B-Cell Lymphoma 2 Inhibition in Acute Lymphoblastic Leukemia: Mechanisms, Resistance, and Emerging Combinations With Venetoclax
Bibliographic record
Abstract
Recent studies show that the B-cell lymphoma 2 (BCL-2) inhibitor venetoclax is a promising therapeutic drug for acute lymphoblastic leukemia (ALL), especially in high-risk subtypes including early T-cell precursor (ETP)-ALL, Philadelphia chromosome (Ph)-like B-cell ALL, and KMT2A-rearranged leukemia. The preclinical and early-phase clinical research shows that venetoclax-based combinations can increase apoptosis and improve response rates when used with chemotherapy or hypomethylating agents. The main challenge to venetoclax efficacy remains the resistance mechanisms that primarily involve myeloid cell leukemia-1 (MCL-1) and BCL-extra large (XL). This review provides an overview of the current state of venetoclax in ALL by discussing its mechanistic basis and clinical trial results as well as safety data and strategies to overcome resistance and enhance venetoclax-based treatments.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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".