The Use of Molecular Profiling to Predict Survival after Chemotherapy for Diffuse Large-B-Cell Lymphoma
Andreas Rosenwald, M.D., George Wright, Ph.D., Wing C. Chan, M.D., Joseph M. Connors, M.D., Elias Campo, M.D., Richard I. Fisher, M.D., Randy D. Gascoyne, M.D., H. Konrad Muller-Hermelink, M.D., Erlend B. Smeland, M.D., Ph.D., Jena M. Giltnane, B.S., Elaine M. Hurt, Ph.D., Hong Zhao, M.S., Lauren Averett, B.A., Liming Yang, Ph.D., Wyndham H. Wilson, M.D., Ph.D., Elaine S. Jaffe, M.D., Richard Simon, D.Sc., Richard D. Klausner, M.D., John Powell, M.S., Patricia L. Duffey, R.N., Dan L. Longo, M.D., Timothy C. Greiner, M.D., Dennis D. Weisenburger, M.D., Warren G. Sanger, Ph.D., Bhavana J. Dave, Ph.D., James C. Lynch, Ph.D., Julie Vose, M.D., James O. Armitage, M.D., Emilio Montserrat, M.D., Armando López-Guillermo, M.D., Thomas M. Grogan, M.D., Thomas P. Miller, M.D., Michel LeBlanc, Ph.D., German Ott, M.D., Stein Kvaloy, M.D., Ph.D., Jan Delabie, M.D., Ph.D., Harald Holte, M.D., Ph.D., Peter Krajci, M.D., Ph.D., Trond Stokke, Ph.D., Louis M. Staudt, M.D., Ph.D., for the Lymphoma/Leukemia Molecular Profiling Project
Background The survival of patients with diffuse large-B-celllymphoma after chemotherapy is influenced by molecular featuresof the tumors. We used the gene-expression profiles of theselymphomas to develop a molecular predictor of survival.
Methods Biopsy samples of diffuse large-B-cell lymphoma from240 patients were examined for gene expression with the useof DNA microarrays and analyzed for genomic abnormalities. Subgroupswith distinctive gene-expression profiles were defined on thebasis of hierarchical clustering. A molecular predictor of riskwas constructed with the use of genes with expression patternsthat were associated with survival in a preliminary group of160 patients and was then tested in a validation group of 80patients. The accuracy of this predictor was compared with thatof the international prognostic index.
Results Three gene-expression subgroups germinal-centerB-celllike, activated B-celllike, and type 3 diffuselarge-B-cell lymphoma were identified. Two common oncogenicevents in diffuse large-B-cell lymphoma, bcl-2 translocationand c-rel amplification, were detected only in the germinal-centerB-celllike subgroup. Patients in this subgroup had thehighest five-year survival rate. To identify other moleculardeterminants of outcome, we searched for individual genes withexpression patterns that correlated with survival in the preliminarygroup of patients. Most of these genes fell within four gene-expressionsignatures characteristic of germinal-center B cells, proliferatingcells, reactive stromal and immune cells in the lymph node,or major-histocompatibility-complex class II complex. We used17 genes to construct a predictor of overall survival afterchemotherapy. This gene-based predictor and the internationalprognostic index were independent prognostic indicators.
Conclusions DNA microarrays can be used to formulate a molecularpredictor of survival after chemotherapy for diffuse large-B-celllymphoma.
Source Information
From the Metabolism Branch, Center for Cancer Research (A.R., L.M.S.), and the Biometric Research Branch, Division of Cancer Treatment and Diagnosis (G.W.), National Cancer Institute, National Institutes of Health, Bethesda, Md.; the Department of Pathology and Microbiology, University of Nebraska Medical Center, Omaha (W.C.C.); British Columbia Cancer Center, Vancouver, B.C., Canada (J.M.C., R.D.G.); Hospital Clinic, University of Barcelona, Barcelona, Spain (E.C.); Southwest Oncology Group and James P. Wilmot Cancer Center, University of Rochester School of Medicine, Rochester, N.Y. (R.I.F.); the Department of Pathology, University of Würzburg, Würzburg, Germany (H.K.M.-H.); and the Department of Immunology, Norwegian Radium Hospital, Oslo, Norway (E.B.S.). Other authors were Jena M. Giltnane, B.S., Elaine M. Hurt, Ph.D., Hong Zhao, M.S., Lauren Averett, B.A., Liming Yang, Ph.D., Wyndham H. Wilson, M.D., Ph.D., Elaine S. Jaffe, M.D., Richard Simon, D.Sc., and Richard D. Klausner, M.D., National Cancer Institute, National Institutes of Health (NIH), Bethesda, Md.; John Powell, M.S., Center for Information Technology, NIH, Bethesda, Md.; Patricia L. Duffey, R.N., and Dan L. Longo, M.D., National Institute on Aging, NIH Gerontology Research Center, Baltimore; Timothy C. Greiner, M.D., Dennis D. Weisenburger, M.D., Warren G. Sanger, Ph.D., Bhavana J. Dave, Ph.D., James C. Lynch, Ph.D., Julie Vose, M.D., and James O. Armitage, M.D., University of Nebraska Medical Center, Omaha; Emilio Montserrat, M.D., and Armando López-Guillermo, M.D., Hospital Clinic, University of Barcelona, Barcelona, Spain; Thomas M. Grogan, M.D., and Thomas P. Miller, M.D., Southwest Oncology Group and University of Arizona Cancer Center, Tucson; Michel LeBlanc, Ph.D., Southwest Oncology Group and Fred Hutchinson Cancer Research Center, Seattle; German Ott, M.D., University of Würzburg, Würzburg, Germany; and Stein Kvaloy, M.D., Ph.D., Jan Delabie, M.D., Ph.D., Harald Holte, M.D., Ph.D., Peter Krajci, M.D., Ph.D., and Trond Stokke, Ph.D., Norwegian Radium Hospital, Oslo, Norway.
Address reprint requests to Dr. Staudt at the Metabolism Branch, Center for Cancer Research, National Cancer Institute, Bldg. 10, Rm. 4N114, National Institutes of Health, Bethesda, MD 20892, or at lstaudt{at}mail.nih.gov.
Molecular Profiling of Lymphoma
Akhtar S., Copur M. S., Ledakis P., Bolton M., Staudt L. M., the Lymphoma/Leukemia Molecular Profiling Project
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N Engl J Med 2002;
347:1376-1377, Oct 24, 2002.
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(2007). Immunohistochemical Prognostic Markers in Diffuse Large B-Cell Lymphoma: Validation of Tissue Microarray As a Prerequisite for Broad Clinical Applications--A Study From the Lunenburg Lymphoma Biomarker Consortium. JCO
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(2007). Is Molecular Profiling Ready for Use in Clinical Decision Making?. The Oncologist
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(2007). Prognostic Factors and Risk-Based Therapy in Pediatric Acute Myeloid Leukemia. The Oncologist
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Sehn, L. H., Berry, B., Chhanabhai, M., Fitzgerald, C., Gill, K., Hoskins, P., Klasa, R., Savage, K. J., Shenkier, T., Sutherland, J., Gascoyne, R. D., Connors, J. M.
(2007). The revised International Prognostic Index (R-IPI) is a better predictor of outcome than the standard IPI for patients with diffuse large B-cell lymphoma treated with R-CHOP. Blood
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(2007). KLF4 suppresses transformation of pre-B cells by ABL oncogenes. Blood
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(2007). Molecular Signatures Define New Rational Treatment Targets in Large B-Cell Lymphomas. ASH Education Book
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(2006). Stage II Colon Cancer Prognosis Prediction by Tumor Gene Expression Profiling. JCO
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Donahue, M. P., Marchuk, D. A., Rockman, H. A.
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Wang, S. S., Cerhan, J. R., Hartge, P., Davis, S., Cozen, W., Severson, R. K., Chatterjee, N., Yeager, M., Chanock, S. J., Rothman, N.
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