Tramadol use is associated with reduced 28-day mortality in ICU patients after cardiac surgery: a retrospective study based on the MIMIC-IV database
Jingyan Xu, Yang Zhang, Rongqing Gao

TL;DR
Tramadol use is linked to lower 28-day mortality in ICU patients after heart surgery, outperforming other opioids in predicting survival.
Contribution
This study demonstrates tramadol's unique mortality benefit and predictive value in post-cardiac surgery ICU patients.
Findings
Tramadol use was associated with a 65-69% reduction in 28-day mortality after adjustment and matching.
Tramadol showed better predictive performance (AUC = 0.603) than other opioids for 28-day mortality.
No significant association was found between tramadol use and ICU mortality or length of stay.
Abstract
To evaluate the association between tramadol use and short-term outcomes, including 28-day mortality, intensive care unit (ICU) mortality, and ICU length of stay, in critically ill patients undergoing cardiac surgery. This retrospective cohort study included 3,544 participants from the MIMIC-IV database. A comprehensive analytical approach was employed, including multivariate Cox regression, subgroup analysis, propensity score matching (PSM), inverse probability weighting (IPW), doubly robust estimation, and E-value calculation. Receiver operating characteristic (ROC) curves and the DeLong test were used to compare the predictive performance of different opioids, and SHAP analysis was employed for model interpretation. Tramadol use was consistently associated with a significant reduction in 28-day mortality across all models. The hazard ratios (HR) ranged from 0.305 to 0.341 after…
Genes, proteins, chemicals, diseases, species, mutations and cell lines named across the full text — each resolved to its canonical identifier and authoritative record.
Click any figure to enlarge with its caption.
Figure 1
Figure 2
Figure 3
Figure 4
Figure 5Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
Taxonomy
TopicsVeterinary Pharmacology and Anesthesia · Intensive Care Unit Cognitive Disorders · Anesthesia and Pain Management
