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Data-driven gated PET/CT: implications for lesion segmentation and quantitation
1Department of Imaging Physics, UT MD Anderson Cancer Center, Houston, TX, 77030, USA.
EJNMMI Physics
|August 28, 2021
Summary
Data-driven gating (DDG)-PET/CT improves quantitation and lesion segmentation by addressing motion and misregistration. Combining DDG-PET with DDG-CT is essential for fully realizing its clinical benefits.
Area of Science:
- Medical Imaging
- Radiology
- Nuclear Medicine
Background:
- Data-driven gating (DDG) enhances PET quantitation and mitigates patient motion artifacts.
- Misregistration between DDG-PET and CT, due to differing temporal resolutions, can impact accuracy.
- A novel DDG-PET/CT method was developed to assess these effects.
Purpose of the Study:
- To evaluate the impact of misregistration and respiratory motion on PET quantitation and lesion segmentation.
- To compare different attenuation correction methods, including average CT (ACT) and DDG-CT.
- To assess the efficacy of a new DDG-PET/CT technique.
Main Methods:
- A low-dose cine-CT was acquired for both ACT and DDG-CT generation.
- Four methods were compared: baseline PET/CT, PET/ACT, DDG-PET (helical CT AC), and DDG-PET/CT (DDG-CT AC).
- End-expiration (EE) PET and CT data were extracted; 91 lesions were analyzed for SUVmax, LG, volume, CCD, and DICE coefficients.
Main Results:
- DDG-PET/CT showed significant changes in SUVmax (66±66%) and lesion volume (-26±40%) compared to baseline.
- Lesion glycolysis (LG) was not significantly different with DDG-PET/CT, unlike PET/ACT and DDG-PET.
- Motion correction impact was reduced by misregistration; DDG-PET/CT improved registration but motion correction was more affected.
Conclusions:
- The benefits of DDG-PET for accurate quantitation and segmentation are maximized only when combined with DDG-CT.
- Diminished impact of DDG-PET motion correction occurs with increasing misregistration.
- Simultaneous correction for misregistration and motion is crucial for optimizing clinical PET/CT utility.

