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Blood, 1 March 2002, Vol. 99, No. 5, pp. 1745-1757

NEOPLASIA

Global gene expression profiling of multiple myeloma, monoclonal gammopathy of undetermined significance, and normal bone marrow plasma cells

Fenghuang Zhan, Johanna Hardin, Bob Kordsmeier, Klaus Bumm, Mingzhong Zheng, Erming Tian, Ralph Sanderson, Yang Yang, Carla Wilson, Maurizio Zangari, Elias Anaissie, Christopher Morris, Firas Muwalla, Frits van Rhee, Athanasios Fassas, John Crowley, Guido Tricot, Bart Barlogie, and John Shaughnessy Jr

From the Donna D. and Donald M. Lambert Laboratory of Myeloma Genetics, Myeloma Institute for Research and Therapy, or Department of Pathology, University of Arkansas for Medical Sciences, Little Rock, and the Southwest Oncology Group, Fred Hutchinson Cancer Research Center, Seattle, WA.

Bone marrow plasma cells (PCs) from 74 patients with newly diagnosed multiple myeloma (MM), 5 with monoclonal gammopathy of undetermined significance (MGUS), and 31 healthy volunteers (normal PCs) were purified by CD138+ selection. Gene expression of purified PCs and 7 MM cell lines were profiled using high-density oligonucleotide microarrays interrogating about 6800 genes. On hierarchical clustering analysis, normal and MM PCs were differentiated and 4 distinct subgroups of MM (MM1, MM2, MM3, and MM4) were identified. The expression pattern of MM1 was similar to normal PCs and MGUS, whereas MM4 was similar to MM cell lines. Clinical parameters linked to poor prognosis, abnormal karyotype (P = .002) and high serum beta 2-microglobulin levels (P = .0005), were most prevalent in MM4. Also, genes involved in DNA metabolism and cell cycle control were overexpressed in a comparison of MM1 and MM4. In addition, using chi 2 and Wilcoxon rank sum tests, 120 novel candidate disease genes were identified that discriminate normal and malignant PCs (P < .0001); many are involved in adhesion, apoptosis, cell cycle, drug resistance, growth arrest, oncogenesis, signaling, and transcription. A total of 156 genes, including FGFR3 and CCND1, exhibited highly elevated ("spiked") expression in at least 4 of the 74 MM cases (range, 4-25 spikes). Elevated expression of these 2 genes was caused by the translocation t(4;14)(p16;q32) or t(11;14)(q13;q32). Thus, novel candidate MM disease genes have been identified using gene expression profiling and this profiling has led to the development of a gene-based classification system for MM.

© 2002 by The American Society of Hematology.
 

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A. M. Dring, F. E. Davies, J. A. L. Fenton, P. L. Roddam, K. Scott, D. Gonzalez, S. Rollinson, A. C. Rawstron, K. S. Rees-Unwin, C. Li, et al.
A Global Expression-based Analysis of the Consequences of the t(4;14) Translocation in Myeloma
Clin. Cancer Res., September 1, 2004; 10(17): 5692 - 5701.
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BloodHome page
C. A. Maxwell, E. Rasmussen, F. Zhan, J. J. Keats, S. Adamia, E. Strachan, M. Crainie, R. Walker, A. R. Belch, L. M. Pilarski, et al.
RHAMM expression and isoform balance predict aggressive disease and poor survival in multiple myeloma
Blood, August 15, 2004; 104(4): 1151 - 1158.
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BloodHome page
T. Hideshima, P. L. Bergsagel, W. M. Kuehl, and K. C. Anderson
Advances in biology of multiple myeloma: clinical applications
Blood, August 1, 2004; 104(3): 607 - 618.
[Abstract] [Full Text] [PDF]


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BloodHome page
S. Trudel, S. Ely, Y. Farooqi, M. Affer, D. F. Robbiani, M. Chesi, and P. L. Bergsagel
Inhibition of fibroblast growth factor receptor 3 induces differentiation and apoptosis in t(4;14) myeloma
Blood, May 1, 2004; 103(9): 3521 - 3528.
[Abstract] [Full Text] [PDF]


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Proc. Natl. Acad. Sci. USAHome page
P. W. B. Derksen, E. Tjin, H. P. Meijer, M. D. Klok, H. D. Mac Gillavry, M. H. J. van Oers, H. M. Lokhorst, A. C. Bloem, H. Clevers, R. Nusse, et al.
Illegitimate WNT signaling promotes proliferation of multiple myeloma cells
PNAS, April 20, 2004; 101(16): 6122 - 6127.
[Abstract] [Full Text] [PDF]


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BloodHome page
N. C. Munshi, T. Hideshima, D. Carrasco, M. Shammas, D. Auclair, F. Davies, N. Mitsiades, C. Mitsiades, R. S. Kim, C. Li, et al.
Identification of genes modulated in multiple myeloma using genetically identical twin samples
Blood, March 1, 2004; 103(5): 1799 - 1806.
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Cancer Res.Home page
R. Fonseca, B. Barlogie, R. Bataille, C. Bastard, P. L. Bergsagel, M. Chesi, F. E. Davies, J. Drach, P. R. Greipp, I. R. Kirsch, et al.
Genetics and Cytogenetics of Multiple Myeloma: A Workshop Report
Cancer Res., February 15, 2004; 64(4): 1546 - 1558.
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GeneticsHome page
M. Xiong, J. Li, and X. Fang
Identification of Genetic Networks
Genetics, February 1, 2004; 166(2): 1037 - 1052.
[Abstract] [Full Text] [PDF]


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ASH Education BookHome page
J.-L. Harousseau, J. Shaughnessy Jr., and P. Richardson
Multiple Myeloma
Hematology, January 1, 2004; 2004(1): 237 - 256.
[Abstract] [Full Text] [PDF]


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BloodHome page
B. Barlogie, J. Shaughnessy, G. Tricot, J. Jacobson, M. Zangari, E. Anaissie, R. Walker, and J. Crowley
Treatment of multiple myeloma
Blood, January 1, 2004; 103(1): 20 - 32.
[Abstract] [Full Text] [PDF]


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BloodHome page
E. S. Wang, K. Wu, A. C. Chin, S. Chen-Kiang, K. Pongracz, S. Gryaznov, and M. A. S. Moore
Telomerase inhibition with an oligonucleotide telomerase template antagonist: in vitro and in vivo studies in multiple myeloma and lymphoma
Blood, January 1, 2004; 103(1): 258 - 266.
[Abstract] [Full Text] [PDF]


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NEJMHome page
E. Tian, F. Zhan, R. Walker, E. Rasmussen, Y. Ma, B. Barlogie, and J. D. Shaughnessy Jr.
The Role of the Wnt-Signaling Antagonist DKK1 in the Development of Osteolytic Lesions in Multiple Myeloma
N. Engl. J. Med., December 25, 2003; 349(26): 2483 - 2494.
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Cancer Res.Home page
T. Kelly, H.-Q. Miao, Y. Yang, E. Navarro, P. Kussie, Y. Huang, V. MacLeod, J. Casciano, L. Joseph, F. Zhan, et al.
High Heparanase Activity in Multiple Myeloma Is Associated with Elevated Microvessel Density
Cancer Res., December 15, 2003; 63(24): 8749 - 8756.
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Clin. Cancer Res.Home page
P. M. Voorhees, E. C. Dees, B. O'Neil, and R. Z. Orlowski
The Proteasome as a Target for Cancer Therapy
Clin. Cancer Res., December 15, 2003; 9(17): 6316 - 6325.
[Abstract] [Full Text] [PDF]


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BloodHome page
F. E. Davies, A. M. Dring, C. Li, A. C. Rawstron, M. A. Shammas, S. M. O'Connor, J. A.L. Fenton, T. Hideshima, D. Chauhan, I. T. Tai, et al.
Insights into the multistep transformation of MGUS to myeloma using microarray expression analysis
Blood, December 15, 2003; 102(13): 4504 - 4511.
[Abstract] [Full Text] [PDF]


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JEMHome page
M. V. Dhodapkar, J. Krasovsky, K. Osman, and M. D. Geller
Vigorous Premalignancy-specific Effector T Cell Response in the Bone Marrow of Patients with Monoclonal Gammopathy
J. Exp. Med., December 1, 2003; 198(11): 1753 - 1757.
[Abstract] [Full Text] [PDF]


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Molecular Cancer TherapeuticsHome page
J. McCafferty-Grad, N. J. Bahlis, N. Krett, T. M. Aguilar, I. Reis, K. P. Lee, and L. H. Boise
Arsenic trioxide uses caspase-dependent and caspase-independent death pathways in myeloma cells
Mol. Cancer Ther., November 1, 2003; 2(11): 1155 - 1164.
[Abstract] [Full Text] [PDF]


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BloodHome page
N. Ochiai, R. Uchida, S.-i. Fuchida, A. Okano, M. Okamoto, E. Ashihara, T. Inaba, N. Fujita, H. Matsubara, and C. Shimazaki
Effect of farnesyl transferase inhibitor R115777 on the growth of fresh and cloned myeloma cells in vitro
Blood, November 1, 2003; 102(9): 3349 - 3353.
[Abstract] [Full Text] [PDF]


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BloodHome page
P. A. Croonquist, M. A. Linden, F. Zhao, and B. G. Van Ness
Gene profiling of a myeloma cell line reveals similarities and unique signatures among IL-6 response, N-ras-activating mutations, and coculture with bone marrow stromal cells
Blood, October 1, 2003; 102(7): 2581 - 2592.
[Abstract] [Full Text] [PDF]


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Mayo Clin Proc.Home page
J. Shaughnessy Jr
Primer on Medical Genomics Part IX: Scientific and Clinical Applications of DNA Microarrays--Multiple Myeloma as a Disease Model
Mayo Clin. Proc., September 1, 2003; 78(9): 1098 - 1109.
[Abstract] [PDF]


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BloodHome page
O. N. Onwuazor, X.-Y. Wen, D.-Y. Wang, L. Zhuang, E. Masih-Khan, J. Claudio, B. Barlogie, J. D. Shaughnessy Jr, and A. K. Stewart
Mutation, SNP, and isoform analysis of fibroblast growth factor receptor 3 (FGFR3) in 150 newly diagnosed multiple myeloma patients
Blood, July 15, 2003; 102(2): 772 - 773.
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BloodHome page
K. Tarte, F. Zhan, J. De Vos, B. Klein, and J. Shaughnessy Jr
Gene expression profiling of plasma cells and plasmablasts: toward a better understanding of the late stages of B-cell differentiation
Blood, July 15, 2003; 102(2): 592 - 600.
[Abstract] [Full Text] [PDF]


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JEMHome page
M. V. Dhodapkar, M. D. Geller, D. H. Chang, K. Shimizu, S.-I. Fujii, K. M. Dhodapkar, and J. Krasovsky
A Reversible Defect in Natural Killer T Cell Function Characterizes the Progression of Premalignant to Malignant Multiple Myeloma
J. Exp. Med., June 16, 2003; 197(12): 1667 - 1676.
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BloodHome page
K.-D. Wu, L. M. Orme, J. Shaughnessy Jr, J. Jacobson, B. Barlogie, and M. A. S. Moore
Telomerase and telomere length in multiple myeloma: correlations with disease heterogeneity, cytogenetic status, and overall survival
Blood, June 15, 2003; 101(12): 4982 - 4989.
[Abstract] [Full Text] [PDF]


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BloodHome page
F. Magrangeas, V. Nasser, H. Avet-Loiseau, B. Loriod, O. Decaux, S. Granjeaud, F. Bertucci, D. Birnbaum, C. Nguyen, J.-L. Harousseau, et al.
Gene expression profiling of multiple myeloma reveals molecular portraits in relation to the pathogenesis of the disease
Blood, June 15, 2003; 101(12): 4998 - 5006.
[Abstract] [Full Text] [PDF]


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BloodHome page
J. Shaughnessy, J. Jacobson, J. Sawyer, J. McCoy, A. Fassas, F. Zhan, K. Bumm, J. Epstein, E. Anaissie, S. Jagannath, et al.
Continuous absence of metaphase-defined cytogenetic abnormalities, especially of chromosome 13 and hypodiploidy, ensures long-term survival in multiple myeloma treated with Total Therapy I: interpretation in the context of global gene expression
Blood, May 15, 2003; 101(10): 3849 - 3856.
[Abstract] [Full Text] [PDF]


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BloodHome page
G. H. Underhill, D. George, E. G. Bremer, and G. S. Kansas
Gene expression profiling reveals a highly specialized genetic program of plasma cells
Blood, May 15, 2003; 101(10): 4013 - 4021.
[Abstract] [Full Text] [PDF]


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BloodHome page
D. Chauhan, G. Li, D. Auclair, T. Hideshima, P. Richardson, K. Podar, N. Mitsiades, C. Mitsiades, C. Li, R. S. Kim, et al.
Identification of genes regulated by 2-methoxyestradiol (2ME2) in multiple myeloma cells using oligonucleotide arrays
Blood, May 1, 2003; 101(9): 3606 - 3614.
[Abstract] [Full Text] [PDF]


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BloodHome page
M. Santra, F. Zhan, E. Tian, B. Barlogie, and J. Shaughnessy Jr
A subset of multiple myeloma harboring the t(4;14)(p16;q32) translocation lacks FGFR3 expression but maintains an IGH/MMSET fusion transcript
Blood, March 15, 2003; 101(6): 2374 - 2376.
[Abstract] [Full Text] [PDF]


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Clin. Cancer Res.Home page
P. L. Bergsagel
Prognostic Factors in Multiple Myeloma: It's in the Genes
Clin. Cancer Res., February 1, 2003; 9(2): 533 - 534.
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BloodHome page
C. Milazzo, V. L. Reichardt, M. R. Muller, F. Grunebach, and P. Brossart
Induction of myeloma-specific cytotoxic T cells using dendritic cells transfected with tumor-derived RNA
Blood, February 1, 2003; 101(3): 977 - 982.
[Abstract] [Full Text] [PDF]


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BloodHome page
F. Zhan, E. Tian, K. Bumm, R. Smith, B. Barlogie, and J. Shaughnessy Jr
Gene expression profiling of human plasma cell differentiation and classification of multiple myeloma based on similarities to distinct stages of late-stage B-cell development
Blood, February 1, 2003; 101(3): 1128 - 1140.
[Abstract] [Full Text] [PDF]


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ASH Education BookHome page
S. Barille-Nion, B. Barlogie, R. Bataille, P. L. Bergsagel, J. Epstein, R. G. Fenton, J. Jacobson, W. M. Kuehl, J. Shaughnessy, and G. Tricot
Advances in Biology and Therapy of Multiple Myeloma
Hematology, January 1, 2003; 2003(1): 248 - 278.
[Abstract] [Full Text] [PDF]


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Mayo Clin Proc.Home page
K. C. Anderson
Multiple Myeloma: How Far Have We Come?
Mayo Clin. Proc., January 1, 2003; 78(1): 15 - 17.
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Mol. Pathol.Home page
G Pratt
Molecular aspects of multiple myeloma
Mol. Pathol., October 1, 2002; 55(5): 273 - 283.
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Cancer Res.Home page
M. S. Bendre, D. Gaddy-Kurten, T. Mon-Foote, N. S. Akel, R. A. Skinner, R. W. Nicholas, and L. J. Suva
Expression of Interleukin 8 and not Parathyroid Hormone-related Protein by Human Breast Cancer Cells Correlates with Bone Metastasis in Vivo
Cancer Res., October 1, 2002; 62(19): 5571 - 5579.
[Abstract] [Full Text] [PDF]


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BloodHome page
J. O. Claudio, E. Masih-Khan, H. Tang, J. Goncalves, M. Voralia, Z. H. Li, V. Nadeem, E. Cukerman, O. Francisco-Pabalan, C. C. Liew, et al.
A molecular compendium of genes expressed in multiple myeloma
Blood, August 28, 2002; 100(6): 2175 - 2186.
[Abstract] [Full Text] [PDF]


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BloodHome page
K. Tarte, J. De Vos, T. Thykjaer, F. Zhan, G. Fiol, V. Costes, T. Reme, E. Legouffe, J.-F. Rossi, J. Shaughnessy Jr, et al.
Generation of polyclonal plasmablasts from peripheral blood B cells: a normal counterpart of malignant plasmablasts
Blood, July 30, 2002; 100(4): 1113 - 1122.
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Cancer Res.Home page
M. Akiyama, T. Hideshima, T. Hayashi, Y.-T. Tai, C. S. Mitsiades, N. Mitsiades, D. Chauhan, P. Richardson, N. C. Munshi, and K. C. Anderson
Cytokines Modulate Telomerase Activity in a Human Multiple Myeloma Cell Line
Cancer Res., July 1, 2002; 62(13): 3876 - 3882.
[Abstract] [Full Text] [PDF]


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ASH Education BookHome page
K. C. Anderson, J. D. Shaughnessy Jr., B. Barlogie, J.-L. Harousseau, and G. D. Roodman
Multiple Myeloma
Hematology, January 1, 2002; 2002(1): 214 - 240.
[Abstract] [Full Text]



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