Abstract IA019: Identification of metabolic adaptation mechanisms that confer resistance to glutathione depletion in Ewing sarcoma
Bibliographic record
Abstract
Abstract Aggressive cancer cells must overcome diverse stress forms in the tumor microenvironment and circulation, such as oxidative stress, to survive and metastasize. One adaptive process to counter oxidative stress is to upregulate glutathione (GSH), a tripeptide consisting of glutamate, cysteine, and glycine, which is a powerful antioxidant in cells, including in tumor cells. A rate-liming step in GSH production is the availability of the amino acid, cysteine. Tumor cells can either import cystine, a dimer of cysteine, through the xCT antiporter system, for conversion to the reduced cysteine monomer, or in some tumor types, they can synthesize cysteine de novo from methionine and serine through the transsulfuration pathway. GSH is not only critical for redox homeostasis, but is taken up into mitochondria where is acts as a source of sulphur to generate iron-sulphur (Fe-S) clusters that are essential for many mitochondrial enzymes including electron transport complexes. We wished to determine if Ewing sarcoma cells could tolerate reduced levels of GSH, using either xCT genetic or pharmacologic inhibition, or by blocking downstream enzymes in the GSH synthesis pathway, including GCLC using buthionine sulfoximine (BSO), or glutaminase using CB-839. To our surprise, we were able to generate BSO and CB-839 resistant cells with vanishingly low levels of GSH. These cells somehow maintained not only redox homeostasis, but also showed functional mitochondrial respiration (oxidative phosphorylation). We then performed CRISPR dropout screens to identify how these cells might be surviving in the absence of GSH, and to tease out specific dependencies of these BSO and CB-839 resistant cells. These studies revealed unexpected dependencies, and opportunities for synthetic lethal interventions, as will be discussed. Citation Format: Poul H. Sorensen, Hai-Feng Zhang, Christopher Hughes, Alberto Delaidelli, Samuel Aparicio. Identification of metabolic adaptation mechanisms that confer resistance to glutathione depletion in Ewing sarcoma [abstract]. In: Proceedings of the AACR Special Conference in Cancer Research: Expanding and Translating Cancer Synthetic Vulnerabilities; 2024 Jun 10-13; Montreal, Quebec, Canada. Philadelphia (PA): AACR; Mol Cancer Ther 2024;23(6 Suppl):Abstract nr IA019.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| 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) | 0.002 | 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 source (direct Gemma or distilled Codex), 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".