Bulletin of the American Physical Society
APS March Meeting 2022
Volume 67, Number 3
Monday–Friday, March 14–18, 2022; Chicago
Session Q29: Artificial Intelligence, Machine Learning, and Quantitative Biomarkers in Medicine and Biomedicine
3:00 PM–6:00 PM,
Wednesday, March 16, 2022
Room: McCormick Place W-190B
Chair: MIchael Boss, American College of Radiology
Abstract: Q29.00008 : Disease related metabolic patterns as imaging biomarkers for multiple system atrophy and progressive supranuclear palsy*
4:48 PM–5:00 PM
Presenter:
Eva Rebec
(Univ of Ljubljana)
Authors:
Eva Rebec
(Univ of Ljubljana)
Petra Tomse
(UMC Ljubljana)
Andrej Studen
(Univ of Ljubljana)
Matej Perovnik
(Univ of Ljubljana)
Urban Simoncic
(Univ of Ljubljana)
Maja Trost
(Univ of Ljubljana)
We identified metabolic brain patterns related to MSA (MSARP) and PSP (PSPRP) in Slovenian population (20 healthy controls (HC), 20 MSA/PSP patients), using 18F-fluorodeoxyglucose positron emission tomography brain images and scaled subprofile model/principal component analysis, which detect the greatest source of in-group variance. To evaluate differences between patients with either MSA or PSP syndrome, we developed a new method to extract the pattern’s regional sub-scores.
Patterns’ expression discriminated between HC and MSA/PSP patients as well as between different parkinsonisms (all at p < 0.001). Both patterns are specific and sensitive (MSARP: AUC = 0.96; PSPRP: AUC = 0.99), and the featured brain regions agree with the pathophysiology of the diseases. Sub-scores reveal, in line with clinical presentation, heterogeneity in MSA group.
The study confirms that both patterns are reliable biomarkers of MSA/PSP disease and could contribute to accurate clinical diagnosis.
*ARRS P1-0389, ARRS J7-3150, ARRS J7-2600
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