bioRxivCancer BiologyPreprint
Single-cell transcriptomics-guided development of flow cytometric tests predicting chronic myeloid leukemia blast crisis transformation at chronic phase diagnosis
Mengge YuiD, Vaidehi KrishnaniD, Pavithra Shyamsundar, Kian Leong LeeiD, Florian Schmidt, Xi ReniD, Charles T. H. ChuahiD, Shyam PrabhakariD, Verity A SaundersiD, David T. O. YeungiD, Naranie ShanmuganathaniD, Agnes S. M. YongiD, Timothy P. HughesiD, S. Tiong OngiD
Abstract
Clinical risk scores in chronic myeloid leukemia (CML) are inadequate for identifying chronic phase (CP) patients at high-risk of blast crisis (BC) progression. The lack of accurate predictive tests hamper timely interventions, including stem cell transplants, that are more effective in early disease. By interrogating a single cell atlas of primary imatinib resistance for a BC-like gene expression signature, we identify aberrant CD42A+ megakaryocytic and CD10+CD19+ lymphoid progenitor expansion, as well as STAT1- and IFN{gamma}-related inflammatory programs, as consistent features in the bone marrow and peripheral blood of CP patients at high-risk of BC transformation. We develop multi-color flow cytometry-based tests (MFC) to detect these features in CP patients at the time of diagnosis. Validating our MFC panels on a combined Australia-Singapore cohort comprising 28 CP patients, including 14 who underwent transformation, we demonstrate their ability to detect 100% of CP patients who transform with no false positives. Our findings highlight small populations of inflamed hematopoietic stem and progenitor cells, present at CP diagnosis, as powerful harbingers of future BC transformation. The ability of MFC panels to detect these cells at diagnosis support their inclusion as accurate risk-assessment tools to improve management of high-risk patients.
- organism: human
- assay: scRNA-seq
- research focus: cell type annotation
- research focus: differential expression
- research focus: cell-cell communication
- approach: deep learning
- approach: experimental assay
- Citations
- 1
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Single cell multi-omics analysis of chronic myeloid leukemia links cellular heterogeneity to therapy response
R. Warfvinge, L. Geironson Ulfsson, … G. Karlsson·bioRxiv·Aug 16, 2023
- A retrospective case-control study for Clinical Validation of mutated ZNF208 as a novel biomarker of fatal blast crisis in Chronic Myeloid Leukemia
Nawaf Alanazi, Abdulaziz Siyal, … Zafar Iqbal·medRxiv·Mar 9, 2024
- Multiomic single-cell analysis identifies von Willebrand factor and TIM3-expressing BCR-ABL1+ CML stem cells
M. S. Nilsson, H. Komic, … F. B. Thoren·bioRxiv·Sep 14, 2023
- CD180 identifies chemoresistant stem-like blasts and reveals a KMT2A-driven vulnerability in acute myeloid leukaemia
Madonna M. Eltoukhy, Alexander Winton, … Karen Keeshan·bioRxiv·Apr 27, 2026
- Deep single-cell immune and signaling profiles predict long term therapy response in chronic myeloid leukemia within hours
Stein‐Erik Gullaksen, Mathias Brevik, … Bjørn Tore Gjertsen·bioRxiv·Nov 10, 2025
- Clinicopathologic Correlates and Natural History of Atypical Chronic Myeloid Leukemia
G. Montalban-Bravo, R. Kanagal-Shamanna, … G. Garcia-Manero·bioRxiv·Sep 10, 2020