Deformation-based morphometry applied to FDG PET data reveals hippocampal atrophy in Alzheimer's disease

Sci Rep. 2024 Aug 28;14(1):20030. doi: 10.1038/s41598-024-70380-z.

Abstract

Cerebral atrophy is a key finding in patients with dementia and usually determined on MRI. We tested whether cerebral atrophy can be imaged with FDG PET by applying deformation-based morphometry (DBM). We retrospectively identified 26 patients with a biomarker-supported clinical diagnosis of Alzheimer's disease (AD) who had received FDG PET on a fully-digital PET/CT system and structural MRI and compared them to 13 healthy elderly controls (HEC). We performed DBM with FDG PET data (FDG-DBM). As a reference standard for determining atrophy we used voxel-based morphometry of MRI data (MRI-VBM). For conventional analysis of hypometabolism, scaled FDG PET scans (reference: brain parenchyma) were compared between groups. Receiver operating characteristic (ROC) analyses were performed. ROI read-outs were tested for associations with cognitive test performance. FDG-DBM showed abnormalities in AD mainly in the bilateral hippocampi. Similarly, MRI-VBM showed hippocampal atrophy. By contrast, conventional FDG PET analysis revealed reduced bilateral temporo-parietal FDG uptake (all p < 0.05, FWE-corrected). FDG-DBM measures of the hippocampus significantly separated AD from HEC with an AUC of 0.81; MRI-VBM achieved an AUC of 0.87; the difference between the two ROC curves was not significant (p = 0.40). Whereas FDG uptake of the hippocampus did not separate AD from HEC, FDG uptake of the Landau Meta-ROI achieved an AUC of 0.88. Verbal memory was significantly associated with FDG-DBM measures of the hippocampus (p = 0.009), but not of the Landau Meta-ROI (p > 0.1). The opposite held true for conventional FDG uptake (p > 0.1 and p = 0.001, respectively). Hippocampal atrophy in AD can be detected by applying DBM to clinical, fully-digital FDG PET. It correlates with cognitive performance and might constitute a biomarker of neurodegeneration that is complementary to conventional FDG PET analysis of regional hypometabolism.

Keywords: Alzheimer’s disease; Atrophy; FDG PET; MRI; Morphometry.

MeSH terms

  • Aged
  • Aged, 80 and over
  • Alzheimer Disease* / diagnostic imaging
  • Alzheimer Disease* / metabolism
  • Alzheimer Disease* / pathology
  • Atrophy* / pathology
  • Female
  • Fluorodeoxyglucose F18*
  • Hippocampus* / diagnostic imaging
  • Hippocampus* / metabolism
  • Hippocampus* / pathology
  • Humans
  • Magnetic Resonance Imaging* / methods
  • Male
  • Middle Aged
  • Positron Emission Tomography Computed Tomography / methods
  • Positron-Emission Tomography* / methods
  • ROC Curve
  • Retrospective Studies

Substances

  • Fluorodeoxyglucose F18