Carbonic Anhydrase Inhibition Sensitizes Group 3 Medulloblastoma to Radiotherapy
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Group 3 (G3) medulloblastoma constitutes the most aggressive molecular subgroup, and nearly all patients present with metastases upon recurrence. Treatment for newly diagnosed medulloblastoma relies on a combination of maximal safe surgical resection, followed by chemotherapy and ionizing radiation, and no therapies have been shown to confer a survival benefit at the time of recurrence. Given the limited therapeutic options available for patients with medulloblastoma, especially at recurrence, and the incomplete understanding of the molecular mechanisms underlying resistance to treatment, we sought to uncover actionable targets and biomarkers that could help refine patient selection and treatment of newly diagnosed medulloblastoma to reduce the risk of recurrence. In clinically relevant mouse models of G3 medulloblastoma, CT-guided fractionated radiotherapy extended overall survival and induced the clonal selection of radioresistant subpopulations of tumor cells that drove medulloblastoma recurrence. Comparison of recurrent tumors with treatment-naïve newly diagnosed tumors revealed a gene expression signature that was found to be a biomarker of radioresistance and poor prognosis. This prognostic gene signature was shown to be subgroup specific in a large patient cohort. Recurrent tumors had elevated expression of carbonic anhydrase 4, and genetic and pharmacologic modulation of carbonic anhydrase 4 could promote or reduce resistance to radiotherapy. These data suggest that the FDA-approved carbonic anhydrase inhibitor acetazolamide may be a useful radiosensitizer to improve the efficacy of the treatment of newly diagnosed G3 medulloblastoma that could reduce the risk of tumor recurrence and improve survival in pediatric patients. SIGNIFICANCE: G3 medulloblastoma features a prognostic subgroup-specific gene expression signature and can be targeted with a carbonic anhydrase inhibitor to enhance radiosensitivity, reducing the risk of recurrence and improving survival.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| 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 it