Literature DB >> 18029982

A robust framework for soft tissue simulations with application to modeling brain tumor mass effect in 3D MR images.

Cosmina Hogea1, George Biros, Feby Abraham, Christos Davatzikos.   

Abstract

We present a framework for black-box and flexible simulation of soft tissue deformation for medical imaging and surgical planning applications. Our main motivation in the present work is to develop robust algorithms that allow batch processing for registration of brains with tumors to statistical atlases of normal brains and construction of brain tumor atlases. We describe a fully Eulerian formulation able to handle large deformations effortlessly, with a level-set-based approach for evolving fronts. We use a regular grid-fictitious domain method approach, in which we approximate coefficient discontinuities, distributed forces and boundary conditions. This approach circumvents the need for unstructured mesh generation, which is often a bottleneck in the modeling and simulation pipeline. Our framework employs penalty approaches to impose boundary conditions and uses a matrix-free implementation coupled with a multigrid-accelerated Krylov solver. The overall scheme results in a scalable method with minimal storage requirements and optimal algorithmic complexity. We illustrate the potential of our framework to simulate realistic brain tumor mass effects at reduced computational cost, for aiding the registration process towards the construction of brain tumor atlases.

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Year:  2007        PMID: 18029982     DOI: 10.1088/0031-9155/52/23/008

Source DB:  PubMed          Journal:  Phys Med Biol        ISSN: 0031-9155            Impact factor:   3.609


  20 in total

1.  Simulation of brain mass effect with an arbitrary Lagrangian and Eulerian FEM.

Authors:  Yasheng Chen; Songbai Ji; Xunlei Wu; Hongyu An; Hongtu Zhu; Dinggang Shen; Weili Lin
Journal:  Med Image Comput Comput Assist Interv       Date:  2010

2.  Deformable registration of glioma images using EM algorithm and diffusion reaction modeling.

Authors:  Ali Gooya; George Biros; Christos Davatzikos
Journal:  IEEE Trans Med Imaging       Date:  2010-09-27       Impact factor: 10.048

3.  A comparative study of biomechanical simulators in deformable registration of brain tumor images.

Authors:  Evangelia I Zacharaki; Cosmina S Hogea; George Biros; Christos Davatzikos
Journal:  IEEE Trans Biomed Eng       Date:  2008-03       Impact factor: 4.538

Review 4.  Deformable medical image registration: a survey.

Authors:  Aristeidis Sotiras; Christos Davatzikos; Nikos Paragios
Journal:  IEEE Trans Med Imaging       Date:  2013-05-31       Impact factor: 10.048

5.  Epidermal Growth Factor Receptor Extracellular Domain Mutations in Glioblastoma Present Opportunities for Clinical Imaging and Therapeutic Development.

Authors:  Zev A Binder; Amy Haseley Thorne; Spyridon Bakas; E Paul Wileyto; Michel Bilello; Hamed Akbari; Saima Rathore; Sung Min Ha; Logan Zhang; Cole J Ferguson; Sonika Dahiya; Wenya Linda Bi; David A Reardon; Ahmed Idbaih; Joerg Felsberg; Bettina Hentschel; Michael Weller; Stephen J Bagley; Jennifer J D Morrissette; MacLean P Nasrallah; Jianhui Ma; Ciro Zanca; Andrew M Scott; Laura Orellana; Christos Davatzikos; Frank B Furnari; Donald M O'Rourke
Journal:  Cancer Cell       Date:  2018-07-09       Impact factor: 31.743

6.  Personalized Radiotherapy Design for Glioblastoma: Integrating Mathematical Tumor Models, Multimodal Scans, and Bayesian Inference.

Authors:  Jana Lipkova; Panagiotis Angelikopoulos; Stephen Wu; Esther Alberts; Benedikt Wiestler; Christian Diehl; Christine Preibisch; Thomas Pyka; Stephanie E Combs; Panagiotis Hadjidoukas; Koen Van Leemput; Petros Koumoutsakos; John Lowengrub; Bjoern Menze
Journal:  IEEE Trans Med Imaging       Date:  2019-02-27       Impact factor: 10.048

7.  Multi-stage Association Analysis of Glioblastoma Gene Expressions with Texture and Spatial Patterns.

Authors:  Samar S M Elsheikh; Spyridon Bakas; Nicola J Mulder; Emile R Chimusa; Christos Davatzikos; Alessandro Crimi
Journal:  Brainlesion       Date:  2019-01-26

8.  Integrated Biophysical Modeling and Image Analysis: Application to Neuro-Oncology.

Authors:  Andreas Mang; Spyridon Bakas; Shashank Subramanian; Christos Davatzikos; George Biros
Journal:  Annu Rev Biomed Eng       Date:  2020-06-04       Impact factor: 9.590

9.  Non-diffeomorphic registration of brain tumor images by simulating tissue loss and tumor growth.

Authors:  Evangelia I Zacharaki; Cosmina S Hogea; Dinggang Shen; George Biros; Christos Davatzikos
Journal:  Neuroimage       Date:  2009-07-01       Impact factor: 6.556

10.  An image-driven parameter estimation problem for a reaction-diffusion glioma growth model with mass effects.

Authors:  Cosmina Hogea; Christos Davatzikos; George Biros
Journal:  J Math Biol       Date:  2007-11-17       Impact factor: 2.259

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