The genomic basis of childhood T-lineage acute lymphoblastic leukaemia
Open accessPublished version of a preprint
Abstract
T-lineage acute lymphoblastic leukaemia (T-ALL) is a high-risk tumour 1 that has eluded comprehensive genomic characterization, which is partly due to the high frequency of noncoding genomic alterations that result in oncogene deregulation 2,3. Here we report an integrated analysis of genome and transcriptome sequencing of tumour and remission samples from more than 1,300 uniformly treated children with T-ALL, coupled with epigenomic and single-cell analyses of malignant and normal T cell precursors. This approach identified 15 subtypes with distinct genomic drivers, gene expression patterns, developmental states and outcomes. Analyses of chromatin topology revealed multiple mechanisms of enhancer deregulation that involve enhancers and genes in a subtype-specific manner, thereby demonstrating widespread involvement of the noncoding genome. We show that the immunophenotypically described, high-risk entity of early T cell precursor ALL is superseded by a broader category of 'early T cell precursor-like' leukaemia. This category has a variable immunophenotype and diverse genomic alterations of a core set of genes that encode regulators of hematopoietic stem cell development. Using multivariable outcome models, we show that genetic subtypes, driver and concomitant genetic alterations independently predict treatment failure and survival. These findings provide a roadmap for the classification, risk stratification and mechanistic understanding of this disease.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
Highly accurate protein structure prediction with AlphaFold
Jumper, J., Evans, R., Pritzel, A., Green, T., Figurnov, M., Ronneberger, O., Tunyasuvunakool, K., Bates, R., Žídek, A., Potapenko, A., et al. (2021) · Nature · doi:10.1038/s41586-021-03819-2 · Cited by 43,764 · see citing works
The genetic basis of early T-cell precursor acute lymphoblastic leukaemia
Zhang, J., Ding, L., Holmfeldt, L., Wu, G., Heatley, S. L., Payne-Turner, D., Easton, J., Chen, X., Wang, J., Rusch, M., et al. (2012) · Nature · doi:10.1038/nature10725 · Cited by 1,596 · see citing works
Self-citationAn oncogenic super-enhancer formed through somatic mutation of a noncoding intergenic element
Mansour, M. R., Abraham, B. J., Anders, L., Berezovskaya, A., Gutierrez, A., Durbin, A. D., Etchin, J., Lawton, L., Sallan, S. E., Silverman, L. B., et al. (2014) · Science · doi:10.1126/science.1259037 · Cited by 801 · see citing works
Self-citationHerranz, D., Ambesi-Impiombato, A., Palomero, T., Schnell, S. A., Belver, L., Wendorff, A. A., Xu, L., Castillo-Martin, M., Llobet-Navás, D., Cordon-Cardo, C., et al. (2014) · Nature Medicine · doi:10.1038/nm.3665 · Cited by 405 · see citing works
Flagged first, then by citations
- Authors
- Pölönen, P., Di Giacomo, D., Seffernick, A. E., Elsayed, A., Kimura, S., Benini, F., Montefiori, L. E., Wood, B. L., Xu, J., Chen, C., Cheng, Z., Newman, H., Myers, J., Iacobucci, I., Li, E., Sussman, J., Hedges, D., Hui, Y., Diorio, C., Uppuluri, L., Frank, D., Fan, Y., Chang, Y., Meshinchi, S., Ries, R., Shraim, R., Li, A., Bernt, K. M., Devidas, M., Winter, S. S., Dunsmore, K. P., Inaba, H., Carroll, W. L., Ramirez, N. C., Phillips, A. H., Kriwacki, R. W., Yang, J. J., Vincent, T. L., Zhao, Y., Ghate, P. S., Wang, J., Reilly, C., Zhou, X., Sanders, M. A., Takita, J., Kato, M., Takasugi, N., Chang, B. H., Press, R. D., Loh, M., Rampersaud, E., Raetz, E., Hunger, S. P., Tan, K., Chang, T.-C., Wu, G., Pounds, S. B., Mullighan, C. G., & Teachey, D. T.
- Affiliations
- St. Jude Children's Research Hospital (US)
- Children's Hospital Los Angeles (US)
- University of Pennsylvania (US)
- Children's Hospital of Philadelphia (US)
- Fred Hutch Cancer Center (US)
- Children's Minnesota (US)
- University of Virginia Children's Hospital (US)
- NYU Langone Health (US)
- Nationwide Children's Hospital (US)
- Wellcome Sanger Institute (GB)
- Kyoto University (JP)
- The University of Tokyo (JP)
- Oregon Health & Science University (US)
- Seattle Children's Hospital (US)
- Corresponding author
- Mullighan, Charles G.
- Teachey, David T.
- ORCID
- Pölönen, Petri
- Di Giacomo, Danika
- Seffernick, Anna Eames
- Kimura, Shunsuke
- Benini, Francesca
- Montefiori, Lindsey E.
- Wood, Brent L.
- Chen, Changya
- Cheng, Zhongshan
- Newman, Haley
- Myers, Jason
- Iacobucci, Ilaria
- Li, Elizabeth
- Sussman, Jonathan
- Hui, Yawei
- Diorio, Caroline
- Uppuluri, Lahari
- Frank, David
- Fan, Yiping
- Chang, Yunchao
- Meshinchi, Soheil
- Ries, Rhonda
- Shraim, Rawan
- Li, Alexander
- Bernt, Kathrin M.
- Devidas, Meenakshi
- Winter, Stuart S.
- Dunsmore, Kimberly P.
- Inaba, Hiroto
- Carroll, William L.
- Ramirez, Nilsa C.
- Phillips, Aaron H.
- Kriwacki, Richard W.
- Yang, Jun J.
- Vincent, Tiffaney L.
- Zhao, Yaqi
- Ghate, Pankaj S.
- Wang, Jian
- Reilly, Colleen
- Zhou, Xin
- Sanders, Mathijs A.
- Takita, Junko
- Kato, Motohiro
- Takasugi, Nao
- Chang, Bill H.
- Press, Richard D.
- Loh, Mignon
- Rampersaud, Evadnie
- Raetz, Elizabeth
- Hunger, Stephen P.
- Tan, Kai
- Chang, Ti-Cheng
- Wu, Gang
- Pounds, Stanley B.
- Mullighan, Charles G.
- Teachey, David T.
- Venue
- Nature
- Published
- 2024-08-14
- Volume
- 632
- Issue
- 8027
- Pages
- 1082-1091
- ISSN
- 0028-0836 (ISSN-L)
- 1476-4687
- PMC
- PMC11611067
- OpenAlex
- W4401565878
- Cited by
- 173
- References
- 4
- Citations by year
- 2026: 73 · 2025: 83 · 2024: 17
- FWCI
- 71.66
- Type
- journal article
- Language
- en
- Open access
- green
- dx.doi.org
- Licence
- Locations
- Nature (publishedVersion)
- Research Square (acceptedVersion, cc-by)
- PubMed (publishedVersion)
- EUR Research Repository (Erasmus University Rotterdam) (publishedVersion, other-oa)
- PubMed Central (acceptedVersion)
- RePEc: Research Papers in Economics (submittedVersion)
- Funders
- Alex's Lemonade Stand Foundation for Childhood Cancer (U10CA180886)
- Amgen
- Leukemia and Lymphoma Society
- Children's Hospital of Philadelphia
- Nationwide Children's Hospital
- St. Jude Children's Research Hospital (P30 CA021765)
- Servier
- Swedish Orphan Biovitrum
- National Institutes of Health (X01 HD100702, U10CA18099)
- Japan Society for the Promotion of Science (23K18264, 24H00628)
- National Cancer Institute (R03CA256550, U24CA114766, U10CA180899, U10CA180886, U54CA243124, K99CA279756, F32CA254140, UG1CA233249, K08CA286762, R01CA264837, R01CA193776, T32CA009615, T32CA236748, K12CA076931, R35CA197695, P30CA021765, U24CA196173)
- National Institute of General Medical Sciences (R01GM115634)
- Topics
- Health Sciences › Medicine › Public Health, Environmental and Occupational Health › Acute Lymphoblastic Leukemia research
- Health Sciences › Medicine › Hematology › Acute Myeloid Leukemia Research
- Health Sciences › Medicine › Pathology and Forensic Medicine › Lymphoma Diagnosis and Treatment
- Keywords
- pediatric leukemia, leukemia subtypes, chromatin topology, T cell precursors, hematopoietic stem cell development, treatment failure prediction, risk stratification, oncogene deregulation, immunophenotype
- MeSH terms
- Child, Chromatin, Enhancer Elements, Genetic, Female, Humans, Male, T-Lymphocytes, Genome, Human, Gene Expression Regulation, Leukemic, Genomics, Precursor T-Cell Lymphoblastic Leukemia-Lymphoma, Epigenomics, Single-Cell Analysis, Transcriptome
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review