Evaluation of Bifunctional Chelates for the Development of Gallium-Based Radiopharmaceuticals
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Ga radioisotopes, including the generator-produced positron-emitting isotope (68)Ga (t1/2 = 68 min), are of increasing interest for the development of new radiopharmaceuticals. Bifunctional chelates (BFCs) that can be efficiently radiolabeled with Ga to yield complexes with good in vivo stability are needed. To this end, we undertook a systematic comparison of four BFCs containing different chelating moieties: two novel BFCs, p-NO2-Bn-Oxo (1-oxa-4,7,10-triazacyclododecane-4,7,10-triacetic acid) and p-NO2-Bn-PCTA (3,6,9,15-tetraazabicyclo [9.3.1]pentadeca-1(15),11,13-triene-3,6,9-triacetic acid), and two more commonly used BFCs, p-NO2-Bn-DOTA (1,4,7,10-tetraazacyclododecane-1,4,7,10-tetraacetic acid) and p-NO2-Bn-NOTA (1,4,7-triazacyclononane-1,4,7-triacetic acid). Each BFC was compared with respect to radiolabeling conditions, radiochemical yield, stability, and in vivo clearance properties. p-NO2-Bn-PCTA, p-NO2-Bn-Oxo, and p-NO2-Bn-NOTA were all more efficiently radiolabeled with Ga compared to p-NO2-Bn-DOTA. p-NO2-Bn-DOTA required longer reaction time, higher concentrations of BFC, or heating to obtain equivalent radiochemical yields. Better stability was observed for p-NO2-Bn-NOTA and p-NO2-Bn-PCTA compared to p-NO2-Bn-DOTA and p-NO2-Bn-Oxo, especially with respect to transmetalation to transferrin. Ga-radiolabled p-NO2-Bn-Oxo was found to be kinetically labile and therefore unstable in vivo. Ga-radiolabeled p-NO2-Bn-NOTA and p-NO2-Bn-PCTA were relatively inert, while Ga-radiolabeled p-NO2-Bn-DOTA had intermediate stability, losing >20% of Ga in less than one hour when incubated with apo-transferrin. Similar stability differences were seen when incubating at pH 2. In vivo PET imaging and biodistribution studies in mice showed that (68)Ga-radiolabeled p-NO2-Bn-PCTA, p-NO2-Bn-NOTA, and p-NO2-Bn-DOTA all cleared through the kidneys. While there was no statistical difference in the biodistribution results of (68)Ga-radiolabeled p-NO2-Bn-PCTA and p-NO2-Bn-DOTA, (68)Ga-radiolabeled p-NO2-Bn-NOTA cleared more rapidly from blood and muscle tissue but retained at up to 5 times higher activity in the kidneys.
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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) | 0.000 | 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) | 0.001 | 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 it