PhD, University of Cincinnati, 2024, Engineering and Applied Science: Biomedical Engineering
Thermal ablation, including radiofrequency (RFA) and microwave ablation (MWA), is a potential first-line treatment for many patients with small liver tumors. Real-time monitoring and control methods can potentially reduce under- or over-treatment rates. Here, echo decorrelation imaging was expanded from two- to three-dimensional (3D) imaging, and its performance was assessed in ex vivo and in vivo.
First, 3D echo decorrelation with three normalization approaches and 3D integrated backscatter (IBS) were used to monitor ex vivo bovine liver RFA. Receiver-operating characteristic (ROC) curves, comparing these imaging parameters to ablation zones, indicated that all four were potentially good predictors of local RFA. Tissue temperatures, recorded at four thermocouples locations, weakly correlated with co-located measured decorrelation. In tests predicting ablation zones using a weighted K-means clustering approach, echo decorrelation performed better than IBS, with smaller root mean square (RMS) volume errors and higher Dice coefficients between predicted and measured ablation zones.
Further, RFA in samples from normal, steatotic, and cirrhotic human liver parenchyma was monitored and controlled using 3D echo decorrelation imaging feedback. For each liver type, N=14 samples underwent ablation per RFA generator's settings, monitored by echo decorrelation imaging (uncontrolled). In N>14 trials, RFA was controlled, automatically ceasing if the average cumulative decorrelation within the target region of interest surpassed the control threshold (successfully controlled), otherwise, ablation continued like the uncontrolled trials (unsuccessfully controlled). ROC curves showed good prediction performance for all liver and control conditions. Significantly higher control success rate and generally higher measured ablation volume were observed in controlling normal vs. diseased liver. The same monitoring and control algorithms were used in in vivo swine liver RFA, (open full item for complete abstract)
Committee: T. Douglas Mast Ph.D. (Committee Chair); Ali Kord M.D. M. (Committee Member); Stacey Schutte Ph.D. (Committee Member); Kevin Haworth Ph.D. (Committee Member)
Subjects: Biomedical Engineering