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Updated: Jan 19, 2026

Retrospective Cardiac Gating with A Prototype Small-Animal X-ray Computed Tomograph
Published on: February 21, 2025
Photon-counting cine-cardiac CT in the mouse.
Darin P Clark1, Matthew Holbrook1, Chang-Lung Lee2
1Center for In Vivo Microscopy, Department of Radiology, Duke University, Durham, NC, United States of America.
Photon-counting detector (PCD) CT imaging provides high-fidelity spectral data for atherosclerosis research. This study demonstrates 4D cardiac PCD-CT in mice, enabling detailed plaque visualization and improved diagnostic capabilities.
Area of Science:
- Medical Imaging
- Biomedical Engineering
- Radiology
Background:
- Photon-counting detector (PCD) technology offers advanced spectral information for CT imaging.
- Atherosclerosis, particularly calcified plaque, poses significant challenges in cardiovascular disease diagnosis.
- 4D imaging captures dynamic processes, crucial for cardiac and vascular studies.
Purpose of the Study:
- To demonstrate the utility of 4D cardiac photon-counting detector CT (PCD-CT) in a mouse model of atherosclerosis.
- To evaluate advanced iterative reconstruction techniques for high-fidelity spectral and spatio-temporal data.
- To assess the capability of PCD-CT for visualizing calcified plaques and assessing cardiac function in vivo.
Main Methods:
- In vivo cardiac micro-CT scans were performed on ApoE knockout mice with calcified plaques using a prototype PCD with 4 energy thresholds.
- Data acquisition involved projections sampled every 10 ms with 10 ms exposure, enabling reconstruction of 10 cardiac phases at 4 energies.
- Iterative reconstruction using the split Bregman method with spectral rank and spatio-temporal gradient sparsity constraints was employed.
Main Results:
- The study presents the first in vivo 4D PCD-CT data in a mouse atherosclerosis model.
- Robust regularization reduced noise by 8-fold while maintaining spectral bias below 13 HU.
- Material decomposition clearly separated iodinated contrast, soft tissue, and calcified plaque; spatial resolution was preserved (10% MTF: 2.8-3.0 lp/mm).
- Cardiac functional metrics showed ~1% error, and small calcifications (615 μm) were detectable.
Conclusions:
- 4D cardiac PCD-CT, combined with advanced reconstruction, provides high-fidelity spectral and material information in vivo.
- This technology holds significant promise for enhancing dynamic CT imaging in cardiovascular research and clinical applications.
- PCD-CT enables detailed characterization of atherosclerotic plaques and accurate assessment of cardiac function.
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