Tracking leukemic residuals: dissecting the inverse relationship between CD26+ stem cells and extracellular <i>BCR::ABL1</i> transcript in Chronic Myeloid Leukemia (CML)
Bibliographic record
Abstract
Chronic myeloid leukemia (CML) persists due to leukemic stem cells, notably the CD26+ subset. We investigated correlations between circulating CD26+ leukemic stem cells (LSCs) and BCR::ABL1 transcripts in an extracellular vesicle-enriched secretome (EVES) from plasma samples of 44 CML patients. EVES were characterized and BCR::ABL1 quantified via digital PCR. We observed an inverse correlation between CD26+LSC counts and EVES BCR::ABL1 levels, especially in deep molecular responders (DMR). CD26+LSCs were elevated in patients in treatment-free remission (TFR), while EVES BCR::ABL1 levels were higher in those receiving therapy. These findings suggest distinct dynamics between LSC populations and vesicle-mediated transcript release, with potential implications for CML monitoring and prognosis.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".