Related Experiment Video
Updated: Mar 1, 2026

Quantifying Learning in Young Infants: Tracking Leg Actions During a Discovery-learning Task
Published on: June 1, 2015
The Transradial Learning Curve and Volume-Outcome Relationship
1Division of Cardiology, Heart and Vascular Institute, Pennsylvania State University College of Medicine, 500 University Drive, Hershey, PA 17033, USA.
Cardiologists can transition from transfemoral to transradial percutaneous coronary intervention (PCI) within 30-50 cases. This shift improves safety by reducing complications and bleeding, without impacting procedural success.
Area of Science:
- Interventional Cardiology
- Medical Education
- Vascular Access Techniques
Background:
- Transradial catheterization is an alternative to transfemoral approaches for percutaneous coronary intervention (PCI).
- While learning curves are inherent in adopting new procedures, current PCI safety minimizes obvious adverse events.
- Surrogate markers like contrast usage and radiation exposure can indicate learning progress.
Purpose of the Study:
- To evaluate the learning curve associated with transitioning cardiologists from transfemoral to transradial PCI.
- To identify surrogate endpoints that effectively demonstrate learning during this procedural transition.
- To assess the impact of the learning curve on procedural safety and success rates.
Main Methods:
- Analysis of surrogate endpoints, including contrast volume and fluoroscopy time, to track learning.
- Comparison of outcomes between transfemoral and transradial PCI procedures during the learning phase.
- Estimation of the number of cases required to achieve proficiency in transradial PCI.
Main Results:
- A learning curve of approximately 30 to 50 patients is typical for cardiologists to transition to transradial PCI.
- Key learning effects are observed in reduced contrast usage and lower x-ray exposure.
- The transition to transradial PCI leads to immediate benefits, including fewer vascular complications and reduced bleeding, without compromising overall procedural success.
Conclusions:
- Cardiologists can achieve proficiency in transradial PCI within a manageable learning curve of 30-50 cases.
- The adoption of transradial PCI offers significant safety advantages, notably decreased vascular complications and bleeding.
- Procedural success rates are maintained during the learning transition, highlighting the safety and efficacy of the transradial approach.
Related Concept Videos
Regression Toward the Mean
Cardiac Output II: Effect of Stroke Volume on Cardiac Output
Preload
Preload refers to the initial elongation of the cardiac myocytes before contraction and is related to the volume of blood filling the heart at the end of diastole, or end-diastolic volume. The...
Cardiac Output and Stroke Volume
In an average resting adult male, the typical cardiac...
Assessment of radial pulse
The radial pulse, located at the wrist, is often the preferred site for assessing peripheral pulse because of its accessibility and dependability. The process of determining the radial pulse involves several steps:
Nonlinear Pharmacokinetics: Causes of Nonlinearity
Nonlinear drug absorption can occur when the process is rate-limited by solubility, carrier-mediated transport systems, or saturation of the presystemic gut wall or hepatic metabolism. For instance, high doses of riboflavin...
Dose Response Curve: Conventional Versus Nonmonotonic

