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: Q29.00013 : Statistical parametric mapping on physiological maps of human hands with arthritic joints*
5:48 PM–6:00 PM
Presenter:
Luka Rogelj
(Univ of Ljubljana)
Authors:
Luka Rogelj
(Univ of Ljubljana)
Tadej Tomanič
(University of Ljubljana)
Matija Milanic
(University of Ljubljana)
Urban Simoncic
(Univ of Ljubljana)
In our study, three different variations of SPM were applied on physiological maps of arthritic and healthy human hands obtained from RGB images. We tested if there is a significant difference between the means of healthy and diseased groups on each joint using Student’s t-test, which could be related to arthritis. The second variation of the SPM considered rheumatologist disease level scores (1-3) and weighted them accordingly. Finally, the randomization approach was used as it does not require an assumption of the normal sample distribution.
Statistical maps showed that blood volume fraction at joints with severe arthritis is increased for all three SPM approaches. T- values for the first two SPM variations were 7 ± 1, while the SoV metric in the third SPM variation reached the mean value of 0.96 ± 0.03.
Results of this study show some promise for optical imaging and SPM for early arthritis detection. However, further research is warranted to fulfill this promise.
*ARRS P1-0389
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