Prognostically Useful Gene-Expression Profiles in Acute Myeloid Leukemia
Peter J.M. Valk, Ph.D., Roel G.W. Verhaak, M.Sc., M. Antoinette Beijen, Claudia A.J. Erpelinck, Sahar Barjesteh van Waalwijk van Doorn-Khosrovani, M.Sc., Judith M. Boer, Ph.D., H. Berna Beverloo, Ph.D., Michael J. Moorhouse, Ph.D., Peter J. van der Spek, Ph.D., Bob Löwenberg, M.D., Ph.D., and Ruud Delwel, Ph.D.
Background In patients with acute myeloid leukemia (AML) a combinationof methods must be used to classify the disease, make therapeuticdecisions, and determine the prognosis. However, this combinedapproach provides correct therapeutic and prognostic informationin only 50 percent of cases.
Methods We determined the gene-expression profiles in samplesof peripheral blood or bone marrow from 285 patients with AMLusing Affymetrix U133A GeneChips containing approximately 13,000unique genes or expression-signature tags. Data analyses werecarried out with Omniviz, significance analysis of microarrays,and prediction analysis of microarrays software. Statisticalanalyses were performed to determine the prognostic significanceof cases of AML with specific molecular signatures.
Results Unsupervised cluster analyses identified 16 groups ofpatients with AML on the basis of molecular signatures. We identifiedthe genes that defined these clusters and determined the minimalnumbers of genes needed to identify prognostically importantclusters with a high degree of accuracy. The clustering wasdriven by the presence of chromosomal lesions (e.g., t(8;21),t(15;17), and inv(16)), particular genetic mutations (CEBPA),and abnormal oncogene expression (EVI1). We identified severalnovel clusters, some consisting of specimens with normal karyotypes.A unique cluster with a distinctive gene-expression signatureincluded cases of AML with a poor treatment outcome.
Conclusions Gene-expression profiling allows a comprehensiveclassification of AML that includes previously identified geneticallydefined subgroups and a novel cluster with an adverse prognosis.
Source Information
From the Departments of Hematology (P.J.M.V., R.G.W.V., M.A.B., C.A.J.E., S.B.W.D.-K., B.L., R.D.), Clinical Genetics (H.B.B.), and Bioinformatics (M.J.M., P.J.S.), Erasmus University Medical Center, Rotterdam; and the Leiden Genome Technology Center and the Center for Human and Clinical Genetics, Leiden University Medical Center, Leiden (J.M.B.) both in the Netherlands.
Address reprint requests to Dr. Valk at Erasmus University Medical Center Rotterdam, Department of Hematology, Ee13, Dr. Molewaterplein 50, 3015 GE Rotterdam Z-H, the Netherlands, or at p.valk{at}erasmusmc.nl.
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(2007). Clinical relevance of mutations and gene-expression changes in adult acute myeloid leukemia with normal cytogenetics: are we ready for a prognostically prioritized molecular classification?. Blood
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Bull, T. M., Coldren, C. D., Geraci, M. W., Voelkel, N. F.
(2007). Gene Expression Profiling in Pulmonary Hypertension. Proc Am Thorac Soc
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Testa, U., Riccioni, R.
(2007). Deregulation of apoptosis in acute myeloid leukemia. haematol
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Zimpfer, A., Schonberg, S., Lugli, A., Agostinelli, C., Pileri, S. A, Went, P., Dirnhofer, S.
(2007). Construction and validation of a bone marrow tissue microarray. J. Clin. Pathol.
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Wouters, B. J., Louwers, I., Valk, P. J. M., Lowenberg, B., Delwel, R.
(2007). A recurrent in-frame insertion in a CEBPA transactivation domain is a polymorphism rather than a mutation that does not affect gene expression profiling-based clustering of AML. Blood
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Pasqualucci, L., Liso, A., Martelli, M. P., Bolli, N., Pacini, R., Tabarrini, A., Carini, M., Bigerna, B., Pucciarini, A., Mannucci, R., Nicoletti, I., Tiacci, E., Meloni, G., Specchia, G., Cantore, N., Di Raimondo, F., Pileri, S., Mecucci, C., Mandelli, F., Martelli, M. F., Falini, B.
(2006). Mutated nucleophosmin detects clonal multilineage involvement in acute myeloid leukemia: impact on WHO classification. Blood
108: 4146-4155
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Greiner, J., Schmitt, M., Li, L., Giannopoulos, K., Bosch, K., Schmitt, A., Dohner, K., Schlenk, R. F., Pollack, J. R., Dohner, H., Bullinger, L.
(2006). Expression of tumor-associated antigens in acute myeloid leukemia: implications for specific immunotherapeutic approaches. Blood
108: 4109-4117
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Heilman, S. A., Kuo, Y.-H., Goudswaard, C. S., Valk, P. J., Castilla, L. H.
(2006). Cbf{beta} Reduces Cbf{beta}-SMMHC-Associated Acute Myeloid Leukemia in Mice. Cancer Res.
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D'Andrea, R., Perugini, M., Kok, C., Wilkinson, C., Brown, A., Gonda, T.
(2006). Common Leukemic Signaling Pathways Identified by Comparative Analysis of GM-CSF and FLT3 Activated Receptor Mutations.. ASH ANNUAL MEETING ABSTRACTS
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[Abstract]
Zhan, F., Huang, Y., Colla, S., Stewart, J. P., Hanamura, I., Gupta, S., Epstein, J., Yaccoby, S., Sawyer, J., Burington, B., Anaissie, E., Hollmig, K., Pineda-Roman, M., Tricot, G., van Rhee, F., Walker, R., Zangari, M., Crowley, J., Barlogie, B., Shaughnessy, J. D. Jr
(2006). The molecular classification of multiple myeloma. Blood
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Sunde, J. S., Donninger, H., Wu, K., Johnson, M. E., Pestell, R. G., Rose, G. S., Mok, S. C., Brady, J., Bonome, T., Birrer, M. J.
(2006). Expression Profiling Identifies Altered Expression of Genes That Contribute to the Inhibition of Transforming Growth Factor-{beta} Signaling in Ovarian Cancer.. Cancer Res.
66: 8404-8412
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Wunderlich, M., Krejci, O., Wei, J., Mulloy, J. C.
(2006). Human CD34+ cells expressing the inv(16) fusion protein exhibit a myelomonocytic phenotype with greatly enhanced proliferative ability. Blood
108: 1690-1697
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Radmacher, M. D., Marcucci, G., Ruppert, A. S., Mrozek, K., Whitman, S. P., Vardiman, J. W., Paschka, P., Vukosavljevic, T., Baldus, C. D., Kolitz, J. E., Caligiuri, M. A., Larson, R. A., Bloomfield, C. D.
(2006). Independent confirmation of a prognostic gene-expression signature in adult acute myeloid leukemia with a normal karyotype: a Cancer and Leukemia Group B study. Blood
108: 1677-1683
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Brown, A. L., Wilkinson, C. R., Waterman, S. R., Kok, C. H., Salerno, D. G., Diakiw, S. M., Reynolds, B., Scott, H. S., Tsykin, A., Glonek, G. F., Goodall, G. J., Solomon, P. J., Gonda, T. J., D'Andrea, R. J.
(2006). Genetic regulators of myelopoiesis and leukemic signaling identified by gene profiling and linear modeling. J. Leukoc. Biol.
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Camos, M., Esteve, J., Jares, P., Colomer, D., Rozman, M., Villamor, N., Costa, D., Carrio, A., Nomdedeu, J., Montserrat, E., Campo, E.
(2006). Gene Expression Profiling of Acute Myeloid Leukemia with Translocation t(8;16)(p11;p13) and MYST3-CREBBP Rearrangement Reveals a Distinctive Signature with a Specific Pattern of HOX Gene Expression.. Cancer Res.
66: 6947-6954
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Wilson, C. S., Davidson, G. S., Martin, S. B., Andries, E., Potter, J., Harvey, R., Ar, K., Xu, Y., Kopecky, K. J., Ankerst, D. P., Gundacker, H., Slovak, M. L., Mosquera-Caro, M., Chen, I-M., Stirewalt, D. L., Murphy, M., Schultz, F. A., Kang, H., Wang, X., Radich, J. P., Appelbaum, F. R., Atlas, S. R., Godwin, J., Willman, C. L.
(2006). Gene expression profiling of adult acute myeloid leukemia identifies novel biologic clusters for risk classification and outcome prediction. Blood
108: 685-696
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Takeda, A., Goolsby, C., Yaseen, N. R.
(2006). NUP98-HOXA9 Induces Long-term Proliferation and Blocks Differentiation of Primary Human CD34+ Hematopoietic Cells.. Cancer Res.
66: 6628-6637
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Monzo, M., Brunet, S., Urbano-Ispizua, A., Navarro, A., Perea, G., Esteve, J., Artells, R., Granell, M., Berlanga, J., Ribera, J. M., Bueno, J., Llorente, A., Guardia, R., Tormo, M., Torres, P., Nomdedeu, J. F., Montserrat, E., Sierra, J., for CETLAM,
(2006). Genomic polymorphisms provide prognostic information in intermediate-risk acute myeloblastic leukemia. Blood
107: 4871-4879
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Bloomfield, C. D., Mrozek, K., Caligiuri, M. A.
(2006). Cancer and Leukemia Group B Leukemia Correlative Science Committee: Major Accomplishments and Future Directions.. Clin. Cancer Res.
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Zeng, Z., Samudio, I. J., Zhang, W., Estrov, Z., Pelicano, H., Harris, D., Frolova, O., Hail, N. Jr., Chen, W., Kornblau, S. M., Huang, P., Lu, Y., Mills, G. B., Andreeff, M., Konopleva, M.
(2006). Simultaneous Inhibition of PDK1/AKT and Fms-Like Tyrosine Kinase 3 Signaling by a Small-Molecule KP372-1 Induces Mitochondrial Dysfunction and Apoptosis in Acute Myelogenous Leukemia.. Cancer Res.
66: 3737-3746
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Ge, Y., Dombkowski, A. A., LaFiura, K. M., Tatman, D., Yedidi, R. S., Stout, M. L., Buck, S. A., Massey, G., Becton, D. L., Weinstein, H. J., Ravindranath, Y., Matherly, L. H., Taub, J. W.
(2006). Differential gene expression, GATA1 target genes, and the chemotherapy sensitivity of Down syndrome megakaryocytic leukemia. Blood
107: 1570-1581
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Baldus, C. D., Thiede, C., Soucek, S., Bloomfield, C. D., Thiel, E., Ehninger, G.
(2006). BAALC Expression and FLT3 Internal Tandem Duplication Mutations in Acute Myeloid Leukemia Patients With Normal Cytogenetics: Prognostic Implications. JCO
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Lee, S., Chen, J., Zhou, G., Shi, R. Z., Bouffard, G. G., Kocherginsky, M., Ge, X., Sun, M., Jayathilaka, N., Kim, Y. C., Emmanuel, N., Bohlander, S. K., Minden, M., Kline, J., Ozer, O., Larson, R. A., LeBeau, M. M., Green, E. D., Trent, J., Karrison, T., Liu, P. P., Wang, S. M., Rowley, J. D.
(2006). Gene expression profiles in acute myeloid leukemia with common translocations using SAGE. Proc. Natl. Acad. Sci. USA
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Erkeland, S. J., Verhaak, R. G.W., Valk, P. J.M., Delwel, R., Lowenberg, B., Touw, I. P.
(2006). Significance of Murine Retroviral Mutagenesis for Identification of Disease Genes in Human Acute Myeloid Leukemia. Cancer Res.
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Pitarch, A., Jimenez, A., Nombela, C., Gil, C.
(2006). Decoding Serological Response to Candida Cell Wall Immunome into Novel Diagnostic, Prognostic, and Therapeutic Candidates for Systemic Candidiasis by Proteomic and Bioinformatic Analyses. Mol. Cell. Proteomics
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Mrozek, K., Bloomfield, C. D.
(2006). Chromosome Aberrations, Gene Mutations and Expression Changes, and Prognosis in Adult Acute Myeloid Leukemia. ASH Education Book
2006: 169-177
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Andersson, A., Olofsson, T., Lindgren, D., Nilsson, B., Ritz, C., Eden, P., Lassen, C., Rade, J., Fontes, M., Morse, H., Heldrup, J., Behrendtz, M., Mitelman, F., Hoglund, M., Johansson, B., Fioretos, T.
(2005). Molecular signatures in childhood acute leukemia and their correlations to expression patterns in normal hematopoietic subpopulations. Proc. Natl. Acad. Sci. USA
102: 19069-19074
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Gielen, S C J P, Kuhne, L C M, Ewing, P C, Blok, L J, Burger, C W
(2005). Tamoxifen treatment for breast cancer enforces a distinct gene-expression profile on the human endometrium: an exploratory study. Endocr Relat Cancer
12: 1037-1049
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Verhaak, R. G. W., Goudswaard, C. S., van Putten, W., Bijl, M. A., Sanders, M. A., Hugens, W., Uitterlinden, A. G., Erpelinck, C. A. J., Delwel, R., Lowenberg, B., Valk, P. J. M.
(2005). Mutations in nucleophosmin (NPM1) in acute myeloid leukemia (AML): association with other gene abnormalities and previously established gene expression signatures and their favorable prognostic significance. Blood
106: 3747-3754
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Tomlins, S. A., Rhodes, D. R., Perner, S., Dhanasekaran, S. M., Mehra, R., Sun, X.-W., Varambally, S., Cao, X., Tchinda, J., Kuefer, R., Lee, C., Montie, J. E., Shah, R. B., Pienta, K. J., Rubin, M. A., Chinnaiyan, A. M.
(2005). Recurrent Fusion of TMPRSS2 and ETS Transcription Factor Genes in Prostate Cancer. Science
310: 644-648
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Paz-Priel, I., Cai, D. H., Wang, D., Kowalski, J., Blackford, A., Liu, H., Heckman, C. A., Gombart, A. F., Koeffler, H. P., Boxer, L. M., Friedman, A. D.
(2005). CCAAT/Enhancer Binding Protein {alpha} (C/EBP{alpha}) and C/EBP{alpha} Myeloid Oncoproteins Induce Bcl-2 via Interaction of Their Basic Regions with Nuclear Factor-{kappa}B p50. Mol Cancer Res
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Bullinger, L., Valk, P. J.M.
(2005). Gene Expression Profiling in Acute Myeloid Leukemia. JCO
23: 6296-6305
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Marcucci, G., Mrozek, K., Ruppert, A. S., Maharry, K., Kolitz, J. E., Moore, J. O., Mayer, R. J., Pettenati, M. J., Powell, B. L., Edwards, C. G., Sterling, L. J., Vardiman, J. W., Schiffer, C. A., Carroll, A. J., Larson, R. A., Bloomfield, C. D.
(2005). Prognostic Factors and Outcome of Core Binding Factor Acute Myeloid Leukemia Patients With t(8;21) Differ From Those of Patients With inv(16): A Cancer and Leukemia Group B Study. JCO
23: 5705-5717
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Haferlach, T., Kohlmann, A., Schnittger, S., Dugas, M., Hiddemann, W., Kern, W., Schoch, C.
(2005). Global approach to the diagnosis of leukemia using gene expression profiling. Blood
106: 1189-1198
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Alcalay, M., Tiacci, E., Bergomas, R., Bigerna, B., Venturini, E., Minardi, S. P., Meani, N., Diverio, D., Bernard, L., Tizzoni, L., Volorio, S., Luzi, L., Colombo, E., Lo Coco, F., Mecucci, C., Falini, B., Pelicci, P. G., for the Gruppo Italiano Malattie Ematologiche Mali,
(2005). Acute myeloid leukemia bearing cytoplasmic nucleophosmin (NPMc+ AML) shows a distinct gene expression profile characterized by up-regulation of genes involved in stem-cell maintenance. Blood
106: 899-902
[Abstract][Full Text]