Granulocyte abundance and maturation state at diagnosis predicts treatment-free remission in CML

Treatment-free remission (TFR) has become a therapeutic objective for selected chronic-phase chronic myeloid leukemia (CP CML). However, no standardized biomarker is yet in clinical use. In this multi-center study, we explored the potential of bone marrow (BM) cytomorphology given its global accessibility and integral role in clinical diagnostics. We included diagnostic BM aspirate samples of 113 CP CML patients from seven clinical sites having attempted first TKI discontinuation. We digitized cytomorphological slides into 100x-magnified high-resolution images and analyzed these with deep learning-based image analysis. We profiled the BM cytomorphological fingerprint of CP CML patients and recapitulated the known granulocytic predominance and reduction of lymphoid, monocytic and erythroid cells in comparison to an extensive cohort of 942 control BM samples. We discovered neutrophil abundance and granulocytic maturation to associate with sustained TFR. We confirmed these visually and demonstrated their independent impact over known clinical factors. Our study underlines the potential of computational BM cytomorphology to identify novel clinical biomarkers and suggests that granulocytic expansion and maturation at diagnosis could reflect intrinsic disease pathology influencing TFR maintenance.

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Publication Details

Journal
Leukemia
Published
2025-09-16
DOI
https://doi.org/10.1038/s41375-025-02769-2
Citations
2
Primary Topic
Chronic Myeloid Leukemia Treatments
Type
article
Field-Weighted Citation Impact
3.54

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article

Granulocyte abundance and maturation state at diagnosis predicts treatment-free remission in CML

Signe Danielsson, Satu M. Mustjoki, Ulla Olsson‐Strömberg, Stina Söderlund et al.
2 citations
Leukemia
Chronic Myeloid Leukemia Treatments
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article

Granulocyte abundance and maturation state at diagnosis predicts treatment-free remission in CML

Signe Danielsson, Satu M. Mustjoki, Ulla Olsson‐Strömberg, Stina Söderlund, Jorma Heikkinen, Sanna Siitonen, Mikko Purhonen, Oscar E. Brück, Shinya Kimura, Perttu Koskenvesa, Naranie Shanmuganathan, David M. Ross, Kevin Hung, Henrik Hjorth‐Hansen, Cindy L. Bryce, Hannah Sundquist, Shady Adnan Awad, Anni Døhlen, Takashi Kumagai, Mikael Tatun, Oda Tafjord, Katariina Luukkainen
article en
2 citations

Abstract

Treatment-free remission (TFR) has become a therapeutic objective for selected chronic-phase chronic myeloid leukemia (CP CML). However, no standardized biomarker is yet in clinical use. In this multi-center study, we explored the potential of bone marrow (BM) cytomorphology given its global accessibility and integral role in clinical diagnostics. We included diagnostic BM aspirate samples of 113 CP CML patients from seven clinical sites having attempted first TKI discontinuation. We digitized cytomorphological slides into 100x-magnified high-resolution images and analyzed these with deep learning-based image analysis. We profiled the BM cytomorphological fingerprint of CP CML patients and recapitulated the known granulocytic predominance and reduction of lymphoid, monocytic and erythroid cells in comparison to an extensive cohort of 942 control BM samples. We discovered neutrophil abundance and granulocytic maturation to associate with sustained TFR. We confirmed these visually and demonstrated their independent impact over known clinical factors. Our study underlines the potential of computational BM cytomorphology to identify novel clinical biomarkers and suggests that granulocytic expansion and maturation at diagnosis could reflect intrinsic disease pathology influencing TFR maintenance.

LeukemiaVol. 39(12)
Toho University (JP), Royal Adelaide Hospital (AU), University of Helsinki (FI), Uppsala University Hospital (SE), Flinders University (AU), Saga University (JP), Norwegian University of Science and Technology (NO), Helsinki University Hospital (FI), Flinders Medical Centre (AU), Toho University Omori Medical Center (JP), St Olav's University Hospital (NO), Örebro University Hospital (SE), South Australian Health and Medical Research Institute (AU), Hospital District of Helsinki and Uusimaa (FI)
Helsingin Yliopisto, Edward P. Evans Foundation, Finska Läkaresällskapet, Päivikki ja Sakari Sohlbergin Säätiö, Svenska Läkaresällskapet, K. Albin Johanssons Stiftelse
Openalex Percentile: Top 6%
Chronic Myeloid Leukemia Treatments
3.54
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