Literature DB >> 21787171

Comparison of acute and chronic traumatic brain injury using semi-automatic multimodal segmentation of MR volumes.

Andrei Irimia1, Micah C Chambers, Jeffry R Alger, Maria Filippou, Marcel W Prastawa, Bo Wang, David A Hovda, Guido Gerig, Arthur W Toga, Ron Kikinis, Paul M Vespa, John D Van Horn.   

Abstract

Although neuroimaging is essential for prompt and proper management of traumatic brain injury (TBI), there is a regrettable and acute lack of robust methods for the visualization and assessment of TBI pathophysiology, especially for of the purpose of improving clinical outcome metrics. Until now, the application of automatic segmentation algorithms to TBI in a clinical setting has remained an elusive goal because existing methods have, for the most part, been insufficiently robust to faithfully capture TBI-related changes in brain anatomy. This article introduces and illustrates the combined use of multimodal TBI segmentation and time point comparison using 3D Slicer, a widely-used software environment whose TBI data processing solutions are openly available. For three representative TBI cases, semi-automatic tissue classification and 3D model generation are performed to perform intra-patient time point comparison of TBI using multimodal volumetrics and clinical atrophy measures. Identification and quantitative assessment of extra- and intra-cortical bleeding, lesions, edema, and diffuse axonal injury are demonstrated. The proposed tools allow cross-correlation of multimodal metrics from structural imaging (e.g., structural volume, atrophy measurements) with clinical outcome variables and other potential factors predictive of recovery. In addition, the workflows described are suitable for TBI clinical practice and patient monitoring, particularly for assessing damage extent and for the measurement of neuroanatomical change over time. With knowledge of general location, extent, and degree of change, such metrics can be associated with clinical measures and subsequently used to suggest viable treatment options.

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Year:  2011        PMID: 21787171      PMCID: PMC3218448          DOI: 10.1089/neu.2011.1920

Source DB:  PubMed          Journal:  J Neurotrauma        ISSN: 0897-7151            Impact factor:   5.269


  52 in total

1.  Whole brain segmentation: automated labeling of neuroanatomical structures in the human brain.

Authors:  Bruce Fischl; David H Salat; Evelina Busa; Marilyn Albert; Megan Dieterich; Christian Haselgrove; Andre van der Kouwe; Ron Killiany; David Kennedy; Shuna Klaveness; Albert Montillo; Nikos Makris; Bruce Rosen; Anders M Dale
Journal:  Neuron       Date:  2002-01-31       Impact factor: 17.173

2.  Voxel-based lesion-symptom mapping.

Authors:  Elizabeth Bates; Stephen M Wilson; Ayse Pinar Saygin; Frederic Dick; Martin I Sereno; Robert T Knight; Nina F Dronkers
Journal:  Nat Neurosci       Date:  2003-05       Impact factor: 24.884

3.  Diffusion-weighted imaging for the evaluation of diffuse axonal injury in closed head injury.

Authors:  Thierry A G M Huisman; A Gregory Sorensen; Klaus Hergan; R Gilberto Gonzalez; Pamela W Schaefer
Journal:  J Comput Assist Tomogr       Date:  2003 Jan-Feb       Impact factor: 1.826

4.  Blast-related traumatic brain injury: what is known?

Authors:  Katherine H Taber; Deborah L Warden; Robin A Hurley
Journal:  J Neuropsychiatry Clin Neurosci       Date:  2006       Impact factor: 2.198

5.  Assessing spatial relationships between axonal integrity, regional brain volumes, and neuropsychological outcomes after traumatic axonal injury.

Authors:  Matthew A Warner; Carlos Marquez de la Plata; Jeffrey Spence; Jun Yi Wang; Caryn Harper; Carol Moore; Michael Devous; Ramon Diaz-Arrastia
Journal:  J Neurotrauma       Date:  2010-11-22       Impact factor: 5.269

6.  Multimodality image registration by maximization of mutual information.

Authors:  F Maes; A Collignon; D Vandermeulen; G Marchal; P Suetens
Journal:  IEEE Trans Med Imaging       Date:  1997-04       Impact factor: 10.048

7.  Traumatic brain injury: from bench to bedside [corrected] to society.

Authors:  Anthony J-W Chen; Mark D'Esposito
Journal:  Neuron       Date:  2010-04-15       Impact factor: 17.173

Review 8.  Neuroimaging in traumatic brain imaging.

Authors:  Bruce Lee; Andrew Newberg
Journal:  NeuroRx       Date:  2005-04

9.  A brain tumor segmentation framework based on outlier detection.

Authors:  Marcel Prastawa; Elizabeth Bullitt; Sean Ho; Guido Gerig
Journal:  Med Image Anal       Date:  2004-09       Impact factor: 8.545

Review 10.  Susceptibility-weighted MR imaging: a review of clinical applications in children.

Authors:  K A Tong; S Ashwal; A Obenaus; J P Nickerson; D Kido; E M Haacke
Journal:  AJNR Am J Neuroradiol       Date:  2007-10-09       Impact factor: 3.825

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  24 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.  Modeling 4D Pathological Changes by Leveraging Normative Models.

Authors:  Bo Wang; Marcel Prastawa; Andrei Irimia; Avishek Saha; Wei Liu; S Y Matthew Goh; Paul M Vespa; John D Van Horn; Guido Gerig
Journal:  Comput Vis Image Underst       Date:  2016-10       Impact factor: 3.876

Review 3.  Structural and connectomic neuroimaging for the personalized study of longitudinal alterations in cortical shape, thickness and connectivity after traumatic brain injury.

Authors:  A Irimia; S Y Goh; C M Torgerson; P Vespa; J D Van Horn
Journal:  J Neurosurg Sci       Date:  2014-05-20       Impact factor: 2.279

4.  Electroencephalographic inverse localization of brain activity in acute traumatic brain injury as a guide to surgery, monitoring and treatment.

Authors:  Andrei Irimia; S-Y Matthew Goh; Carinna M Torgerson; Nathan R Stein; Micah C Chambers; Paul M Vespa; John D Van Horn
Journal:  Clin Neurol Neurosurg       Date:  2013-08-12       Impact factor: 1.876

Review 5.  A review of magnetic resonance imaging and diffusion tensor imaging findings in mild traumatic brain injury.

Authors:  M E Shenton; H M Hamoda; J S Schneiderman; S Bouix; O Pasternak; Y Rathi; M-A Vu; M P Purohit; K Helmer; I Koerte; A P Lin; C-F Westin; R Kikinis; M Kubicki; R A Stern; R Zafonte
Journal:  Brain Imaging Behav       Date:  2012-06       Impact factor: 3.978

Review 6.  Cerebral microhemorrhages due to traumatic brain injury and their effects on the aging human brain.

Authors:  Andrei Irimia; John D Van Horn; Paul M Vespa
Journal:  Neurobiol Aging       Date:  2018-03-06       Impact factor: 4.673

7.  Subarachnoid Hemorrhage and Cerebral Perfusion Are Associated with Brain Volume Decrease in a Cohort of Predominantly Mild Traumatic Brain Injury Patients.

Authors:  Lisa A van der Kleij; Jill B De Vis; Matthew C Restivo; L Christine Turtzo; Jeroen Hendrikse; Lawrence L Latour
Journal:  J Neurotrauma       Date:  2019-12-05       Impact factor: 5.269

8.  Forward and inverse electroencephalographic modeling in health and in acute traumatic brain injury.

Authors:  Andrei Irimia; S Y Matthew Goh; Carinna M Torgerson; Micah C Chambers; Ron Kikinis; John D Van Horn
Journal:  Clin Neurophysiol       Date:  2013-06-06       Impact factor: 3.708

9.  A Patient-Specific Segmentation Framework for Longitudinal MR Images of Traumatic Brain Injury.

Authors:  Bo Wang; Marcel Prastawa; Andrei Irimia; Micah C Chambers; Paul M Vespa; John D Van Horn; Guido Gerig
Journal:  Proc SPIE Int Soc Opt Eng       Date:  2012-03-23

10.  Multimodal deformable registration of traumatic brain injury MR volumes via the Bhattacharyya distance.

Authors:  Yifei Lou; Andrei Irimia; Patricio A Vela; Micah C Chambers; John D Van Horn; Paul M Vespa; Allen R Tannenbaum
Journal:  IEEE Trans Biomed Eng       Date:  2013-09       Impact factor: 4.538

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