Assessment of Islet Specificity of Dihydrotetrabenazine Radiotracer Binding in Rat Pancreas and Human Pancreas
Bibliographic record
Abstract
UNLABELLED: Vesicular monoamine transporter 2 (VMAT2) is a putative molecular target for the quantitative imaging of pancreatic beta-cell mass by PET. The VMAT2 PET tracer (11)C-dihydrotetrabenazine ((11)C-DTBZ) exhibits high pancreatic uptake that is reduced in type 1 diabetes. The aim of this study was to assess the islet and VMAT2 specificity of DTBZ binding in the pancreas. METHODS: The biodistribution of (11)C-DTBZ in rats was determined 10 and 60 min after injection. The localization of DTBZ radioactivity in rat and human pancreatic tissue sections was investigated by autoradiography. Saturation and competition binding assays were performed with (3)H-DTBZ and sections of rat pancreatic and control tissues. The binding of (11)C-DTBZ in pancreatic sections from rats with streptozotocin-induced diabetes was compared with that in control rats. RESULTS: The values for the pancreatic uptake of (11)C-DTBZ (percentage injected dose per gram of tissue) were 3.0 at 10 min and 2.7 at 60 min. At 10 min, pancreatic radioactivity was heterogeneously distributed, with higher levels toward the head of the pancreas (head-to-tail ratio, 1.7). No such gradient was observed in pancreatic sections incubated with (11)C-DTBZ and (3)H-DTBZ in vitro. In rats, (11)C-DTBZ and (3)H-DTBZ binding in pancreatic islets did not exceed binding in the exocrine pancreas. Saturable (3)H-DTBZ binding was observed in the rat brain striatum (dissociation constant [K(d)], 1.3 nM) and the bovine adrenal medulla (K(d), 3.3 nM), whereas in the rat pancreas, (3)H-DTBZ binding was nonsaturable. Competition binding with (3)H-DTBZ and VMAT2 antagonists also indicated that DTBZ binding in the rat pancreas was nonspecific and did not represent binding to VMAT2. Nonspecific pancreatic (11)C-DTBZ binding was lower in rats with streptozotocin-induced diabetes than in control rats. In sections of human pancreas, a subset of pancreatic islets were weakly but VMAT2-specifically labeled with (3)H-DTBZ. CONCLUSION: The results showed that the pancreatic uptake of (11)C-DTBZ is mainly due to nonspecific binding in the exocrine pancreas and suggested that the reduction in pancreatic (11)C-DTBZ binding observed in type 1 diabetes is not specific for the loss of beta-cell mass.
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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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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".