Zero Echo Time MRAC on FDG-PET/MR Maintains Diagnostic Accuracy for Alzheimer's Disease; A Simulation Study Combining

Takahiro Ando1, Bradley Kemp2, Geoffrey Warnock3,4

  • 1Department of Radiology, Nippon Medical School, Tokyo, Japan.

Frontiers in Neuroscience
|December 16, 2020
PubMed
Abstract

Insights

Zero-echo time MRI-based attenuation correction (ZTE-MRAC) accurately diagnoses Alzheimer's disease (AD). This method maintains diagnostic accuracy for AD, outperforming atlas-based approaches in dementia classification.

Area of Science:

  • Medical Imaging
  • Neurology
  • Radiology

Background:

  • Zero-echo time magnetic resonance imaging (ZTE-MRI) based attenuation correction (ZTE-MRAC) is standard for brain PET/MR imaging.
  • While ZTE-MRAC accuracy for tracer uptake is validated, its impact on dementia diagnosis, particularly automated analysis, remains unclear.
  • Alzheimer's disease (AD) diagnosis relies on accurate quantification of brain metabolism using PET imaging.

Purpose of the Study:

  • To evaluate the impact of ZTE-MRAC on the diagnosis of Alzheimer's disease (AD) using a simulation study.
  • To compare the diagnostic accuracy of ZTE-MRAC with atlas-based MRAC and CT-based AC for AD detection.

Main Methods:

  • FDG-PET data from 27 subjects (PET/CT and PET/MR) and 107 subjects from the ADNI dataset were used.
  • PET images were corrected using ZTE-MRAC, atlas-based MRAC, and CT-based AC (CTAC).
  • Simulated PET data were generated by applying error maps from ZTE-MRAC and atlas-based MRAC to ADNI cases; diagnostic accuracy for AD was assessed using automated analysis.

Main Results:

  • ZTE-MRAC showed lower absolute error (0.098 ± 0.075) and higher correlation (R²: 0.982) to CTAC compared to atlas-based MRAC.
  • Diagnostic accuracy for discriminating AD patients from controls was comparable across methods: ZTE (82.5%), Atlas (82.1%), and CTAC (83.2%).
  • PET scores were slightly underestimated by both ZTE-MRAC and atlas-based MRAC compared to CTAC.

Conclusions:

  • ZTE-MRAC demonstrates superior accuracy compared to atlas-based methods for dementia classification in FDG-PET images on PET/MR.
  • ZTE-MRAC effectively maintains diagnostic accuracy for Alzheimer's disease detection.
  • This study validates ZTE-MRAC as a reliable method for AD diagnosis in PET/MR imaging.

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