Normothermic Perfusion is Superior to Cold Perfusion in Porcine Ex Situ Lung Perfusion
Bibliographic record
Abstract
• Cold ex situ lung perfusion (ESLP) has demonstrated improved preservation in small animal ESLP compared to normothermic ESLP and cold static preservation, but this has never been tested in a large animal model. • We investigated the effect of a range of cold perfusion temperatures over 12 hours of ESLP with transplantation assessment over a 4-hour period in 40- to 50-kg juvenile pigs. • Prolonged normothermic (38°C) NPV-ESLP is superior to 10, 20, and 32°C perfusion. • We also demonstrate the need to reduce perfusion flow rates in response to cold perfusion ESLP. Cold ex situ lung perfusion (ESLP) has demonstrated improved preservation in small animal ESLP compared to normothermic ESLP and cold static preservation. We hypothesized that cold negative pressure ventilation (NPV)-ESLP would improve graft function in a porcine transplantation model. Four perfusate temperatures were examined with 12 hours NPV-ESLP in a large animal transplantation model. Pig lungs were allotted to four groups: (1) Normothermia (38°C, n = 6); (2) profound hypothermia (10°C, n = 6); (3) moderate hypothermia (20°C, n = 3); (4) subnormothermia (32°C, n = 3). A fifth group subnormothermic low-flow (SNLF) perfusion was examined to assess the effect of reduced cardiac output with cold perfusion (32°C, 10% cardiac output, n = 6). Only Normothermic and SNLF groups demonstrated acceptable oxygenation after 12 hours NPV-ESLP and were transplanted. All other groups failed prematurely. After 12 hours of ESLP, Normothermic lungs demonstrated significantly greater dynamic compliance compared to SNLF lungs ( P = .03). Edema formation post-ESLP was significantly worse in the SNLF group ( P = .01). There was no significant difference in pulmonary artery pressures after ESLP ( P = .10); however, pulmonary vascular resistance was significantly greater in the SNLF ( P = .04). Isolated left lung oxygenation 4-hours post-transplant and left lung edema formation was not significantly different between Normothermic and SNLF post-transplant ( P = .09). Proinflammatory cytokines were significantly greater during SNLF-ESLP (tumor necrosis factor alpha, P < .05). Prolonged normothermic (38°C) NPV-ESLP is superior to 10, 20, and 32°C perfusion. Normothermic ESLP of porcine lungs results in superior graft function and reduced inflammation versus SNLF-ESLP.
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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) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| 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 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".