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Iterative framework for image registration and partial volume correction in brain positron emission tomography.

Keisuke Matsubara1, Masanobu Ibaraki2, Miho Shidahara3

  • 1Department of Radiology and Nuclear Medicine, Research Institute for Brain and Blood Vessels, Akita Cerebrospinal and Cardiovascular Center, 6-10 Senshu-Kubota-machi, Akita, 010-0874, Japan. matsubara@akita-noken.jp.

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We developed PVC-optimized registration (PoR) to improve accuracy in positron emission tomography (PET) and magnetic resonance (MR) image alignment for partial volume correction (PVC). PoR significantly reduces errors, enhancing amyloid burden quantification in PET imaging.

Keywords:
AmyloidImage registrationPETPartial volume correction

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Area of Science:

  • Medical Imaging
  • Neuroscience
  • Radiochemistry

Background:

  • Imprecise registration between PET and MR images is a major error source in MR imaging-guided partial volume correction (MR-PVC).
  • This inaccuracy affects the reliability of quantitative measurements in PET studies, particularly for neurodegenerative diseases.

Purpose of the Study:

  • To introduce a novel framework, PVC-optimized registration (PoR), designed to enhance the precision of image registration for MR-PVC.
  • To evaluate the effectiveness of PoR in improving the accuracy of quantitative PET measurements compared to conventional registration methods.

Main Methods:

  • The PoR framework iteratively refines registration by alternating between partial volume correction (PVC) and image registration using uncorrected PET and smoothed PV-corrected images.
  • The method was applied to [11C]PiB PET data from 92 Alzheimer's Disease Neuroimaging Initiative participants.
  • Registration accuracy, partial volume-corrected standardized uptake value ratio (SUVR), and intra-region coefficient of variation (CoV) were compared between PoR and conventional registration.

Main Results:

  • Significant registration differences, up to 2.74 mm and 3.02°, were observed between PoR and conventional methods (effect size > 0.8).
  • Substantial differences in SUVR were found across the brain, with a maximum of 62.3% in the sensory motor cortex.
  • PoR significantly reduced intra-region CoV throughout the brain, indicating improved quantification consistency.

Conclusions:

  • PoR effectively minimizes errors stemming from imprecise registration in partial volume correction.
  • This novel method offers a valuable tool for the accurate quantification of amyloid burden in PET imaging, crucial for Alzheimer's disease research.