|
|
Blood, 15 September 2006, Vol. 108, No. 6, pp. 2020-2028.
Prepublished online as a Blood First Edition Paper on May 25, 2006; DOI 10.1182/blood-2005-11-013458.
Previous Article | Table of Contents | Next Article 
NEOPLASIA
The molecular classification of multiple myeloma
Fenghuang Zhan,
Yongsheng Huang,
Simona Colla,
James P. Stewart,
Ichiro Hanamura,
Sushil Gupta,
Joshua Epstein,
Shmuel Yaccoby,
Jeffrey Sawyer,
Bart Burington,
Elias Anaissie,
Klaus Hollmig,
Mauricio Pineda-Roman,
Guido Tricot,
Frits van Rhee,
Ronald Walker,
Maurizio Zangari,
John Crowley,
Bart Barlogie, and
John D. Shaughnessy, Jr
From the Donna D. and Donald M. Lambert Laboratory of Myeloma Genetics, the Myeloma Institute for Research and Therapy, the Department of Pathology, and the Department of Radiology, University of Arkansas for Medical Sciences, Little Rock, AR; and Cancer Research and Biostatistics, Seattle, WA.
To better define the molecular basis of multiple myeloma (MM), we performed unsupervised hierarchic clustering of mRNA expression profiles in CD138-enriched plasma cells from 414 newly diagnosed patients who went on to receive high-dose therapy and tandem stem cell transplants. Seven disease subtypes were validated that were strongly influenced by known genetic lesions, such as c-MAF and MAFB-, CCND1- and CCND3-, and MMSET-activating translocations and hyperdiploidy. Indicative of the deregulation of common pathways by gene orthologs, common gene signatures were observed in cases with c-MAF and MAFB activation and CCND1 and CCND3 activation, the latter consisting of 2 subgroups, one characterized by expression of the early B-cell markers CD20 and PAX5. A low incidence of focal bone disease distinguished one and increased expression of proliferation-associated genes of another novel subgroup. Comprising varying fractions of each of the other 6 subgroups, the proliferation subgroup dominated at relapse, suggesting that this signature is linked to disease progression. Proliferation and MMSET-spike groups were characterized by significant overexpression of genes mapping to chromosome 1q, and both exhibited a poor prognosis relative to the other groups. A subset of cases with a predominating myeloid gene expression signature, excluded from the profiling analyses, had more favorable baseline characteristics and superior prognosis to those lacking this signature.

CiteULike Connotea Del.icio.us Digg Reddit Technorati What's this?
This article has been cited by other articles:

|
 |

|
 |
 
J. L.R. Brito, B. Walker, M. Jenner, N. J. Dickens, N. J.M. Brown, F. M. Ross, A. Avramidou, J. A.E. Irving, D. Gonzalez, F. E. Davies, et al.
MMSET deregulation affects cell cycle progression and adhesion regulons in t(4;14) myeloma plasma cells
Haematologica,
January 1, 2009;
94(1):
78 - 86.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
F. van Rhee, M. Dhodapkar, J. D. Shaughnessy Jr, E. Anaissie, D. Siegel, A. Hoering, J. Zeldis, B. Jenkins, S. Singhal, J. Mehta, et al.
First thalidomide clinical trial in multiple myeloma: a decade
Blood,
August 15, 2008;
112(4):
1035 - 1038.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
E. D. Hsi, R. Steinle, B. Balasa, S. Szmania, A. Draksharapu, B. P. Shum, M. Huseni, D. Powers, A. Nanisetti, Y. Zhang, et al.
CS1, a Potential New Therapeutic Antibody Target for the Treatment of Multiple Myeloma
Clin. Cancer Res.,
May 1, 2008;
14(9):
2775 - 2784.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
E. Tian, T. H. Landowski, O. W. Stephens, S. Yaccoby, B. Barlogie, and J. D. Shaughnessy Jr.
Ellipticine derivative NSC 338258 represents a potential new antineoplastic agent for the treatment of multiple myeloma
Mol. Cancer Ther.,
March 1, 2008;
7(3):
500 - 509.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
W. J. Chng, E. Braggio, G. Mulligan, B. Bryant, E. Remstein, R. Valdez, A. Dogan, and R. Fonseca
The centrosome index is a powerful prognostic marker in myeloma and identifies a cohort of patients that might benefit from aurora kinase inhibition
Blood,
February 1, 2008;
111(3):
1603 - 1609.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
U.-M. Fagerli, R. U. Holt, T. Holien, T. K. Vaatsveen, F. Zhan, K. W. Egeberg, B. Barlogie, A. Waage, H. Aarset, H. Y. Dai, et al.
Overexpression and involvement in migration by the metastasis-associated phosphatase PRL-3 in human myeloma cells
Blood,
January 15, 2008;
111(2):
806 - 815.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
J.-P. Fermand
Initial Therapy for Multiple Myeloma: Role of Stem Cell Transplantation
ASCO Educational Book,
January 1, 2008;
2008(1):
375 - 379.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
A. K. Stewart
A Risk-adapted Approach to Myeloma Therapy
ASCO Educational Book,
January 1, 2008;
2008(1):
380 - 384.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
K. Mahtouk, D. Hose, J. De Vos, J. Moreaux, M. Jourdan, J. F. Rossi, T. Reme, H. Goldschmidt, and B. Klein
Input of DNA Microarrays to Identify Novel Mechanisms in Multiple Myeloma Biology and Therapeutic Applications
Clin. Cancer Res.,
December 15, 2007;
13(24):
7289 - 7295.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
S. Colla, S. Tagliaferri, F. Morandi, P. Lunghi, G. Donofrio, D. Martorana, C. Mancini, M. Lazzaretti, L. Mazzera, L. Ravanetti, et al.
The new tumor-suppressor gene inhibitor of growth family member 4 (ING4) regulates the production of proangiogenic molecules by myeloma cells and suppresses hypoxia-inducible factor-1 {alpha} (HIF-1{alpha}) activity: involvement in myeloma-induced angiogenesis
Blood,
December 15, 2007;
110(13):
4464 - 4475.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
F. Medina, C. Segundo, G. Jimenez-Gomez, I. Gonzalez-Garcia, A. Campos-Caro, and J. A. Brieva
Higher maturity and connective tissue association distinguish resident from recently generated human tonsil plasma cells
J. Leukoc. Biol.,
December 1, 2007;
82(6):
1430 - 1436.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
X. Mao, A. K. Stewart, R. Hurren, A. Datti, X. Zhu, Y. Zhu, C. Shi, K. Lee, R. Tiedemann, Y. Eberhard, et al.
A chemical biology screen identifies glucocorticoids that regulate c-maf expression by increasing its proteasomal degradation through up-regulation of ubiquitin
Blood,
December 1, 2007;
110(12):
4047 - 4054.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
H. K. Prasad, F. Zhan, J. Shaughnessy, D. Focosi, A. T. Andrews, R. A. Kyle, and S. V. Rajkumar
Smoldering Multiple Myeloma
N. Engl. J. Med.,
September 6, 2007;
357(10):
1048 - 1050.
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
F. Zhan, S. Colla, X. Wu, B. Chen, J. P. Stewart, W. M. Kuehl, B. Barlogie, and J. D. Shaughnessy Jr
CKS1B, overexpressed in aggressive disease, regulates multiple myeloma growth and survival through SKP2- and p27Kip1-dependent and -independent mechanisms
Blood,
June 1, 2007;
109(11):
4995 - 5001.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
S. Colla, F. Zhan, W. Xiong, X. Wu, H. Xu, O. Stephens, S. Yaccoby, J. Epstein, B. Barlogie, and J. D. Shaughnessy Jr
The oxidative stress response regulates DKK1 expression through the JNK signaling cascade in multiple myeloma plasma cells
Blood,
May 15, 2007;
109(10):
4470 - 4477.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
Y. Yang, V. MacLeod, H.-Q. Miao, A. Theus, F. Zhan, J. D. Shaughnessy Jr., J. Sawyer, J.-P. Li, E. Zcharia, I. Vlodavsky, et al.
Heparanase Enhances Syndecan-1 Shedding: A NOVEL MECHANISM FOR STIMULATION OF TUMOR GROWTH AND METASTASIS
J. Biol. Chem.,
May 4, 2007;
282(18):
13326 - 13333.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
K. L.M. Boylan, M. A. Gosse, S. E. Staggs, S. Janz, S. Grindle, G. S. Kansas, and B. G. Van Ness
A Transgenic Mouse Model of Plasma Cell Malignancy Shows Phenotypic, Cytogenetic, and Gene Expression Heterogeneity Similar to Human Multiple Myeloma
Cancer Res.,
May 1, 2007;
67(9):
4069 - 4078.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
A. Rosenwald
Genomics in myeloma: the philosopher's stone?
Blood,
April 15, 2007;
109(8):
3126 - 3126.
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
W. J. Chng, G. Mulligan, B. Bryant, and L. Bergsagel
Survival of genetic subtypes of relapsed myeloma may be modulated by secondary events
Blood,
April 15, 2007;
109(8):
3610 - 3611.
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
G. Mulligan, C. Mitsiades, B. Bryant, F. Zhan, W. J. Chng, S. Roels, E. Koenig, A. Fergus, Y. Huang, P. Richardson, et al.
Gene expression profiling and correlation with outcome in clinical trials of the proteasome inhibitor bortezomib
Blood,
April 15, 2007;
109(8):
3177 - 3188.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
W. J. Chng, S. Kumar, S. VanWier, G. Ahmann, T. Price-Troska, K. Henderson, T.-H. Chung, S. Kim, G. Mulligan, B. Bryant, et al.
Molecular Dissection of Hyperdiploid Multiple Myeloma by Gene Expression Profiling
Cancer Res.,
April 1, 2007;
67(7):
2982 - 2989.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
J. D. Shaughnessy Jr, F. Zhan, B. E. Burington, Y. Huang, S. Colla, I. Hanamura, J. P. Stewart, B. Kordsmeier, C. Randolph, D. R. Williams, et al.
A validated gene expression model of high-risk multiple myeloma is defined by deregulated expression of genes mapping to chromosome 1
Blood,
March 15, 2007;
109(6):
2276 - 2284.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
R. Fonseca and A. K. Stewart
Targeted therapeutics for multiple myeloma: The arrival of a risk-stratified approach
Mol. Cancer Ther.,
March 1, 2007;
6(3):
802 - 810.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
F. v. Rhee
Idiotype Vaccination Strategies in Myeloma: How to Overcome a Dysfunctional Immune System
Clin. Cancer Res.,
March 1, 2007;
13(5):
1353 - 1355.
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
A. Dispenzieri, S. V. Rajkumar, M. A. Gertz, M. Q. Lacy, R. A. Kyle, P. R. Greipp, T. E. Witzig, J. A. Lust, S. J. Russell, S. R. Hayman, et al.
Treatment of Newly Diagnosed Multiple Myeloma Based on Mayo Stratification of Myeloma and Risk-Adapted Therapy (mSMART): Consensus Statement
Mayo Clin. Proc.,
March 1, 2007;
82(3):
323 - 341.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
S. Yaccoby, W. Ling, F. Zhan, R. Walker, B. Barlogie, and J. D. Shaughnessy Jr
Antibody-based inhibition of DKK1 suppresses tumor-induced bone resorption and multiple myeloma growth in vivo
Blood,
March 1, 2007;
109(5):
2106 - 2111.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
F. Zhan, B. Barlogie, V. Arzoumanian, Y. Huang, D. R. Williams, K. Hollmig, M. Pineda-Roman, G. Tricot, F. van Rhee, M. Zangari, et al.
Gene-expression signature of benign monoclonal gammopathy evident in multiple myeloma is linked to good prognosis
Blood,
February 15, 2007;
109(4):
1692 - 1700.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
L. Agnelli, S. Bicciato, S. Fabris, L. Baldini, F. Morabito, D. Intini, D. Verdelli, A. Callegaro, F. Bertoni, G. Lambertenghi-Deliliers, et al.
Integrative genomic analysis reveals distinct transcriptional and genetic features associated with chromosome 13 deletion in multiple myeloma
Haematologica,
January 1, 2007;
92(1):
56 - 65.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
S. Singhal and J. Mehta
Multiple Myeloma
Clin. J. Am. Soc. Nephrol.,
November 1, 2006;
1(6):
1322 - 1330.
[Abstract]
[Full Text]
[PDF]
|
 |
|
|
|