nucleoside transporter inhibitors dipyridamole and nitrobenzylmercaptopurine ribonucleoside. Our findings have immediate clinical implications given the potential of the identified transport system to help refine strategies that could improve patient survival across multiple cancer types where nucleoside analogues are used in cancer treatment. Cancer Res; 77(8); 2102-11. ©2017 AACR.
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Affiliation(s)
- Christina D Drenberg
- Division of Pharmaceutics, College of Pharmacy, The Ohio State University, Columbus, Ohio
| | - Alice A Gibson
- Division of Pharmaceutics, College of Pharmacy, The Ohio State University, Columbus, Ohio
| | - Stanley B Pounds
- Department of Biostatistics, St. Jude Children's Research Hospital, Memphis, Tennessee
| | - Lei Shi
- Department of Biostatistics, St. Jude Children's Research Hospital, Memphis, Tennessee
| | - Dena P Rhinehart
- Department of Pharmaceutical Sciences, St. Jude Children's Research Hospital, Memphis, Tennessee
| | - Lie Li
- Department of Pharmaceutical Sciences, St. Jude Children's Research Hospital, Memphis, Tennessee
| | - Shuiying Hu
- Division of Pharmaceutics, College of Pharmacy, The Ohio State University, Columbus, Ohio
| | - Guoqing Du
- Department of Oncology, St. Jude Children's Research Hospital, Memphis, Tennessee
| | - Anne T Nies
- Dr. Margarete Fischer-Bosch Institute of Clinical Pharmacology, Stuttgart, Germany.,University of Tübingen, Tübingen, Germany
| | - Matthias Schwab
- Dr. Margarete Fischer-Bosch Institute of Clinical Pharmacology, Stuttgart, Germany.,Department of Clinical Pharmacology, University Hospital, Tübingen, Germany
| | - Navjotsingh Pabla
- Division of Pharmaceutics, College of Pharmacy, The Ohio State University, Columbus, Ohio
| | - William Blum
- Division of Hematology, The Department of Internal Medicine, The Ohio State University Comprehensive Cancer Center, The Ohio State University, Columbus, Ohio
| | - Tanja A Gruber
- Department of Oncology, St. Jude Children's Research Hospital, Memphis, Tennessee
| | - Sharyn D Baker
- Division of Pharmaceutics, College of Pharmacy, The Ohio State University, Columbus, Ohio.
| | - Alex Sparreboom
- Division of Pharmaceutics, College of Pharmacy, The Ohio State University, Columbus, Ohio.
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30
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Roberts KG, Gu Z, Payne-Turner D, McCastlain K, Harvey RC, Chen IM, Pei D, Iacobucci I, Valentine M, Pounds SB, Shi L, Li Y, Zhang J, Cheng C, Rambaldi A, Tosi M, Spinelli O, Radich JP, Minden MD, Rowe JM, Luger S, Litzow MR, Tallman MS, Wiernik PH, Bhatia R, Aldoss I, Kohlschmidt J, Mrózek K, Marcucci G, Bloomfield CD, Stock W, Kornblau S, Kantarjian HM, Konopleva M, Paietta E, Willman CL, Mullighan CG. High Frequency and Poor Outcome of Philadelphia Chromosome-Like Acute Lymphoblastic Leukemia in Adults. J Clin Oncol 2016; 35:394-401. [PMID: 27870571 DOI: 10.1200/jco.2016.69.0073] [Citation(s) in RCA: 269] [Impact Index Per Article: 33.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/15/2023] Open
Abstract
Purpose Philadelphia chromosome (Ph) -like acute lymphoblastic leukemia (ALL) is a high-risk subtype of childhood ALL characterized by kinase-activating alterations that are amenable to treatment with tyrosine kinase inhibitors. We sought to define the prevalence and genomic landscape of Ph-like ALL in adults and assess response to conventional chemotherapy. Patients and Methods The frequency of Ph-like ALL was assessed by gene expression profiling of 798 patients with B-cell ALL age 21 to 86 years. Event-free survival and overall survival were determined for Ph-like ALL versus non-Ph-like ALL patients. Detailed genomic analysis was performed on 180 of 194 patients with Ph-like ALL. Results Patients with Ph-like ALL accounted for more than 20% of adults with ALL, including 27.9% of young adults (age 21 to 39 years), 20.4% of adults (age 40 to 59 years), and 24.0% of older adults (age 60 to 86 years). Overall, patients with Ph-like ALL had an inferior 5-year event-free survival compared with patients with non-Ph-like ALL (22.5% [95% CI, 14.9% to 29.3%; n = 155] v 49.3% [95% CI, 42.8% to 56.2%; n = 247], respectively; P < .001). We identified kinase-activating alterations in 88% of patients with Ph-like ALL, including CRLF2 rearrangements (51%), ABL class fusions (9.8%), JAK2 or EPOR rearrangements (12.4%), other JAK-STAT sequence mutations (7.2%), other kinase alterations (4.1%), and Ras pathway mutations (3.6%). Eleven new kinase rearrangements were identified, including four involving new kinase or cytokine receptor genes and seven involving new partners for previously identified genes. Conclusion Ph-like ALL is a highly prevalent subtype of ALL in adults and is associated with poor outcome. The diverse range of kinase-activating alterations in Ph-like ALL has important therapeutic implications. Trials comparing the addition of tyrosine kinase inhibitors to conventional therapy are required to evaluate the clinical utility of these agents in the treatment of Ph-like ALL.
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Affiliation(s)
- Kathryn G Roberts
- Kathryn G. Roberts, Zhaohui Gu, Debbie Payne-Turner, Kelly McCastlain, Deqing Pei, Ilaria Iacobucci, Marcus Valentine, Stanley B. Pounds, Lei Shi, Yongjin Li, Jinghui Zhang, Cheng Cheng, and Charles G. Mullighan, St Jude Children's Research Hospital, Memphis, TN; Richard C. Harvey, I-Ming Chen, and Cheryl L. Willman, University of New Mexico Cancer Center, Albuquerque, NM; Alessandro Rambaldi, Manuela Tosi, and Orietta Spinelli, Ospedale Papa Giovanni XXIII, Bergamo, Italy; Jerald P. Radich, Fred Hutchinson Cancer Research Center, Seattle, WA; Mark D. Minden, Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada; Jacob M. Rowe, Shaare Zedek Medical Center, Jerusalem, Israel; Selina Luger, Abramson Cancer Center, University of Pennsylvania, Philadelphia, PA; Mark R. Litzow, Mayo Clinic, Rochester, MN; Martin S. Tallman, Memorial Sloan Kettering Cancer Center, Weill Cornell Medical College, New York; Peter H. Wiernik, Cancer Research Foundation of New York; Elisabeth Paietta, Montefiore Medical Center, Albert Einstein College of Medicine, Bronx, NY; Ravi Bhatia, The University of Alabama at Birmingham, Birmingham, AL; Ibrahim Aldoss and Guido Marcucci, City of Hope, Duarte, CA; Jessica Kohlschmidt, Krzysztof Mrózek, and Clara D. Bloomfield, Comprehensive Cancer Center, The Ohio State University, Columbus, OH; Wendy Stock, University of Chicago Medical Center, Chicago, IL; and Stephen Kornblau, Hagop M. Kantarjian, and Marina Konopleva, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Zhaohui Gu
- Kathryn G. Roberts, Zhaohui Gu, Debbie Payne-Turner, Kelly McCastlain, Deqing Pei, Ilaria Iacobucci, Marcus Valentine, Stanley B. Pounds, Lei Shi, Yongjin Li, Jinghui Zhang, Cheng Cheng, and Charles G. Mullighan, St Jude Children's Research Hospital, Memphis, TN; Richard C. Harvey, I-Ming Chen, and Cheryl L. Willman, University of New Mexico Cancer Center, Albuquerque, NM; Alessandro Rambaldi, Manuela Tosi, and Orietta Spinelli, Ospedale Papa Giovanni XXIII, Bergamo, Italy; Jerald P. Radich, Fred Hutchinson Cancer Research Center, Seattle, WA; Mark D. Minden, Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada; Jacob M. Rowe, Shaare Zedek Medical Center, Jerusalem, Israel; Selina Luger, Abramson Cancer Center, University of Pennsylvania, Philadelphia, PA; Mark R. Litzow, Mayo Clinic, Rochester, MN; Martin S. Tallman, Memorial Sloan Kettering Cancer Center, Weill Cornell Medical College, New York; Peter H. Wiernik, Cancer Research Foundation of New York; Elisabeth Paietta, Montefiore Medical Center, Albert Einstein College of Medicine, Bronx, NY; Ravi Bhatia, The University of Alabama at Birmingham, Birmingham, AL; Ibrahim Aldoss and Guido Marcucci, City of Hope, Duarte, CA; Jessica Kohlschmidt, Krzysztof Mrózek, and Clara D. Bloomfield, Comprehensive Cancer Center, The Ohio State University, Columbus, OH; Wendy Stock, University of Chicago Medical Center, Chicago, IL; and Stephen Kornblau, Hagop M. Kantarjian, and Marina Konopleva, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Debbie Payne-Turner
- Kathryn G. Roberts, Zhaohui Gu, Debbie Payne-Turner, Kelly McCastlain, Deqing Pei, Ilaria Iacobucci, Marcus Valentine, Stanley B. Pounds, Lei Shi, Yongjin Li, Jinghui Zhang, Cheng Cheng, and Charles G. Mullighan, St Jude Children's Research Hospital, Memphis, TN; Richard C. Harvey, I-Ming Chen, and Cheryl L. Willman, University of New Mexico Cancer Center, Albuquerque, NM; Alessandro Rambaldi, Manuela Tosi, and Orietta Spinelli, Ospedale Papa Giovanni XXIII, Bergamo, Italy; Jerald P. Radich, Fred Hutchinson Cancer Research Center, Seattle, WA; Mark D. Minden, Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada; Jacob M. Rowe, Shaare Zedek Medical Center, Jerusalem, Israel; Selina Luger, Abramson Cancer Center, University of Pennsylvania, Philadelphia, PA; Mark R. Litzow, Mayo Clinic, Rochester, MN; Martin S. Tallman, Memorial Sloan Kettering Cancer Center, Weill Cornell Medical College, New York; Peter H. Wiernik, Cancer Research Foundation of New York; Elisabeth Paietta, Montefiore Medical Center, Albert Einstein College of Medicine, Bronx, NY; Ravi Bhatia, The University of Alabama at Birmingham, Birmingham, AL; Ibrahim Aldoss and Guido Marcucci, City of Hope, Duarte, CA; Jessica Kohlschmidt, Krzysztof Mrózek, and Clara D. Bloomfield, Comprehensive Cancer Center, The Ohio State University, Columbus, OH; Wendy Stock, University of Chicago Medical Center, Chicago, IL; and Stephen Kornblau, Hagop M. Kantarjian, and Marina Konopleva, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Kelly McCastlain
- Kathryn G. Roberts, Zhaohui Gu, Debbie Payne-Turner, Kelly McCastlain, Deqing Pei, Ilaria Iacobucci, Marcus Valentine, Stanley B. Pounds, Lei Shi, Yongjin Li, Jinghui Zhang, Cheng Cheng, and Charles G. Mullighan, St Jude Children's Research Hospital, Memphis, TN; Richard C. Harvey, I-Ming Chen, and Cheryl L. Willman, University of New Mexico Cancer Center, Albuquerque, NM; Alessandro Rambaldi, Manuela Tosi, and Orietta Spinelli, Ospedale Papa Giovanni XXIII, Bergamo, Italy; Jerald P. Radich, Fred Hutchinson Cancer Research Center, Seattle, WA; Mark D. Minden, Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada; Jacob M. Rowe, Shaare Zedek Medical Center, Jerusalem, Israel; Selina Luger, Abramson Cancer Center, University of Pennsylvania, Philadelphia, PA; Mark R. Litzow, Mayo Clinic, Rochester, MN; Martin S. Tallman, Memorial Sloan Kettering Cancer Center, Weill Cornell Medical College, New York; Peter H. Wiernik, Cancer Research Foundation of New York; Elisabeth Paietta, Montefiore Medical Center, Albert Einstein College of Medicine, Bronx, NY; Ravi Bhatia, The University of Alabama at Birmingham, Birmingham, AL; Ibrahim Aldoss and Guido Marcucci, City of Hope, Duarte, CA; Jessica Kohlschmidt, Krzysztof Mrózek, and Clara D. Bloomfield, Comprehensive Cancer Center, The Ohio State University, Columbus, OH; Wendy Stock, University of Chicago Medical Center, Chicago, IL; and Stephen Kornblau, Hagop M. Kantarjian, and Marina Konopleva, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Richard C Harvey
- Kathryn G. Roberts, Zhaohui Gu, Debbie Payne-Turner, Kelly McCastlain, Deqing Pei, Ilaria Iacobucci, Marcus Valentine, Stanley B. Pounds, Lei Shi, Yongjin Li, Jinghui Zhang, Cheng Cheng, and Charles G. Mullighan, St Jude Children's Research Hospital, Memphis, TN; Richard C. Harvey, I-Ming Chen, and Cheryl L. Willman, University of New Mexico Cancer Center, Albuquerque, NM; Alessandro Rambaldi, Manuela Tosi, and Orietta Spinelli, Ospedale Papa Giovanni XXIII, Bergamo, Italy; Jerald P. Radich, Fred Hutchinson Cancer Research Center, Seattle, WA; Mark D. Minden, Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada; Jacob M. Rowe, Shaare Zedek Medical Center, Jerusalem, Israel; Selina Luger, Abramson Cancer Center, University of Pennsylvania, Philadelphia, PA; Mark R. Litzow, Mayo Clinic, Rochester, MN; Martin S. Tallman, Memorial Sloan Kettering Cancer Center, Weill Cornell Medical College, New York; Peter H. Wiernik, Cancer Research Foundation of New York; Elisabeth Paietta, Montefiore Medical Center, Albert Einstein College of Medicine, Bronx, NY; Ravi Bhatia, The University of Alabama at Birmingham, Birmingham, AL; Ibrahim Aldoss and Guido Marcucci, City of Hope, Duarte, CA; Jessica Kohlschmidt, Krzysztof Mrózek, and Clara D. Bloomfield, Comprehensive Cancer Center, The Ohio State University, Columbus, OH; Wendy Stock, University of Chicago Medical Center, Chicago, IL; and Stephen Kornblau, Hagop M. Kantarjian, and Marina Konopleva, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - I-Ming Chen
- Kathryn G. Roberts, Zhaohui Gu, Debbie Payne-Turner, Kelly McCastlain, Deqing Pei, Ilaria Iacobucci, Marcus Valentine, Stanley B. Pounds, Lei Shi, Yongjin Li, Jinghui Zhang, Cheng Cheng, and Charles G. Mullighan, St Jude Children's Research Hospital, Memphis, TN; Richard C. Harvey, I-Ming Chen, and Cheryl L. Willman, University of New Mexico Cancer Center, Albuquerque, NM; Alessandro Rambaldi, Manuela Tosi, and Orietta Spinelli, Ospedale Papa Giovanni XXIII, Bergamo, Italy; Jerald P. Radich, Fred Hutchinson Cancer Research Center, Seattle, WA; Mark D. Minden, Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada; Jacob M. Rowe, Shaare Zedek Medical Center, Jerusalem, Israel; Selina Luger, Abramson Cancer Center, University of Pennsylvania, Philadelphia, PA; Mark R. Litzow, Mayo Clinic, Rochester, MN; Martin S. Tallman, Memorial Sloan Kettering Cancer Center, Weill Cornell Medical College, New York; Peter H. Wiernik, Cancer Research Foundation of New York; Elisabeth Paietta, Montefiore Medical Center, Albert Einstein College of Medicine, Bronx, NY; Ravi Bhatia, The University of Alabama at Birmingham, Birmingham, AL; Ibrahim Aldoss and Guido Marcucci, City of Hope, Duarte, CA; Jessica Kohlschmidt, Krzysztof Mrózek, and Clara D. Bloomfield, Comprehensive Cancer Center, The Ohio State University, Columbus, OH; Wendy Stock, University of Chicago Medical Center, Chicago, IL; and Stephen Kornblau, Hagop M. Kantarjian, and Marina Konopleva, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Deqing Pei
- Kathryn G. Roberts, Zhaohui Gu, Debbie Payne-Turner, Kelly McCastlain, Deqing Pei, Ilaria Iacobucci, Marcus Valentine, Stanley B. Pounds, Lei Shi, Yongjin Li, Jinghui Zhang, Cheng Cheng, and Charles G. Mullighan, St Jude Children's Research Hospital, Memphis, TN; Richard C. Harvey, I-Ming Chen, and Cheryl L. Willman, University of New Mexico Cancer Center, Albuquerque, NM; Alessandro Rambaldi, Manuela Tosi, and Orietta Spinelli, Ospedale Papa Giovanni XXIII, Bergamo, Italy; Jerald P. Radich, Fred Hutchinson Cancer Research Center, Seattle, WA; Mark D. Minden, Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada; Jacob M. Rowe, Shaare Zedek Medical Center, Jerusalem, Israel; Selina Luger, Abramson Cancer Center, University of Pennsylvania, Philadelphia, PA; Mark R. Litzow, Mayo Clinic, Rochester, MN; Martin S. Tallman, Memorial Sloan Kettering Cancer Center, Weill Cornell Medical College, New York; Peter H. Wiernik, Cancer Research Foundation of New York; Elisabeth Paietta, Montefiore Medical Center, Albert Einstein College of Medicine, Bronx, NY; Ravi Bhatia, The University of Alabama at Birmingham, Birmingham, AL; Ibrahim Aldoss and Guido Marcucci, City of Hope, Duarte, CA; Jessica Kohlschmidt, Krzysztof Mrózek, and Clara D. Bloomfield, Comprehensive Cancer Center, The Ohio State University, Columbus, OH; Wendy Stock, University of Chicago Medical Center, Chicago, IL; and Stephen Kornblau, Hagop M. Kantarjian, and Marina Konopleva, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Ilaria Iacobucci
- Kathryn G. Roberts, Zhaohui Gu, Debbie Payne-Turner, Kelly McCastlain, Deqing Pei, Ilaria Iacobucci, Marcus Valentine, Stanley B. Pounds, Lei Shi, Yongjin Li, Jinghui Zhang, Cheng Cheng, and Charles G. Mullighan, St Jude Children's Research Hospital, Memphis, TN; Richard C. Harvey, I-Ming Chen, and Cheryl L. Willman, University of New Mexico Cancer Center, Albuquerque, NM; Alessandro Rambaldi, Manuela Tosi, and Orietta Spinelli, Ospedale Papa Giovanni XXIII, Bergamo, Italy; Jerald P. Radich, Fred Hutchinson Cancer Research Center, Seattle, WA; Mark D. Minden, Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada; Jacob M. Rowe, Shaare Zedek Medical Center, Jerusalem, Israel; Selina Luger, Abramson Cancer Center, University of Pennsylvania, Philadelphia, PA; Mark R. Litzow, Mayo Clinic, Rochester, MN; Martin S. Tallman, Memorial Sloan Kettering Cancer Center, Weill Cornell Medical College, New York; Peter H. Wiernik, Cancer Research Foundation of New York; Elisabeth Paietta, Montefiore Medical Center, Albert Einstein College of Medicine, Bronx, NY; Ravi Bhatia, The University of Alabama at Birmingham, Birmingham, AL; Ibrahim Aldoss and Guido Marcucci, City of Hope, Duarte, CA; Jessica Kohlschmidt, Krzysztof Mrózek, and Clara D. Bloomfield, Comprehensive Cancer Center, The Ohio State University, Columbus, OH; Wendy Stock, University of Chicago Medical Center, Chicago, IL; and Stephen Kornblau, Hagop M. Kantarjian, and Marina Konopleva, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Marcus Valentine
- Kathryn G. Roberts, Zhaohui Gu, Debbie Payne-Turner, Kelly McCastlain, Deqing Pei, Ilaria Iacobucci, Marcus Valentine, Stanley B. Pounds, Lei Shi, Yongjin Li, Jinghui Zhang, Cheng Cheng, and Charles G. Mullighan, St Jude Children's Research Hospital, Memphis, TN; Richard C. Harvey, I-Ming Chen, and Cheryl L. Willman, University of New Mexico Cancer Center, Albuquerque, NM; Alessandro Rambaldi, Manuela Tosi, and Orietta Spinelli, Ospedale Papa Giovanni XXIII, Bergamo, Italy; Jerald P. Radich, Fred Hutchinson Cancer Research Center, Seattle, WA; Mark D. Minden, Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada; Jacob M. Rowe, Shaare Zedek Medical Center, Jerusalem, Israel; Selina Luger, Abramson Cancer Center, University of Pennsylvania, Philadelphia, PA; Mark R. Litzow, Mayo Clinic, Rochester, MN; Martin S. Tallman, Memorial Sloan Kettering Cancer Center, Weill Cornell Medical College, New York; Peter H. Wiernik, Cancer Research Foundation of New York; Elisabeth Paietta, Montefiore Medical Center, Albert Einstein College of Medicine, Bronx, NY; Ravi Bhatia, The University of Alabama at Birmingham, Birmingham, AL; Ibrahim Aldoss and Guido Marcucci, City of Hope, Duarte, CA; Jessica Kohlschmidt, Krzysztof Mrózek, and Clara D. Bloomfield, Comprehensive Cancer Center, The Ohio State University, Columbus, OH; Wendy Stock, University of Chicago Medical Center, Chicago, IL; and Stephen Kornblau, Hagop M. Kantarjian, and Marina Konopleva, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Stanley B Pounds
- Kathryn G. Roberts, Zhaohui Gu, Debbie Payne-Turner, Kelly McCastlain, Deqing Pei, Ilaria Iacobucci, Marcus Valentine, Stanley B. Pounds, Lei Shi, Yongjin Li, Jinghui Zhang, Cheng Cheng, and Charles G. Mullighan, St Jude Children's Research Hospital, Memphis, TN; Richard C. Harvey, I-Ming Chen, and Cheryl L. Willman, University of New Mexico Cancer Center, Albuquerque, NM; Alessandro Rambaldi, Manuela Tosi, and Orietta Spinelli, Ospedale Papa Giovanni XXIII, Bergamo, Italy; Jerald P. Radich, Fred Hutchinson Cancer Research Center, Seattle, WA; Mark D. Minden, Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada; Jacob M. Rowe, Shaare Zedek Medical Center, Jerusalem, Israel; Selina Luger, Abramson Cancer Center, University of Pennsylvania, Philadelphia, PA; Mark R. Litzow, Mayo Clinic, Rochester, MN; Martin S. Tallman, Memorial Sloan Kettering Cancer Center, Weill Cornell Medical College, New York; Peter H. Wiernik, Cancer Research Foundation of New York; Elisabeth Paietta, Montefiore Medical Center, Albert Einstein College of Medicine, Bronx, NY; Ravi Bhatia, The University of Alabama at Birmingham, Birmingham, AL; Ibrahim Aldoss and Guido Marcucci, City of Hope, Duarte, CA; Jessica Kohlschmidt, Krzysztof Mrózek, and Clara D. Bloomfield, Comprehensive Cancer Center, The Ohio State University, Columbus, OH; Wendy Stock, University of Chicago Medical Center, Chicago, IL; and Stephen Kornblau, Hagop M. Kantarjian, and Marina Konopleva, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Lei Shi
- Kathryn G. Roberts, Zhaohui Gu, Debbie Payne-Turner, Kelly McCastlain, Deqing Pei, Ilaria Iacobucci, Marcus Valentine, Stanley B. Pounds, Lei Shi, Yongjin Li, Jinghui Zhang, Cheng Cheng, and Charles G. Mullighan, St Jude Children's Research Hospital, Memphis, TN; Richard C. Harvey, I-Ming Chen, and Cheryl L. Willman, University of New Mexico Cancer Center, Albuquerque, NM; Alessandro Rambaldi, Manuela Tosi, and Orietta Spinelli, Ospedale Papa Giovanni XXIII, Bergamo, Italy; Jerald P. Radich, Fred Hutchinson Cancer Research Center, Seattle, WA; Mark D. Minden, Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada; Jacob M. Rowe, Shaare Zedek Medical Center, Jerusalem, Israel; Selina Luger, Abramson Cancer Center, University of Pennsylvania, Philadelphia, PA; Mark R. Litzow, Mayo Clinic, Rochester, MN; Martin S. Tallman, Memorial Sloan Kettering Cancer Center, Weill Cornell Medical College, New York; Peter H. Wiernik, Cancer Research Foundation of New York; Elisabeth Paietta, Montefiore Medical Center, Albert Einstein College of Medicine, Bronx, NY; Ravi Bhatia, The University of Alabama at Birmingham, Birmingham, AL; Ibrahim Aldoss and Guido Marcucci, City of Hope, Duarte, CA; Jessica Kohlschmidt, Krzysztof Mrózek, and Clara D. Bloomfield, Comprehensive Cancer Center, The Ohio State University, Columbus, OH; Wendy Stock, University of Chicago Medical Center, Chicago, IL; and Stephen Kornblau, Hagop M. Kantarjian, and Marina Konopleva, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Yongjin Li
- Kathryn G. Roberts, Zhaohui Gu, Debbie Payne-Turner, Kelly McCastlain, Deqing Pei, Ilaria Iacobucci, Marcus Valentine, Stanley B. Pounds, Lei Shi, Yongjin Li, Jinghui Zhang, Cheng Cheng, and Charles G. Mullighan, St Jude Children's Research Hospital, Memphis, TN; Richard C. Harvey, I-Ming Chen, and Cheryl L. Willman, University of New Mexico Cancer Center, Albuquerque, NM; Alessandro Rambaldi, Manuela Tosi, and Orietta Spinelli, Ospedale Papa Giovanni XXIII, Bergamo, Italy; Jerald P. Radich, Fred Hutchinson Cancer Research Center, Seattle, WA; Mark D. Minden, Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada; Jacob M. Rowe, Shaare Zedek Medical Center, Jerusalem, Israel; Selina Luger, Abramson Cancer Center, University of Pennsylvania, Philadelphia, PA; Mark R. Litzow, Mayo Clinic, Rochester, MN; Martin S. Tallman, Memorial Sloan Kettering Cancer Center, Weill Cornell Medical College, New York; Peter H. Wiernik, Cancer Research Foundation of New York; Elisabeth Paietta, Montefiore Medical Center, Albert Einstein College of Medicine, Bronx, NY; Ravi Bhatia, The University of Alabama at Birmingham, Birmingham, AL; Ibrahim Aldoss and Guido Marcucci, City of Hope, Duarte, CA; Jessica Kohlschmidt, Krzysztof Mrózek, and Clara D. Bloomfield, Comprehensive Cancer Center, The Ohio State University, Columbus, OH; Wendy Stock, University of Chicago Medical Center, Chicago, IL; and Stephen Kornblau, Hagop M. Kantarjian, and Marina Konopleva, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Jinghui Zhang
- Kathryn G. Roberts, Zhaohui Gu, Debbie Payne-Turner, Kelly McCastlain, Deqing Pei, Ilaria Iacobucci, Marcus Valentine, Stanley B. Pounds, Lei Shi, Yongjin Li, Jinghui Zhang, Cheng Cheng, and Charles G. Mullighan, St Jude Children's Research Hospital, Memphis, TN; Richard C. Harvey, I-Ming Chen, and Cheryl L. Willman, University of New Mexico Cancer Center, Albuquerque, NM; Alessandro Rambaldi, Manuela Tosi, and Orietta Spinelli, Ospedale Papa Giovanni XXIII, Bergamo, Italy; Jerald P. Radich, Fred Hutchinson Cancer Research Center, Seattle, WA; Mark D. Minden, Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada; Jacob M. Rowe, Shaare Zedek Medical Center, Jerusalem, Israel; Selina Luger, Abramson Cancer Center, University of Pennsylvania, Philadelphia, PA; Mark R. Litzow, Mayo Clinic, Rochester, MN; Martin S. Tallman, Memorial Sloan Kettering Cancer Center, Weill Cornell Medical College, New York; Peter H. Wiernik, Cancer Research Foundation of New York; Elisabeth Paietta, Montefiore Medical Center, Albert Einstein College of Medicine, Bronx, NY; Ravi Bhatia, The University of Alabama at Birmingham, Birmingham, AL; Ibrahim Aldoss and Guido Marcucci, City of Hope, Duarte, CA; Jessica Kohlschmidt, Krzysztof Mrózek, and Clara D. Bloomfield, Comprehensive Cancer Center, The Ohio State University, Columbus, OH; Wendy Stock, University of Chicago Medical Center, Chicago, IL; and Stephen Kornblau, Hagop M. Kantarjian, and Marina Konopleva, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Cheng Cheng
- Kathryn G. Roberts, Zhaohui Gu, Debbie Payne-Turner, Kelly McCastlain, Deqing Pei, Ilaria Iacobucci, Marcus Valentine, Stanley B. Pounds, Lei Shi, Yongjin Li, Jinghui Zhang, Cheng Cheng, and Charles G. Mullighan, St Jude Children's Research Hospital, Memphis, TN; Richard C. Harvey, I-Ming Chen, and Cheryl L. Willman, University of New Mexico Cancer Center, Albuquerque, NM; Alessandro Rambaldi, Manuela Tosi, and Orietta Spinelli, Ospedale Papa Giovanni XXIII, Bergamo, Italy; Jerald P. Radich, Fred Hutchinson Cancer Research Center, Seattle, WA; Mark D. Minden, Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada; Jacob M. Rowe, Shaare Zedek Medical Center, Jerusalem, Israel; Selina Luger, Abramson Cancer Center, University of Pennsylvania, Philadelphia, PA; Mark R. Litzow, Mayo Clinic, Rochester, MN; Martin S. Tallman, Memorial Sloan Kettering Cancer Center, Weill Cornell Medical College, New York; Peter H. Wiernik, Cancer Research Foundation of New York; Elisabeth Paietta, Montefiore Medical Center, Albert Einstein College of Medicine, Bronx, NY; Ravi Bhatia, The University of Alabama at Birmingham, Birmingham, AL; Ibrahim Aldoss and Guido Marcucci, City of Hope, Duarte, CA; Jessica Kohlschmidt, Krzysztof Mrózek, and Clara D. Bloomfield, Comprehensive Cancer Center, The Ohio State University, Columbus, OH; Wendy Stock, University of Chicago Medical Center, Chicago, IL; and Stephen Kornblau, Hagop M. Kantarjian, and Marina Konopleva, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Alessandro Rambaldi
- Kathryn G. Roberts, Zhaohui Gu, Debbie Payne-Turner, Kelly McCastlain, Deqing Pei, Ilaria Iacobucci, Marcus Valentine, Stanley B. Pounds, Lei Shi, Yongjin Li, Jinghui Zhang, Cheng Cheng, and Charles G. Mullighan, St Jude Children's Research Hospital, Memphis, TN; Richard C. Harvey, I-Ming Chen, and Cheryl L. Willman, University of New Mexico Cancer Center, Albuquerque, NM; Alessandro Rambaldi, Manuela Tosi, and Orietta Spinelli, Ospedale Papa Giovanni XXIII, Bergamo, Italy; Jerald P. Radich, Fred Hutchinson Cancer Research Center, Seattle, WA; Mark D. Minden, Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada; Jacob M. Rowe, Shaare Zedek Medical Center, Jerusalem, Israel; Selina Luger, Abramson Cancer Center, University of Pennsylvania, Philadelphia, PA; Mark R. Litzow, Mayo Clinic, Rochester, MN; Martin S. Tallman, Memorial Sloan Kettering Cancer Center, Weill Cornell Medical College, New York; Peter H. Wiernik, Cancer Research Foundation of New York; Elisabeth Paietta, Montefiore Medical Center, Albert Einstein College of Medicine, Bronx, NY; Ravi Bhatia, The University of Alabama at Birmingham, Birmingham, AL; Ibrahim Aldoss and Guido Marcucci, City of Hope, Duarte, CA; Jessica Kohlschmidt, Krzysztof Mrózek, and Clara D. Bloomfield, Comprehensive Cancer Center, The Ohio State University, Columbus, OH; Wendy Stock, University of Chicago Medical Center, Chicago, IL; and Stephen Kornblau, Hagop M. Kantarjian, and Marina Konopleva, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Manuela Tosi
- Kathryn G. Roberts, Zhaohui Gu, Debbie Payne-Turner, Kelly McCastlain, Deqing Pei, Ilaria Iacobucci, Marcus Valentine, Stanley B. Pounds, Lei Shi, Yongjin Li, Jinghui Zhang, Cheng Cheng, and Charles G. Mullighan, St Jude Children's Research Hospital, Memphis, TN; Richard C. Harvey, I-Ming Chen, and Cheryl L. Willman, University of New Mexico Cancer Center, Albuquerque, NM; Alessandro Rambaldi, Manuela Tosi, and Orietta Spinelli, Ospedale Papa Giovanni XXIII, Bergamo, Italy; Jerald P. Radich, Fred Hutchinson Cancer Research Center, Seattle, WA; Mark D. Minden, Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada; Jacob M. Rowe, Shaare Zedek Medical Center, Jerusalem, Israel; Selina Luger, Abramson Cancer Center, University of Pennsylvania, Philadelphia, PA; Mark R. Litzow, Mayo Clinic, Rochester, MN; Martin S. Tallman, Memorial Sloan Kettering Cancer Center, Weill Cornell Medical College, New York; Peter H. Wiernik, Cancer Research Foundation of New York; Elisabeth Paietta, Montefiore Medical Center, Albert Einstein College of Medicine, Bronx, NY; Ravi Bhatia, The University of Alabama at Birmingham, Birmingham, AL; Ibrahim Aldoss and Guido Marcucci, City of Hope, Duarte, CA; Jessica Kohlschmidt, Krzysztof Mrózek, and Clara D. Bloomfield, Comprehensive Cancer Center, The Ohio State University, Columbus, OH; Wendy Stock, University of Chicago Medical Center, Chicago, IL; and Stephen Kornblau, Hagop M. Kantarjian, and Marina Konopleva, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Orietta Spinelli
- Kathryn G. Roberts, Zhaohui Gu, Debbie Payne-Turner, Kelly McCastlain, Deqing Pei, Ilaria Iacobucci, Marcus Valentine, Stanley B. Pounds, Lei Shi, Yongjin Li, Jinghui Zhang, Cheng Cheng, and Charles G. Mullighan, St Jude Children's Research Hospital, Memphis, TN; Richard C. Harvey, I-Ming Chen, and Cheryl L. Willman, University of New Mexico Cancer Center, Albuquerque, NM; Alessandro Rambaldi, Manuela Tosi, and Orietta Spinelli, Ospedale Papa Giovanni XXIII, Bergamo, Italy; Jerald P. Radich, Fred Hutchinson Cancer Research Center, Seattle, WA; Mark D. Minden, Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada; Jacob M. Rowe, Shaare Zedek Medical Center, Jerusalem, Israel; Selina Luger, Abramson Cancer Center, University of Pennsylvania, Philadelphia, PA; Mark R. Litzow, Mayo Clinic, Rochester, MN; Martin S. Tallman, Memorial Sloan Kettering Cancer Center, Weill Cornell Medical College, New York; Peter H. Wiernik, Cancer Research Foundation of New York; Elisabeth Paietta, Montefiore Medical Center, Albert Einstein College of Medicine, Bronx, NY; Ravi Bhatia, The University of Alabama at Birmingham, Birmingham, AL; Ibrahim Aldoss and Guido Marcucci, City of Hope, Duarte, CA; Jessica Kohlschmidt, Krzysztof Mrózek, and Clara D. Bloomfield, Comprehensive Cancer Center, The Ohio State University, Columbus, OH; Wendy Stock, University of Chicago Medical Center, Chicago, IL; and Stephen Kornblau, Hagop M. Kantarjian, and Marina Konopleva, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Jerald P Radich
- Kathryn G. Roberts, Zhaohui Gu, Debbie Payne-Turner, Kelly McCastlain, Deqing Pei, Ilaria Iacobucci, Marcus Valentine, Stanley B. Pounds, Lei Shi, Yongjin Li, Jinghui Zhang, Cheng Cheng, and Charles G. Mullighan, St Jude Children's Research Hospital, Memphis, TN; Richard C. Harvey, I-Ming Chen, and Cheryl L. Willman, University of New Mexico Cancer Center, Albuquerque, NM; Alessandro Rambaldi, Manuela Tosi, and Orietta Spinelli, Ospedale Papa Giovanni XXIII, Bergamo, Italy; Jerald P. Radich, Fred Hutchinson Cancer Research Center, Seattle, WA; Mark D. Minden, Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada; Jacob M. Rowe, Shaare Zedek Medical Center, Jerusalem, Israel; Selina Luger, Abramson Cancer Center, University of Pennsylvania, Philadelphia, PA; Mark R. Litzow, Mayo Clinic, Rochester, MN; Martin S. Tallman, Memorial Sloan Kettering Cancer Center, Weill Cornell Medical College, New York; Peter H. Wiernik, Cancer Research Foundation of New York; Elisabeth Paietta, Montefiore Medical Center, Albert Einstein College of Medicine, Bronx, NY; Ravi Bhatia, The University of Alabama at Birmingham, Birmingham, AL; Ibrahim Aldoss and Guido Marcucci, City of Hope, Duarte, CA; Jessica Kohlschmidt, Krzysztof Mrózek, and Clara D. Bloomfield, Comprehensive Cancer Center, The Ohio State University, Columbus, OH; Wendy Stock, University of Chicago Medical Center, Chicago, IL; and Stephen Kornblau, Hagop M. Kantarjian, and Marina Konopleva, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Mark D Minden
- Kathryn G. Roberts, Zhaohui Gu, Debbie Payne-Turner, Kelly McCastlain, Deqing Pei, Ilaria Iacobucci, Marcus Valentine, Stanley B. Pounds, Lei Shi, Yongjin Li, Jinghui Zhang, Cheng Cheng, and Charles G. Mullighan, St Jude Children's Research Hospital, Memphis, TN; Richard C. Harvey, I-Ming Chen, and Cheryl L. Willman, University of New Mexico Cancer Center, Albuquerque, NM; Alessandro Rambaldi, Manuela Tosi, and Orietta Spinelli, Ospedale Papa Giovanni XXIII, Bergamo, Italy; Jerald P. Radich, Fred Hutchinson Cancer Research Center, Seattle, WA; Mark D. Minden, Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada; Jacob M. Rowe, Shaare Zedek Medical Center, Jerusalem, Israel; Selina Luger, Abramson Cancer Center, University of Pennsylvania, Philadelphia, PA; Mark R. Litzow, Mayo Clinic, Rochester, MN; Martin S. Tallman, Memorial Sloan Kettering Cancer Center, Weill Cornell Medical College, New York; Peter H. Wiernik, Cancer Research Foundation of New York; Elisabeth Paietta, Montefiore Medical Center, Albert Einstein College of Medicine, Bronx, NY; Ravi Bhatia, The University of Alabama at Birmingham, Birmingham, AL; Ibrahim Aldoss and Guido Marcucci, City of Hope, Duarte, CA; Jessica Kohlschmidt, Krzysztof Mrózek, and Clara D. Bloomfield, Comprehensive Cancer Center, The Ohio State University, Columbus, OH; Wendy Stock, University of Chicago Medical Center, Chicago, IL; and Stephen Kornblau, Hagop M. Kantarjian, and Marina Konopleva, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Jacob M Rowe
- Kathryn G. Roberts, Zhaohui Gu, Debbie Payne-Turner, Kelly McCastlain, Deqing Pei, Ilaria Iacobucci, Marcus Valentine, Stanley B. Pounds, Lei Shi, Yongjin Li, Jinghui Zhang, Cheng Cheng, and Charles G. Mullighan, St Jude Children's Research Hospital, Memphis, TN; Richard C. Harvey, I-Ming Chen, and Cheryl L. Willman, University of New Mexico Cancer Center, Albuquerque, NM; Alessandro Rambaldi, Manuela Tosi, and Orietta Spinelli, Ospedale Papa Giovanni XXIII, Bergamo, Italy; Jerald P. Radich, Fred Hutchinson Cancer Research Center, Seattle, WA; Mark D. Minden, Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada; Jacob M. Rowe, Shaare Zedek Medical Center, Jerusalem, Israel; Selina Luger, Abramson Cancer Center, University of Pennsylvania, Philadelphia, PA; Mark R. Litzow, Mayo Clinic, Rochester, MN; Martin S. Tallman, Memorial Sloan Kettering Cancer Center, Weill Cornell Medical College, New York; Peter H. Wiernik, Cancer Research Foundation of New York; Elisabeth Paietta, Montefiore Medical Center, Albert Einstein College of Medicine, Bronx, NY; Ravi Bhatia, The University of Alabama at Birmingham, Birmingham, AL; Ibrahim Aldoss and Guido Marcucci, City of Hope, Duarte, CA; Jessica Kohlschmidt, Krzysztof Mrózek, and Clara D. Bloomfield, Comprehensive Cancer Center, The Ohio State University, Columbus, OH; Wendy Stock, University of Chicago Medical Center, Chicago, IL; and Stephen Kornblau, Hagop M. Kantarjian, and Marina Konopleva, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Selina Luger
- Kathryn G. Roberts, Zhaohui Gu, Debbie Payne-Turner, Kelly McCastlain, Deqing Pei, Ilaria Iacobucci, Marcus Valentine, Stanley B. Pounds, Lei Shi, Yongjin Li, Jinghui Zhang, Cheng Cheng, and Charles G. Mullighan, St Jude Children's Research Hospital, Memphis, TN; Richard C. Harvey, I-Ming Chen, and Cheryl L. Willman, University of New Mexico Cancer Center, Albuquerque, NM; Alessandro Rambaldi, Manuela Tosi, and Orietta Spinelli, Ospedale Papa Giovanni XXIII, Bergamo, Italy; Jerald P. Radich, Fred Hutchinson Cancer Research Center, Seattle, WA; Mark D. Minden, Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada; Jacob M. Rowe, Shaare Zedek Medical Center, Jerusalem, Israel; Selina Luger, Abramson Cancer Center, University of Pennsylvania, Philadelphia, PA; Mark R. Litzow, Mayo Clinic, Rochester, MN; Martin S. Tallman, Memorial Sloan Kettering Cancer Center, Weill Cornell Medical College, New York; Peter H. Wiernik, Cancer Research Foundation of New York; Elisabeth Paietta, Montefiore Medical Center, Albert Einstein College of Medicine, Bronx, NY; Ravi Bhatia, The University of Alabama at Birmingham, Birmingham, AL; Ibrahim Aldoss and Guido Marcucci, City of Hope, Duarte, CA; Jessica Kohlschmidt, Krzysztof Mrózek, and Clara D. Bloomfield, Comprehensive Cancer Center, The Ohio State University, Columbus, OH; Wendy Stock, University of Chicago Medical Center, Chicago, IL; and Stephen Kornblau, Hagop M. Kantarjian, and Marina Konopleva, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Mark R Litzow
- Kathryn G. Roberts, Zhaohui Gu, Debbie Payne-Turner, Kelly McCastlain, Deqing Pei, Ilaria Iacobucci, Marcus Valentine, Stanley B. Pounds, Lei Shi, Yongjin Li, Jinghui Zhang, Cheng Cheng, and Charles G. Mullighan, St Jude Children's Research Hospital, Memphis, TN; Richard C. Harvey, I-Ming Chen, and Cheryl L. Willman, University of New Mexico Cancer Center, Albuquerque, NM; Alessandro Rambaldi, Manuela Tosi, and Orietta Spinelli, Ospedale Papa Giovanni XXIII, Bergamo, Italy; Jerald P. Radich, Fred Hutchinson Cancer Research Center, Seattle, WA; Mark D. Minden, Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada; Jacob M. Rowe, Shaare Zedek Medical Center, Jerusalem, Israel; Selina Luger, Abramson Cancer Center, University of Pennsylvania, Philadelphia, PA; Mark R. Litzow, Mayo Clinic, Rochester, MN; Martin S. Tallman, Memorial Sloan Kettering Cancer Center, Weill Cornell Medical College, New York; Peter H. Wiernik, Cancer Research Foundation of New York; Elisabeth Paietta, Montefiore Medical Center, Albert Einstein College of Medicine, Bronx, NY; Ravi Bhatia, The University of Alabama at Birmingham, Birmingham, AL; Ibrahim Aldoss and Guido Marcucci, City of Hope, Duarte, CA; Jessica Kohlschmidt, Krzysztof Mrózek, and Clara D. Bloomfield, Comprehensive Cancer Center, The Ohio State University, Columbus, OH; Wendy Stock, University of Chicago Medical Center, Chicago, IL; and Stephen Kornblau, Hagop M. Kantarjian, and Marina Konopleva, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Martin S Tallman
- Kathryn G. Roberts, Zhaohui Gu, Debbie Payne-Turner, Kelly McCastlain, Deqing Pei, Ilaria Iacobucci, Marcus Valentine, Stanley B. Pounds, Lei Shi, Yongjin Li, Jinghui Zhang, Cheng Cheng, and Charles G. Mullighan, St Jude Children's Research Hospital, Memphis, TN; Richard C. Harvey, I-Ming Chen, and Cheryl L. Willman, University of New Mexico Cancer Center, Albuquerque, NM; Alessandro Rambaldi, Manuela Tosi, and Orietta Spinelli, Ospedale Papa Giovanni XXIII, Bergamo, Italy; Jerald P. Radich, Fred Hutchinson Cancer Research Center, Seattle, WA; Mark D. Minden, Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada; Jacob M. Rowe, Shaare Zedek Medical Center, Jerusalem, Israel; Selina Luger, Abramson Cancer Center, University of Pennsylvania, Philadelphia, PA; Mark R. Litzow, Mayo Clinic, Rochester, MN; Martin S. Tallman, Memorial Sloan Kettering Cancer Center, Weill Cornell Medical College, New York; Peter H. Wiernik, Cancer Research Foundation of New York; Elisabeth Paietta, Montefiore Medical Center, Albert Einstein College of Medicine, Bronx, NY; Ravi Bhatia, The University of Alabama at Birmingham, Birmingham, AL; Ibrahim Aldoss and Guido Marcucci, City of Hope, Duarte, CA; Jessica Kohlschmidt, Krzysztof Mrózek, and Clara D. Bloomfield, Comprehensive Cancer Center, The Ohio State University, Columbus, OH; Wendy Stock, University of Chicago Medical Center, Chicago, IL; and Stephen Kornblau, Hagop M. Kantarjian, and Marina Konopleva, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Peter H Wiernik
- Kathryn G. Roberts, Zhaohui Gu, Debbie Payne-Turner, Kelly McCastlain, Deqing Pei, Ilaria Iacobucci, Marcus Valentine, Stanley B. Pounds, Lei Shi, Yongjin Li, Jinghui Zhang, Cheng Cheng, and Charles G. Mullighan, St Jude Children's Research Hospital, Memphis, TN; Richard C. Harvey, I-Ming Chen, and Cheryl L. Willman, University of New Mexico Cancer Center, Albuquerque, NM; Alessandro Rambaldi, Manuela Tosi, and Orietta Spinelli, Ospedale Papa Giovanni XXIII, Bergamo, Italy; Jerald P. Radich, Fred Hutchinson Cancer Research Center, Seattle, WA; Mark D. Minden, Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada; Jacob M. Rowe, Shaare Zedek Medical Center, Jerusalem, Israel; Selina Luger, Abramson Cancer Center, University of Pennsylvania, Philadelphia, PA; Mark R. Litzow, Mayo Clinic, Rochester, MN; Martin S. Tallman, Memorial Sloan Kettering Cancer Center, Weill Cornell Medical College, New York; Peter H. Wiernik, Cancer Research Foundation of New York; Elisabeth Paietta, Montefiore Medical Center, Albert Einstein College of Medicine, Bronx, NY; Ravi Bhatia, The University of Alabama at Birmingham, Birmingham, AL; Ibrahim Aldoss and Guido Marcucci, City of Hope, Duarte, CA; Jessica Kohlschmidt, Krzysztof Mrózek, and Clara D. Bloomfield, Comprehensive Cancer Center, The Ohio State University, Columbus, OH; Wendy Stock, University of Chicago Medical Center, Chicago, IL; and Stephen Kornblau, Hagop M. Kantarjian, and Marina Konopleva, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Ravi Bhatia
- Kathryn G. Roberts, Zhaohui Gu, Debbie Payne-Turner, Kelly McCastlain, Deqing Pei, Ilaria Iacobucci, Marcus Valentine, Stanley B. Pounds, Lei Shi, Yongjin Li, Jinghui Zhang, Cheng Cheng, and Charles G. Mullighan, St Jude Children's Research Hospital, Memphis, TN; Richard C. Harvey, I-Ming Chen, and Cheryl L. Willman, University of New Mexico Cancer Center, Albuquerque, NM; Alessandro Rambaldi, Manuela Tosi, and Orietta Spinelli, Ospedale Papa Giovanni XXIII, Bergamo, Italy; Jerald P. Radich, Fred Hutchinson Cancer Research Center, Seattle, WA; Mark D. Minden, Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada; Jacob M. Rowe, Shaare Zedek Medical Center, Jerusalem, Israel; Selina Luger, Abramson Cancer Center, University of Pennsylvania, Philadelphia, PA; Mark R. Litzow, Mayo Clinic, Rochester, MN; Martin S. Tallman, Memorial Sloan Kettering Cancer Center, Weill Cornell Medical College, New York; Peter H. Wiernik, Cancer Research Foundation of New York; Elisabeth Paietta, Montefiore Medical Center, Albert Einstein College of Medicine, Bronx, NY; Ravi Bhatia, The University of Alabama at Birmingham, Birmingham, AL; Ibrahim Aldoss and Guido Marcucci, City of Hope, Duarte, CA; Jessica Kohlschmidt, Krzysztof Mrózek, and Clara D. Bloomfield, Comprehensive Cancer Center, The Ohio State University, Columbus, OH; Wendy Stock, University of Chicago Medical Center, Chicago, IL; and Stephen Kornblau, Hagop M. Kantarjian, and Marina Konopleva, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Ibrahim Aldoss
- Kathryn G. Roberts, Zhaohui Gu, Debbie Payne-Turner, Kelly McCastlain, Deqing Pei, Ilaria Iacobucci, Marcus Valentine, Stanley B. Pounds, Lei Shi, Yongjin Li, Jinghui Zhang, Cheng Cheng, and Charles G. Mullighan, St Jude Children's Research Hospital, Memphis, TN; Richard C. Harvey, I-Ming Chen, and Cheryl L. Willman, University of New Mexico Cancer Center, Albuquerque, NM; Alessandro Rambaldi, Manuela Tosi, and Orietta Spinelli, Ospedale Papa Giovanni XXIII, Bergamo, Italy; Jerald P. Radich, Fred Hutchinson Cancer Research Center, Seattle, WA; Mark D. Minden, Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada; Jacob M. Rowe, Shaare Zedek Medical Center, Jerusalem, Israel; Selina Luger, Abramson Cancer Center, University of Pennsylvania, Philadelphia, PA; Mark R. Litzow, Mayo Clinic, Rochester, MN; Martin S. Tallman, Memorial Sloan Kettering Cancer Center, Weill Cornell Medical College, New York; Peter H. Wiernik, Cancer Research Foundation of New York; Elisabeth Paietta, Montefiore Medical Center, Albert Einstein College of Medicine, Bronx, NY; Ravi Bhatia, The University of Alabama at Birmingham, Birmingham, AL; Ibrahim Aldoss and Guido Marcucci, City of Hope, Duarte, CA; Jessica Kohlschmidt, Krzysztof Mrózek, and Clara D. Bloomfield, Comprehensive Cancer Center, The Ohio State University, Columbus, OH; Wendy Stock, University of Chicago Medical Center, Chicago, IL; and Stephen Kornblau, Hagop M. Kantarjian, and Marina Konopleva, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Jessica Kohlschmidt
- Kathryn G. Roberts, Zhaohui Gu, Debbie Payne-Turner, Kelly McCastlain, Deqing Pei, Ilaria Iacobucci, Marcus Valentine, Stanley B. Pounds, Lei Shi, Yongjin Li, Jinghui Zhang, Cheng Cheng, and Charles G. Mullighan, St Jude Children's Research Hospital, Memphis, TN; Richard C. Harvey, I-Ming Chen, and Cheryl L. Willman, University of New Mexico Cancer Center, Albuquerque, NM; Alessandro Rambaldi, Manuela Tosi, and Orietta Spinelli, Ospedale Papa Giovanni XXIII, Bergamo, Italy; Jerald P. Radich, Fred Hutchinson Cancer Research Center, Seattle, WA; Mark D. Minden, Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada; Jacob M. Rowe, Shaare Zedek Medical Center, Jerusalem, Israel; Selina Luger, Abramson Cancer Center, University of Pennsylvania, Philadelphia, PA; Mark R. Litzow, Mayo Clinic, Rochester, MN; Martin S. Tallman, Memorial Sloan Kettering Cancer Center, Weill Cornell Medical College, New York; Peter H. Wiernik, Cancer Research Foundation of New York; Elisabeth Paietta, Montefiore Medical Center, Albert Einstein College of Medicine, Bronx, NY; Ravi Bhatia, The University of Alabama at Birmingham, Birmingham, AL; Ibrahim Aldoss and Guido Marcucci, City of Hope, Duarte, CA; Jessica Kohlschmidt, Krzysztof Mrózek, and Clara D. Bloomfield, Comprehensive Cancer Center, The Ohio State University, Columbus, OH; Wendy Stock, University of Chicago Medical Center, Chicago, IL; and Stephen Kornblau, Hagop M. Kantarjian, and Marina Konopleva, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Krzysztof Mrózek
- Kathryn G. Roberts, Zhaohui Gu, Debbie Payne-Turner, Kelly McCastlain, Deqing Pei, Ilaria Iacobucci, Marcus Valentine, Stanley B. Pounds, Lei Shi, Yongjin Li, Jinghui Zhang, Cheng Cheng, and Charles G. Mullighan, St Jude Children's Research Hospital, Memphis, TN; Richard C. Harvey, I-Ming Chen, and Cheryl L. Willman, University of New Mexico Cancer Center, Albuquerque, NM; Alessandro Rambaldi, Manuela Tosi, and Orietta Spinelli, Ospedale Papa Giovanni XXIII, Bergamo, Italy; Jerald P. Radich, Fred Hutchinson Cancer Research Center, Seattle, WA; Mark D. Minden, Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada; Jacob M. Rowe, Shaare Zedek Medical Center, Jerusalem, Israel; Selina Luger, Abramson Cancer Center, University of Pennsylvania, Philadelphia, PA; Mark R. Litzow, Mayo Clinic, Rochester, MN; Martin S. Tallman, Memorial Sloan Kettering Cancer Center, Weill Cornell Medical College, New York; Peter H. Wiernik, Cancer Research Foundation of New York; Elisabeth Paietta, Montefiore Medical Center, Albert Einstein College of Medicine, Bronx, NY; Ravi Bhatia, The University of Alabama at Birmingham, Birmingham, AL; Ibrahim Aldoss and Guido Marcucci, City of Hope, Duarte, CA; Jessica Kohlschmidt, Krzysztof Mrózek, and Clara D. Bloomfield, Comprehensive Cancer Center, The Ohio State University, Columbus, OH; Wendy Stock, University of Chicago Medical Center, Chicago, IL; and Stephen Kornblau, Hagop M. Kantarjian, and Marina Konopleva, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Guido Marcucci
- Kathryn G. Roberts, Zhaohui Gu, Debbie Payne-Turner, Kelly McCastlain, Deqing Pei, Ilaria Iacobucci, Marcus Valentine, Stanley B. Pounds, Lei Shi, Yongjin Li, Jinghui Zhang, Cheng Cheng, and Charles G. Mullighan, St Jude Children's Research Hospital, Memphis, TN; Richard C. Harvey, I-Ming Chen, and Cheryl L. Willman, University of New Mexico Cancer Center, Albuquerque, NM; Alessandro Rambaldi, Manuela Tosi, and Orietta Spinelli, Ospedale Papa Giovanni XXIII, Bergamo, Italy; Jerald P. Radich, Fred Hutchinson Cancer Research Center, Seattle, WA; Mark D. Minden, Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada; Jacob M. Rowe, Shaare Zedek Medical Center, Jerusalem, Israel; Selina Luger, Abramson Cancer Center, University of Pennsylvania, Philadelphia, PA; Mark R. Litzow, Mayo Clinic, Rochester, MN; Martin S. Tallman, Memorial Sloan Kettering Cancer Center, Weill Cornell Medical College, New York; Peter H. Wiernik, Cancer Research Foundation of New York; Elisabeth Paietta, Montefiore Medical Center, Albert Einstein College of Medicine, Bronx, NY; Ravi Bhatia, The University of Alabama at Birmingham, Birmingham, AL; Ibrahim Aldoss and Guido Marcucci, City of Hope, Duarte, CA; Jessica Kohlschmidt, Krzysztof Mrózek, and Clara D. Bloomfield, Comprehensive Cancer Center, The Ohio State University, Columbus, OH; Wendy Stock, University of Chicago Medical Center, Chicago, IL; and Stephen Kornblau, Hagop M. Kantarjian, and Marina Konopleva, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Clara D Bloomfield
- Kathryn G. Roberts, Zhaohui Gu, Debbie Payne-Turner, Kelly McCastlain, Deqing Pei, Ilaria Iacobucci, Marcus Valentine, Stanley B. Pounds, Lei Shi, Yongjin Li, Jinghui Zhang, Cheng Cheng, and Charles G. Mullighan, St Jude Children's Research Hospital, Memphis, TN; Richard C. Harvey, I-Ming Chen, and Cheryl L. Willman, University of New Mexico Cancer Center, Albuquerque, NM; Alessandro Rambaldi, Manuela Tosi, and Orietta Spinelli, Ospedale Papa Giovanni XXIII, Bergamo, Italy; Jerald P. Radich, Fred Hutchinson Cancer Research Center, Seattle, WA; Mark D. Minden, Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada; Jacob M. Rowe, Shaare Zedek Medical Center, Jerusalem, Israel; Selina Luger, Abramson Cancer Center, University of Pennsylvania, Philadelphia, PA; Mark R. Litzow, Mayo Clinic, Rochester, MN; Martin S. Tallman, Memorial Sloan Kettering Cancer Center, Weill Cornell Medical College, New York; Peter H. Wiernik, Cancer Research Foundation of New York; Elisabeth Paietta, Montefiore Medical Center, Albert Einstein College of Medicine, Bronx, NY; Ravi Bhatia, The University of Alabama at Birmingham, Birmingham, AL; Ibrahim Aldoss and Guido Marcucci, City of Hope, Duarte, CA; Jessica Kohlschmidt, Krzysztof Mrózek, and Clara D. Bloomfield, Comprehensive Cancer Center, The Ohio State University, Columbus, OH; Wendy Stock, University of Chicago Medical Center, Chicago, IL; and Stephen Kornblau, Hagop M. Kantarjian, and Marina Konopleva, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Wendy Stock
- Kathryn G. Roberts, Zhaohui Gu, Debbie Payne-Turner, Kelly McCastlain, Deqing Pei, Ilaria Iacobucci, Marcus Valentine, Stanley B. Pounds, Lei Shi, Yongjin Li, Jinghui Zhang, Cheng Cheng, and Charles G. Mullighan, St Jude Children's Research Hospital, Memphis, TN; Richard C. Harvey, I-Ming Chen, and Cheryl L. Willman, University of New Mexico Cancer Center, Albuquerque, NM; Alessandro Rambaldi, Manuela Tosi, and Orietta Spinelli, Ospedale Papa Giovanni XXIII, Bergamo, Italy; Jerald P. Radich, Fred Hutchinson Cancer Research Center, Seattle, WA; Mark D. Minden, Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada; Jacob M. Rowe, Shaare Zedek Medical Center, Jerusalem, Israel; Selina Luger, Abramson Cancer Center, University of Pennsylvania, Philadelphia, PA; Mark R. Litzow, Mayo Clinic, Rochester, MN; Martin S. Tallman, Memorial Sloan Kettering Cancer Center, Weill Cornell Medical College, New York; Peter H. Wiernik, Cancer Research Foundation of New York; Elisabeth Paietta, Montefiore Medical Center, Albert Einstein College of Medicine, Bronx, NY; Ravi Bhatia, The University of Alabama at Birmingham, Birmingham, AL; Ibrahim Aldoss and Guido Marcucci, City of Hope, Duarte, CA; Jessica Kohlschmidt, Krzysztof Mrózek, and Clara D. Bloomfield, Comprehensive Cancer Center, The Ohio State University, Columbus, OH; Wendy Stock, University of Chicago Medical Center, Chicago, IL; and Stephen Kornblau, Hagop M. Kantarjian, and Marina Konopleva, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Stephen Kornblau
- Kathryn G. Roberts, Zhaohui Gu, Debbie Payne-Turner, Kelly McCastlain, Deqing Pei, Ilaria Iacobucci, Marcus Valentine, Stanley B. Pounds, Lei Shi, Yongjin Li, Jinghui Zhang, Cheng Cheng, and Charles G. Mullighan, St Jude Children's Research Hospital, Memphis, TN; Richard C. Harvey, I-Ming Chen, and Cheryl L. Willman, University of New Mexico Cancer Center, Albuquerque, NM; Alessandro Rambaldi, Manuela Tosi, and Orietta Spinelli, Ospedale Papa Giovanni XXIII, Bergamo, Italy; Jerald P. Radich, Fred Hutchinson Cancer Research Center, Seattle, WA; Mark D. Minden, Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada; Jacob M. Rowe, Shaare Zedek Medical Center, Jerusalem, Israel; Selina Luger, Abramson Cancer Center, University of Pennsylvania, Philadelphia, PA; Mark R. Litzow, Mayo Clinic, Rochester, MN; Martin S. Tallman, Memorial Sloan Kettering Cancer Center, Weill Cornell Medical College, New York; Peter H. Wiernik, Cancer Research Foundation of New York; Elisabeth Paietta, Montefiore Medical Center, Albert Einstein College of Medicine, Bronx, NY; Ravi Bhatia, The University of Alabama at Birmingham, Birmingham, AL; Ibrahim Aldoss and Guido Marcucci, City of Hope, Duarte, CA; Jessica Kohlschmidt, Krzysztof Mrózek, and Clara D. Bloomfield, Comprehensive Cancer Center, The Ohio State University, Columbus, OH; Wendy Stock, University of Chicago Medical Center, Chicago, IL; and Stephen Kornblau, Hagop M. Kantarjian, and Marina Konopleva, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Hagop M Kantarjian
- Kathryn G. Roberts, Zhaohui Gu, Debbie Payne-Turner, Kelly McCastlain, Deqing Pei, Ilaria Iacobucci, Marcus Valentine, Stanley B. Pounds, Lei Shi, Yongjin Li, Jinghui Zhang, Cheng Cheng, and Charles G. Mullighan, St Jude Children's Research Hospital, Memphis, TN; Richard C. Harvey, I-Ming Chen, and Cheryl L. Willman, University of New Mexico Cancer Center, Albuquerque, NM; Alessandro Rambaldi, Manuela Tosi, and Orietta Spinelli, Ospedale Papa Giovanni XXIII, Bergamo, Italy; Jerald P. Radich, Fred Hutchinson Cancer Research Center, Seattle, WA; Mark D. Minden, Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada; Jacob M. Rowe, Shaare Zedek Medical Center, Jerusalem, Israel; Selina Luger, Abramson Cancer Center, University of Pennsylvania, Philadelphia, PA; Mark R. Litzow, Mayo Clinic, Rochester, MN; Martin S. Tallman, Memorial Sloan Kettering Cancer Center, Weill Cornell Medical College, New York; Peter H. Wiernik, Cancer Research Foundation of New York; Elisabeth Paietta, Montefiore Medical Center, Albert Einstein College of Medicine, Bronx, NY; Ravi Bhatia, The University of Alabama at Birmingham, Birmingham, AL; Ibrahim Aldoss and Guido Marcucci, City of Hope, Duarte, CA; Jessica Kohlschmidt, Krzysztof Mrózek, and Clara D. Bloomfield, Comprehensive Cancer Center, The Ohio State University, Columbus, OH; Wendy Stock, University of Chicago Medical Center, Chicago, IL; and Stephen Kornblau, Hagop M. Kantarjian, and Marina Konopleva, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Marina Konopleva
- Kathryn G. Roberts, Zhaohui Gu, Debbie Payne-Turner, Kelly McCastlain, Deqing Pei, Ilaria Iacobucci, Marcus Valentine, Stanley B. Pounds, Lei Shi, Yongjin Li, Jinghui Zhang, Cheng Cheng, and Charles G. Mullighan, St Jude Children's Research Hospital, Memphis, TN; Richard C. Harvey, I-Ming Chen, and Cheryl L. Willman, University of New Mexico Cancer Center, Albuquerque, NM; Alessandro Rambaldi, Manuela Tosi, and Orietta Spinelli, Ospedale Papa Giovanni XXIII, Bergamo, Italy; Jerald P. Radich, Fred Hutchinson Cancer Research Center, Seattle, WA; Mark D. Minden, Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada; Jacob M. Rowe, Shaare Zedek Medical Center, Jerusalem, Israel; Selina Luger, Abramson Cancer Center, University of Pennsylvania, Philadelphia, PA; Mark R. Litzow, Mayo Clinic, Rochester, MN; Martin S. Tallman, Memorial Sloan Kettering Cancer Center, Weill Cornell Medical College, New York; Peter H. Wiernik, Cancer Research Foundation of New York; Elisabeth Paietta, Montefiore Medical Center, Albert Einstein College of Medicine, Bronx, NY; Ravi Bhatia, The University of Alabama at Birmingham, Birmingham, AL; Ibrahim Aldoss and Guido Marcucci, City of Hope, Duarte, CA; Jessica Kohlschmidt, Krzysztof Mrózek, and Clara D. Bloomfield, Comprehensive Cancer Center, The Ohio State University, Columbus, OH; Wendy Stock, University of Chicago Medical Center, Chicago, IL; and Stephen Kornblau, Hagop M. Kantarjian, and Marina Konopleva, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Elisabeth Paietta
- Kathryn G. Roberts, Zhaohui Gu, Debbie Payne-Turner, Kelly McCastlain, Deqing Pei, Ilaria Iacobucci, Marcus Valentine, Stanley B. Pounds, Lei Shi, Yongjin Li, Jinghui Zhang, Cheng Cheng, and Charles G. Mullighan, St Jude Children's Research Hospital, Memphis, TN; Richard C. Harvey, I-Ming Chen, and Cheryl L. Willman, University of New Mexico Cancer Center, Albuquerque, NM; Alessandro Rambaldi, Manuela Tosi, and Orietta Spinelli, Ospedale Papa Giovanni XXIII, Bergamo, Italy; Jerald P. Radich, Fred Hutchinson Cancer Research Center, Seattle, WA; Mark D. Minden, Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada; Jacob M. Rowe, Shaare Zedek Medical Center, Jerusalem, Israel; Selina Luger, Abramson Cancer Center, University of Pennsylvania, Philadelphia, PA; Mark R. Litzow, Mayo Clinic, Rochester, MN; Martin S. Tallman, Memorial Sloan Kettering Cancer Center, Weill Cornell Medical College, New York; Peter H. Wiernik, Cancer Research Foundation of New York; Elisabeth Paietta, Montefiore Medical Center, Albert Einstein College of Medicine, Bronx, NY; Ravi Bhatia, The University of Alabama at Birmingham, Birmingham, AL; Ibrahim Aldoss and Guido Marcucci, City of Hope, Duarte, CA; Jessica Kohlschmidt, Krzysztof Mrózek, and Clara D. Bloomfield, Comprehensive Cancer Center, The Ohio State University, Columbus, OH; Wendy Stock, University of Chicago Medical Center, Chicago, IL; and Stephen Kornblau, Hagop M. Kantarjian, and Marina Konopleva, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Cheryl L Willman
- Kathryn G. Roberts, Zhaohui Gu, Debbie Payne-Turner, Kelly McCastlain, Deqing Pei, Ilaria Iacobucci, Marcus Valentine, Stanley B. Pounds, Lei Shi, Yongjin Li, Jinghui Zhang, Cheng Cheng, and Charles G. Mullighan, St Jude Children's Research Hospital, Memphis, TN; Richard C. Harvey, I-Ming Chen, and Cheryl L. Willman, University of New Mexico Cancer Center, Albuquerque, NM; Alessandro Rambaldi, Manuela Tosi, and Orietta Spinelli, Ospedale Papa Giovanni XXIII, Bergamo, Italy; Jerald P. Radich, Fred Hutchinson Cancer Research Center, Seattle, WA; Mark D. Minden, Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada; Jacob M. Rowe, Shaare Zedek Medical Center, Jerusalem, Israel; Selina Luger, Abramson Cancer Center, University of Pennsylvania, Philadelphia, PA; Mark R. Litzow, Mayo Clinic, Rochester, MN; Martin S. Tallman, Memorial Sloan Kettering Cancer Center, Weill Cornell Medical College, New York; Peter H. Wiernik, Cancer Research Foundation of New York; Elisabeth Paietta, Montefiore Medical Center, Albert Einstein College of Medicine, Bronx, NY; Ravi Bhatia, The University of Alabama at Birmingham, Birmingham, AL; Ibrahim Aldoss and Guido Marcucci, City of Hope, Duarte, CA; Jessica Kohlschmidt, Krzysztof Mrózek, and Clara D. Bloomfield, Comprehensive Cancer Center, The Ohio State University, Columbus, OH; Wendy Stock, University of Chicago Medical Center, Chicago, IL; and Stephen Kornblau, Hagop M. Kantarjian, and Marina Konopleva, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Charles G Mullighan
- Kathryn G. Roberts, Zhaohui Gu, Debbie Payne-Turner, Kelly McCastlain, Deqing Pei, Ilaria Iacobucci, Marcus Valentine, Stanley B. Pounds, Lei Shi, Yongjin Li, Jinghui Zhang, Cheng Cheng, and Charles G. Mullighan, St Jude Children's Research Hospital, Memphis, TN; Richard C. Harvey, I-Ming Chen, and Cheryl L. Willman, University of New Mexico Cancer Center, Albuquerque, NM; Alessandro Rambaldi, Manuela Tosi, and Orietta Spinelli, Ospedale Papa Giovanni XXIII, Bergamo, Italy; Jerald P. Radich, Fred Hutchinson Cancer Research Center, Seattle, WA; Mark D. Minden, Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada; Jacob M. Rowe, Shaare Zedek Medical Center, Jerusalem, Israel; Selina Luger, Abramson Cancer Center, University of Pennsylvania, Philadelphia, PA; Mark R. Litzow, Mayo Clinic, Rochester, MN; Martin S. Tallman, Memorial Sloan Kettering Cancer Center, Weill Cornell Medical College, New York; Peter H. Wiernik, Cancer Research Foundation of New York; Elisabeth Paietta, Montefiore Medical Center, Albert Einstein College of Medicine, Bronx, NY; Ravi Bhatia, The University of Alabama at Birmingham, Birmingham, AL; Ibrahim Aldoss and Guido Marcucci, City of Hope, Duarte, CA; Jessica Kohlschmidt, Krzysztof Mrózek, and Clara D. Bloomfield, Comprehensive Cancer Center, The Ohio State University, Columbus, OH; Wendy Stock, University of Chicago Medical Center, Chicago, IL; and Stephen Kornblau, Hagop M. Kantarjian, and Marina Konopleva, The University of Texas MD Anderson Cancer Center, Houston, TX
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Abstract
BACKGROUND As new technologies allow investigators to collect multiple forms of molecular data (genomic, epigenomic, transcriptomic, etc) and multiple endpoints on a clinical trial cohort, it will become necessary to effectively integrate all these data in a way that reliably identifies biologically important genes. METHODS We introduce CC-PROMISE as an integrated data analysis method that combines components of canonical correlation (CC) and projection onto the most interesting evidence (PROMISE). For each gene, CC-PROMISE first uses CC to compute scores that represent the association of two forms of molecular data with each other. Next, these scores are substituted into PROMISE to evaluate the statistical evidence that the molecular data show a biologically meaningful relationship with the endpoints. RESULTS CC-PROMISE shows outstanding performance in simulation studies and an example application involving pediatric leukemia. In simulation studies, CC-PROMISE controls the type I error (misleading significance) rate very near the nominal level across 100 distinct null settings in which no molecular-endpoint association exists. Also, CC-PROMISE has better statistical power than three other methods that control type I error in 396 of 400 (99 %) alternative settings for which a molecular-endpoint association is present; the power advantage of CC-PROMISE exceeds 30 % in 127 of the 400 (32 %) alternative settings. These advantages of CC-PROMISE are also observed in an example application. CONCLUSION CC-PROMISE very effectively identifies genes for which some form of molecular data shows a biologically meaningful association with multiple related endpoints. AVAILABILITY The R package CCPROMISE is currently available from www.stjuderesearch.org/site/depts/biostats/software .
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Affiliation(s)
- Xueyuan Cao
- Department of Biostatistics, St. Jude Children’s Research Hospital, 262 Danny Thomas Place, Memphis, 38105 USA
| | - Kristine R. Crews
- Department of Pharmaceutical Sciences, St. Jude Children’s Research Hospital, 262 Danny Thomas Place, Memphis, 38105 USA
| | - James Downing
- Department of Pathology, St. Jude Children’s Research Hospital, 262 Danny Thomas Place, Memphis, 38105 USA
| | - Jatinder Lamba
- Department of Pharmacotherapy and Translational Research, University of Florida, 1333 Center Drive, Gainesville, 32610 USA
| | - Stanley B. Pounds
- Department of Biostatistics, St. Jude Children’s Research Hospital, 262 Danny Thomas Place, Memphis, 38105 USA
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32
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Drenberg CD, Buelow DR, Pounds SB, Wang YD, Finkelstein D, Rahija RJ, Shurtleff SA, Rubnitz JE, Inaba H, Gruber TA, Klco JM, Baker SD. Transcriptome profiling of patient derived xenograft models established from pediatric acute myeloid leukemia patients confirm maintenance of FLT3-ITD mutation. Leuk Lymphoma 2016; 58:247-250. [PMID: 27248844 DOI: 10.1080/10428194.2016.1187272] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/23/2022]
Affiliation(s)
- Christina D Drenberg
- a Division of Pharmaceutics, College of Pharmacy , The Ohio State University , Columbus , OH , USA.,b Comprehensive Cancer Center , The Ohio State University , Columbus , OH , USA
| | - Daelynn R Buelow
- a Division of Pharmaceutics, College of Pharmacy , The Ohio State University , Columbus , OH , USA.,b Comprehensive Cancer Center , The Ohio State University , Columbus , OH , USA
| | - Stanley B Pounds
- c Department of Biostatics , St. Jude Children's Research Hospital , Memphis , TN , USA
| | - Yong-Dong Wang
- d Department of Computational Biology , St. Jude Children's Research Hospital , Memphis , TN , USA
| | - David Finkelstein
- d Department of Computational Biology , St. Jude Children's Research Hospital , Memphis , TN , USA
| | - Richard J Rahija
- e Animal Resource Center , St. Jude Children's Research Hospital , Memphis , TN , USA
| | - Sheila A Shurtleff
- f Department of Pathology , St. Jude Children's Research Hospital , Memphis , TN , USA
| | - Jeffrey E Rubnitz
- f Department of Pathology , St. Jude Children's Research Hospital , Memphis , TN , USA
| | - Hiroto Inaba
- f Department of Pathology , St. Jude Children's Research Hospital , Memphis , TN , USA
| | - Tanja A Gruber
- f Department of Pathology , St. Jude Children's Research Hospital , Memphis , TN , USA
| | - Jeffery M Klco
- g Department of Oncology , St. Jude Children's Research Hospital , Memphis , TN , USA
| | - Sharyn D Baker
- a Division of Pharmaceutics, College of Pharmacy , The Ohio State University , Columbus , OH , USA.,b Comprehensive Cancer Center , The Ohio State University , Columbus , OH , USA
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33
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Drenberg CD, Paugh SW, Pounds SB, Shi L, Orwick SJ, Li L, Hu S, Gibson AA, Ribeiro RC, Rubnitz JE, Evans WE, Sparreboom A, Baker SD. Inherited variation in OATP1B1 is associated with treatment outcome in acute myeloid leukemia. Clin Pharmacol Ther 2016; 99:651-60. [PMID: 26663398 DOI: 10.1002/cpt.315] [Citation(s) in RCA: 26] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/17/2015] [Accepted: 11/21/2015] [Indexed: 12/20/2022]
Abstract
Using broad interrogation of clinically relevant drug absorption, distribution, metabolism, and excretion (ADME) genes on the DMET platform, we identified a genetic variant in SLCO1B1 (rs2291075; c.597C>T), encoding the transporter OATP1B1, associated with event-free (P = 0.006, hazard ratio = 1.74) and overall survival (P = 0.012, hazard ratio = 1.85) in children with de novo acute myeloid leukemia (AML). Lack of SLCO1B1 expression in leukemic blasts suggested the association might be due to an inherited rather than a somatic effect. rs2291075 was in strong linkage with known functional variants rs2306283 (c.388A>G) and rs4149056 (c.521T>C). Functional studies in vitro determined that four AML-directed chemotherapeutics (cytarabine, daunorubicin, etoposide, and mitoxantrone) are substrates for OATP1B1 and the mouse ortholog Oatp1b2. In vivo pharmacokinetic studies using Oatp1b2-deficient mice further confirmed our results. Collectively, these findings demonstrate an important role for OATP1B1 in the systemic pharmacokinetics of multiple drugs used in the treatment of AML and suggest that inherited variability in host transporter function influences the effectiveness of therapy.
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Affiliation(s)
- C D Drenberg
- College of Pharmacy Division of Pharmaceutics and Pharmaceutical Chemistry, Ohio State University, Columbus, Ohio, USA.,Comprehensive Cancer Center, Ohio State University, Columbus, Ohio, USA
| | - S W Paugh
- Department of Pharmaceutical Sciences, St. Jude Children's Research Hospital, Memphis, Tennessee, USA
| | - S B Pounds
- Department of Biostatistics, St. Jude Children's Research Hospital, Memphis, Tennessee, USA
| | - L Shi
- Department of Biostatistics, St. Jude Children's Research Hospital, Memphis, Tennessee, USA
| | - S J Orwick
- Comprehensive Cancer Center, Ohio State University, Columbus, Ohio, USA
| | - L Li
- Department of Pharmaceutical Sciences, St. Jude Children's Research Hospital, Memphis, Tennessee, USA
| | - S Hu
- College of Pharmacy Division of Pharmaceutics and Pharmaceutical Chemistry, Ohio State University, Columbus, Ohio, USA.,Comprehensive Cancer Center, Ohio State University, Columbus, Ohio, USA
| | - A A Gibson
- College of Pharmacy Division of Pharmaceutics and Pharmaceutical Chemistry, Ohio State University, Columbus, Ohio, USA.,Comprehensive Cancer Center, Ohio State University, Columbus, Ohio, USA
| | - R C Ribeiro
- Department of Oncology, St. Jude Children's Research Hospital, Memphis, Tennessee, USA
| | - J E Rubnitz
- Department of Oncology, St. Jude Children's Research Hospital, Memphis, Tennessee, USA
| | - W E Evans
- Department of Pharmaceutical Sciences, St. Jude Children's Research Hospital, Memphis, Tennessee, USA
| | - A Sparreboom
- College of Pharmacy Division of Pharmaceutics and Pharmaceutical Chemistry, Ohio State University, Columbus, Ohio, USA.,Comprehensive Cancer Center, Ohio State University, Columbus, Ohio, USA
| | - S D Baker
- College of Pharmacy Division of Pharmaceutics and Pharmaceutical Chemistry, Ohio State University, Columbus, Ohio, USA.,Comprehensive Cancer Center, Ohio State University, Columbus, Ohio, USA
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Bi W, Kang G, Zhao Y, Cui Y, Yan S, Li Y, Cheng C, Pounds SB, Borowitz MJ, Relling MV, Yang JJ, Liu Z, Pui CH, Hunger SP, Hartford CM, Leung W, Zhang JF. SVSI: fast and powerful set-valued system identification approach to identifying rare variants in sequencing studies for ordered categorical traits. Ann Hum Genet 2015; 79:294-309. [PMID: 25959545 DOI: 10.1111/ahg.12117] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/26/2014] [Accepted: 02/23/2015] [Indexed: 11/29/2022]
Abstract
In genetic association studies of an ordered categorical phenotype, it is usual to either regroup multiple categories of the phenotype into two categories and then apply the logistic regression (LG), or apply ordered logistic (oLG), or ordered probit (oPRB) regression, which accounts for the ordinal nature of the phenotype. However, they may lose statistical power or may not control type I error due to their model assumption and/or instable parameter estimation algorithm when the genetic variant is rare or sample size is limited. To solve this problem, we propose a set-valued (SV) system model to identify genetic variants associated with an ordinal categorical phenotype. We couple this model with a SV system identification algorithm to identify all the key system parameters. Simulations and two real data analyses show that SV and LG accurately controlled the Type I error rate even at a significance level of 10(-6) but not oLG and oPRB in some cases. LG had significantly less power than the other three methods due to disregarding of the ordinal nature of the phenotype, and SV had similar or greater power than oLG and oPRB. We argue that SV should be employed in genetic association studies for ordered categorical phenotype.
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Affiliation(s)
- Wenjian Bi
- Key Laboratory of Systems and Control, Academy of Mathematics and Systems Science, Chinese Academy of Sciences, Beijing 100190, P.R.C
| | - Guolian Kang
- Department of Biostatistics, St. Jude Children's Research Hospital, Memphis, Tennessee 38105, U.S.A
| | - Yanlong Zhao
- Key Laboratory of Systems and Control, Academy of Mathematics and Systems Science, Chinese Academy of Sciences, Beijing 100190, P.R.C
| | - Yuehua Cui
- Department of Statistics and Probability, Michigan State University, East Lansing, Michigan 48824, U.S.A
| | - Song Yan
- Department of Genetics, Department of Biostatistics, University of North Carolina, Chapel Hill, NC 27599, U.S.A
| | - Yun Li
- Department of Genetics, Department of Biostatistics, University of North Carolina, Chapel Hill, NC 27599, U.S.A.,Department of Computer Science, University of North Carolina, Chapel Hill, NC 27599, U.S.A
| | - Cheng Cheng
- Department of Biostatistics, St. Jude Children's Research Hospital, Memphis, Tennessee 38105, U.S.A
| | - Stanley B Pounds
- Department of Biostatistics, St. Jude Children's Research Hospital, Memphis, Tennessee 38105, U.S.A
| | | | - Mary V Relling
- Department of Pharmaceutical Sciences, St. Jude Children's Research Hospital, Memphis, Tennessee 38105, U.S.A
| | - Jun J Yang
- Department of Pharmaceutical Sciences, St. Jude Children's Research Hospital, Memphis, Tennessee 38105, U.S.A
| | - Zhifa Liu
- Department of Biostatistics, St. Jude Children's Research Hospital, Memphis, Tennessee 38105, U.S.A
| | - Ching-Hon Pui
- Department of Oncology, St. Jude Children's Research Hospital, Memphis, Tennessee 38105, U.S.A.,Department of Pediatrics, University of Tennessee Health Science Center, Memphis, Tennessee, 38163, U.S.A
| | - Stephen P Hunger
- University of Colorado School of Medicine and Children's Hospital Colorado, Aurora, Colorado 80045, U.S.A
| | - Christine M Hartford
- Department of Bone Marrow Transplantation and Cellular Therapy, St. Jude Children's Research Hospital, Memphis, Tennessee 38105, U.S.A
| | - Wing Leung
- Department of Bone Marrow Transplantation and Cellular Therapy, St. Jude Children's Research Hospital, Memphis, Tennessee 38105, U.S.A.,Department of Pediatrics, University of Tennessee Health Science Center, Memphis, Tennessee, 38163, U.S.A
| | - Ji-Feng Zhang
- Key Laboratory of Systems and Control, Academy of Mathematics and Systems Science, Chinese Academy of Sciences, Beijing 100190, P.R.C
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35
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Inaba H, Gaur AH, Cao X, Flynn PM, Pounds SB, Avutu V, Marszal LN, Howard SC, Pui CH, Ribeiro RC, Hayden RT, Rubnitz JE. Feasibility, efficacy, and adverse effects of outpatient antibacterial prophylaxis in children with acute myeloid leukemia. Cancer 2014; 120:1985-92. [PMID: 24677028 PMCID: PMC4063871 DOI: 10.1002/cncr.28688] [Citation(s) in RCA: 48] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/31/2013] [Revised: 02/10/2014] [Accepted: 02/24/2014] [Indexed: 12/12/2022]
Abstract
BACKGROUND Intensive chemotherapy for pediatric acute myeloid leukemia incurs the risk of infectious complications, but the benefits of antibiotic prophylaxis remain unclear. METHODS In the current study, among 103 children treated on the AML02 protocol between October 2002 and October 2008 at St. Jude Children's Research Hospital, the authors retrospectively assessed the effect of antibiotic prophylaxis on the frequency of febrile neutropenia, clinically or microbiologically confirmed infections (including bacteremia), and antibiotic resistance, as well as on the results of nasal and rectal surveillance cultures. Initially, patients received no prophylaxis or oral cephalosporin (group A). The protocol was then amended to administer intravenous cefepime alone or intravenous vancomycin plus either oral cephalosporin, oral ciprofloxacin, or intravenous cefepime (group B). RESULTS There were 334 infectious episodes. Patients in group A had a significantly greater frequency of documented infections and bacteremia (both P < .0001) (including gram-positive and gram-negative bacteremia; P = .0003 and .001, respectively) compared with patients in group B, especially viridans streptococcal bacteremia (P = .001). The incidence of febrile neutropenia without documented infection was not found to be different between the 2 groups. Five cases of bacteremia with vancomycin-resistant enterococci (VRE) occurred in group B (vs none in group A), without related mortality. Two of these cases were preceded by positive VRE rectal surveillance cultures. CONCLUSIONS Outpatient intravenous antibiotic prophylaxis is feasible in children with acute myeloid leukemia and reduces the frequency of documented infection but not of febrile neutropenia. Despite the emergence of VRE bacteremia, the benefits favor antibiotic prophylaxis. Creative approaches to shorten the duration of prophylaxis and thereby minimize resistance should be explored.
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Affiliation(s)
- Hiroto Inaba
- Department of Oncology, St. Jude Children’s Research Hospital, Memphis, Tennessee
- Department of Pediatrics, College of Medicine, University of Tennessee Health Science Center, Memphis, Tennessee
| | - Aditya H Gaur
- Department of Pediatrics, College of Medicine, University of Tennessee Health Science Center, Memphis, Tennessee
- Department of Infectious Diseases, St. Jude Children’s Research Hospital, Memphis, Tennessee
| | - Xueyuan Cao
- Department of Biostatistics, St. Jude Children’s Research Hospital, Memphis, Tennessee
| | - Patricia M Flynn
- Department of Pediatrics, College of Medicine, University of Tennessee Health Science Center, Memphis, Tennessee
- Department of Infectious Diseases, St. Jude Children’s Research Hospital, Memphis, Tennessee
| | - Stanley B Pounds
- Department of Biostatistics, St. Jude Children’s Research Hospital, Memphis, Tennessee
| | - Viswatej Avutu
- Department of Oncology, St. Jude Children’s Research Hospital, Memphis, Tennessee
| | - Lindsay N Marszal
- Department of Oncology, St. Jude Children’s Research Hospital, Memphis, Tennessee
| | - Scott C Howard
- Department of Oncology, St. Jude Children’s Research Hospital, Memphis, Tennessee
- Department of Pediatrics, College of Medicine, University of Tennessee Health Science Center, Memphis, Tennessee
| | - Ching-Hon Pui
- Department of Oncology, St. Jude Children’s Research Hospital, Memphis, Tennessee
- Department of Pediatrics, College of Medicine, University of Tennessee Health Science Center, Memphis, Tennessee
| | - Raul C Ribeiro
- Department of Oncology, St. Jude Children’s Research Hospital, Memphis, Tennessee
- Department of Pediatrics, College of Medicine, University of Tennessee Health Science Center, Memphis, Tennessee
| | - Randall T Hayden
- Department of Pathology, St. Jude Children’s Research Hospital, Memphis, Tennessee
| | - Jeffrey E Rubnitz
- Department of Oncology, St. Jude Children’s Research Hospital, Memphis, Tennessee
- Department of Pediatrics, College of Medicine, University of Tennessee Health Science Center, Memphis, Tennessee
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36
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Pounds SB, Gao CL, Zhang H. Empirical bayesian selection of hypothesis testing procedures for analysis of sequence count expression data. Stat Appl Genet Mol Biol 2012; 11:/j/sagmb.2012.11.issue-5/1544-6115.1773/1544-6115.1773.xml. [PMID: 23104841 DOI: 10.1515/1544-6115.1773] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
Differential expression analysis of sequence-count expression data involves performing a large number of hypothesis tests that compare the expression count data of each gene or transcript across two or more biological conditions. The assumptions of any specific hypothesis-testing method will probably not be valid for each of a very large number of genes. Thus, computational evaluation of assumptions should be incorporated into the analysis to select an appropriate hypothesis-testing method for each gene. Here, we generalize earlier work to introduce two novel procedures that use estimates of the empirical Bayesian probability (EBP) of overdispersion to select or combine results of a standard Poisson likelihood ratio test and a quasi-likelihood test for each gene. These EBP-based procedures simultaneously evaluate the Poisson-distribution assumption and account for multiple testing. With adequate power to detect overdispersion, the new procedures select the standard likelihood test for each gene with Poisson-distributed counts and the quasi-likelihood test for each gene with overdispersed counts. The new procedures outperformed previously published methods in many simulation studies. We also present a real-data analysis example and discuss how the framework used to develop the new procedures may be generalized to further enhance performance. An R code library that implements the methods is freely available at www.stjuderesearch.org/depts/biostats/software.
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37
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Inaba H, Coustan-Smith E, Cao X, Pounds SB, Shurtleff SA, Wang KY, Raimondi SC, Onciu M, Jacobsen J, Ribeiro RC, Dahl GV, Bowman WP, Taub JW, Degar B, Leung W, Downing JR, Pui CH, Rubnitz JE, Campana D. Comparative analysis of different approaches to measure treatment response in acute myeloid leukemia. J Clin Oncol 2012; 30:3625-32. [PMID: 22965955 DOI: 10.1200/jco.2011.41.5323] [Citation(s) in RCA: 156] [Impact Index Per Article: 13.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/12/2023] Open
Abstract
PURPOSE In acute myeloid leukemia (AML), initial treatment response by morphologic analysis of bone marrow predicts long-term outcome. Response can now be assessed by minimal residual disease (MRD) monitoring with flow cytometry or polymerase chain reaction (PCR). We determined the relation among the results of these approaches and their prognostic value. PATIENTS AND METHODS In the multicenter AML02 study, follow-up bone marrow samples from 203 children and adolescents with newly diagnosed AML were examined by flow cytometry (n = 1,514), morphology (n = 1,382), and PCR amplification of fusion transcripts (n = 508). Results were correlated with treatment outcome. RESULTS Among 1,215 samples with less than 5% leukemic myeloblasts by morphology, 100 (8.2%) were MRD positive (≥ 0.1%) by flow cytometry, whereas 96 (57.5%) of the 167 samples with ≥ 5% blasts were MRD negative. Virtually all (308 of 311; 99.0%) MRD-negative samples by PCR were also MRD negative by flow cytometry. However, only 19 (9.6%) of the 197 PCR-positive samples were flow cytometry positive, with analyses of AML1-ETO and CBFβ-MYH11 accounting for most discrepancies, whereas eight of 13 MLL-positive samples had detectable MRD by flow cytometry. MRD by flow cytometry after induction 1 or 2 predicted lower event-free survival and higher relapse rate (P < .001) and was an independent prognostic factor in a multivariable analysis; prediction was not improved by morphologic information or molecular findings. CONCLUSION In childhood AML, morphologic assessment of treatment response has limited value if MRD is measured by flow cytometry. MLL fusion transcripts can provide prognostic information in some patients, whereas monitoring of AML1-ETO and CBFβ-MYH11 transcripts is largely uninformative.
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Affiliation(s)
- Hiroto Inaba
- Department of Oncology, MS 260, St Jude Children's Research Hospital, 262 Danny Thomas Place, Memphis, TN 38105-3678, USA.
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Inaba H, Rubnitz JE, Coustan-Smith E, Li L, Furmanski BD, Mascara GP, Heym KM, Christensen R, Onciu M, Shurtleff SA, Pounds SB, Pui CH, Ribeiro RC, Campana D, Baker SD. Phase I pharmacokinetic and pharmacodynamic study of the multikinase inhibitor sorafenib in combination with clofarabine and cytarabine in pediatric relapsed/refractory leukemia. J Clin Oncol 2011; 29:3293-300. [PMID: 21768474 DOI: 10.1200/jco.2011.34.7427] [Citation(s) in RCA: 124] [Impact Index Per Article: 9.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/12/2023] Open
Abstract
PURPOSE To assess the toxicity, pharmacokinetics, and pharmacodynamics of multikinase inhibitor sorafenib in combination with clofarabine and cytarabine in children with relapsed/refractory leukemia. PATIENTS AND METHODS Twelve patients with acute leukemia (11 with acute myeloid leukemia [AML]) received sorafenib on days 1 to 7 and then concurrently with cytarabine (1 g/m(2)) and clofarabine (stratum one: 40 mg/m(2), n = 10; stratum two [recent transplantation or fungal infection]: 20 mg/m(2), n = 2) on days 8 to 12. Sorafenib was continued until day 28 if tolerated. Two sorafenib dose levels (200 mg/m(2) and 150 mg/m(2) twice daily) were planned. Sorafenib pharmacokinetic and pharmacodynamic studies were performed on days 7 and 8. RESULTS At sorafenib 200 mg/m(2), two of four patients in stratum one and one of two patients in stratum two had grade 3 hand-foot skin reaction and/or rash as dose-limiting toxicities (DLTs). No DLTs were observed in six patients in stratum one at sorafenib 150 mg/m(2). Sorafenib inhibited the phosphorylation of AKT, S6 ribosomal protein, and 4E-BP1 in leukemia cells. The rate of sorafenib conversion to its metabolite sorafenib N-oxide was high (mean, 33%; range, 17% to 69%). In vitro, the N-oxide potently inhibited FLT3-internal tandem duplication (ITD; binding constant, 70 nmol/L) and the viability of five AML cell lines. On day 8, sorafenib decreased blast percentages in 10 of 12 patients (median, 66%; range, 9% to 95%). After combination chemotherapy, six patients (three FLT3-ITD and three FLT3 wild-type AML) achieved complete remission, two (both FLT3-ITD AML) had complete remission with incomplete blood count recovery, and one (FLT3 wild-type AML) had partial remission. CONCLUSION Sorafenib in combination with clofarabine and cytarabine is tolerable and shows activity in relapsed/refractory pediatric AML.
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Affiliation(s)
- Hiroto Inaba
- Department of Oncology, St Jude Children's Research Hospital, Memphis, TN 38105, USA.
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Andersson AK, Miller DW, Lynch JA, Lemoff AS, Cai Z, Pounds SB, Radtke I, Yan B, Schuetz JD, Rubnitz JE, Ribeiro RC, Raimondi SC, Zhang J, Mullighan CG, Shurtleff SA, Schulman BA, Downing JR. IDH1 and IDH2 mutations in pediatric acute leukemia. Leukemia 2011; 25:1570-7. [PMID: 21647154 DOI: 10.1038/leu.2011.133] [Citation(s) in RCA: 69] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022]
Abstract
To investigate the frequency of isocitrate dehydrogenase 1 (IDH1) and 2 (IDH2) mutations in pediatric acute myeloid leukemia (AML) and acute lymphoid leukemia (ALL), we sequenced these genes in diagnostic samples from 515 patients (227 AMLs and 288 ALLs). Somatic IDH1/IDH2 mutations were rare in ALL (N=1), but were more common in AML, occurring in 3.5% (IDH1 N=3 and IDH2 N=5), with the frequency higher in AMLs with a normal karyotype (9.8%). The identified IDH1 mutations occurred in codon 132 resulting in replacement of arginine with either cysteine (N=3) or histidine (N=1). By contrast, mutations in IDH2 did not affect the homologous residue but instead altered codon 140, resulting in replacement of arginine with either glutamine (N=4) or tryptophan (N=1). Structural modeling of IDH2 suggested that codon 140 mutations disrupt the enzyme's ability to bind its substrate isocitrate. Accordingly, recombinant IDH2 R140Q/W were unable to carry out the decarboxylation of isocitrate to α-ketoglutarate (α-KG), but instead gained the neomorphic activity to reduce α-KG to R(-)-2-hydroxyglutarete (2-HG). Analysis of primary leukemic blasts confirmed high levels of 2-HG in AMLs with IDH1/IDH2 mutations. Interestingly, 3/5 AMLs with IDH2 mutations had FLT3-activating mutations, raising the possibility that these mutations cooperate in leukemogenesis.
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Affiliation(s)
- A K Andersson
- Department of Pathology, St Jude Children's Research Hospital, Memphis, TN 38105, USA
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Lamba JK, Crews KR, Pounds SB, Cao X, Gandhi V, Plunkett W, Razzouk BI, Lamba V, Baker SD, Raimondi SC, Campana D, Pui CH, Downing JR, Rubnitz JE, Ribeiro RC. Identification of predictive markers of cytarabine response in AML by integrative analysis of gene-expression profiles with multiple phenotypes. Pharmacogenomics 2011; 12:327-39. [PMID: 21449673 PMCID: PMC3139433 DOI: 10.2217/pgs.10.191] [Citation(s) in RCA: 24] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022] Open
Abstract
AIM To identify gene-expression signatures predicting cytarabine response by an integrative analysis of multiple clinical and pharmacological end points in acute myeloid leukemia (AML) patients. MATERIALS & METHODS We performed an integrated analysis to associate the gene expression of diagnostic bone marrow blasts from acute myeloid leukemia (AML) patients treated in the discovery set (AML97; n = 42) and in the independent validation set (AML02; n = 46) with multiple clinical and pharmacological end points. Based on prior biological knowledge, we defined a gene to show a therapeutically beneficial (detrimental) pattern of association of its expression positively (negatively) correlated with favorable phenotypes such as intracellular cytarabine 5´-triphosphate levels, morphological response and event-free survival, and negatively (positively) correlated with unfavorable end points such as post-cytarabine DNA synthesis levels, minimal residual disease and cytarabine LC(50). RESULTS We identified 240 probe sets predicting a therapeutically beneficial pattern and 97 predicting detrimental pattern (p ≤ 0.005) in the discovery set. Of these, 60 were confirmed in the independent validation set. The validated probe sets correspond to genes involved in PIK3/PTEN/AKT/mTOR signaling, G-protein-coupled receptor signaling and leukemogenesis. This suggests that targeting these pathways as potential pharmacogenomic and therapeutic candidates could be useful for improving treatment outcomes in AML. CONCLUSION This study illustrates the power of integrated data analysis of genomic data as well as multiple clinical and pharmacologic end points in the identification of genes and pathways of biological relevance.
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MESH Headings
- Adolescent
- Antimetabolites, Antineoplastic/pharmacokinetics
- Antimetabolites, Antineoplastic/therapeutic use
- Child
- Child, Preschool
- Cytarabine/pharmacokinetics
- Cytarabine/therapeutic use
- Drug Resistance, Neoplasm/genetics
- Female
- Gene Expression Profiling
- Humans
- Leukemia, Myeloid, Acute/blood
- Leukemia, Myeloid, Acute/drug therapy
- Leukemia, Myeloid, Acute/genetics
- Male
- Metabolic Networks and Pathways/genetics
- Phenotype
- Prognosis
- Treatment Outcome
- Young Adult
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Affiliation(s)
- Jatinder K Lamba
- Department of Experimental & Clinical Pharmacology, University of Minnesota, MN, USA.
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Johnson RA, Wright KD, Poppleton H, Mohankumar KM, Finkelstein D, Pounds SB, Rand V, Leary SES, White E, Eden C, Hogg T, Northcott P, Mack S, Neale G, Wang YD, Coyle B, Atkinson J, DeWire M, Kranenburg TA, Gillespie Y, Allen JC, Merchant T, Boop FA, Sanford RA, Gajjar A, Ellison DW, Taylor MD, Grundy RG, Gilbertson RJ. Cross-species genomics matches driver mutations and cell compartments to model ependymoma. Nature 2010; 466:632-6. [PMID: 20639864 PMCID: PMC2912966 DOI: 10.1038/nature09173] [Citation(s) in RCA: 271] [Impact Index Per Article: 19.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/14/2009] [Accepted: 05/13/2010] [Indexed: 11/09/2022]
Abstract
Understanding the biology that underlies histologically similar but molecularly distinct subgroups of cancer has proven difficult because their defining genetic alterations are often numerous, and the cellular origins of most cancers remain unknown. We sought to decipher this heterogeneity by integrating matched genetic alterations and candidate cells of origin to generate accurate disease models. First, we identified subgroups of human ependymoma, a form of neural tumour that arises throughout the central nervous system (CNS). Subgroup-specific alterations included amplifications and homozygous deletions of genes not yet implicated in ependymoma. To select cellular compartments most likely to give rise to subgroups of ependymoma, we matched the transcriptomes of human tumours to those of mouse neural stem cells (NSCs), isolated from different regions of the CNS at different developmental stages, with an intact or deleted Ink4a/Arf locus (that encodes Cdkn2a and b). The transcriptome of human supratentorial ependymomas with amplified EPHB2 and deleted INK4A/ARF matched only that of embryonic cerebral Ink4a/Arf(-/-) NSCs. Notably, activation of Ephb2 signalling in these, but not other, NSCs generated the first mouse model of ependymoma, which is highly penetrant and accurately models the histology and transcriptome of one subgroup of human supratentorial tumour. Further, comparative analysis of matched mouse and human tumours revealed selective deregulation in the expression and copy number of genes that control synaptogenesis, pinpointing disruption of this pathway as a critical event in the production of this ependymoma subgroup. Our data demonstrate the power of cross-species genomics to meticulously match subgroup-specific driver mutations with cellular compartments to model and interrogate cancer subgroups.
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Affiliation(s)
- Robert A Johnson
- Department of Developmental Neurobiology, St Jude Children's Research Hospital, 262 Danny Thomas Place, Memphis, Tennessee 38105, USA
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Abstract
The analysis of microarray data often involves performing a large number of statistical tests, usually at least one test per queried gene. Each test has a certain probability of reaching an incorrect inference; therefore, it is crucial to estimate or control error rates that measure the occurrence of erroneous conclusions in reporting and interpreting the results of a microarray study. In recent years, many innovative statistical methods have been developed to estimate or control various error rates for microarray studies. Researchers need guidance choosing the appropriate statistical methods for analysing these types of data sets. This review describes a family of methods that use a set of P-values to estimate or control the false discovery rate and similar error rates. Finally, these methods are classified in a manner that suggests the appropriate method for specific applications and diagnostic procedures that can identify problems in the analysis are described.
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Affiliation(s)
- Stanley B Pounds
- Department of Biostatistics, MS 768, St Jude Children's Research Hospital, Memphis, TN 38105, USA.
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Mullighan CG, Goorha S, Radtke I, Miller CB, Coustan-Smith E, Dalton JD, Girtman K, Mathew S, Ma J, Pounds SB, Su X, Pui CH, Relling MV, Evans WE, Shurtleff SA, Downing JR. Genome-wide analysis of genetic alterations in acute lymphoblastic leukaemia. Nature 2007; 446:758-64. [PMID: 17344859 DOI: 10.1038/nature05690] [Citation(s) in RCA: 1321] [Impact Index Per Article: 77.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/07/2006] [Accepted: 02/20/2007] [Indexed: 01/19/2023]
Abstract
Chromosomal aberrations are a hallmark of acute lymphoblastic leukaemia (ALL) but alone fail to induce leukaemia. To identify cooperating oncogenic lesions, we performed a genome-wide analysis of leukaemic cells from 242 paediatric ALL patients using high-resolution, single-nucleotide polymorphism arrays and genomic DNA sequencing. Our analyses revealed deletion, amplification, point mutation and structural rearrangement in genes encoding principal regulators of B lymphocyte development and differentiation in 40% of B-progenitor ALL cases. The PAX5 gene was the most frequent target of somatic mutation, being altered in 31.7% of cases. The identified PAX5 mutations resulted in reduced levels of PAX5 protein or the generation of hypomorphic alleles. Deletions were also detected in TCF3 (also known as E2A), EBF1, LEF1, IKZF1 (IKAROS) and IKZF3 (AIOLOS). These findings suggest that direct disruption of pathways controlling B-cell development and differentiation contributes to B-progenitor ALL pathogenesis. Moreover, these data demonstrate the power of high-resolution, genome-wide approaches to identify new molecular lesions in cancer.
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Affiliation(s)
- Charles G Mullighan
- Department of Pathology, St Jude Children's Research Hospital, Memphis, Tennessee 38105, USA
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El Saleeby CM, Jamison GR, Pounds SB, Hewitt CB, Hayden RT. Filtration-based culture methods improve recovery of fungal pathogens in respiratory specimens. Diagn Microbiol Infect Dis 2006; 56:221-3. [PMID: 16725298 DOI: 10.1016/j.diagmicrobio.2006.04.005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/17/2005] [Revised: 04/10/2006] [Accepted: 04/13/2006] [Indexed: 10/24/2022]
Abstract
We describe a filtration-based culture method to enhance sensitivity of routine culture for recovery of fungi from respiratory specimens. The new method resulted in an 8.3% (P = 0.0039) increase in recovery for all organisms and a 6.4% (P = 0.0391) for Candida species when compared to the conventional culture technique.
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Affiliation(s)
- Chadi M El Saleeby
- Department of Infectious Diseases, St. Jude Children's Research Hospital, Memphis, TN 38105-2794, USA.
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Cheng C, Pounds SB, Boyett JM, Pei D, Kuo ML, Roussel MF. Statistical significance threshold criteria for analysis of microarray gene expression data. Stat Appl Genet Mol Biol 2004; 3:Article36. [PMID: 16646816 DOI: 10.2202/1544-6115.1064] [Citation(s) in RCA: 29] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022]
Abstract
The methodological advancement in microarray data analysis on the basis of false discovery rate (FDR) control, such as the q-value plots, allows the investigator to examine the FDR from several perspectives. However, when FDR control at the "customary" levels 0.01, 0.05, or 0.1 does not provide fruitful findings, there is little guidance for making the trade off between the significance threshold and the FDR level by sound statistical or biological considerations. Thus, meaningful statistical significance criteria that complement the existing FDR methods for large-scale multiple tests are desirable. Three statistical significance criteria, the profile information criterion, the total error proportion, and the guide-gene driven selection, are developed in this research. The first two are general significance threshold criteria for large-scale multiple tests; the profile information criterion is related to the recent theoretical studies of the connection between FDR control and minimax estimation, and the total error proportion is closely related to the asymptotic properties of FDR control in terms of the total error risk. The guide-gene driven selection is an approach to combining statistical significance and the existing biological knowledge of the study at hand. Error properties of these criteria are investigated theoretically and by simulation. The proposed methods are illustrated and compared using an example of genomic screening for novel Arf gene targets. Operating characteristics of q-value and the proposed significance threshold criteria are investigated and compared in a simulation study that employs a model mimicking a gene regulatory pathway. A guideline for using these criteria is provided. Splus/R code is available from the corresponding author upon request.
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Affiliation(s)
- Cheng Cheng
- Department of Biostatistics, St. Jude Children's Research Hospital.
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