Gene-based outcome prediction in multiple cohorts of pediatric T-cell acute lymphoblastic leukemia: a Children's Oncology Group study

被引:26
作者
Cleaver, Amanda L. [1 ,3 ]
Beesley, Alex H. [1 ,3 ]
Firth, Martin J. [2 ,3 ]
Sturges, Nina C. [1 ,3 ]
O'Leary, Rebecca A. [2 ,3 ]
Hunger, Stephen P. [5 ,6 ]
Baker, David L. [4 ]
Kees, Ursula R. [1 ,3 ]
机构
[1] Telethon Inst Child Hlth Res, Div Childrens Leukaemia & Canc Res, Perth, WA, Australia
[2] Telethon Inst Child Hlth Res, Div Biostat & Genet Epidemiol, Perth, WA, Australia
[3] Univ Western Australia, Ctr Child Hlth Res, Perth, WA 6009, Australia
[4] Princess Margaret Hosp Children, Dept Haematol & Oncol, Perth, WA, Australia
[5] Univ Colorado, Dept Pediat, Denver, CO 80202 USA
[6] Childrens Hosp, Aurora, CO USA
来源
MOLECULAR CANCER | 2010年 / 9卷
基金
美国国家卫生研究院;
关键词
MONOCLONAL-ANTIBODY; EARLY CYTOREDUCTION; PHASE-I; EXPRESSION; CANCER; CLASSIFICATION; RESISTANCE; PATHWAYS; SURVIVAL; ADHESION;
D O I
10.1186/1476-4598-9-105
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Background: Continuous complete clinical remission in T-cell acute lymphoblastic leukemia (T-ALL) is now approaching 80% due to the implementation of aggressive chemotherapy protocols but patients that relapse continue to have a poor prognosis. Such patients could benefit from augmented therapy if their clinical outcome could be more accurately predicted at the time of diagnosis. Gene expression profiling offers the potential to identify additional prognostic markers but has had limited success in generating robust signatures that predict outcome across multiple patient cohorts. This study aimed to identify robust gene classifiers that could be used for the accurate prediction of relapse in independent cohorts and across different experimental platforms. Results: Using HG-U133Plus2 microarrays we modeled a five-gene classifier (5-GC) that accurately predicted clinical outcome in a cohort of 50 T-ALL patients. The 5-GC was further tested against three independent cohorts of T-ALL patients, using either qRT-PCR or microarray gene expression, and could predict patients with significantly adverse clinical outcome in each. The 5-GC featured the interleukin-7 receptor (IL-7R), low-expression of which was independently predictive of relapse in T-ALL patients. In T-ALL cell lines, low IL-7R expression was correlated with diminished growth response to IL-7 and enhanced glucocorticoid resistance. Analysis of biological pathways identified the NF-kappa B and Wnt pathways, and the cell adhesion receptor family (particularly integrins) as being predictive of relapse. Outcome modeling using genes from these pathways identified patients with significantly worse relapse-free survival in each T-ALL cohort. Conclusions: We have used two different approaches to identify, for the first time, robust gene signatures that can successfully discriminate relapse and CCR patients at the time of diagnosis across multiple patient cohorts and platforms. Such genes and pathways represent markers for improved patient risk stratification and potential targets for novel T-ALL therapies.
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页数:12
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共 48 条
[1]   Microarray-based classification of a consecutive series of 121 childhood acute leukemias: prediction of leukemic and genetic subtype as well as of minimal residual disease status [J].
Andersson, A. ;
Ritz, C. ;
Lindgren, D. ;
Eden, P. ;
Lassen, C. ;
Heldrup, J. ;
Olofsson, T. ;
Rade, J. ;
Fontes, M. ;
Porwit-MacDonald, A. ;
Behrendtz, M. ;
Hoglund, M. ;
Johansson, B. ;
Fioretos, T. .
LEUKEMIA, 2007, 21 (06) :1198-1203
[2]   HOX11L2 expression, defines a clinical subtype of pediatric T-ALL associated with poor prognosis [J].
Ballerini, P ;
Blaise, A ;
Coniat, MBL ;
Su, XY ;
Zucman-Rossi, J ;
Adam, M ;
van den Akker, J ;
Perot, C ;
Pellegrino, B ;
Landman-Parker, J ;
Douay, L ;
Berger, R ;
Bernard, OA .
BLOOD, 2002, 100 (03) :991-997
[3]   Interleukin-7 in T-cell acute lymphoblastic leukemia: An extrinsic factor supporting leukemogenesis? [J].
Barata, JT ;
Cardoso, AA ;
Boussiotis, VA .
LEUKEMIA & LYMPHOMA, 2005, 46 (04) :483-495
[4]   Authenticity and drug resistance in a panel of acute lymphoblastic leukaemia cell lines [J].
Beesley, A. H. ;
Palmer, M-L ;
Ford, J. ;
Weller, R. E. ;
Cummings, A. J. ;
Freitas, J. R. ;
Firth, M. J. ;
Perera, K. U. ;
de Klerk, N. H. ;
Kees, U. R. .
BRITISH JOURNAL OF CANCER, 2006, 95 (11) :1537-1544
[5]   Glucocorticoid resistance in T-lineage acute lymphoblastic leukaemia is associated with a proliferative metabolism [J].
Beesley, A. H. ;
Firth, M. J. ;
Ford, J. ;
Weller, R. E. ;
Freitas, J. R. ;
Perera, K. U. ;
Kees, U. R. .
BRITISH JOURNAL OF CANCER, 2009, 100 (12) :1926-1936
[6]   The gene expression signature of relapse in paediatric acute lymphoblastic leukaemia: implications for mechanisms of therapy failure [J].
Beesley, AH ;
Cummings, AJ ;
Freitas, JR ;
Hoffmann, K ;
Firth, MJ ;
Ford, J ;
Klerk, NH ;
Kees, UR .
BRITISH JOURNAL OF HAEMATOLOGY, 2005, 131 (04) :447-456
[7]   Prognostic and oncogenic relevance of TLX1/HOX11 expression level in T-ALLs [J].
Bergeron, Julie ;
Clappier, Ernmanuelle ;
Radford, Isabelle ;
Buzyn, Agnes ;
Millien, Corinne ;
Soler, Gwendoline ;
Ballerini, Paola ;
Thomas, Xavier ;
Soulier, Jean ;
Dombret, Herve ;
Macintyre, Elizabeth A. ;
Asnafi, Vahid .
BLOOD, 2007, 110 (07) :2324-2330
[8]   CCR7 signalling as an essential regulator of CNS infiltration in T-cell leukaemia [J].
Buonamici, Silvia ;
Trimarchi, Thomas ;
Ruocco, Maria Grazia ;
Reavie, Linsey ;
Cathelin, Severine ;
Mar, Brenton G. ;
Klinakis, Apostolos ;
Lukyanov, Yevgeniy ;
Tseng, Jen-Chieh ;
Sen, Filiz ;
Gehrie, Eric ;
Li, Mengling ;
Newcomb, Elizabeth ;
Zavadil, Jiri ;
Meruelo, Daniel ;
Lipp, Martin ;
Ibrahim, Sherif ;
Efstratiadis, Argiris ;
Zagzag, David ;
Bromberg, Jonathan S. ;
Dustin, Michael L. ;
Aifantis, Iannis .
NATURE, 2009, 459 (7249) :1000-U129
[9]   CXCR4 antagonists: targeting the microenvironment in leukemia and other cancers [J].
Burger, J. A. ;
Peled, A. .
LEUKEMIA, 2009, 23 (01) :43-52
[10]   Gene expression programs in response to hypoxia: Cell type specificity and prognostic significance in human cancers [J].
Chi, JT ;
Wang, Z ;
Nuyten, DSA ;
Rodriguez, EH ;
Schaner, ME ;
Salim, A ;
Wang, Y ;
Kristensen, GB ;
Helland, A ;
Borresen-Dale, AL ;
Giaccia, A ;
Longaker, MT ;
Hastie, T ;
Yang, GP ;
van de Vijver, MJ ;
Brown, PO .
PLOS MEDICINE, 2006, 3 (03) :395-409