Identification of genomic classifiers that distinguish induction failure in T-lineage acute lymphoblastic leukemia: a report from the Children's Oncology Group.
The clinical and cytogenetic features associated with T-cell acute lymphoblastic leukemia (T-ALL) are not predictive of early treatment failure. Based on the hypothesis that microarrays might identify patients who fail therapy, we used the Affymetrix U133 Plus 2.0 chip and prediction analysis of microarrays (PAM) to profile 50 newly diagnosed patients who were treated in the Children's Oncology Group (COG) T-ALL Study 9404. We identified a 116-member genomic classifier that could accurately distinguish all 6 induction failure (IF) cases from 44 patients who achieved remission; network analyses suggest a prominent role for genes mediating cellular quiescence. Seven genes were similarly upregulated in both the genomic classifier for IF patients and T-ALL cell lines having acquired resistance to neoplastic agents, identifying potential target genes for further study in drug resistance. We tested whether our classifier could predict IF within 42 patient samples obtained from COG 8704 and, using PAM to define a smaller classifier for the U133A chip, correctly identified the single IF case and patients with persistently circulating blasts. Genetic profiling may identify T-ALL patients who are likely to fail induction and for whom alternate treatment strategies might be beneficial.
Winter
Stuart S
SS
Department of Pediatrics, The University of New Mexico Health Sciences Center, Albuquerque, NM 87131-5311, USA. swinter@salud.unm.edu
Jiang
Zeyu
Z
Khawaja
Hadya M
HM
Griffin
Timothy
T
Devidas
Meenakshi
M
Asselin
Barbara L
BL
Larson
Richard S
RS
D000293:Adolescent; D000328:Adult; D001752:Blast Crisis / Q000145:classification / Q000188:drug therapy / Q000235:genetics* / Q000401:mortality; D002648:Child; D002675:Child, Preschool; D005260:Female; D020869:Gene Expression Profiling; D015973:Gene Expression Regulation, Leukemic; D052138:Genes, Neoplasm; D015894:Genome, Human; D006801:Humans; D007223:Infant; D015459:Leukemia-Lymphoma, Adult T-Cell / Q000145:classification / Q000188:drug therapy / Q000235:genetics* / Q000401:mortality; D008297:Male; D020411:Oligonucleotide Array Sequence Analysis; D011237:Predictive Value of Tests; D012074:Remission Induction; D012189:Retrospective Studies; D015854:Up-Regulation