Literature DB >> 21813362

Multiscale modeling for image analysis of brain tumor studies.

Stefan Bauer1, Christian May, Dimitra Dionysiou, Georgios Stamatakos, Philippe Büchler, Mauricio Reyes.   

Abstract

Image-based modeling of tumor growth combines methods from cancer simulation and medical imaging. In this context, we present a novel approach to adapt a healthy brain atlas to MR images of tumor patients. In order to establish correspondence between a healthy atlas and a pathologic patient image, tumor growth modeling in combination with registration algorithms is employed. In a first step, the tumor is grown in the atlas based on a new multiscale, multiphysics model including growth simulation from the cellular level up to the biomechanical level, accounting for cell proliferation and tissue deformations. Large-scale deformations are handled with an Eulerian approach for finite element computations, which can operate directly on the image voxel mesh. Subsequently, dense correspondence between the modified atlas and patient image is established using nonrigid registration. The method offers opportunities in atlas-based segmentation of tumor-bearing brain images as well as for improved patient-specific simulation and prognosis of tumor progression.
© 2011 IEEE

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Year:  2011        PMID: 21813362     DOI: 10.1109/TBME.2011.2163406

Source DB:  PubMed          Journal:  IEEE Trans Biomed Eng        ISSN: 0018-9294            Impact factor:   4.538


  7 in total

1.  A Generative Probabilistic Model and Discriminative Extensions for Brain Lesion Segmentation--With Application to Tumor and Stroke.

Authors:  Bjoern H Menze; Koen Van Leemput; Danial Lashkari; Tammy Riklin-Raviv; Ezequiel Geremia; Esther Alberts; Philipp Gruber; Susanne Wegener; Marc-Andre Weber; Gabor Szekely; Nicholas Ayache; Polina Golland
Journal:  IEEE Trans Med Imaging       Date:  2015-11-20       Impact factor: 10.048

2.  Automatic Brain Tumor Classification via Lion Plus Dragonfly Algorithm.

Authors:  B Leena; A N Jayanthi
Journal:  J Digit Imaging       Date:  2022-06-16       Impact factor: 4.903

3.  Hypothetical generalized framework for a new imaging endpoint of therapeutic activity in early phase clinical trials in brain tumors.

Authors:  Benjamin M Ellingson; Elizabeth R Gerstner; Andrew B Lassman; Caroline Chung; Howard Colman; Patricia E Cole; David Leung; Joshua E Allen; Manmeet S Ahluwalia; Jerrold Boxerman; Matthew Brown; Jonathan Goldin; Edjah Nduom; Islam Hassan; Mark R Gilbert; Ingo K Mellinghoff; Michael Weller; Susan Chang; David Arons; Clair Meehan; Wendy Selig; Kirk Tanner; W K Alfred Yung; Martin van den Bent; Patrick Y Wen; Timothy F Cloughesy
Journal:  Neuro Oncol       Date:  2022-08-01       Impact factor: 13.029

4.  A Numerical Handling of the Boundary Conditions Imposed by the Skull on an Inhomogeneous Diffusion-Reaction Model of Glioblastoma Invasion Into the Brain: Clinical Validation Aspects.

Authors:  Georgios S Stamatakos; Stavroula G Giatili
Journal:  Cancer Inform       Date:  2017-02-03

5.  Multi-Modal Brain Tumor Detection Using Deep Neural Network and Multiclass SVM.

Authors:  Sarmad Maqsood; Robertas Damaševičius; Rytis Maskeliūnas
Journal:  Medicina (Kaunas)       Date:  2022-08-12       Impact factor: 2.948

6.  Fibre tract segmentation for intraoperative diffusion MRI in neurosurgical patients using tract-specific orientation atlas and tumour deformation modelling.

Authors:  Fiona Young; Kristian Aquilina; Chris A Clark; Jonathan D Clayden
Journal:  Int J Comput Assist Radiol Surg       Date:  2022-04-25       Impact factor: 3.421

7.  Multispectral co-occurrence of wavelet coefficients for malignancy assessment of brain tumors.

Authors:  Shaswati Roy; Pradipta Maji
Journal:  PLoS One       Date:  2021-06-17       Impact factor: 3.240

  7 in total

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