Sunday, November 28 | 11:25 a.m.-11:35 a.m. | SSA19-05 | Room S403B
A research team from the University of Michigan in Ann Arbor will share developments with its computer-aided detection (CAD) algorithm for detecting pulmonary embolism (PE) on CT pulmonary angiography (CTPA).To train and test the CAD algorithm, it's important to establish a reference standard by using manual marking of PE by radiologists on CTPA PE cases. However, previous studies, such as the Lung Imaging Database Consortium (LIDC), have found wide variability in radiologists' detection and segmentation of lung nodule boundaries on CT images, said presenter Chuan Zhou, PhD.
As a result, the researchers sought to evaluate the variability of PE identification by radiologists in 40 cases. They also applied their prototype CAD system to the same dataset to investigate the potential benefit of CAD, Zhou said.
The researchers found substantial agreement between the independent markings of pulmonary embolism by radiologists. However, consensus with multiple radiologists improved the reference standard, he said.
"The results also showed that our CAD system detected 23 PEs that were missed by radiologists, which demonstrated the feasibility of the CAD system for assisting radiologists in PE detection," Zhou told AuntMinnie.com.














![Axial images from unenhanced calcium score cardiac CT (left) and curved planar reformation images from CT angiography (right) show that higher long-term exposure to air pollution is associated with greater coronary artery calcium and more obstructive coronary artery disease (CAD). Top row: Images in a 68-year-old male patient with higher 10-year mean ambient air pollution exposure (7.9 μg/m3 for particulate matter measuring ≤2.5 μm in diameter [PM2.5] and 17.4 parts per billion [ppb] for NO2) with extensive CAD (coronary artery calcium score [CACS] >1,000 and obstructive CAD [≥70% diameter stenosis]). Bottom row: Images in a 57-year-old female patient with lower 10-year mean ambient air pollution exposure (6.3 μg/m3 for PM2.5 and 4.6 ppb for NO2) with no CAD (CACS = 0 and no obstructive stenosis).](https://img.auntminnie.com/mindful/smg/workspaces/default/uploads/2026/06/hanneman.r6SMLzkezo.png?auto=format%2Ccompress&fit=crop&h=112&q=70&w=112)




