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A replication study, systematic review and meta-analysis of automated image-based diagnosis in parkinsonism

Paraskevi-Evita Papathoma, Ioanna Markaki, Chris Tang, Magnus Lilja Lindström, Irina Savitcheva, David Eidelberg, Per Svenningsson

2022Scientific Reports20 citationsDOIOpen Access PDF

Abstract

Abstract Differential diagnosis of parkinsonism early upon symptom onset is often challenging for clinicians and stressful for patients. Several neuroimaging methods have been previously evaluated; however specific routines remain to be established. The aim of this study was to systematically assess the diagnostic accuracy of a previously developed 18 F-fluorodeoxyglucose positron emission tomography (FDG-PET) based automated algorithm in the diagnosis of parkinsonian syndromes, including unpublished data from a prospective cohort. A series of 35 patients prospectively recruited in a movement disorder clinic in Stockholm were assessed, followed by systematic literature review and meta-analysis. In our cohort, automated image-based classification method showed excellent sensitivity and specificity for Parkinson Disease (PD) vs. atypical parkinsonian syndromes (APS), in line with the results of the meta-analysis (pooled sensitivity and specificity 0.84; 95% CI 0.79–0.88 and 0.96; 95% CI 0.91 –0.98, respectively). In conclusion, FDG-PET automated analysis has an excellent potential to distinguish between PD and APS early in the disease course and may be a valuable tool in clinical routine as well as in research applications.

Topics & Concepts

ParkinsonismMedicineNeuroimagingDifferential diagnosisDiseasePositron emission tomographyDiagnostic accuracyProspective cohort studyParkinson's diseaseBioinformaticsReplication (statistics)OncologyPathologyProgressive supranuclear palsyClinical diagnosisDegenerative diseaseInternal medicineMEDLINEDiagnostic testFirst linePediatricsLewy body diseaseParkinson's Disease Mechanisms and TreatmentsNeurological disorders and treatmentsVoice and Speech Disorders
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