Discriminating among degenerative parkinsonisms using advanced (123)I-ioflupane SPECT analyses

Neuroimage Clin. 2016 Jul 5:12:234-40. doi: 10.1016/j.nicl.2016.07.004. eCollection 2016.

Abstract

(123)I-ioflupane single photon emission computed tomography (SPECT) is a sensitive and well established imaging tool in Parkinson's disease (PD) and atypical parkinsonian syndromes (APS), yet a discrimination between PD and APS has been considered inconsistent at least based on visual inspection or simple region of interest analyses. We here reappraise this issue by applying advanced image analysis techniques to separate PD from the various APS. This study included 392 consecutive patients with degenerative parkinsonism undergoing (123)I-ioflupane SPECT at our institution over the last decade: 306 PD, 24 multiple system atrophy (MSA), 32 progressive supranuclear palsy (PSP) and 30 corticobasal degeneration (CBD) patients. Data analysis included voxel-wise univariate statistical parametric mapping and multivariate pattern recognition using linear discriminant classifiers. MSA and PSP showed less ioflupane uptake in the head of caudate nucleus relative to PD and CBD, yet there was no difference between MSA and PSP. CBD had higher uptake in both putamen relative to PD, MSA and PSP. Classification was significant for PD versus APS (AUC 0.69, p < 0.05) and between APS subtypes (MSA vs CBD AUC 0.80, p < 0.05; MSA vs PSP AUC 0.69 p < 0.05; CBD vs PSP AUC 0.69 p < 0.05). Both striatal and extra-striatal regions contain classification information, yet the combination of both regions does not significantly improve classification accuracy. PD, MSA, PSP and CBD have distinct patterns of dopaminergic depletion on (123)I-ioflupane SPECT. The high specificity of 84-90% for PD versus APS indicates that the classifier is particularly useful for confirming APS cases.

Keywords: APS, atypical parkinsonian syndromes; Atypical parkinsonism; CBD, corticobasal degeneration; MSA, multiple system atrophy; MVPA, Multi Voxel Pattern Analysis; Multi vector pattern analysis (MVPA); PD, Parkinson's disease; PSP, progressive supranuclear palsy; Parkinson's disease; ROI, region of interest; SPECT, single photon emission computed tomography; SVM, support vector machines; Single photon emission computed tomography (SPECT).

MeSH terms

  • Aged
  • Brain / diagnostic imaging*
  • Brain / metabolism
  • Brain / pathology
  • Diagnosis, Differential
  • Dopamine / metabolism
  • Dopaminergic Neurons / metabolism
  • Dopaminergic Neurons / pathology
  • Female
  • Humans
  • Image Processing, Computer-Assisted
  • Iodine Radioisotopes
  • Male
  • Middle Aged
  • Nortropanes
  • Parkinson Disease / diagnostic imaging*
  • Parkinson Disease / metabolism
  • Parkinson Disease / pathology
  • Parkinsonian Disorders / diagnostic imaging*
  • Parkinsonian Disorders / metabolism
  • Parkinsonian Disorders / pathology
  • Retrospective Studies
  • Sensitivity and Specificity
  • Tomography, Emission-Computed, Single-Photon / methods*

Substances

  • Iodine Radioisotopes
  • Nortropanes
  • ioflupane
  • Dopamine

Supplementary concepts

  • Parkinson Disease, Familial, Type 1