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Updated: Jul 5, 2026

Establishing a Competing Risk Regression Nomogram Model for Survival Data
Published on: October 23, 2020
Risk stratification
William Vernick1, Lee A Fleisher
1University of Pennsylvania, Philadelphia, PA 19104, USA. vernickw@uphs.upenn.edu
Insights
Perioperative cardiac complications, often due to coronary artery disease (CAD), are a major surgical risk. Beta-blocker use may allow high-risk patients to avoid further cardiac testing before non-cardiac surgery.
Area of Science:
- Cardiology
- Anesthesiology
- Vascular Surgery
Background:
- Perioperative cardiac complications are the leading cause of mortality in non-cardiac surgery.
- Coronary artery disease (CAD) is the primary contributor to these complications.
- Accurate risk stratification is crucial for informed patient and physician decision-making.
Purpose of the Study:
- To evaluate the role of risk stratification in managing perioperative cardiac risk.
- To assess the efficacy of stress testing versus clinical risk scores for predicting cardiac outcomes.
- To determine if perioperative beta-blockers can obviate the need for further cardiac testing in high-risk patients.
Main Methods:
- Review of meta-analyses comparing stress testing with clinical risk scores for perioperative cardiac outcomes.
- Analysis of evidence regarding the impact of perioperative beta-blockers on patient outcomes.
- Evaluation of risk stratification strategies in the context of modern medical therapies.
Main Results:
- Meta-analysis shows stress testing improves positive predictive value (PPV) for perioperative cardiac outcomes compared to clinical risk scores alone.
- Emerging evidence suggests perioperative beta-blockers significantly reduce cardiac events.
- The majority of intermediate and high-risk patients may safely undergo major vascular surgery without additional cardiac testing when on beta-blockers.
Conclusions:
- While stress testing improves risk prediction, perioperative beta-blockers represent a paradigm shift in managing cardiac risk.
- Beta-blocker therapy may allow many patients, previously deemed high-risk, to proceed with non-cardiac surgery without extensive pre-operative cardiac evaluation.
- This finding has significant implications for optimizing surgical care and resource allocation.
Abstract:
Perioperative cardiac complications pose the greatest risk to the estimated 100 million people undergoing non-cardiac surgery each year. Most of these complications are related to underlying pre-existing coronary artery disease (CAD). For over 40 years researchers have been studying perioperative cardiac risk and how best to estimate it. The goal of improved risk stratification is important for allowing accurate informed decision-making, both by the patient and their physicians. Risk stratification has taken on an important role in clinical decision-making, helping physicians decide in which patients additional medical therapies, such as coronary revascularization or perioperative beta-blockers, are necessary. Meta-analysis has found a significant improvement in the positive predictive value (PPV) for perioperative cardiac outcome with stress testing over that with clinical risk score alone. However, evidence is mounting that with the use of perioperative beta-blockers, the majority of intermediate and high-risk patients can safely undergo even major vascular surgery without further cardiac testing.
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