Longitudinal single-cell transcriptomics reveals distinct patterns of recurrence in acute myeloid leukemia
Zhai, Y.; Singh, P.; Dolnik, A.; Brazda, P.; Atlasy, N.; del Gaudio, N.; Dohner, K.; Dohner, H.; Minucci, S.; Martens, J.; Altucci, L.; Megchelenbrink, W.; Bullinger, L.; Stunnenberg, H. G.
Show abstract
The heterogeneity and evolution of AML blasts can render therapeutic interventions ineffective in a yet poorly understood patient-specific manner. To gain insight into the clonal heterogeneity of diagnosis (Dx) and relapse (Re) pairs, we employed whole-exome sequencing and single-cell RNA-seq to longitudinally profile two t(8;21) (AML1-ETO = RUNX1-RUNX1T1), and four FLT3-ITD AML cases. The single cell RNA data underpinned the tumor heterogeneity amongst patient blasts. The Dx-Re transcriptomes of high risk FLT3-ITD pairs formed a continuum from extensively changed in the absence of significantly mutational changes in AML-associated genes to rather similar Dx-Re pair of an intermediate risk FLT3-ITD. In one high risk FLT3-ITD pair, a pathway switched from an AP-1 regulated network in Dx to mTOR signaling in Re. The distinct AML1-ETO pairs comprise clusters that share genes related to hematopoietic stem cell maintenance and cell migration suggesting that the Re leukemic stem cell-like (LSC-like) cells probably evolved from the Dx LSC-like cells. In summary, our study revealed a continuum from drastic transcriptional changes to extensive similarities between respective Dx-Re pairs that are poorly explained by the well-established model of clonal evolution. Our results suggest alternative and currently unappreciated and unexplored mechanisms leading to therapeutic resistance and AML recurrence.
Matching journals
The top 5 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- Mapping AML heterogeneity – multi-cohort transcriptomic analysis identifies novel clusters and divergent ex-vivo drug responses 98%
- Identification of leukemia stem cell subsets with distinct transcriptional, epigenetic and functional properties 97%
- AML/T cell interactomics uncover correlates of patient outcomes and the key role of ICAM1 in T cell killing of AML 97%
Similar papers in this journal
- Acute myeloid leukemia stratifies as two clinically relevant sphingolipidomic subtypes 97%
- Monosomy 7/del(7q) Cause Sensitivity to Inhibitors of Nicotinamide Phosphoribosyltransferase in Acute Myeloid Leukemia 96%
- Modeling IKZF1 lesions in B-ALL reveals distinct chemosensitivity patterns and potential therapeutic vulnerabilities 96%
Similar papers in this journal
Similar papers in this journal
- Adrenomedullin-CALCRL Axis Controls Relapse-Initiating Drug Tolerant Acute Myeloid Leukemia Cells 97%
- Leukemia stemness and co-occurring mutations drive resistance to IDH inhibitors in acute myeloid leukemia 97%
- Leukemic stem cells hijack lineage inappropriate signalling pathways to promote their growth 97%
Similar papers in this journal
- Quantification of measurable residual disease using duplex sequencing in adults with acute myeloid leukemia 96%
- Genome-wide CRISPR Screens Identify Ferroptosis as a Novel Therapeutic Vulnerability in Acute Lymphoblastic Leukemia 95%
- ANKRD26 is a new regulator of type I cytokine receptor signaling in normal and pathological hematopoiesis 95%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.