Purpose¶
Cardiovascular diseases are the global leading cause of death. The amount of calcified plaque deposited in the wall of the coronary arteries has been shown to be a strong and independent predictor of cardiovascular events. In clinical routine, CT based quantification of coronary artery calcium (calcium scoring) is performed and reported with increasing frequency. In current practice, coronary calcifications are manually identified, which is prohibitive in large scale clinical trials and impractical in daily practice. A number of algorithms describing automatic detection and quantification of calcified lesions in coronary arteries have been proposed. However, these algorithms have not been evaluated for robustness in large and diverse sets of images.
The purpose of this challenge is to compare methods for automatic coronary artery calcium scoring in cardiac CT examinations originating from different CT scanners on a whole-heart and a per-vessel basis. This evaluation framework was launched at a MICCAI 2014 workshop in Boston, USA, where we organized the Challenge on Automatic Coronary Calcium Scoring.
Task¶
The task in this challenge is to automatically identify coronary calcifications in non-contrast enhanced ECG-triggered cardiac CT examinations that are acquired as part of standard clinical routine. For this, both non-contrast and contrast-enhanced CT images are provided. Results are assessed on a lesion-level in sensitivity and positive predictive value. Additionally, teams can choose to identify the coronary artery in which each calcification is located. In that case, the performance of the algorithm is also evaluated per artery. Finally, the total amount of coronary calcium per patient and the assignment of patients to cardiovascular risk categories based on this amount is assessed.
Outline¶
To participate in the challenge, interested teams can register on this
website. After registration, training and test data can be downloaded.
These data consist of a set of non-contrast enhanced ECG-triggered
cardiac CT scans with corresponding CTA images, acquired on CT scanners
from four different vendors. A reference standard has been manually
annotated by experts in calcium scoring scans, i.e. non-contrast
enhanced ECG-triggered cardiac CT. This reference standard is available
for the training images. Participating teams can score coronary calcium
using their algorithms and submit their results obtained on the test
data through this website. The results are evaluated online and
subsequently posted on the leaderboard.
More information is available in the following article: J.M. Wolterink
et al. An evaluation of automatic coronary artery calcium scoring
methods with cardiac CT using the orCaScore framework, Medical Physics,
2016.