A Combined Statistical and Biomechanical Model for Estimation of Intra-operative Prostate Deformation
نویسندگان
چکیده
An approach for estimating the deformation of the prostate caused by transrectal ultrasound (TRUS) probe insertion is presented. This work is particularly useful during brachytherapy procedures, in which planning for radioactive seed insertion is performed on preoperative scans, and significant deformation of the prostate can occur during the procedure. The approach makes use of a patient specific biomechanical model to run simulations for TRUS probe insertion, extract the main modes of the deformation of the prostate, and use this information to establish a deformable registration between 2 orthogonal cross-sectional ultrasound images and the preoperative prostate. In the work presented here, the approach is tested on an anatomy-realistic biomechanical phantom for the prostate and results are reported for 5 test simulations. More than 73% of maximum deformation of the prostate was recovered, with the estimation error mostly attributed to the relatively small number of biomechanical simulations used for training.
منابع مشابه
Patient-specific Deformation Modelling via Elastography: Application to Image-guided Prostate Interventions
Image-guided prostate interventions often require the registration of preoperative magnetic resonance (MR) images to real-time transrectal ultrasound (TRUS) images to provide high-quality guidance. One of the main challenges for registering MR images to TRUS images is how to estimate the TRUS-probe-induced prostate deformation that occurs during TRUS imaging. The combined statistical and biomec...
متن کاملIntra-Operative Registration for Stereotactic Procedures Driven by a Combined Biomechanical Brain and CSF Model
During stereotactic neurosurgery, the brain shift could affect the accuracy of the procedure. However, this deformation of the brain is not often considered in the pre-operative planning step or intraoperatively, and may lead to surgical complications, side effects or ineffectiveness. In this paper, we present a method to update the preoperative planning based on a physical simulation of the br...
متن کاملHeterogeneous Biomechanical Model on Correcting Brain Deformation Induced by Tumor Resection-camera-ready
In this paper we present a non-rigid registration method to align pre-operative MRI (preMRI) with resected intra-operative MRI (iMRI) to compensate for brain deformation during tumor resection. This method formulates the registration as a three-variable (point correspondence, deformation field and resection region) functional minimization problem, in which point correspondence is represented by...
متن کاملData-guide for brain deformation in surgery: comparison of linear and nonlinear models
BACKGROUND Pre-operative imaging devices generate high-resolution images but intra-operative imaging devices generate low-resolution images. To use high-resolution pre-operative images during surgery, they must be deformed to reflect intra-operative geometry of brain. METHODS We employ biomechanical models, guided by low resolution intra-operative images, to determine location of normal and a...
متن کاملA Framework for Predictive Modeling of Intra-operative Deformations: A Simulation-Based Study
Deformations that occur between pre-operative scans and the intra-operative setup can render pre-operative plans inaccurate or even unusable. It is therefore important to predict such deformations and account for them in pre-operative planning. This paper examines two different, yet related methodologies for this task, both of which collect statistical information from a training set in order t...
متن کامل