Published 3 December 2001. doi:10.1084/jem.194.11.1639
© Rockefeller University Press, 0022-1007/2001/12/1639/ $5.00
The Journal of Experimental Medicine, Volume 194, Number 11, December 3, 2001 1639-1648
Relation of Gene Expression Phenotype to Immunoglobulin Mutation Genotype in B Cell Chronic Lymphocytic Leukemia
Andreas Rosenwald1,
Ash A. Alizadeh2,
George Widhopf5,
Richard Simon6,
R. Eric Davis1,
Xin Yu1,
Liming Yang1,
Oxana K. Pickeral1,
Laura Z. Rassenti5,
John Powell7,
David Botstein3,
John C. Byrd8,
Michael R. Grever9,
Bruce D. Cheson10,
Nicholas Chiorazzi11,
Wyndham H. Wilson12,
Thomas J. Kipps5,
Patrick O. Brown2,4 and
Louis M. Staudt1
1 Metabolism Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD 20892
2 Department of Biochemistry, Stanford University School of Medicine, Stanford, CA 94305
3 Department of Genetics, Stanford University School of Medicine, Stanford, CA 94305
4 The Howard Hughes Medical Institute, Stanford University School of Medicine, Stanford, CA 94305
5 University of California at San Diego, Department of Medicine, La Jolla, CA 92093
6 Biometric Research Branch, Division of Cancer Treatment and Diagnosis, National Cancer Institute, National Institutes of Health, Bethesda, MD 20892
7 Bioinformatics and Molecular Analysis Section, CBEL, CIT, National Institutes of Health, Bethesda, MD 20892
8 Department of Medicine, Walter Reed Army Medical Center, Washington, D.C. 20307
9 Department of Internal Medicine, Ohio State University, Columbus, OH 43214
10 CTEP, Division of Cancer Treatment and Diagnosis, National Cancer Institute, National Institutes of Health, Bethesda, MD 20892
11 North Shore-Long Island Jewish Research Institute, Manhasset, NY 11030
12 Medicine Branch, Division of Clinical Sciences, National Cancer Institute, National Institutes of Health, Bethesda, MD 20892
Address correspondence to Louis M. Staudt, Metabolism Branch, National Cancer Institute, Bldg. 10, Rm. 4N114, Bethesda, MD 20892. Phone: 301-402-1892; Fax: 301-496-9956; E-mail: lstaudt{at}box-l.nih.gov
The most common human leukemia is B cell chronic lymphocytic leukemia (CLL), a malignancy of mature B cells with a characteristic clinical presentation but a variable clinical course. The rearranged immunoglobulin (Ig) genes of CLL cells may be either germ-line in sequence or somatically mutated. Lack of Ig mutations defined a distinctly worse prognostic group of CLL patients raising the possibility that CLL comprises two distinct diseases. Using genomic-scale gene expression profiling, we show that CLL is characterized by a common gene expression "signature," irrespective of Ig mutational status, suggesting that CLL cases share a common mechanism of transformation and/or cell of origin. Nonetheless, the expression of hundreds of other genes correlated with the Ig mutational status, including many genes that are modulated in expression during mitogenic B cell receptor signaling. These genes were used to build a CLL subtype predictor that may help in the clinical classification of patients with this disease.
Key Words: cDNA microarrays gene expression profiling leukemia lymphocytic chronic

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Runarsson, G., Liu, A., Mahshid, Y., Feltenmark, S., Pettersson, A., Klein, E., Bjorkholm, M., Claesson, H.-E.
(2005). Leukotriene B4 plays a pivotal role in CD40-dependent activation of chronic B lymphocytic leukemia cells. Blood
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Dighiero, G.
(2005). CLL Biology and Prognosis. ASH Education Book
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Gricks, C. S., Zahrieh, D., Zauls, A. J., Gorgun, G., Drandi, D., Mauerer, K., Neuberg, D., Gribben, J. G.
(2004). Differential regulation of gene expression following CD40 activation of leukemic compared to healthy B cells. Blood
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Rodriguez, A., Martinez, N., Camacho, F. I., Ruiz-Ballesteros, E., Algara, P., Garcia, J.-F., Menarguez, J., Alvaro, T., Fresno, M. F., Solano, F., Mollejo, M., Martin, C., Piris, M. A.
(2004). Variability in the Degree of Expression of Phosphorylated I{kappa}B{alpha} in Chronic Lymphocytic Leukemia Cases With Nodal Involvement. Clin. Cancer Res.
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Widhopf, G. F. II, Rassenti, L. Z., Toy, T. L., Gribben, J. G., Wierda, W. G., Kipps, T. J.
(2004). Chronic lymphocytic leukemia B cells of more than 1% of patients express virtually identical immunoglobulins. Blood
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Haslinger, C., Schweifer, N., Stilgenbauer, S., Dohner, H., Lichter, P., Kraut, N., Stratowa, C., Abseher, R.
(2004). Microarray Gene Expression Profiling of B-Cell Chronic Lymphocytic Leukemia Subgroups Defined by Genomic Aberrations and VH Mutation Status. JCO
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Montserrat, E.
(2004). Assessing prognosis in patients with chronic lymphocytic leukemia a quarter of a century after Rai and Binet staging systems. Ann Oncol
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Rosenwald, A., Chuang, E. Y., Davis, R. E., Wiestner, A., Alizadeh, A. A., Arthur, D. C., Mitchell, J. B., Marti, G. E., Fowler, D. H., Wilson, W. H., Staudt, L. M.
(2004). Fludarabine treatment of patients with chronic lymphocytic leukemia induces a p53-dependent gene expression response. Blood
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Rassenti, L. Z., Huynh, L., Toy, T. L., Chen, L., Keating, M. J., Gribben, J. G., Neuberg, D. S., Flinn, I. W., Rai, K. R., Byrd, J. C., Kay, N. E., Greaves, A., Weiss, A., Kipps, T. J.
(2004). ZAP-70 Compared with Immunoglobulin Heavy-Chain Gene Mutation Status as a Predictor of Disease Progression in Chronic Lymphocytic Leukemia. NEJM
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Ebert, B. L., Golub, T. R.
(2004). Genomic approaches to hematologic malignancies. Blood
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(2004). Chronic lymphocytic leukemia: revelations from the B-cell receptor. Blood
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Lee, H. K., Hsu, A. K., Sajdak, J., Qin, J., Pavlidis, P.
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Woude, G. F. V., Kelloff, G. J., Ruddon, R. W., Koo, H.-M., Sigman, C. C., Barrett, J. C., Day, R. W., Dicker, A. P., Kerbel, R. S., Parkinson, D. R., Slichenmyer, W. J.
(2004). Reanalysis of Cancer Drugs: Old Drugs, New Tricks. Clin. Cancer Res.
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Messmer, B. T., Albesiano, E., Messmer, D., Chiorazzi, N.
(2004). The pattern and distribution of immunoglobulin VH gene mutations in chronic lymphocytic leukemia B cells are consistent with the canonical somatic hypermutation process. Blood
103: 3490-3495
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Thieblemont, C., Nasser, V., Felman, P., Leroy, K., Gazzo, S., Callet-Bauchu, E., Loriod, B., Granjeaud, S., Gaulard, P., Haioun, C., Traverse-Glehen, A., Baseggio, L., Bertucci, F., Birnbaum, D., Magrangeas, F., Minvielle, S., Avet-Loiseau, H., Salles, G., Coiffier, B., Berger, F., Houlgatte, R.
(2004). Small lymphocytic lymphoma, marginal zone B-cell lymphoma, and mantle cell lymphoma exhibit distinct gene-expression profiles allowing molecular diagnosis. Blood
103: 2727-2737
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Chiaretti, S., Li, X., Gentleman, R., Vitale, A., Vignetti, M., Mandelli, F., Ritz, J., Foa, R.
(2004). Gene expression profile of adult T-cell acute lymphocytic leukemia identifies distinct subsets of patients with different response to therapy and survival. Blood
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Lu, D., Zhao, Y., Tawatao, R., Cottam, H. B., Sen, M., Leoni, L. M., Kipps, T. J., Corr, M., Carson, D. A.
(2004). Activation of the Wnt signaling pathway in chronic lymphocytic leukemia. Proc. Natl. Acad. Sci. USA
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Hoyer, K. K., Pang, M., Gui, D., Shintaku, I. P., Kuwabara, I., Liu, F.-T., Said, J. W., Baum, L. G., Teitell, M. A.
(2004). An Anti-Apoptotic Role for Galectin-3 in Diffuse Large B-Cell Lymphomas. Am. J. Pathol.
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Widhopf, G. F. II, Brinson, D. C., Kipps, T. J., Tighe, H.
(2004). Transgenic Expression of a Human Polyreactive Ig Expressed in Chronic Lymphocytic Leukemia Generates Memory-Type B Cells That Respond to Nonspecific Immune Activation. J. Immunol.
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Shanafelt, T. D., Geyer, S. M., Kay, N. E.
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Farag, S. S., Flinn, I. W., Modali, R., Lehman, T. A., Young, D., Byrd, J. C.
(2004). Fc{gamma}RIIIa and Fc{gamma}RIIa polymorphisms do not predict response to rituximab in B-cell chronic lymphocytic leukemia. Blood
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Damle, R. N., Batliwalla, F. M., Ghiotto, F., Valetto, A., Albesiano, E., Sison, C., Allen, S. L., Kolitz, J., Vinciguerra, V. P., Kudalkar, P., Wasil, T., Rai, K. R., Ferrarini, M., Gregersen, P. K., Chiorazzi, N.
(2004). Telomere length and telomerase activity delineate distinctive replicative features of the B-CLL subgroups defined by immunoglobulin V gene mutations. Blood
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Airoldi, I., Raffaghello, L., Cocco, C., Guglielmino, R., Roncella, S., Fedeli, F., Gambini, C., Pistoia, V.
(2004). Heterogeneous Expression of Interleukin-18 and Its Receptor in B-Cell Lymphoproliferative Disorders Deriving from Naive, Germinal Center, and Memory B Lymphocytes. Clin. Cancer Res.
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Byrd, J. C., Stilgenbauer, S., Flinn, I. W.
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Stankovic, T., Hubank, M., Cronin, D., Stewart, G. S., Fletcher, D., Bignell, C. R., Alvi, A. J., Austen, B., Weston, V. J., Fegan, C., Byrd, P. J., Moss, P. A. H., Taylor, A. M. R.
(2004). Microarray analysis reveals that TP53- and ATM-mutant B-CLLs share a defect in activating proapoptotic responses after DNA damage but are distinguished by major differences in activating prosurvival responses. Blood
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Eldering, E., Spek, C. A., Aberson, H. L., Grummels, A., Derks, I. A., de Vos, A. F., McElgunn, C. J., Schouten, J. P.
(2003). Expression profiling via novel multiplex assay allows rapid assessment of gene regulation in defined signalling pathways. Nucleic Acids Res
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Cochran, D. A. E., Evans, C. A., Blinco, D., Burthem, J., Stevenson, F. K., Gaskell, S. J., Whetton, A. D.
(2003). Proteomic Analysis of Chronic Lymphocytic Leukemia Subtypes with Mutated or Unmutated Ig VH Genes. Mol. Cell. Proteomics
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Capello, D., Cerri, M., Muti, G., Berra, E., Oreste, P., Deambrogi, C., Rossi, D., Dotti, G., Conconi, A., Vigano, M., Magrini, U., Ippoliti, G., Morra, E., Gloghini, A., Rambaldi, A., Paulli, M., Carbone, A., Gaidano, G.
(2003). Molecular histogenesis of posttransplantation lymphoproliferative disorders. Blood
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Kienle, D., Krober, A., Katzenberger, T., Ott, G., Leupolt, E., Barth, T. F. E., Moller, P., Benner, A., Habermann, A., Muller-Hermelink, H. K., Bentz, M., Lichter, P., Dohner, H., Stilgenbauer, S.
(2003). VH mutation status and VDJ rearrangement structure in mantle cell lymphoma: correlation with genomic aberrations, clinical characteristics, and outcome. Blood
102: 3003-3009
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Deaglio, S., Capobianco, A., Bergui, L., Durig, J., Morabito, F., Duhrsen, U., Malavasi, F.
(2003). CD38 is a signaling molecule in B-cell chronic lymphocytic leukemia cells. Blood
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Jenner, R. G., Maillard, K., Cattini, N., Weiss, R. A., Boshoff, C., Wooster, R., Kellam, P.
(2003). Kaposi's sarcoma-associated herpesvirus-infected primary effusion lymphoma has a plasma cell gene expression profile. Proc. Natl. Acad. Sci. USA
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Chen, X., Leung, S. Y., Yuen, S. T., Chu, K.-M., Ji, J., Li, R., Chan, A. S.Y., Law, S., Troyanskaya, O. G., Wong, J., So, S., Botstein, D., Brown, P. O.
(2003). Variation in Gene Expression Patterns in Human Gastric Cancers. Mol. Biol. Cell
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Tarte, K., Zhan, F., De Vos, J., Klein, B., Shaughnessy, J. Jr
(2003). Gene expression profiling of plasma cells and plasmablasts: toward a better understanding of the late stages of B-cell differentiation. Blood
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McCarthy, H., Wierda, W. G., Barron, L. L., Cromwell, C. C., Wang, J., Coombes, K. R., Rangel, R., Elenitoba-Johnson, K. S. J., Keating, M. J., Abruzzo, L. V.
(2003). High expression of activation-induced cytidine deaminase (AID) and splice variants is a distinctive feature of poor-prognosis chronic lymphocytic leukemia. Blood
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Wiestner, A., Rosenwald, A., Barry, T. S., Wright, G., Davis, R. E., Henrickson, S. E., Zhao, H., Ibbotson, R. E., Orchard, J. A., Davis, Z., Stetler-Stevenson, M., Raffeld, M., Arthur, D. C., Marti, G. E., Wilson, W. H., Hamblin, T. J., Oscier, D. G., Staudt, L. M.
(2003). ZAP-70 expression identifies a chronic lymphocytic leukemia subtype with unmutated immunoglobulin genes, inferior clinical outcome, and distinct gene expression profile. Blood
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