Classification of pediatric acute lymphoblastic leukemia by gene expression profiling

被引:431
作者
Ross, ME
Zhou, XD
Song, GC
Shurtleff, SA
Girtman, K
Williams, WK
Liu, HC
Mahfouz, R
Raimondi, SC
Lenny, N
Patel, A
Downing, JR
机构
[1] St Jude Childrens Res Hosp, Dept Pathol, Dept Hematol Oncol, Memphis, TN 38105 USA
[2] St Jude Childrens Res Hosp, Hartwell Ctr Bioinformat & Biotechnol, Memphis, TN 38105 USA
关键词
D O I
10.1182/blood-2003-01-0338
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Contemporary treatment of pediatric acute lymphoblastic leukemia (ALL) requires the assignment of patients to specific risk groups. We have recently demonstrated that expression profiling of leukemic blasts can accurately identify the known prognostic subtypes of ALL, including T-cell lineage ALL (T-ALL), E2A-PBX1, TEL-AML1, MLL rearrangements, BCR-ABL, and hyperdiploid karyotypes with more than 50 chromosomes. As the next step toward developing this methodology into a frontline diagnostic tool, we have now analyzed leukemic blasts from 132 diagnostic samples using higher density oligonucleotide arrays that allow the interrogation of most of the identified genes in the human genome. Nearly 60% of the newly identified subtype discriminating genes are novel markers not identified in our previous study, and thus should provide new insights into the altered biology underlying these leukemias. Moreover, a proportion of the newly selected genes are highly ranked as class discriminators, and when incorporated into class-predicting algorithms resulted in an overall diagnostic accuracy of 97%. The performance of an array containing the identified discriminating genes should now be assessed in frontline clinical trials in order to determine the accuracy, practicality, and cost effectiveness of this methodology in the clinical setting. (Blood. 2003; 102:2951-2959) (C) 2003 by The American Society of Hematology.
引用
收藏
页码:2951 / 2959
页数:9
相关论文
共 39 条
[1]   Bcr-Abl variants:: biological and clinical aspects [J].
Advani, AS ;
Pendergast, AM .
LEUKEMIA RESEARCH, 2002, 26 (08) :713-720
[2]   Paired multiplex reverse-transcriptase polymerase chain reaction (PMRT-PCR) analysis as a rapid and accurate diagnostic tool for the detection of MLL fusion genes in hematologic malignancies [J].
Andersson, A ;
Höglund, M ;
Johansson, B ;
Lassen, C ;
Billström, R ;
Garwicz, S ;
Nilsson, PG ;
Mitelman, F ;
Fioretos, T .
LEUKEMIA, 2001, 15 (08) :1293-1300
[3]  
[Anonymous], 2000, DATA MINING PRACTICA
[4]  
[Anonymous], 1993, P 13 INT JOINT C ART
[5]   MLL translocations specify a distinct gene expression profile that distinguishes a unique leukemia [J].
Armstrong, SA ;
Staunton, JE ;
Silverman, LB ;
Pieters, R ;
de Boer, ML ;
Minden, MD ;
Sallan, SE ;
Lander, ES ;
Golub, TR ;
Korsmeyer, SJ .
NATURE GENETICS, 2002, 30 (01) :41-47
[6]   NEAREST NEIGHBOR PATTERN CLASSIFICATION [J].
COVER, TM ;
HART, PE .
IEEE TRANSACTIONS ON INFORMATION THEORY, 1967, 13 (01) :21-+
[7]  
Cuthbert G, 2000, GENE CHROMOSOME CANC, V29, P180, DOI 10.1002/1098-2264(2000)9999:9999<::AID-GCC1016>3.0.CO
[8]  
2-K
[9]   Acute leukemia: A pediatric perspective [J].
Downing, JR ;
Shannon, KM .
CANCER CELL, 2002, 2 (06) :437-445
[10]   Clinical implications of recurring chromosomal and associated molecular abnormalities in acute lymphoblastic leukemia [J].
Ferrando, AA ;
Look, AT .
SEMINARS IN HEMATOLOGY, 2000, 37 (04) :381-395