Literature DB >> 25914864

Near Real-Time Computer Assisted Surgery for Brain Shift Correction Using Biomechanical Models.

Kay Sun1, Thomas S Pheiffer1, Amber L Simpson1, Jared A Weis1, Reid C Thompson2, Michael I Miga3.   

Abstract

Conventional image-guided neurosurgery relies on preoperative images to provide surgical navigational information and visualization. However, these images are no longer accurate once the skull has been opened and brain shift occurs. To account for changes in the shape of the brain caused by mechanical (e.g., gravity-induced deformations) and physiological effects (e.g., hyperosmotic drug-induced shrinking, or edema-induced swelling), updated images of the brain must be provided to the neuronavigation system in a timely manner for practical use in the operating room. In this paper, a novel preoperative and intraoperative computational processing pipeline for near real-time brain shift correction in the operating room was developed to automate and simplify the processing steps. Preoperatively, a computer model of the patient's brain with a subsequent atlas of potential deformations due to surgery is generated from diagnostic image volumes. In the case of interim gross changes between diagnosis, and surgery when reimaging is necessary, our preoperative pipeline can be generated within one day of surgery. Intraoperatively, sparse data measuring the cortical brain surface is collected using an optically tracked portable laser range scanner. These data are then used to guide an inverse modeling framework whereby full volumetric brain deformations are reconstructed from precomputed atlas solutions to rapidly match intraoperative cortical surface shift measurements. Once complete, the volumetric displacement field is used to update, i.e., deform, preoperative brain images to their intraoperative shifted state. In this paper, five surgical cases were analyzed with respect to the computational pipeline and workflow timing. With respect to postcortical surface data acquisition, the approximate execution time was 4.5 min. The total update process which included positioning the scanner, data acquisition, inverse model processing, and image deforming was ~11-13 min. In addition, easily implemented hardware, software, and workflow processes were identified for improved performance in the near future.

Entities:  

Keywords:  Biomechanical modeling; brain shift; image-guided surgery; sparse data

Year:  2014        PMID: 25914864      PMCID: PMC4405800          DOI: 10.1109/JTEHM.2014.2327628

Source DB:  PubMed          Journal:  IEEE J Transl Eng Health Med        ISSN: 2168-2372            Impact factor:   3.316


  45 in total

1.  Updated neuroimaging using intraoperative brain modeling and sparse data.

Authors:  M I Miga; D W Roberts; A Hartov; S Eisner; J Lemery; F E Kennedy; K D Paulsen
Journal:  Stereotact Funct Neurosurg       Date:  1999       Impact factor: 1.875

2.  Registration of 3-D intraoperative MR images of the brain using a finite-element biomechanical model.

Authors:  M Ferrant; A Nabavi; B Macq; F A Jolesz; R Kikinis; S K Warfield
Journal:  IEEE Trans Med Imaging       Date:  2001-12       Impact factor: 10.048

3.  Coupling of fluid and elastic models for biomechanical simulations of brain deformations using FEM.

Authors:  A Hagemann; K Rohr; H S Stiehl
Journal:  Med Image Anal       Date:  2002-12       Impact factor: 8.545

4.  Design and evaluation of an optically-tracked single-CCD laser range scanner.

Authors:  Thomas S Pheiffer; Amber L Simpson; Brian Lennon; Reid C Thompson; Michael I Miga
Journal:  Med Phys       Date:  2012-02       Impact factor: 4.071

5.  Compensating for intraoperative soft-tissue deformations using incomplete surface data and finite elements.

Authors:  David M Cash; Michael I Miga; Tuhin K Sinha; Robert L Galloway; William C Chapman
Journal:  IEEE Trans Med Imaging       Date:  2005-11       Impact factor: 10.048

6.  A method to track cortical surface deformations using a laser range scanner.

Authors:  Tuhin K Sinha; Benoit M Dawant; Valerie Duay; David M Cash; Robert J Weil; Reid C Thompson; Kyle D Weaver; Michael I Miga
Journal:  IEEE Trans Med Imaging       Date:  2005-06       Impact factor: 10.048

7.  Laser range scanning for image-guided neurosurgery: investigation of image-to-physical space registrations.

Authors:  Aize Cao; R C Thompson; P Dumpuri; B M Dawant; R L Galloway; S Ding; M I Miga
Journal:  Med Phys       Date:  2008-04       Impact factor: 4.071

8.  Construction and testing of a computer-based intraoral laser scanner for determining tooth positions.

Authors:  P Commer; C Bourauel; K Maier; A Jäger
Journal:  Med Eng Phys       Date:  2000-11       Impact factor: 2.242

9.  Surface-based facial scan registration in neuronavigation procedures: a clinical study.

Authors:  Reuben R Shamir; Moti Freiman; Leo Joskowicz; Sergey Spektor; Yigal Shoshan
Journal:  J Neurosurg       Date:  2009-12       Impact factor: 5.115

10.  Soft tissue scanning for patient registration in image-guided surgery.

Authors:  Rüdiger Marmulla; Stefan Hassfeld; Tim Lüth; Ulrich Mende; Joachim Mühling
Journal:  Comput Aided Surg       Date:  2003
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  21 in total

1.  In vivo modeling of interstitial pressure in a porcine model: approximation of poroelastic properties and effects of enhanced anatomical structure modeling.

Authors:  Saramati Narasimhan; Jared A Weis; Hernán F J González; Reid C Thompson; Michael I Miga
Journal:  J Med Imaging (Bellingham)       Date:  2018-12-06

2.  Android application for determining surgical variables in brain-tumor resection procedures.

Authors:  Rohan C Vijayan; Reid C Thompson; Lola B Chambless; Peter J Morone; Le He; Logan W Clements; Rebekah H Griesenauer; Hakmook Kang; Michael I Miga
Journal:  J Med Imaging (Bellingham)       Date:  2017-03-02

3.  Image Updating for Brain Shift Compensation During Resection.

Authors:  Xiaoyao Fan; David W Roberts; Jonathan D Olson; Songbai Ji; Timothy J Schaewe; David A Simon; Keith D Paulsen
Journal:  Oper Neurosurg (Hagerstown)       Date:  2018-04-01       Impact factor: 2.703

4.  Clinical evaluation of a model-updated image-guidance approach to brain shift compensation: experience in 16 cases.

Authors:  Michael I Miga; Kay Sun; Ishita Chen; Logan W Clements; Thomas S Pheiffer; Amber L Simpson; Reid C Thompson
Journal:  Int J Comput Assist Radiol Surg       Date:  2015-10-17       Impact factor: 2.924

5.  A comparison of thin-plate spline deformation and finite element modeling to compensate for brain shift during tumor resection.

Authors:  Sarah Frisken; Ma Luo; Parikshit Juvekar; Adomas Bunevicius; Ines Machado; Prashin Unadkat; Melina M Bertotti; Matt Toews; William M Wells; Michael I Miga; Alexandra J Golby
Journal:  Int J Comput Assist Radiol Surg       Date:  2019-08-23       Impact factor: 2.924

6.  Model-Based Image Updating for Brain Shift in Deep Brain Stimulation Electrode Placement Surgery.

Authors:  Chen Li; Xiaoyao Fan; Jennifer Hong; David W Roberts; Joshua P Aronson; Keith D Paulsen
Journal:  IEEE Trans Biomed Eng       Date:  2020-11-19       Impact factor: 4.538

Review 7.  Augmenting Surgery via Multi-scale Modeling and Translational Systems Biology in the Era of Precision Medicine: A Multidisciplinary Perspective.

Authors:  Ghassan S Kassab; Gary An; Edward A Sander; Michael I Miga; Julius M Guccione; Songbai Ji; Yoram Vodovotz
Journal:  Ann Biomed Eng       Date:  2016-03-25       Impact factor: 3.934

Review 8.  Computational Modeling for Enhancing Soft Tissue Image Guided Surgery: An Application in Neurosurgery.

Authors:  Michael I Miga
Journal:  Ann Biomed Eng       Date:  2015-09-09       Impact factor: 3.934

9.  Retrospective study comparing model-based deformation correction to intraoperative magnetic resonance imaging for image-guided neurosurgery.

Authors:  Ma Luo; Sarah F Frisken; Jared A Weis; Logan W Clements; Prashin Unadkat; Reid C Thompson; Alexandra J Golby; Michael I Miga
Journal:  J Med Imaging (Bellingham)       Date:  2017-09-13

10.  Intraoperative image updating for brain shift following dural opening.

Authors:  Xiaoyao Fan; David W Roberts; Timothy J Schaewe; Songbai Ji; Leslie H Holton; David A Simon; Keith D Paulsen
Journal:  J Neurosurg       Date:  2016-09-09       Impact factor: 5.115

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