Mitochondria‐Targeted Temozolomide Probe for Overcoming MGMT‐Mediated Resistance in Glioblastoma
Bibliographic record
Abstract
-methylguanine DNA methyltransferase (MGMT), which is expressed in ~50 % of GBM tumours. It has yet to be confirmed that MGMT acts within mitochondria to repair mitochondrial DNA (mtDNA), and in this report we discuss the development of a novel mitochondria-targeted temozolomide probe (mtTmz) for evading MGMT-mediated resistance. Through conjugation of Tmz to a mitochondria-penetrating peptide (MPP), exclusive mitochondrial localization was achieved, and the probe retained alkylation activity demonstrated by chemical and DNA-based assays. Absence of nuclear DNA damage was assessed by detecting γH2AX foci. mtTmz demonstrated efficient cell killing capabilities independent of MGMT status in GBM cells as determined by cell viability assays. It was determined using a Proteinase K digestion assay that MGMT does not translocate to mitochondria in response to mtTmz treatment, and RT-qPCR analysis demonstrated that mtTmz does not induce MGMT gene expression compared to Tmz. The results reported highlight both the potential of mitochondrial targeting of Tmz and mitochondria as a therapeutic target in MGMT-expressing GBM.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 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".