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Published on: June 11, 2020
Risk assessment methods for cardiac surgery and intervention
Nassir M Thalji1, Rakesh M Suri1, Kevin L Greason1
1Division of Cardiovascular Surgery, Mayo Clinic College of Medicine, 200 First Street SW, Rochester, MN 55905, USA.
Insights
Surgical risk models in cardiac surgery need improvement. Incorporating new factors like frailty could enhance patient selection for procedures like transcatheter aortic valve implantation (TAVI).
Area of Science:
- Cardiovascular Surgery
- Medical Statistics
- Health Services Research
Background:
- Surgical risk models are crucial for patient counseling, decision-making, research, quality improvement, and reimbursement in cardiac surgery.
- Current models rely on databases, and their limitations must be understood by physicians and researchers.
- The primary outcome modeled is 30-day mortality, but patient attrition suggests 3-month survival may be more appropriate.
Purpose of the Study:
- To evaluate the utility and limitations of current surgical risk models in cardiac surgery.
- To explore the appropriateness of existing models for patient selection in transcatheter aortic valve implantation (TAVI).
- To identify potential improvements for risk-prediction tools.
Main Methods:
- Review of existing literature on cardiac surgery risk models.
- Analysis of outcomes from randomized trials comparing conventional surgery and TAVI.
- Discussion of the limitations of current statistical models in high-risk patient subsets.
Main Results:
- Risk models are essential but can misestimate mortality, especially in high-risk patients undergoing TAVI.
- 3-month survival may be a more suitable endpoint than 30-day mortality for certain cardiac procedures.
- Existing models may not adequately select patients for TAVI.
Conclusions:
- Current surgical risk models require refinement for accurate patient selection, particularly for TAVI.
- Incorporating novel risk factors such as frailty, liver failure, and prior mediastinal radiation could improve model performance.
- Enhanced risk-prediction tools are needed to optimize patient selection for TAVI and other cardiac interventions.
Abstract:
Surgical risk models estimate operative outcomes while controlling for heterogeneity in 'case mix' within and between institutions. In cardiac surgery, risk models are used for patient counselling, surgical decision-making, clinical research, quality assurance and improvement, and financial reimbursement. Importantly, risk models are only as good as the databases from which they are derived; physicians and investigators should, therefore, be aware of shortcomings of clinical and administrative databases used for modelling risk estimates. The most frequently modelled outcome in cardiac surgery is 30-day mortality. However, results of randomized trials to compare conventional surgery versus transcatheter aortic valve implantation (TAVI) indicate attrition of surgical patients at 2-4 months postoperatively, suggesting that 3-month survival or mortality might be an appropriate procedural end point worth modelling. Risk models are increasingly used to identify patients who might be better-suited for TAVI. However, the appropriateness of available statistical models in this application is controversial, particularly given the tendency of risk models to misestimate operative mortality in high-risk patient subsets. Incorporation of new risk factors (such as previous mediastinal radiation, liver failure, and frailty) in future surgical or interventional risk-prediction tools might enhance model performance, and thereby optimize patient selection for TAVI.
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