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Seffernick AE, Cao X, Cheng C, Yang W, Autry RJ, Yang JJ, Pui CH, Teachey DT, Lamba JK, Mullighan CG, Pounds SB. Bootstrap Evaluation of Association Matrices (BEAM) for Integrating Multiple Omics Profiles with Multiple Outcomes. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.07.31.605805. [PMID: 39131398 PMCID: PMC11312528 DOI: 10.1101/2024.07.31.605805] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 08/13/2024]
Abstract
Motivation Large datasets containing multiple clinical and omics measurements for each subject motivate the development of new statistical methods to integrate these data to advance scientific discovery. Model We propose bootstrap evaluation of association matrices (BEAM), which integrates multiple omics profiles with multiple clinical endpoints. BEAM associates a set omic features with clinical endpoints via regression models and then uses bootstrap resampling to determine statistical significance of the set. Unlike existing methods, BEAM uniquely accommodates an arbitrary number of omic profiles and endpoints. Results In simulations, BEAM performed similarly to the theoretically best simple test and outperformed other integrated analysis methods. In an example pediatric leukemia application, BEAM identified several genes with biological relevance established by a CRISPR assay that had been missed by univariate screens and other integrated analysis methods. Thus, BEAM is a powerful, flexible, and robust tool to identify genes for further laboratory and/or clinical research evaluation. Availability Source code, documentation, and a vignette for BEAM are available on GitHub at: https://github.com/annaSeffernick/BEAMR. The R package is available from CRAN at: https://cran.r-project.org/package=BEAMR. Contact Stanley.Pounds@stjude.org. Supplementary Information Supplementary data are available at the journal's website.
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Affiliation(s)
- Anna Eames Seffernick
- Department of Biostatistics, St. Jude Children’s Research Hospital, Memphis, TN, USA
| | - Xueyuan Cao
- Department of Health Promotion and Disease Prevention, University of Tennessee Health Science Center, Memphis, TN, USA
| | - Cheng Cheng
- Department of Biostatistics, St. Jude Children’s Research Hospital, Memphis, TN, USA
| | - Wenjian Yang
- Department of Pharmacy & Pharmaceutical Services, St. Jude Children’s Research Hospital, Memphis, TN, USA
- Hematological Malignancies Program, St. Jude Children’s Research Hospital, Memphis, TN, USA
| | - Robert J. Autry
- Hopp Children's Cancer Center Heidelberg (KiTZ), Heidelberg, Germany
- Division of Pediatric Neurooncology, German Consortium for Translational Cancer Research (DKTK), German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Jun J. Yang
- Department of Pharmacy & Pharmaceutical Services, St. Jude Children’s Research Hospital, Memphis, TN, USA
- Hematological Malignancies Program, St. Jude Children’s Research Hospital, Memphis, TN, USA
- Department of Oncology, St. Jude Children’s Research Hospital, Memphis, TN, USA
| | - Ching-Hon Pui
- Hematological Malignancies Program, St. Jude Children’s Research Hospital, Memphis, TN, USA
- Department of Oncology, St. Jude Children’s Research Hospital, Memphis, TN, USA
- Department of Pathology, St. Jude Children’s Research Hospital, Memphis, TN, USA
| | - David T. Teachey
- Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA, USA
- Department of Pediatrics and the Center for Childhood Cancer Research, Children's Hospital of Philadelphia, Philadelphia, PA, USA
- Division of Oncology and Center for Childhood Cancer Research, Children's Hospital of Philadelphia, Philadelphia, PA, USA
| | - Jatinder K. Lamba
- Department of Pharmacotherapy and Translational Research, University of Florida College of Pharmacy, Gainesville, FL, USA
| | - Charles G. Mullighan
- Hematological Malignancies Program, 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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2
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Gynn LE, Anderson E, Robinson G, Wexler SA, Upstill-Goddard G, Cox C, May JE. Primary mesenchymal stromal cells in co-culture with leukaemic HL-60 cells are sensitised to cytarabine-induced genotoxicity, whilst leukaemic cells are protected. Mutagenesis 2021; 36:419-428. [PMID: 34505878 PMCID: PMC8633936 DOI: 10.1093/mutage/geab033] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/12/2021] [Accepted: 09/09/2021] [Indexed: 12/27/2022] Open
Abstract
Tumour microenvironments are hallmarked in many cancer types. In haematological malignancies, bone marrow (BM) mesenchymal stromal cells (MSC) protect malignant cells from drug-induced cytotoxicity. However, less is known about malignant impact on supportive stroma. Notably, it is unknown whether these interactions alter long-term genotoxic damage in either direction. The nucleoside analogue cytarabine (ara-C), common in haematological therapies, remains the most effective agent for acute myeloid leukaemia, yet one third of patients develop resistance. This study aimed to evaluate the bidirectional effect of MSC and malignant cell co-culture on ara-C genotoxicity modulation. Primary MSC, isolated from patient BM aspirates for haematological investigations, and malignant haematopoietic cells (leukaemic HL-60) were co-cultured using trans-well inserts, prior to treatment with physiological dose ara-C. Co-culture genotoxic effects were assessed by micronucleus and alkaline comet assays. Patient BM cells from chemotherapy-treated patients had reduced ex vivo survival (P = 0.0049) and increased genotoxicity (P = 0.3172) than untreated patients. It was shown for the first time that HL-60 were protected by MSC from ara-C-induced genotoxicity, with reduced MN incidence in co-culture as compared to mono-culture (P = 0.0068). Comet tail intensity also significantly increased in ara-C-treated MSC with HL-60 influence (P = 0.0308). MSC sensitisation to ara-C genotoxicity was also demonstrated following co-culture with HL60 (P = 0.0116), which showed significantly greater sensitisation when MSC-HL-60 co-cultures were exposed to ara-C (P = 0.0409). This study shows for the first time that malignant HSC and MSC bidirectionally modulate genotoxicity, providing grounding for future research identifying mechanisms of altered genotoxicity in leukaemic microenvironments. MSC retain long-term genotoxic and functional damage following chemotherapy exposure. Understanding the interactions perpetuating such damage may inform modifications to reduce therapy-related complications, such as secondary malignancies and BM failure.
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Affiliation(s)
- Liana E Gynn
- Centre for Research in Biosciences, University of the West of England, Coldharbour Lane, Bristol, BS16 1QY, UK
| | - Elizabeth Anderson
- Centre for Research in Biosciences, University of the West of England, Coldharbour Lane, Bristol, BS16 1QY, UK
| | - Gareth Robinson
- Centre for Research in Biosciences, University of the West of England, Coldharbour Lane, Bristol, BS16 1QY, UK
| | - Sarah A Wexler
- Centre for Research in Biosciences, University of the West of England, Coldharbour Lane, Bristol, BS16 1QY, UK.,Royal United Hospitals Bath NHS Foundation Trust, Bath, BA1 3NG, UK
| | - Gillian Upstill-Goddard
- Centre for Research in Biosciences, University of the West of England, Coldharbour Lane, Bristol, BS16 1QY, UK.,Royal United Hospitals Bath NHS Foundation Trust, Bath, BA1 3NG, UK
| | - Christine Cox
- Centre for Research in Biosciences, University of the West of England, Coldharbour Lane, Bristol, BS16 1QY, UK.,Royal United Hospitals Bath NHS Foundation Trust, Bath, BA1 3NG, UK
| | - Jennifer E May
- Centre for Research in Biosciences, University of the West of England, Coldharbour Lane, Bristol, BS16 1QY, UK
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Nguyen NHK, Wu H, Tan H, Peng J, Rubnitz JE, Cao X, Pounds S, Lamba JK. Global Proteomic Profiling of Pediatric AML: A Pilot Study. Cancers (Basel) 2021; 13:3161. [PMID: 34202615 PMCID: PMC8268478 DOI: 10.3390/cancers13133161] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/14/2021] [Revised: 06/14/2021] [Accepted: 06/19/2021] [Indexed: 12/17/2022] Open
Abstract
Acute Myeloid Leukemia (AML) is a heterogeneous disease with several recurrent cytogenetic abnormalities. Despite genomics and transcriptomics profiling efforts to understand AML's heterogeneity, studies focused on the proteomic profiles associated with pediatric AML cytogenetic features remain limited. Furthermore, the majority of biological functions within cells are operated by proteins (i.e., enzymes) and most drugs target the proteome rather than the genome or transcriptome, thus, highlighting the significance of studying proteomics. Here, we present our results from a pilot study investigating global proteomic profiles of leukemic cells obtained at diagnosis from 16 pediatric AML patients using a robust TMT-LC/LC-MS/MS platform. The proteome profiles were compared among patients with or without core binding factor (CBF) translocation indicated by a t(8;21) or inv(16) cytogenetic abnormality, minimal residual disease status at the end of the first cycle of chemotherapy (MRD1), and in vitro chemosensitivity of leukemic cells to cytarabine (Ara-C LC50). Our results established proteomic differences between CBF and non-CBF AML subtypes, providing insights to AML subtypes physiology, and identified potential druggable proteome targets such as THY1 (CD90), NEBL, CTSF, COL2A1, CAT, MGLL (MAGL), MACROH2A2, CLIP2 (isoform 1 and 2), ANPEP (CD13), MMP14, and AK5.
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Affiliation(s)
- Nam H. K. Nguyen
- Department of Pharmacotherapy and Translational Research, Center for Pharmacogenomics, College of Pharmacy, University of Florida, Gainesville, FL 32610, USA;
| | - Huiyun Wu
- Department of Biostatistics, St. Jude Children’s Research Hospital, Memphis, TN 38105, USA; (H.W.); (S.P.)
| | - Haiyan Tan
- Center for Proteomics and Metabolomics, St. Jude Children’s Research Hospital, Memphis, TN 38105, USA; (H.T.); (J.P.)
| | - Junmin Peng
- Center for Proteomics and Metabolomics, St. Jude Children’s Research Hospital, Memphis, TN 38105, USA; (H.T.); (J.P.)
- Department of Structural Biology, St. Jude Children’s Research Hospital, Memphis, TN 38105, USA
- Department of Developmental Neurobiology, St. Jude Children’s Research Hospital, Memphis, TN 38105, USA
| | - Jeffrey E. Rubnitz
- Department of Oncology, St. Jude Children’s Research Hospital, Memphis, TN 38105, USA;
| | - Xueyuan Cao
- College of Nursing, University of Tennessee Health Science Center, Memphis, TN 38163, USA;
| | - Stanley Pounds
- Department of Biostatistics, St. Jude Children’s Research Hospital, Memphis, TN 38105, USA; (H.W.); (S.P.)
| | - Jatinder K. Lamba
- Department of Pharmacotherapy and Translational Research, Center for Pharmacogenomics, College of Pharmacy, University of Florida, Gainesville, FL 32610, USA;
- Department of Oncology, St. Jude Children’s Research Hospital, Memphis, TN 38105, USA;
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4
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Fajardo-Orduña GR, Ledesma-Martínez E, Aguiñiga-Sánchez I, Mora-García MDL, Weiss-Steider B, Santiago-Osorio E. Inhibitors of Chemoresistance Pathways in Combination with Ara-C to Overcome Multidrug Resistance in AML. A Mini Review. Int J Mol Sci 2021; 22:ijms22094955. [PMID: 34066940 PMCID: PMC8124548 DOI: 10.3390/ijms22094955] [Citation(s) in RCA: 26] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/03/2021] [Revised: 04/30/2021] [Accepted: 05/03/2021] [Indexed: 12/12/2022] Open
Abstract
Acute myeloid leukemia (AML), the most common type of leukemia in older adults, is a heterogeneous disease that originates from the clonal expansion of undifferentiated hematopoietic progenitor cells. These cells present a remarkable variety of genes and proteins with altered expression and function. Despite significant advances in understanding the molecular panorama of AML and the development of therapies that target mutations, survival has not improved significantly, and the therapy standard is still based on highly toxic chemotherapy, which includes cytarabine (Ara-C) and allogeneic hematopoietic cell transplantation. Approximately 60% of AML patients respond favorably to these treatments and go into complete remission; however, most eventually relapse, develop refractory disease or chemoresistance, and do not survive for more than five years. Therefore, drug resistance that initially occurs in leukemic cells (primary resistance) or that develops during or after treatment (acquired resistance) has become the main obstacle to AML treatment. In this work, the main molecules responsible for generating chemoresistance to Ara-C in AML are discussed, as well as some of the newer strategies to overcome it, such as the inclusion of molecules that can induce synergistic cytotoxicity with Ara-C (MNKI-8e, emodin, metformin and niclosamide), subtoxic concentrations of chemotherapy (PD0332991), and potently antineoplastic treatments that do not damage nonmalignant cells (heteronemin or hydroxyurea + azidothymidine).
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Affiliation(s)
- Guadalupe Rosario Fajardo-Orduña
- Hematopoiesis and Leukemia Laboratory, Research Unit on Cell Differentiation and Cancer, FES Zaragoza, National Autonomous University of Mexico, 09230 Mexico City, Mexico; (G.R.F.-O.); (E.L.-M.); (I.A.-S.); (B.W.-S.)
| | - Edgar Ledesma-Martínez
- Hematopoiesis and Leukemia Laboratory, Research Unit on Cell Differentiation and Cancer, FES Zaragoza, National Autonomous University of Mexico, 09230 Mexico City, Mexico; (G.R.F.-O.); (E.L.-M.); (I.A.-S.); (B.W.-S.)
| | - Itzen Aguiñiga-Sánchez
- Hematopoiesis and Leukemia Laboratory, Research Unit on Cell Differentiation and Cancer, FES Zaragoza, National Autonomous University of Mexico, 09230 Mexico City, Mexico; (G.R.F.-O.); (E.L.-M.); (I.A.-S.); (B.W.-S.)
- Department of Biomedical Sciences, School of Medicine, Faculty of High Studies Zaragoza, National Autonomous University of Mexico, 09230 Mexico City, Mexico
| | - María de Lourdes Mora-García
- Immunobiology Laboratory, Research Unit on Cell Differentiation and Cancer, FES Zaragoza, National Autonomous University of Mexico, 09230 Mexico City, Mexico;
| | - Benny Weiss-Steider
- Hematopoiesis and Leukemia Laboratory, Research Unit on Cell Differentiation and Cancer, FES Zaragoza, National Autonomous University of Mexico, 09230 Mexico City, Mexico; (G.R.F.-O.); (E.L.-M.); (I.A.-S.); (B.W.-S.)
| | - Edelmiro Santiago-Osorio
- Hematopoiesis and Leukemia Laboratory, Research Unit on Cell Differentiation and Cancer, FES Zaragoza, National Autonomous University of Mexico, 09230 Mexico City, Mexico; (G.R.F.-O.); (E.L.-M.); (I.A.-S.); (B.W.-S.)
- Correspondence: ; Tel.: +52-55-57-73-41-08
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A genomics-informed computational biology platform prospectively predicts treatment responses in AML and MDS patients. Blood Adv 2020; 3:1837-1847. [PMID: 31208955 DOI: 10.1182/bloodadvances.2018028316] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/13/2018] [Accepted: 03/12/2019] [Indexed: 12/14/2022] Open
Abstract
Patients with myelodysplastic syndromes (MDS) or acute myeloid leukemia (AML) are generally older and have more comorbidities. Therefore, identifying personalized treatment options for each patient early and accurately is essential. To address this, we developed a computational biology modeling (CBM) and digital drug simulation platform that relies on somatic gene mutations and gene CNVs found in malignant cells of individual patients. Drug treatment simulations based on unique patient-specific disease networks were used to generate treatment predictions. To evaluate the accuracy of the genomics-informed computational platform, we conducted a pilot prospective clinical study (NCT02435550) enrolling confirmed MDS and AML patients. Blinded to the empirically prescribed treatment regimen for each patient, genomic data from 50 evaluable patients were analyzed by CBM to predict patient-specific treatment responses. CBM accurately predicted treatment responses in 55 of 61 (90%) simulations, with 33 of 61 true positives, 22 of 61 true negatives, 3 of 61 false positives, and 3 of 61 false negatives, resulting in a sensitivity of 94%, a specificity of 88%, and an accuracy of 90%. Laboratory validation further confirmed the accuracy of CBM-predicted activated protein networks in 17 of 19 (89%) samples from 11 patients. Somatic mutations in the TET2, IDH1/2, ASXL1, and EZH2 genes were discovered to be highly informative of MDS response to hypomethylating agents. In sum, analyses of patient cancer genomics using the CBM platform can be used to predict precision treatment responses in MDS and AML patients.
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6
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Harnessing Gene Expression Profiles for the Identification of Ex Vivo Drug Response Genes in Pediatric Acute Myeloid Leukemia. Cancers (Basel) 2020; 12:cancers12051247. [PMID: 32429253 PMCID: PMC7281398 DOI: 10.3390/cancers12051247] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/21/2020] [Revised: 05/06/2020] [Accepted: 05/12/2020] [Indexed: 12/28/2022] Open
Abstract
Novel treatment strategies are of paramount importance to improve clinical outcomes in pediatric AML. Since chemotherapy is likely to remain the cornerstone of curative treatment of AML, insights in the molecular mechanisms that determine its cytotoxic effects could aid further treatment optimization. To assess which genes and pathways are implicated in tumor drug resistance, we correlated ex vivo drug response data to genome-wide gene expression profiles of 73 primary pediatric AML samples obtained at initial diagnosis. Ex vivo response of primary AML blasts towards cytarabine (Ara C), daunorubicin (DNR), etoposide (VP16), and cladribine (2-CdA) was associated with the expression of 101, 345, 206, and 599 genes, respectively (p < 0.001, FDR 0.004–0.416). Microarray based expression of multiple genes was technically validated using qRT-PCR for a selection of genes. Moreover, expression levels of BRE, HIF1A, and CLEC7A were confirmed to be significantly (p < 0.05) associated with ex vivo drug response in an independent set of 48 primary pediatric AML patients. We present unique data that addresses transcriptomic analyses of the mechanisms underlying ex vivo drug response of primary tumor samples. Our data suggest that distinct gene expression profiles are associated with ex vivo drug response, and may confer a priori drug resistance in leukemic cells. The described associations represent a fundament for the development of interventions to overcome drug resistance in AML, and maximize the benefits of current chemotherapy for sensitive patients.
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7
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Isidori A, Loscocco F, Curti A, Amadori S, Visani G. Genomic profiling and predicting treatment response in acute myeloid leukemia. Pharmacogenomics 2020; 20:467-470. [PMID: 31124415 DOI: 10.2217/pgs-2018-0202] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/02/2023] Open
Affiliation(s)
- Alessandro Isidori
- Hematology & Hematopoietic Stem Cell Transplant Center, AORMN, Pesaro, Italy
| | - Federica Loscocco
- Hematology & Hematopoietic Stem Cell Transplant Center, AORMN, Pesaro, Italy
| | - Antonio Curti
- Department of Experimental, Diagnostic & Specialty Medicine, Institute of Hematology 'L&A Seràgnoli', University of Bologna, Bologna, Italy
| | | | - Giuseppe Visani
- Hematology & Hematopoietic Stem Cell Transplant Center, AORMN, Pesaro, Italy
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8
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Zhong C, Yu J, Li D, Jiang K, Tang Y, Yang M, Shen H, Fang X, Ding K, Zheng S, Yuan Y. Zyxin as a potential cancer prognostic marker promotes the proliferation and metastasis of colorectal cancer cells. J Cell Physiol 2019; 234:15775-15789. [PMID: 30697742 DOI: 10.1002/jcp.28236] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/05/2018] [Revised: 01/08/2019] [Accepted: 01/10/2019] [Indexed: 01/24/2023]
Abstract
Colorectal cancer (CRC) is a leading cause of cancer death. This study was conducted to investigate the functions and mechanisms of Zyxin (ZYX) in CRC. Multiomics analysis associated ZYX with CRC metastasis. ZYX expression levels were increased in human CRC tissues and related to shorter recurrence-free survival. Knockdown of ZYX expression resulted in inhibition of cell growth, invasion, and migration in vitro and in vivo. Comprehensive analysis of gene microarray analysis showed that ZYX may activate the pathway of NUPR1 and JNK, inhibit CST5, regulate focal adhesion (FA), and affect epithelial-mesenchymal transition in CRC cells. Results of gene microarray and membrane protein isobaric tags with relative and absolute quantitation labeling mass spectrometry found ten differentially expressed genes, which were associated with ZYX activity. Furthermore, real-time polymerase chain reaction was used to validate the expression patterns of selected genes in the integrative analysis. Taken together, our findings provide the first evidence that decreased expression level of ZYX impairs CRC cell proliferation and metastasis probably via the FA pathway.
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Affiliation(s)
- Chenhan Zhong
- Department of Medical Oncology, (Key Laboratory of Cancer Prevention and Intervention, Chinese National Ministry of Education; Key Laboratory of Molecular Biology in Medical Sciences) The Second Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China
| | - Jiekai Yu
- Cancer Institute, The Second Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China
| | - Dan Li
- Department of Medical Oncology, (Key Laboratory of Cancer Prevention and Intervention, Chinese National Ministry of Education; Key Laboratory of Molecular Biology in Medical Sciences) The Second Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China
| | - Kai Jiang
- Department of Surgical Oncology, The Second Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China
| | - Yang Tang
- Department of Surgical Oncology, The Second Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China
| | - Mengyuan Yang
- Department of Medical Oncology, (Key Laboratory of Cancer Prevention and Intervention, Chinese National Ministry of Education; Key Laboratory of Molecular Biology in Medical Sciences) The Second Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China
| | - Hong Shen
- Department of Medical Oncology, (Key Laboratory of Cancer Prevention and Intervention, Chinese National Ministry of Education; Key Laboratory of Molecular Biology in Medical Sciences) The Second Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China
| | - Xuefeng Fang
- Department of Medical Oncology, (Key Laboratory of Cancer Prevention and Intervention, Chinese National Ministry of Education; Key Laboratory of Molecular Biology in Medical Sciences) The Second Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China
| | - Kefeng Ding
- Department of Surgical Oncology, The Second Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China
| | - Shu Zheng
- Cancer Institute, The Second Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China.,Research Center for Air Pollution and Health, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China
| | - Ying Yuan
- Department of Medical Oncology, (Key Laboratory of Cancer Prevention and Intervention, Chinese National Ministry of Education; Key Laboratory of Molecular Biology in Medical Sciences) The Second Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China.,Cancer Institute, The Second Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China
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9
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Xu H, Muise ES, Javaid S, Chen L, Cristescu R, Mansueto MS, Follmer N, Cho J, Kerr K, Altura R, Machacek M, Nicholson B, Addona G, Kariv I, Chen H. Identification of predictive genetic signatures of Cytarabine responsiveness using a 3D acute myeloid leukaemia model. J Cell Mol Med 2019; 23:7063-7077. [PMID: 31449347 PMCID: PMC6787505 DOI: 10.1111/jcmm.14608] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/12/2019] [Revised: 07/25/2019] [Accepted: 07/30/2019] [Indexed: 12/31/2022] Open
Abstract
This study reports the establishment of a bone marrow mononuclear cell (BMMC) 3D culture model and the application of this model to define sensitivity and resistance biomarkers of acute myeloid leukaemia (AML) patient bone marrow samples in response to Cytarabine (Ara-C) treatment. By mimicking physiological bone marrow microenvironment, the growth conditions were optimized by using frozen BMMCs derived from healthy donors. Healthy BMMCs are capable of differentiating into major hematopoietic lineages and various types of stromal cells in this platform. Cryopreserved BMMC samples from 49 AML patients were characterized for ex vivo growth and sensitivity to Ara-C. RNA sequencing was performed for 3D and 2D cultures to determine differential gene expression patterns. Specific genetic mutations and/or gene expression signatures associated with the ability of the ex vivo expansion and response to Ara-C were elucidated by whole-exome and RNA sequencing. Data analysis identified unique gene expression signatures and novel genetic mutations associated with sensitivity to Ara-C treatment of proliferating AML specimens and can be used as predictive therapeutic biomarkers to determine the optimal treatment regimens. Furthermore, these data demonstrate the translational value of this ex vivo platform which should be widely applicable to evaluate other therapies in AML.
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Affiliation(s)
- Haiyan Xu
- Department of Pharmacology, Merck & Co., Inc., Boston, MA, USA
| | - Eric S Muise
- Department of Genetics and Pharmacogenomics, Merck & Co., Inc., Boston, MA, USA
| | - Sarah Javaid
- Department of Genetics and Pharmacogenomics, Merck & Co., Inc., Boston, MA, USA
| | - Lan Chen
- Department of Strategic Planning & Research Informatics, Merck & Co., Inc., Beijing, China
| | - Razvan Cristescu
- Department of Precision Oncology Biomarkers, Merck & Co., Inc., Boston, MA, USA
| | - My Sam Mansueto
- Department of Pharmacology, Merck & Co., Inc., Boston, MA, USA
| | - Nicole Follmer
- Department of Oncology Early Discovery, Merck & Co., Inc., Boston, MA, USA
| | - Jennifer Cho
- Department of Genetics and Pharmacogenomics, Merck & Co., Inc., Boston, MA, USA
| | - Kimberley Kerr
- Department of Genetics and Pharmacogenomics, Merck & Co., Inc., Boston, MA, USA
| | - Rachel Altura
- Department of Oncology Early Development, Merck & Co., Inc., Rahway, NJ, USA
| | - Michelle Machacek
- Department of Discovery Chemistry, Merck & Co., Inc., Boston, MA, USA
| | - Benjamin Nicholson
- Department of Oncology Early Discovery, Merck & Co., Inc., Boston, MA, USA
| | - George Addona
- Department of Pharmacology, Merck & Co., Inc., Boston, MA, USA
| | - Ilona Kariv
- Department of Pharmacology, Merck & Co., Inc., Boston, MA, USA
| | - Hongmin Chen
- Department of Pharmacology, Merck & Co., Inc., Boston, MA, USA
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10
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Intracellular cytarabine triphosphate in circulating blasts post-treatment predicts remission status in patients with acute myeloid leukemia. Exp Hematol 2019; 74:13-18.e3. [PMID: 31054867 DOI: 10.1016/j.exphem.2019.04.005] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/17/2018] [Revised: 04/10/2019] [Accepted: 04/24/2019] [Indexed: 11/21/2022]
Abstract
Cytarabine remains the backbone of therapy in acute myeloid leukemia (AML). The ability to assess intracellular cytarabine triphosphate (ara-CTP) levels in patients receiving cytarabine represents a major goal in the prediction of treatment response. This study, conducted within a clinical setting, aimed to assess ara-CTP levels in circulating peripheral blasts from non-M3 AML patients receiving cytarabine at one of three dosing levels, using a novel biosensor assay. Results from the initial 72 hours post-commencement were correlated with day 28 remission status, with feasibility parameters concurrently assessed. Intracellular ara-CTP was detectable in ex vivo blasts post-treatment for standard-dose (SD) and high-dose (HD) patients (p < 0.05), and quantification revealed a 27-fold increase in intracellular steady-state concentration between the two dosing levels. For low-dose cytarabine, high rates of patient discharge and low intracellular concentrations limited analysis; however, assessment of intracellular ara-CTP concentration was achievable in a dwindling population of blasts for SD and HD treatment cohorts, with 4 hours post-treatment commencement potentially being most predictive of clinical response (r = -0.912, p = 0.0113). Concurrent assessment of peripheral leukemia-associated immunophenotype (LAIP)-positive cells revealed a decline in burden (0-72 hours), which correlated with remission status (p < 0.05). Unexpectedly high rates of night sampling led to challenges associated with sampling rates, but did not have an impact on patient compliance. Additional training of night staff improved feasibility substantially. Multiple peripheral sampling during the initial 72 hours of treatment is feasible in newly diagnosed patients, and ara-CTP is detectable over the initial 24 hours, facilitating prediction of chemosensitivity of leukemic blasts to cytarabine.
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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: 1.3] [Reference Citation Analysis] [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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12
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Wang Y, Lamba JK. Retracted: Influence of genetic variants of IDH1, IDH2, TET2 and DNMT3A on cytarabine cytotoxicity in different populations. J Clin Pharm Ther 2017. [PMID: 29164635 DOI: 10.1111/jcpt.12653] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2017] [Accepted: 10/28/2017] [Indexed: 12/24/2022]
Abstract
'Influence of genetic variants of IDH1, IDH2, TET2 and DNMT3A on cytarabine cytotoxicity in different populations' by Y. Wang & J. K. Lamba1 The above article from the Journal of Clinical Pharmacy and Therapeutics, published online on 21 November 2017 in Wiley Online Library (wileyonlinelibrary.com), has been retracted following discussions with the authors, the Journal Editors and John Wiley & Sons Ltd. The Retraction has been agreed as this paper was submitted under the joint names of Yan Wang, Jatinder K. Lamba and a third co-author. After acceptance of the paper, Dr Wang wrote to the EiC asking for the name of the third co-author to be dropped because of insufficient contribution. The EiC asked that the request be signed by all three authors. When this arrived, the paper was published online with only Dr Wang and Dr Lamba. However, Dr Lamba wrote to the EiC after publication indicating that she had not previously seen the manuscript and that there were co-authors missing. As it is clear that Dr Lamba's signature was forged, we cannot rely on the integrity of the report. The retraction is with the agreement of Dr Lamba but not of Dr Wang. REFERENCE 1. Wang Y, Lamba JK. Influence of genetic variants of IDH1, IDH2, TET2 and DNMT3A on cytarabine cytotoxicity in different populations. J Clin Pharm Ther. 2017;00:1-9. https://doi.org/10.1111/jcpt.12653.
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Affiliation(s)
- Y Wang
- Department of Pharmacy, Affiliated Hospital of Xuzhou Medical University, Jiangsu, China
- Department of Experimental and Clinical Pharmacology, University of Minnesota, Minneapolis, MN, USA
| | - J K Lamba
- Department of Experimental and Clinical Pharmacology, University of Minnesota, Minneapolis, MN, USA
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13
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Zhang DY, Yuan XQ, Yan H, Cao S, Zhang W, Li XL, Zeng H, Chen XP. Association between DCK 35708 T>C variation and clinical outcomes of acute myeloid leukemia in South Chinese patients. Pharmacogenomics 2016; 17:1519-31. [PMID: 27548009 DOI: 10.2217/pgs-2016-0084] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/28/2022] Open
Abstract
AIM DCK is a rate-limiting enzyme in cytarabine activation. rs4643786 and rs67437265 (P122S) variants are reported to affect DCK activity. PATIENTS & METHODS A total of 282 newly diagnosed acute myeloid leukemia (AML) patients were treated with cytarabine combined chemotherapy and genotyped for rs4643786 and rs67437265. Prognosis data were obtained through regular follow-up. DCK mRNA expression was detected in pretreatment blood or bone marrow mononuclear cells. RESULTS rs4643786 showed strong linkage disequilibrium with rs67437265. rs4643786 CT heterozygotes showed significantly higher complete remission rate (p = 0.028), superior overall survival (p = 0.006) and relapse-free survival (p = 0.020) than wild-type TT homozygotes. rs4643786 polymorphism was an independent predictor for AML prognosis. CONCLUSION DCK rs4643786 may serve as an independent predictor of drug response and AML outcome.
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Affiliation(s)
- Dao-Yu Zhang
- Department of Clinical Pharmacology, Xiangya Hospital, Central South University, Changsha 410008, Hunan, PR China.,Institute of Clinical Pharmacology, Central South University; Hunan Key Laboratory of Pharmacogenetics, Changsha 410078, Hunan, PR China
| | - Xiao-Qing Yuan
- Department of Clinical Pharmacology, Xiangya Hospital, Central South University, Changsha 410008, Hunan, PR China.,Institute of Clinical Pharmacology, Central South University; Hunan Key Laboratory of Pharmacogenetics, Changsha 410078, Hunan, PR China
| | - Han Yan
- Department of Clinical Pharmacology, Xiangya Hospital, Central South University, Changsha 410008, Hunan, PR China.,Institute of Clinical Pharmacology, Central South University; Hunan Key Laboratory of Pharmacogenetics, Changsha 410078, Hunan, PR China
| | - Shan Cao
- Department of Clinical Pharmacology, Xiangya Hospital, Central South University, Changsha 410008, Hunan, PR China.,Institute of Clinical Pharmacology, Central South University; Hunan Key Laboratory of Pharmacogenetics, Changsha 410078, Hunan, PR China
| | - Wei Zhang
- Department of Clinical Pharmacology, Xiangya Hospital, Central South University, Changsha 410008, Hunan, PR China.,Institute of Clinical Pharmacology, Central South University; Hunan Key Laboratory of Pharmacogenetics, Changsha 410078, Hunan, PR China
| | - Xiao-Lin Li
- Department of Hematology, Xiang-Ya Hospital, Central South University, Changsha 410008, Hunan, PR China
| | - Hui Zeng
- Department of Hematology, Xiang-Ya Hospital, Central South University, Changsha 410008, Hunan, PR China
| | - Xiao-Ping Chen
- Department of Clinical Pharmacology, Xiangya Hospital, Central South University, Changsha 410008, Hunan, PR China.,Institute of Clinical Pharmacology, Central South University; Hunan Key Laboratory of Pharmacogenetics, Changsha 410078, Hunan, PR China.,Hunan Province Cooperation Innovation Center for Molecular Target New Drug Study, Hengyang 421001, Hunan, PR China
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14
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Bhise NS, Chauhan L, Shin M, Cao X, Pounds S, Lamba V, Lamba JK. MicroRNA-mRNA Pairs Associated with Outcome in AML: From In Vitro Cell-Based Studies to AML Patients. Front Pharmacol 2016; 6:324. [PMID: 26858643 PMCID: PMC4729948 DOI: 10.3389/fphar.2015.00324] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/01/2015] [Accepted: 12/30/2015] [Indexed: 12/22/2022] Open
Abstract
Cytarabine is the primary chemotherapeutic agent used for treatment of acute myeloid leukemia (AML). Disease relapse after initial remission remains one of the most pressing therapeutic challenges in the treatment of AML. Relapsed disease is often resistant to cytarabine and subsequent salvage therapy is ineffective. Recent studies have shown that some microRNAs (miRNAs) are associated with prognosis, but have not yet explored the role of miRNAs in cellular response to cytarabine. We identified 20 miRNAs that associate with the in vitro cytarabine chemo-sensitivity or apoptotic response of eight AML cell lines. Out of the 20 miRNAs, data on 18 miRNAs was available in AML patients from The Cancer Genome Atlas database. Our stepwise-integrated analyses (step 1 - miRNA-target mRNA that were significantly correlated in AML patients; step 2 - mRNAs from step 1 with significant association with overall survival (OS)) identified 23 unique miRNA-mRNA pairs predictive of OS in AML patients. As expected HOX genes (HOXA9, HOXB7, and HOXA10) were identified to be regulated by miRs as well as predictive of worse OS. Additionally, miR107-Myb, miR-378-granzyme B involved in granzyme signaling and miR10a-MAP4K4 were identified to be predictive of outcome through integrated analysis. Although additional functional validations to establish clinical/pharmacologic importance of miRNA-mRNA pairs are needed, our results from RNA electrophoretic mobility shift assay confirmed binding of miR-10a, miR-378, and miR-107 with their target genes GALNT1, GZMB, and MYB, respectively. Integration of pathogenic and pharmacologically significant miRNAs and miRNA-mRNA relationships identified in our study opens up opportunities for development of targeted/miRNA-directed therapies.
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Affiliation(s)
- Neha S Bhise
- Department of Pharmacotherapy and Translational Research, University of FloridaGainesville, FL, USA; Department of Experimental and Clinical Pharmacology, University of MinnesotaMinneapolis, MN, USA
| | - Lata Chauhan
- Department of Pharmacotherapy and Translational Research, University of Florida Gainesville, FL, USA
| | - Miyoung Shin
- Department of Pharmacotherapy and Translational Research, University of Florida Gainesville, FL, USA
| | - Xueyuan Cao
- Department of Biostatistics, St. Jude Children's Research Hospital Memphis, TN, USA
| | - Stanley Pounds
- Department of Biostatistics, St. Jude Children's Research Hospital Memphis, TN, USA
| | - Vishal Lamba
- Department of Pharmacotherapy and Translational Research, University of Florida Gainesville, FL, USA
| | - Jatinder K Lamba
- Department of Pharmacotherapy and Translational Research, University of Florida Gainesville, FL, USA
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15
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Lamba JK, Pounds S, Cao X, Crews KR, Cogle CR, Bhise N, Raimondi SC, Downing JR, Baker SD, Ribeiro RC, Rubnitz JE. Clinical significance of in vivo cytarabine-induced gene expression signature in AML. Leuk Lymphoma 2015; 57:909-20. [PMID: 26366682 DOI: 10.3109/10428194.2015.1086918] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/05/2023]
Abstract
Despite initial remission, ∼60-70% of adult and 30% of pediatric patients experience relapse or refractory AML. Studies so far have identified base line gene expression profiles of pathogenic and prognostic significance in AML; however, the extent of change in gene expression post-initiation of treatment has not been investigated. Exposure of leukemic cells to chemotherapeutic agents such as cytarabine, a mainstay of AML chemotherapy, can trigger adaptive response by influencing leukemic cell transcriptome and, hence, development of resistance or refractory disease. It is, however, challenging to perform such a study due to lack of availability of specimens post-drug treatment. The primary objective of this study was to identify in vivo cytarabine-induced changes in leukemia cell transcriptome and to evaluate their impact on clinical outcome. The results highlight genes relevant to cytarabine resistance and support the concept of targeting cytarabine-induced genes as a means of improving response.
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Affiliation(s)
- Jatinder K Lamba
- a Pharmacotherapy and Translational Research, University of Florida , Gainesville , FL , USA
| | - Stanley Pounds
- b Biostatistics, St Jude Children's Research Hospital , Memphis , TN , USA
| | - Xueyuan Cao
- b Biostatistics, St Jude Children's Research Hospital , Memphis , TN , USA
| | - Kristine R Crews
- c Pharmaceutical Sciences, St Jude Children's Research Hospital , Memphis , TN , USA
| | - Christopher R Cogle
- d Division of Hematology and Oncology, Department of Medicine , University of Florida , Gainesville , FL , USA
| | - Neha Bhise
- a Pharmacotherapy and Translational Research, University of Florida , Gainesville , FL , USA
| | - Susana C Raimondi
- e Pathology, St Jude Children's Research Hospital , Memphis , TN , USA , and
| | - James R Downing
- e Pathology, St Jude Children's Research Hospital , Memphis , TN , USA , and
| | - Sharyn D Baker
- c Pharmaceutical Sciences, St Jude Children's Research Hospital , Memphis , TN , USA
| | - Raul C Ribeiro
- f Oncology, St Jude Children's Research Hospital , Memphis , TN , USA
| | - Jeffrey E Rubnitz
- f Oncology, St Jude Children's Research Hospital , Memphis , TN , USA
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16
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Lu JW, Lin YM, Lai YL, Chen CY, Hu CY, Tien HF, Ou DL, Lin LI. MK-2206 induces apoptosis of AML cells and enhances the cytotoxicity of cytarabine. Med Oncol 2015; 32:206. [PMID: 26087957 DOI: 10.1007/s12032-015-0650-7] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/21/2015] [Accepted: 06/04/2015] [Indexed: 01/09/2023]
Abstract
Genetic alterations in the PI3K/AKT cascade have been linked to various human cancers including acute myeloid leukemia (AML) and have emerged to be promising targets for treatment. In this study, we explored the molecular mechanism and clinical implication of a specific allosteric AKT inhibitor, MK-2206, in the treatment of AML. Four leukemia cell lines, MV-4-11, MOLM-13, OCI/AML3, and U937, were used. Apoptosis and cell cycle distribution were determined by flow cytometry analysis. Expression of anti-apoptotic protein family and glycogen synthase kinase 3β (GSK3β) signaling was determined by western blotting. Drug combination effects of MK-2206 with cytarabine were evaluated by cell proliferation assay, and the combination index values were calculated by CompuSyn software. MK-2206 had no effect on normal peripheral blood mononuclear cells, but induced G1-phase arrest and apoptosis in leukemia cells. Among anti-apoptotic Bcl-2 family members, only myeloid cell leukemia-1 (Mcl-1) was significantly suppressed. Mcl-1 suppression by MK-2206 was closely associated with decreased GSK3β phosphorylation at Ser9, an event leads to GSK3β activation. Furthermore, the effect of MK-2206 on Mcl-1 downregulation was abolished by GSK3β inhibitor, lithium chloride and proteasome inhibitor, MG-132, suggesting that MK-2206 acted through a GSK3β-mediated, proteasome-dependent protein degradation. In addition, co-administration of MK-2206 with cytarabine could enhance the cytotoxic efficacy of cytarabine in leukemia cell lines. In conclusion, we have demonstrated that MK-2206 is an active agent in AML and its efficacy as in combination with cytarabine is implicated.
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Affiliation(s)
- Jeng-Wei Lu
- Department of Clinical Laboratory Sciences and Medical Biotechnology, College of Medicine, National Taiwan University, Taipei, Taiwan,
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17
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Abstract
Both acute myeloid leukemia and chronic myeloid leukemia are thought to arise from a subpopulation of primitive cells, termed leukemic stem cells that share properties with somatic stem cells. Leukemic stem cells are capable of continued self-renewal, and are resistant to conventional chemotherapy and are considered to be responsible for disease relapse. In recent years, improved understanding of the underlying mechanisms of myeloid leukemia biology has led to the development of novel and targeted therapies. This review focuses on clinically relevant patent applications and their relevance within the known literature in two areas of prevailing therapeutic interest, namely monoclonal antibody therapy and small molecule inhibitors in disease-relevant signaling pathways.
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18
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Guo X, Hao Y, Kamilijiang M, Hasimu A, Yuan J, Wu G, Reyimu H, Kadeer N, Abudula A. Potential predictive plasma biomarkers for cervical cancer by 2D-DIGE proteomics and Ingenuity Pathway Analysis. Tumour Biol 2014; 36:1711-20. [PMID: 25427637 DOI: 10.1007/s13277-014-2772-5] [Citation(s) in RCA: 42] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2014] [Accepted: 10/23/2014] [Indexed: 11/27/2022] Open
Abstract
The current methods available for screening and detecting cervical squamous cell carcinoma (CSCC) have insufficient sensitivity and specificity. As a result, many patients suffered from erroneous and missed diagnosis. Because CSCC is usually asymptomatic at potentially curative stages, identification of biomarkers is an urgent need for the early detection of CSCC. Comparative proteomics based on two-dimensional differential in-gel electrophoresis (2D-DIGE) was employed to quantitatively analyze plasma proteins of healthy Uyghur women and with early stage cervical carcinoma. The 2D-DIGE image were analyzed statistically using DeCyder™ 2D software. The statistical analysis of proteomic data revealed that 43 protein spots showed significantly different expression (ratio > 1.5, P < 0.01). A further identification of these protein spots by MALDI-TOF-MS found out 16 different proteins. Bioinformatic analysis within the framework of Ingenuity Pathway Analysis (IPA(@)) showed that 10 plasma proteins as candidate biomarker were screened, mainly including lipid metabolism-related proteins (APOA4, APOA1, APOE), complement (EPPK1, CFHR1), metabolic enzymes (CP, F2, MASP2), glycoprotein (CLU), and immune function-related proteins (IGK@). Networks involved in lipid metabolism, molecular transport, and small molecule biochemistry were dysfunctional in CSCC. Acute phase response signaling and JAK/Stat signaling and IL-4 signaling, etc., were identified as the canonical pathways that are overrepresented in CSCC. Furthermore, the expression of three proteins (APOA1, APOE, CLU) were validated using ELISA in plasma of patients with different stage cervical lesion. With the combined proteomic and bioinformatic approach, this study was successful in identifying biomarker signatures for cervical cancer and might provide new insights into the mechanism of CSCC progression, potentially leading to the design of novel diagnostic and therapeutic strategies.
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Affiliation(s)
- Xia Guo
- Xinjiang Key Laboratory of Molecular Biology and Endemic Diseases, Central Laboratory of XinJiang Medical University/Collaborative Innovation Center, Xinjiang Medical University, Urumqi, 830011, People's Republic of China,
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19
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Cao X, Mitra AK, Pounds S, Crews KR, Gandhi V, Plunkett W, Dolan ME, Hartford C, Raimondi S, Campana D, Downing J, Rubnitz JE, Ribeiro RC, Lamba JK. RRM1 and RRM2 pharmacogenetics: association with phenotypes in HapMap cell lines and acute myeloid leukemia patients. Pharmacogenomics 2014; 14:1449-66. [PMID: 24024897 DOI: 10.2217/pgs.13.131] [Citation(s) in RCA: 28] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022] Open
Abstract
BACKGROUND Ribonucleotide reductase catalyzes an essential step in the cellular production of deoxyribonucleotide triphosphates and has been associated with clinical outcome in cancer patients receiving nucleoside analog-based chemotherapy. MATERIALS & METHODS In the current study, we sequenced the genes RRM1 and RRM2 in genomic DNA from HapMap cell lines with European (Utah residents with northern and western European ancestry [CEU]; n = 90) or African (Yoruba people in Ibadan, Nigeria [YRI]; n = 90) ancestry. RESULTS We identified 44 genetic variants including eight coding SNPs in RRM1 and 15 SNPs including one coding SNP in RRM2. RRM1 and RRM2 mRNA expression levels were significantly correlated with each other in both CEU and YRI lymphoblast cell lines, and in leukemic blasts from acute myeloid leukemia (AML) patients (AML97, n = 89; AML02, n = 187). Additionally, RRM1 expression was higher among patient features indicative of a high relapse hazard. We evaluated SNPs within the RRM1 and RRM2 genes in the HapMap lymphoblast cell lines from CEU and YRI panels for association with expression and cytarabine chemosensitivity. SNPs of potential significance were further evaluated in AML patients. RRM1 SNPs rs1042919 (which occurs in linkage disequilbrium with multiple other SNPs) and promoter SNP rs1561876 were associated with intracellular 1-β-D-arabinofuranosyl-CTP levels, response after remission induction therapy, risk of relapse and overall survival in AML patients receiving cytarabine and cladribine. CONCLUSION These results suggest that SNPs within ribonucleotide reductase might be helpful predictive markers of response to nucleoside analogs and should be further validated in larger cohorts.
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Affiliation(s)
- Xueyuan Cao
- Department of Biostatistics, St Jude Children's Research Hospital, Memphis, TN, USA
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20
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Abstract
Abstract
A majority of patients with acute myeloid leukemia (AML) will relapse after achieving complete remission. At relapse, patients should be risk stratified and a decision made about the appropriateness of intensive therapy and whether a potentially curative allogeneic stem cell transplantation (allo-SCT) is possible. Risk factors include duration of first complete remission and adverse cytogenetics, as well as age and FLT3 mutation status. Available therapies are steadily increasing, but for the most part should be regarded as either best palliation or as a bridge to allo-SCT. Simple symptomatic therapies for patients with extreme age or the worst prognosis should also be considered. Newer therapeutic options include novel cytotoxic chemotherapies including clofarabine, immunomodulatory agents, targeted therapies against FLT3 and mTOR, and immunoconjugates. All patients with relapsed AML should be considered for an appropriate clinical trial.
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23
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Ciccolini J, Evrard A, M’Batchi L, Pourroy B, Mercier C, Iliadis A, Lacarelle B, Verschuur A, Ouafik L, André N. CDA deficiency as a possible culprit for life-threatening toxicities after cytarabine plus 6-mercaptopurine therapy: pharmacogenetic investigations. Pharmacogenomics 2012; 13:393-7. [DOI: 10.2217/pgs.11.175] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/23/2023] Open
Abstract
We describe here the case of a 7-year old girl with lymphoma who developed life-threatening toxicities upon cytarabine plus mercaptopurine. Surprisingly, initial investigations on canonical thiopurine methyltransferase genetic polymorphism proved to be negative. We focused next on deregulations affecting the CDA gene implicated in the liver disposition of cytarabine. This patient was homozygous for both the 79A>C and the -31delC polymorphisms on the CDA gene and promoter, two genotypes with reported opposite effects on CDA phenotype. To determine the CDA status of this patient, additional functional testing was performed and eventually demonstrated that this patient was a poor metabolizer. This case demonstrates that besides affecting thiopurine methyltransferase, dysregulations with CDA should be screened to anticipate toxicities with the cytarabine plus mercaptopurine combination.
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Affiliation(s)
- Joseph Ciccolini
- Laboratoire de Pharmacocinétique, La Timone University Hospital of Marseille, UMR 911, Aix-Marseille University, Marseille, France
- Laboratoire de Transfert en Oncologie, Nord University Hospital of Marseille, UMR 911, Aix-Marseille University, Marseille, France
- Pharmacokinetics Laboratory, UMR 911, Aix-Marseille University, Marseille, France
| | - Alexandre Evrard
- Clinical Biochemistry Laboratory, Caremeau University Hospital of Nîmes, France
| | - Lithaty M’Batchi
- Clinical Biochemistry Laboratory, Caremeau University Hospital of Nîmes, France
| | - Bertrand Pourroy
- Pharmacy Departement, La Timone University Hospital of Marseille, France
| | - Cédric Mercier
- Pharmacokinetics Laboratory, UMR 911, Aix-Marseille University, Marseille, France
| | - Athanassios Iliadis
- Pharmacokinetics Laboratory, UMR 911, Aix-Marseille University, Marseille, France
| | - Bruno Lacarelle
- Laboratoire de Pharmacocinétique, La Timone University Hospital of Marseille, UMR 911, Aix-Marseille University, Marseille, France
- Pharmacokinetics Laboratory, UMR 911, Aix-Marseille University, Marseille, France
| | - Arnaud Verschuur
- Hematology & Oncology Pediatric Department, Hôpital-Enfants La Timone, AP-HM, 235 rue St Pierre, 13885 Marseille Cedex 5, France
| | - L’Houcine Ouafik
- Laboratoire de Transfert en Oncologie, Nord University Hospital of Marseille, UMR 911, Aix-Marseille University, Marseille, France
| | - Nicolas André
- Hematology & Oncology Pediatric Department, Hôpital-Enfants La Timone, AP-HM, 235 rue St Pierre, 13885 Marseille Cedex 5, France
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24
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Mitra AK, Crews KR, Pounds S, Cao X, Feldberg T, Ghodke Y, Gandhi V, Plunkett W, Dolan ME, Hartford C, Raimondi S, Campana D, Downing J, Rubnitz JE, Ribeiro RC, Lamba JK. Genetic variants in cytosolic 5'-nucleotidase II are associated with its expression and cytarabine sensitivity in HapMap cell lines and in patients with acute myeloid leukemia. J Pharmacol Exp Ther 2011; 339:9-23. [PMID: 21712425 PMCID: PMC3186292 DOI: 10.1124/jpet.111.182873] [Citation(s) in RCA: 40] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/19/2011] [Accepted: 06/13/2011] [Indexed: 01/28/2023] Open
Abstract
Cytosolic 5'-nucleotidase II (NT5C2) is involved in the development of 1-β-d-arabinofuranosylcytosine (ara-C) resistance and has been associated with clinical outcome in patients receiving ara-C-based chemotherapy. NT5C2 inactivates ara-C by dephosphorylating ara-C monophosphate to ara-C. In this study, we sequenced NT5C2 in genomic DNA samples from International HapMap project panels with European [Centre d'Etude du Polymorphisme Humain (CEU); n = 90] or African [Yoruba people in Ibadan, Nigeria (YRI); n = 90] ancestry. We identified 41 genetic variants [one insertion-deletion and 40 single nucleotide polymorphisms (SNPs)], including three nonsynonymous SNPs (Y3A, K47R, and Q136R). Twenty-five SNPs were novel and 16 overlapped with the HapMap data. Subjects with African ancestry had NT5C2 mRNA expression levels that was significantly higher than those with European ancestry (p = 0.005). Furthermore, there was a correlation between NT5C2 mRNA expression and ara-C sensitivity in CEU but not in YRI cell lines. None of the nonsynonymous SNPs demonstrated any effect on NT5C2 activity. The genotypes of several SNPs were significantly associated with NT5C2 mRNA expression and/or ara-C sensitivity in CEU cell lines, but very few were significant in YRI cell lines. Of most interest, SNPs (linkage disequilibrium group CEU.12) in the 5'-untranslated region were associated with NT5C2 expression and ara-C sensitivity in HapMap cell lines and with NT5C2 mRNA expression and ara-C sensitivity in diagnostic leukemic blasts from pediatric patients with acute myeloid leukemia. Functional genomics analysis demonstrated that the promoter SNP rs11191612 was associated with altered luciferase activation in reporter assays and altered DNA-protein binding in gel shift assays. These results suggest that genetic variations in NT5C2 influence its expression and, potentially, cellular responses to nucleoside analogs.
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MESH Headings
- 5'-Nucleotidase/antagonists & inhibitors
- 5'-Nucleotidase/biosynthesis
- 5'-Nucleotidase/genetics
- Antimetabolites, Antineoplastic/pharmacology
- Antimetabolites, Antineoplastic/therapeutic use
- Base Sequence
- Blotting, Western
- Cell Line
- Cell Line, Tumor
- Child
- Cytarabine/pharmacology
- Cytarabine/therapeutic use
- Cytosol/enzymology
- DNA/genetics
- Electrophoretic Mobility Shift Assay
- Exons/genetics
- Genetic Variation
- Humans
- Leukemia, Myeloid, Acute/drug therapy
- Leukemia, Myeloid, Acute/enzymology
- Leukemia, Myeloid, Acute/genetics
- Luciferases/metabolism
- Methylation
- Molecular Sequence Data
- Polymorphism, Single Nucleotide/genetics
- RNA, Messenger/biosynthesis
- RNA, Messenger/genetics
- Reverse Transcriptase Polymerase Chain Reaction
- Transcription Factors/metabolism
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Affiliation(s)
- Amit K Mitra
- Department of Experimental and Clinical Pharmacology, University of Minnesota, Minneapolis, Minnesota 55455, USA
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Mitra AK, Crews K, Pounds S, Cao X, Downing JR, Raimondi S, Campana D, Ribeiro RC, Rubnitz JE, Lamba JK. Impact of genetic variation in FKBP5 on clinical response in pediatric acute myeloid leukemia patients: a pilot study. Leukemia 2011; 25:1354-6. [PMID: 21483441 PMCID: PMC3238383 DOI: 10.1038/leu.2011.74] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
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