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Gene expression profiling of pediatric acute myelogenous leukemia
- Source :
- Blood. 104:3679-3687
- Publication Year :
- 2004
- Publisher :
- American Society of Hematology, 2004.
-
Abstract
- Contemporary treatment of pediatric acute myeloid leukemia (AML) requires the assignment of patients to specific risk groups. To explore whether expression profiling of leukemic blasts could accurately distinguish between the known risk groups of AML, we analyzed 130 pediatric and 20 adult AML diagnostic bone marrow or peripheral blood samples using the Affymetrix U133A microarray. Class discriminating genes were identified for each of the major prognostic subtypes of pediatric AML, including t(15;17)[PML-RARα], t(8;21)[AML1-ETO], inv16 [CBFβ-MYH11], MLL chimeric fusion genes, and cases classified as FAB-M7. When subsets of these genes were used in supervised learning algorithms, an overall classification accuracy of more than 93% was achieved. Moreover, we were able to use the expression signatures generated from the pediatric samples to accurately classify adult de novo AMLs with the same genetic lesions. The class discriminating genes also provided novel insights into the molecular pathobiology of these leukemias. Finally, using a combined pediatric data set of 130 AMLs and 137 acute lymphoblastic leukemias, we identified an expression signature for cases with MLL chimeric fusion genes irrespective of lineage. Surprisingly, AMLs containing partial tandem duplications of MLL failed to cluster with MLL chimeric fusion gene cases, suggesting a significant difference in their underlying mechanism of transformation.
- Subjects :
- Adult
Myeloid
Oncogene Proteins, Fusion
Microarray
Immunology
Biology
Biochemistry
Fusion gene
Bone Marrow
Risk Factors
hemic and lymphatic diseases
Proto-Oncogenes
medicine
MYH11
Cluster Analysis
Humans
Child
neoplasms
Gene Expression Profiling
Histone-Lysine N-Methyltransferase
Cell Biology
Hematology
Prognosis
medicine.disease
Fusion protein
DNA-Binding Proteins
Gene expression profiling
Leukemia, Myeloid, Acute
Leukemia
Blood
medicine.anatomical_structure
Tandem Repeat Sequences
Cancer research
Myeloid-Lymphoid Leukemia Protein
Algorithms
Transcription Factors
Subjects
Details
- ISSN :
- 15280020 and 00064971
- Volume :
- 104
- Database :
- OpenAIRE
- Journal :
- Blood
- Accession number :
- edsair.doi.dedup.....c71afffe5c552aebaefdcc3940d8790e