Mortality Prediction
Conditions
Keywords
surgery, mortality, prediction, model, non cardiac
Brief summary
This study aims to develop and validate a simple, accurate model to predict mortality after non-cardiac surgery.
Detailed description
This retrospective multi-center cohort study aimed to develop and externally validate a predictive model for postoperative mortality in adult patients undergoing non-cardiac surgery. The development cohort included patients from Asan Medical Center, and validation was performed using data from Seoul National University Hospital and Samsung Medical Center. Mortality was assessed at 30 days, 180 days, 1 year, and overall follow-up. The model was developed using LASSO logistic regression and evaluated for discrimination and calibration across cohorts.
Interventions
Participants underwent non-cardiac surgery and were followed retrospectively without any experimental intervention. Data were collected from electronic medical records and national death registry to assess postoperative mortality outcomes.
Sponsors
Study design
Eligibility
Inclusion criteria
* Patients aged 18 years or older who underwent non-cardiac surgery
Exclusion criteria
* Patients who underwent obstetric surgeries * Transplant donors and recipients * Patients with incomplete data or missing laboratory values
Design outcomes
Primary
| Measure | Time frame | Description |
|---|---|---|
| 30-day postoperative mortality | Up to 30 days after surgery | Death from any cause occurring within 30 days after non-cardiac surgery, ascertained from hospital records and national death registry data. |
Secondary
| Measure | Time frame | Description |
|---|---|---|
| 180-day postoperative mortality | Up to 180 days after surgery | Death from any cause within 180 days after non-cardiac surgery. |
| 1-year postoperative mortality | Up to 1 year after surgery | Death from any cause within 365 days after non-cardiac surgery. |
| Overall postoperative mortality | Through study completion (median follow-up: approximately 5 years, maximum: 13 years) | Death from any cause during the entire follow-up period after non-cardiac surgery. |
Countries
South Korea