Multi-omics analysis defines highly refractory RAS burdened immature subgroup of infant acute lymphoblastic leukemia
Open Access
- 30 August 2022
- journal article
- research article
- Published by Springer Nature in Nature Communications
- Vol. 13 (1) , 1-16
Abstract
KMT2A-rearranged infant acute lymphoblastic leukemia (ALL) represents the most refractory type of childhood leukemia. To uncover the molecular heterogeneity of this disease, we perform RNA sequencing, methylation array analysis, whole exome and targeted deep sequencing on 84 infants with KMT2A-rearranged leukemia. Our multi-omics clustering followed by single-sample and single-cell inference of hematopoietic differentiation establishes five robust integrative clusters (ICs) with different master transcription factors, fusion partners and corresponding stages of B-lymphopoietic and early hemato-endothelial development: IRX-type differentiated (IC1), IRX-type undifferentiated (IC2), HOXA-type MLLT1 (IC3), HOXA-type MLLT3 (IC4), and HOXA-type AFF1 (IC5). Importantly, our deep mutational analysis reveals that the number of RAS pathway mutations predicts prognosis and that the most refractory subgroup of IC2 possesses 100% frequency and the heaviest burden of RAS pathway mutations. Our findings highlight the previously under-appreciated intra- and inter-patient heterogeneity of KMT2A-rearranged infant ALL and provide a rationale for the future development of genomics-guided risk stratification and individualized therapy.Keywords
Funding Information
- Japan Foundation for Pediatric Research Funai Foundation for Information Technology
- Japan Agency for Medical Research and Development (15cm0106139s0202, 20cm0106572h0001, 15cm0106056h0005, 19cm0106501h0004, 16ck0106073h0003, 19ck0106250h0003, 21cm0106501h0006, 20ck0106468h0002, 22ama221505h0001)
- MEXT | Japan Society for the Promotion of Science (15K19601, 19H03685, 19H05656, 18K19467, 19J11112, 20H00528, 21K19405)
- MEXT | RIKEN (hp200138, hp160219, hp170227, hp180198, hp190158)
- Princess Takamatsu Cancer Research Fund
This publication has 66 references indexed in Scilit:
- Integrated genetic and epigenetic analysis of childhood acute lymphoblastic leukemiaJournal of Clinical Investigation, 2013
- An empirical Bayesian framework for somatic mutation detection from cancer genome sequencing dataNucleic Acids Research, 2013
- A global DNA methylation and gene expression analysis of early human B-cell development reveals a demethylation signature and transcription factor networkNucleic Acids Research, 2012
- The Pediatric Cancer Genome ProjectNature Genetics, 2012
- Gene expression profiles predictive of outcome and age in infant acute lymphoblastic leukemia: a Children's Oncology Group studyBlood, 2012
- Ensembl BioMarts: a hub for data retrieval across taxonomic spaceDatabase: The Journal of Biological Databases and Curation, 2011
- Aryl Hydrocarbon Receptor Antagonists Promote the Expansion of Human Hematopoietic Stem CellsScience, 2010
- Simple Combinations of Lineage-Determining Transcription Factors Prime cis-Regulatory Elements Required for Macrophage and B Cell IdentitiesMolecular Cell, 2010
- ConsensusClusterPlus: a class discovery tool with confidence assessments and item trackingBioinformatics, 2010
- GenePattern 2.0Nature Genetics, 2006