1. Performance of an AI-powered visualization software platform for precision surgery in breast cancer patients.
- Author
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Weitz M, Pfeiffer JR, Patel S, Biancalana M, Pekis A, Kannan V, Kaklamanos E, Parker A, Bucksot JE, Romera JR, Alvin R, Zhang Y, Stefka AT, Lopez-Ramos D, Peterson JR, Antony AK, Zamora KW, and Woodard S
- Abstract
Surgery remains the primary treatment modality in the management of early-stage invasive breast cancer. Artificial intelligence (AI)-powered visualization platforms offer the compelling potential to aid surgeons in evaluating the tumor's location and morphology within the breast and accordingly optimize their surgical approach. We sought to validate an AI platform that employs dynamic contrast-enhanced magnetic resonance imaging (DCE-MRI) to render three-dimensional (3D) representations of the tumor and 5 additional chest tissues, offering clear visualizations as well as functionalities for quantifying tumor morphology, tumor-to-landmark structure distances, excision volumes, and approximate surgical margins. This retrospective study assessed the visualization platform's performance on 100 cases with ground-truth labels vetted by 2 breast-specialized radiologists. We assessed features including automatic AI-generated clinical metrics (e.g., tumor dimensions) as well as visualization tools including convex hulls at desired margins around the tumor to help visualize lumpectomy volume. The statistical performance of the platform's automated features was robust and within the range of inter-radiologist variability. These detailed 3D tumor and surrounding multi-tissue depictions offer both qualitative and quantitative comprehension of cancer topology and may aid in formulating an optimal surgical approach for breast cancer treatment. We further establish the framework for broader data integration into the platform to enhance precision cancer care., Competing Interests: Competing interests K.W.Z. and S.W. were not compensated for their roles in this study, and they declare no Competing Financial or Non-Financial Interests. M.W., J.R.P., S.P., M.B., A.P., V.K., E.K., A.P., J.E.B., J.R.R., R.A., Y.Z., A.S., D.L-R., J.R.P., and A.A. declare no Competing Non-Financial Interests, but they declare the following Competing Financial Interests: employment by SimBioSys, Inc. and receipt of compensation in the form of salary and stock options., (© 2024. The Author(s).)
- Published
- 2024
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