Five-Gene Model to Predict Survival in Mantle-Cell Lymphoma
Using Frozen or Formalin-Fixed, Paraffin-Embedded Tissue
Elena Hartmann, Vero `nica Ferna `ndez, Victor Moreno, Joan Valls, Luis Herna ´ndez, Francesc Bosch,
Pau Abrisqueta, Wolfram Klapper, Martin Dreyling, Eva Hoster, Hans Konrad Mu ¨ller-Hermelink,
German Ott, Andreas Rosenwald, and Elı ´as Campo
From the Institute of Pathology, Univer-
sity of Wu ¨ rzburg, Wu ¨ rzburg; Institute of
Pathology, University of Kiel, Kiel;
Department of Internal Medicine III,
University of Munich, Munich, Germ-
any; Hematopathology Section, Depart-
ments of Pathology and Hematology,
Hospital Clinic, Institut d’Investigacions
Biomediques August Pi i Sunyer,
University of Barcelona; and Unit of
Biostatistics and Bioinformatics, Cancer
Epidemiology Service, Institut Catala `
d'Oncologia-Institut d'Investigacio ´ de
Bellvitge, Barcelona, Spain.
Submitted April 4, 2007; accepted May
14, 2008; published online ahead of
print at www.jco.org on July 7, 2008.
Supported by the Spanish Ministry of
Education and Science (predoctoral
fellowship to V.F.); the Interdisciplinary
Center for Clinical Research, University
of Wuerzburg, Germany (A.R. and E.H.);
FIS 01/3046 (L.H.); European Grant No.
503351 (European Mantle Cell
Lymphoma Network, A.R., E.C., G.O.,
W.K., and M.D.); the Lymphoma
Research Foundation (A.R. and E.C.);
Grant No. CICYT SAF 05/5855 from the
Spanish Ministry of Science (E.C.); and
Grant No. ISCIII-RETIC RD06/0020 from
the Spanish Ministry of Health (E.C.
and V.M.).
Both E.H. and V.F. contributed equally
to this work. E.C. and A.R. are cosenior
authors of this study.
Authors’ disclosures of potential con-
flicts of interest and author contribu-
tions are found at the end of this
article.
Corresponding author: Andreas
Rosenwald, MD, Institute of Pathology,
University of Wu ¨ rzburg; Josef-
Schneider-Str 2, 97080 Wu ¨ rzburg,
Germany; e-mail: rosenwald@mail
.uni-wuerzburg.de.
© 2008 by American Society of Clinical
Oncology
0732-183X/08/2630-4966/$20.00
DOI: 10.1200/JCO.2007.12.0410
A B S T R A C T
Purpose
Despite the common underlying translocation t(11;14) involving cyclin D1 that is present in nearly
all cases of mantle-cell lymphoma (MCL), the clinical course of the disease is highly variable. The
aim of the present study was to develop a quantitative gene expression– based model to predict
survival in newly diagnosed patients with MCL that involves a minimum number of genes and is
applicable to fresh-frozen and formalin-fixed, paraffin-embedded (FFPE) tumor samples.
Patients and Methods
The expression of 33 genes with potential prognostic and pathogenetic impact in MCL was
analyzed using quantitative reverse-transcription polymerase chain reactions (qRT-PCR) in a
low-density array format in frozen tumor samples from 73 patients with MCL. Multivariate Cox
methods and stepwise algorithms were applied to build gene expression-based survival predic-
tors. An optimized five-gene model was subsequently applied to FFPE tumor samples from 13
patients with MCL from the initial series and to 42 independent MCL samples.
Results
The optimized survival predictor was composed of the five genes RAN, MYC, TNFRSF10B,
POLE2, and SLC29A2 and was validated for application in FFPE tissue samples. It allowed the
survival prediction of patients with MCL with widely disparate clinical outcome and was superior
to the immunohistochemical marker Ki-67, an established prognostic factor in MCL.
Conclusion
We here present a validated qRT-PCR– based test for survival prediction in patients with MCL that
is applicable to fresh frozen as well as to FFPE tissue specimens. This test may prove useful to
guide individualized treatment approaches for patients with MCL.
J Clin Oncol 26:4966-4972. © 2008 by American Society of Clinical Oncology
INTRODUCTION
Mantle-cell lymphoma (MCL) is a distinctive B-cell
non-Hodgkin’s lymphoma characterized by the
translocation t(11;14)(q13;32) and the overexpres-
sion of cyclin D1.
1-3
The clinical course of patients
with MCL can be highly variable. In general, MCL
shows an aggressive clinical behavior with poor re-
sponse to current therapeutic approaches,
2,4
and the
median survival of patients with MCL after diagno-
sis is between 3 and 5 years. However, some patients
succumb to their disease in less than 6 months,
whereas others survive more than 10 years. The cur-
rent treatment approaches for patients with MCL
are rather uniform and rarely reflect the widely vary-
ing clinical behavior. However, before more individ-
ualized and risk-adapted treatment strategies can be
tested in prospective clinical trials, it is a prerequisite
to develop molecular tests for newly diagnosed pa-
tients with MCL that reliably predict their clinical
course and that are applicable in a routine diagnos-
tic setting.
In recent years, many attempts have been made
to identify clinical, histologic, and molecular mark-
ers that allow the stratification of patients with MCL
into different risk groups. Morphologically, two ma-
jor variants of MCL have been identified, namely the
classical and the blastoid variants, and blastoid MCL
cases show a worse clinical outcome.
5,6
Genetically,
alterations affecting the cell cycle machinery and the
DNA damage response pathways seem to be the
hallmarks of MCL.
1-3
Secondary genetic alterations
in MCL frequently target key regulators of these
pathways and are also associated with inferior clini-
cal outcome.
7-12
The strongest predictor of survival in patients
with MCL was identified by gene expression profil-
ing in a large series of MCL.
13
In particular, a gene
JOURNAL OF CLINICAL ONCOLOGY
O R I G I N A L R E P O R T
VOLUME 26 NUMBER 30 OCTOBER 20 2008
4966 © 2008 by American Society of Clinical Oncology
Downloaded from ascopubs.org by 35.175.195.222 on June 14, 2022 from 035.175.195.222
Copyright © 2022 American Society of Clinical Oncology. All rights reserved.