Troglitazone overcomes doxorubicin-resistance in resistant K562 leukemia cells
Bibliographic record
Abstract
Human myeloid leukemia cells become resistant to doxorubicin (DOX) treatment and this resistance is correlated with an increased glyoxalase 1 (GLO1) expression. Troglitazone (TRG) is an anti-diabetic thiazolidinedione drug previously used to treat insulin-resistance in Type 2 diabetes. We previously showed that TRG down regulates GLO1 gene expression in a number of cell types and reasoned that TRG might be a useful adjunct therapy to overcome DOX resistance. Here we show that TRG treatment overcomes the resistance to DOX in the DOX-resistant K562 human leukemia cells. Higher doses of TRG were found to alter histone H3:H2B ratios with a decreased ratio in DOX-sensitive and increased ratio in DOX-resistant lines. Furthermore, phosphorylated H3 was seen in DOX-resistant but not in DOX-sensitive cells. We conclude that the downstream effect of TRG in DOX-resistant cells may be interference with normal cell cycle events leading to genomic instability. Our data suggest that TRG may be a useful adjunct therapy in circumventing drug resistance in K562 leukemia cells.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 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".