Blood · 2003 · 592 citations · 29 references
Life SciencesMolecular BiologyOncologyGene ExpressionGene Expression AnalysisPediatric OncologyCancer TranscriptomicsDifferential Gene Expression AnalysisGene Expression ProfilingMolecular Tumor ProfilingPediatric LeukemiasTranscriptomic ProfilingAcute Lymphoblastic Leukemia BiologyChildhood Cancer GenomicsGene Expression AtlasesLeukemia ClassificationMolecular Tumor Classification
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.
29
Nearest neighbor pattern classification
Thomas M. Cover, Peter E. Hart · IEEE Transactions on Information Theory · 1967 · 16.1K citations
Todd R. Golub, Donna K. Slonim, Pablo Tamayo et al. · Science · 1999 · 11.6K citations
A Gene-Expression Signature as a Predictor of Survival in Breast Cancer
Marc J. van de Vijver, Yudong D. He, Laura van ‘t Veer et al. · New England Journal of Medicine · 2002 · 6.5K citations · Full text
Medicine, Bioinformatics, Oncology +17
Ian H. Witten, Eibe Frank · ACM SIGMOD Record · 2002 · 5.2K citations