Temporal profile of the pro- and anti-inflammatory responses to severe hemorrhage in patients with venous thromboembolism: Findings from the PROPPR trial
Bibliographic record
Abstract
BACKGROUND: The Pragmatic Randomized Optimal Platelet and Plasma Ratios (PROPPR) trial showed that 15% of patients developed venous thromboembolism (VTE) following hemorrhage, but the mechanisms are unknown. Since inflammation is associated with hypercoagulability and thrombosis, our goal was to compare the temporal inflammatory profile following hemorrhagic shock in patients with and without VTE. STUDY DESIGN: Secondary analysis was performed on data collected from PROPPR. Blood samples collected at 0 hour, 2 hours, 4 hours, 6 hours, 12 hours, 24 hours, 48 hours, and 72 hours following admission were assayed on a 27-target cytokine panel, and compared between VTE (n = 83) and non-VTE (n = 475) patients. p < 0.05 indicated significance. RESULTS: Over time, both groups exhibited elevations in proinflammatory mediators interleukin (IL)-6, IL-8, IL-10, granulocyte colony-stimulating factor 57, monocyte chemoattractant protein 1 and macrophage inflammatory protein 1β, and anti-inflammatory mediators IL-1ra and IL-10 (p < 0.05 vs. admission). Venous thromboembolism patients showed amplified responses for IL-6 (6-72 hours) and IL-8 (6-24 hours), which peaked at later time points, and granulocyte colony-stimulating factor 57 (12-24 hours), monocyte chemoattractant protein 1 (6-72 hours), and macrophage inflammatory protein-1 β (2-12 hours) (p < 0.05 vs. non-VTE per time point) that peaked at similar time points to non-VTE patients. The anti-inflammatory responses were similar between groups, but the interleukin-mediated proinflammatory responses continued to rise after the peak anti-inflammatory response in the VTE group. The occurrence rate of adverse events was higher in VTE (97%) versus non-VTE (87%, p = 0.009) and was associated with higher inflammation. CONCLUSION: Patients with VTE following hemorrhagic shock exhibited a prolonged and amplified proinflammatory responses mediated by select interleukin, chemotactic, and glycoprotein cytokines that are not antagonized by anti-inflammatory mediators. This response is not related to randomization group, injury severity or degree of shock, but may be linked to adverse events. LEVEL OF EVIDENCE: Prognostic, level III.
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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 | 0.002 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 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 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".