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Abstract #2406

Radiomic Variance within Soft Tissue Pathologies Near Total Hip Arthroplasty:  A Cluster-based Analysis

Kevin Koch1, Robin Ausman1, John Neri2, Hollis Potter2, and Matthew Koff2
1Radiology, Medical College of Wisconsin, Milwaukee, WI, United States, 2Radiology and Imaging, Hospital for Special Surgery, New York City, NY, United States

Synopsis

In this exploratory study, radiomic measures were computed across radiologist-segmented image patches within 3D-MSI STIR images collected on symptomatic total hip replacements (THR). Utilizing radiologist classifications of normal, infection, polymeric wear, or metallosis debris for each image patch, principle-component based cluster analysis was deployed to visualize and estimate radiomic distinctions between different soft-tissue pathology classifications. The study results offer insights to future studies seeking to utilize quantitative MR to characterize and classify soft-tissue complications near THR.

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