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Impact of acquisition time and misregistration with CT on data-driven gated PET.

M Allan ThomasJoseph G MeierOsama R MawlawiPeng SunTinsu Pan
Published in: Physics in medicine and biology (2022)
Objective . Data-driven gating (DDG) can address patient motion issues and enhance PET quantification but suffers from increased image noise from utilization of <100% of PET data. Misregistration between DDG-PET and CT may also occur, altering the potential benefits of gating. Here, the effects of PET acquisition time and CT misregistration were assessed with a combined DDG-PET/DDG-CT technique. Approach . In the primary PET bed with lesions of interest and likely respiratory motion effects, PET acquisition time was extended to 12 min and a low-dose cine CT was acquired to enable DDG-CT. Retrospective reconstructions were created for both non-gated (NG) and DDG-PET using 30 s to 12 min of PET data. Both the standard helical CT and DDG-CT were used for attenuation correction of DDG-PET data. SUV max , SUV peak , and CNR were compared for 45 lesions in the liver and lung from 27 cases. Main results . For both NG-PET ( p = 0.0041) and DDG-PET ( p = 0.0028), only the 30 s acquisition time showed clear SUV max bias relative to the 3 min clinical standard. SUV peak showed no bias at any change in acquisition time. DDG-PET alone increased SUV max by 15 ± 20% ( p < 0.0001), then was increased further by an additional 15 ± 29% ( p = 0.0007) with DDG-PET/CT. Both 3 min and 6 min DDG-PET had lesion CNR statistically equivalent to 3 min NG-PET, but then increased at 12 min by 28 ± 48% ( p = 0.0022). DDG-PET/CT at 6 min had comparable counts to 3 min NG-PET, but significantly increased CNR by 39 ± 46% ( p < 0.0001). Significance . 50% counts DDG-PET did not lead to inaccurate or biased SUV-increased SUV resulted from gating. Improved registration from DDG-CT was equally as important as motion correction with DDG-PET for increasing SUV in DDG-PET/CT. Lesion detectability could be significantly improved when DDG-PET used equivalent counts to NG-PET, but only when combined with DDG-CT in DDG-PET/CT.
Keyphrases
  • pet ct
  • positron emission tomography
  • computed tomography
  • pet imaging
  • image quality
  • low dose
  • dual energy
  • machine learning
  • high dose
  • mass spectrometry
  • electronic health record
  • high resolution
  • air pollution