An Animal Model Suitable for Predicting In Vivo Behavior of Platelets in Humans: A Tool for New Product Development.
Bibliographic record
Abstract
Abstract Testing platelet in vivo activity in an animal model remains an attractive approach for the pre-clinical evaluation of platelets that have been treated or manipulated by a new technology or product. Mirasol PRT™ is a novel pathogen reduction technology based on riboflavin photochemistry for the safety of blood component transfusion. In this study, rabbit platelets were tested for viability after exposure to 2, 3 and 5 J/cm2 of UV light in the presence of 50 μM riboflavin in a polypropylene bag (Sangewald). In order to minimize the potential variations caused by different isotope labeling and by individual rabbit differences, a pool of platelets was split into two for the treatment and control groups. Eight to ten rabbits were used in each group as recipients for each dose of light. Half of the rabbits in the group received concurrent injections of 111In-labeled PRT treated platelets and 51Cr-labeled control platelets. The other half received 51Cr-labeled PRT-platelets and 111In-labeled control platelets. The recovery and survival times were determined post-infusion for both treated and control platelets using the multiple hit model (γ-function) and data from the various groups were pooled and analyzed. The platelets treated with 2, 3 and 5 J/cm2 retained recoveries of 63.2% (SD=17, n=9), 55.3% (SD=10.8, n=10) and 44.0% (SD=12.8, n=8) of control platelets, respectively. The survival times of the platelets treated with 2, 3 and 5 J/cm2 were 59.5% (SD=15.7, n=9), 60.1% (SD=19.5, n=10) and 55.1% (SD=18.1, n=8) of control, respectively. Both values of recovery and survival times were correlated with UV light dose with correlation coefficients of 0.90 (r2) and 0.73 (r2) respectively. In a subsequent single site human clinical study, human platelets were treated with UV light at a dose of 3 J/cm2 in a Sangewald bag, radiolabelled with Indium at day 5 of storage and infused into autologous subjects. Recovery and survival values for these subjects were obtained. At a dose of 3 J/cm2, recovery and survival activities retained 54.9% (SD=3.1, n=4) and 71.7% (SD=21.5) of control platelets, respectively. Good agreement with observations made in the rabbit model was thus obtained. Based on this work, a light dose was selected for standard treatment of human platelets using the Mirasol PRT system. In conclusion, this kinetic study on UV light dose in an animal model was predictive of human platelet in vivo activity, making it a potentially valuable model for estimating human clinical trial outcomes for new platelet storage and treatment methodologies.
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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 | 0.004 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 0.001 |
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".