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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.
The molecular heterogeneity of KMT2A-rearranged infant acute lymphoblastic leukemia (ALL) remains poorly characterised. Here, the authors perform multi-omics analysis for 84 ALL patients and suggest 5 distinct subgroups for risk stratification and personalised treatment.’
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1 The University of Tokyo, Department of Pediatrics, Graduate School of Medicine, Tokyo, Japan (GRID:grid.26999.3d) (ISNI:0000 0001 2151 536X); The University of Tokyo, Division of Molecular Oncology, Department of Computational Biology and Medical Sciences, Graduate School of Frontier Sciences, Tokyo, Japan (GRID:grid.26999.3d) (ISNI:0000 0001 2151 536X); University of Cambridge, Department of Hematology, Wellcome-MRC Cambridge Stem Cell Institute, Cambridge, UK (GRID:grid.5335.0) (ISNI:0000000121885934)
2 Tokyo Medical and Dental University, Department of Pediatrics and Developmental Biology, Tokyo, Japan (GRID:grid.265073.5) (ISNI:0000 0001 1014 9130)
3 The University of Tokyo, Department of Pediatrics, Graduate School of Medicine, Tokyo, Japan (GRID:grid.26999.3d) (ISNI:0000 0001 2151 536X)
4 The University of Tokyo, Genome Science and Medicine Laboratory, Research Center for Advanced Science and Technology, Tokyo, Japan (GRID:grid.26999.3d) (ISNI:0000 0001 2151 536X)
5 The University of Tokyo, Division of Molecular Oncology, Department of Computational Biology and Medical Sciences, Graduate School of Frontier Sciences, Tokyo, Japan (GRID:grid.26999.3d) (ISNI:0000 0001 2151 536X)
6 The University of Tokyo, Division of Cellular Therapy, The Institute of Medical Science, Tokyo, Japan (GRID:grid.26999.3d) (ISNI:0000 0001 2151 536X)
7 The University of Tokyo, Division of Cellular Therapy, The Institute of Medical Science, Tokyo, Japan (GRID:grid.26999.3d) (ISNI:0000 0001 2151 536X); Tokyo Women’s Medical University, The Institute of Laboratory Animals, Tokyo, Japan (GRID:grid.410818.4) (ISNI:0000 0001 0720 6587)
8 University of Cambridge, Department of Hematology, Wellcome-MRC Cambridge Stem Cell Institute, Cambridge, UK (GRID:grid.5335.0) (ISNI:0000000121885934)
9 Kyoto University, Department of Pathology and Tumor Biology, Graduate School of Medicine, Kyoto, Japan (GRID:grid.258799.8) (ISNI:0000 0004 0372 2033)
10 Kyoto University, Department of Pathology and Tumor Biology, Graduate School of Medicine, Kyoto, Japan (GRID:grid.258799.8) (ISNI:0000 0004 0372 2033); Kyoto University, Department of Pediatrics, Graduate School of Medicine, Kyoto, Japan (GRID:grid.258799.8) (ISNI:0000 0004 0372 2033)
11 Kyoto University, Department of Pediatrics, Graduate School of Medicine, Kyoto, Japan (GRID:grid.258799.8) (ISNI:0000 0004 0372 2033)
12 The University of Tokyo, Department of Pediatrics, Graduate School of Medicine, Tokyo, Japan (GRID:grid.26999.3d) (ISNI:0000 0001 2151 536X); Hiroshima University Graduate School of Biomedical Sciences, Department of Pediatrics, Hiroshima, Japan (GRID:grid.257022.0) (ISNI:0000 0000 8711 3200)
13 The University of Tokyo, Department of Pediatrics, Graduate School of Medicine, Tokyo, Japan (GRID:grid.26999.3d) (ISNI:0000 0001 2151 536X); Teikyo University, Department of Pediatrics, School of Medicine, Tokyo, Japan (GRID:grid.264706.1) (ISNI:0000 0000 9239 9995)
14 The University of Tokyo, Department of Computational Biology and Medical Sciences, Graduate School of Frontier Sciences, Kashiwa, Japan (GRID:grid.26999.3d) (ISNI:0000 0001 2151 536X)
15 Hiroshima University, Department of Molecular Oncology and Leukemia Program Project, Research Institute for Radiation Biology and Medicine, Hiroshima, Japan (GRID:grid.257022.0) (ISNI:0000 0000 8711 3200)
16 National Cancer Center Research Institute, Division of Genome Analysis Platform Development, Tokyo, Japan (GRID:grid.272242.3) (ISNI:0000 0001 2168 5385)
17 Tokyo Medical and Dental University, Department of Integrated Data Science, M&D Data Science Center, Tokyo, Japan (GRID:grid.265073.5) (ISNI:0000 0001 1014 9130)
18 University of Western Australia, Leukaemia Translational Research Laboratory, Telethon Kids Cancer Centre, Telethon Kids Institute, Perth, Australia (GRID:grid.1012.2) (ISNI:0000 0004 1936 7910); Perth Children’s Hospital, Department of Clinical Haematology, Oncology, Blood and Marrow Transplantation, Perth, Australia (GRID:grid.410667.2) (ISNI:0000 0004 0625 8600); Curtin University, Curtin Medical School, Perth, Australia (GRID:grid.1032.0) (ISNI:0000 0004 0375 4078)
19 University of Western Australia, School of Biomedical Sciences, Nedlands, Australia (GRID:grid.1012.2) (ISNI:0000 0004 1936 7910)
20 RIKEN Center for Integrative Medical Sciences, Laboratory for Human Disease Models, Yokohama, Japan (GRID:grid.509459.4) (ISNI:0000 0004 0472 0267)
21 Ehime University Graduate School of Medicine, Department of Pediatrics, Ehime, Japan (GRID:grid.255464.4) (ISNI:0000 0001 1011 3808)
22 National Center for Child Health and Development, Division of Cancer Immunodiagnostics, Children’s Cancer Center, Tokyo, Japan (GRID:grid.63906.3a) (ISNI:0000 0004 0377 2305); Mie University, Department of Pediatrics, Graduate School of Medicine, Tsu, Japan (GRID:grid.260026.0) (ISNI:0000 0004 0372 555X)
23 National Research Institute for Child Health and Development, Department of Pediatric Hematology and Oncology Research, Tokyo, Japan (GRID:grid.63906.3a) (ISNI:0000 0004 0377 2305)
24 Saitama Children’s Medical Center, Department of Hematology/Oncology, Saitama, Japan (GRID:grid.416697.b) (ISNI:0000 0004 0569 8102)
25 National Cancer Center Japan, Department of Pediatric Oncology, Tokyo, Japan (GRID:grid.272242.3) (ISNI:0000 0001 2168 5385)
26 Nara Medical University, Department of Pediatrics, Kashihara, Japan (GRID:grid.410814.8) (ISNI:0000 0004 0372 782X)
27 National Center for Child Health and Development, Division of Leukemia and Lymphoma, Children’s Cancer Center, Tokyo, Japan (GRID:grid.63906.3a) (ISNI:0000 0004 0377 2305)
28 Osaka University Graduate School of Medicine, Department of Pediatrics, Osaka, Japan (GRID:grid.136593.b) (ISNI:0000 0004 0373 3971)
29 National Cancer Center, Tsuruoka Metabolomics Laboratory, Tsuruoka, Japan (GRID:grid.272242.3) (ISNI:0000 0001 2168 5385)
30 Kyoto University, Department of Pathology and Tumor Biology, Graduate School of Medicine, Kyoto, Japan (GRID:grid.258799.8) (ISNI:0000 0004 0372 2033); Kyoto University, Institute for the Advanced Study of Human Biology (WPI-ASHBi), Kyoto, Japan (GRID:grid.258799.8) (ISNI:0000 0004 0372 2033); Karolinska Institute, Department of Molecular Hematology, Stockholm, Sweden (GRID:grid.4714.6) (ISNI:0000 0004 1937 0626)
31 The University of Tokyo, Department of Pediatrics, Graduate School of Medicine, Tokyo, Japan (GRID:grid.26999.3d) (ISNI:0000 0001 2151 536X); Kyoto University, Department of Pediatrics, Graduate School of Medicine, Kyoto, Japan (GRID:grid.258799.8) (ISNI:0000 0004 0372 2033)