Flux Through Multicellular Layers of a Technetium-99m-Nitroimidazole for Imaging Hypoxia
Bibliographic record
Abstract
BRU59-21 is a technetium-99m-nitroimidazole being investigated as a noninvasive marker of tumor hypoxia. Metabolic depletion of BRU59-21, which is used at picomolar concentrations, could limit its ability to reach all hypoxic tumor cells. The multicellular layer (MCL) system, an in vitro model of the extravascular space, was used to assess the ability of BRU59-21 to diffuse to, and beyond, the target population of hypoxic cells. The flux of radioactivity through the MCL system was dependent on the oxygen concentration in the gas phase. Decreased flux and increased metabolism of BRU59-21 were observed under hypoxic compared with aerobic conditions. Analysis of the radioactivity, which passes through the hypoxic MCL, revealed that a proportion of the radioactivity was unmetabolized BRU59-21, but a significant fraction was free pertechnetate. The oxygen dependency of the flux of BRU59-21 required the presence of the nitroimidazole group and was not observed at 4 degrees C, indicating an enzymatic process is required to observe this effect. These findings suggest that metabolic depletion of BRU59-21 is not a major limit to its ability to reach hypoxic cells, but drug metabolism resulting in release of the radioactive label may reduce the ability of BRU59-21 to selectively label hypoxic cells in solid tumors.
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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) | 0.000 | 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 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".