Multivariate Analysis of Structural and Diffusion Imaging in Traumatic Brain Injury

Academic Radiology

Volumn 15, Issue 11, 2008, Pages 1360-1375

  Avants, Brian ^a   Duda, Jeffrey T ^a   Kim, Junghoon ^b   Zhang, Hui ^a   Pluta, John ^a   Gee, James C ^a   Whyte, John ^b  

^a UNIVERSITY OF PENNSYLVANIA   (United States)

^b MOSS REHABILITATION RESEARCH INSTITUTE   (United States)

Author keywords

Diffeomorphism; diffusion; morphometry; traumatic brain injury; unbiased

Indexed keywords

ADULT; ARTICLE; CLINICAL ARTICLE; CONTROLLED STUDY; DIFFUSION TENSOR IMAGING; FEMALE; HIPPOCAMPUS; HUMAN; MALE; NEUROANATOMY; PRIORITY JOURNAL; THALAMUS; TRAUMATIC BRAIN INJURY; WHITE MATTER;

ADULT; BRAIN; BRAIN INJURIES; COHORT STUDIES; DIFFUSION MAGNETIC RESONANCE IMAGING; ECHO-PLANAR IMAGING; FEMALE; HIPPOCAMPUS; HUMANS; IMAGE PROCESSING, COMPUTER-ASSISTED; MALE; MIDDLE AGED; MULTIVARIATE ANALYSIS; THALAMUS;

EID: 55149110117     PISSN: 10766332     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.acra.2008.07.007     Document Type: Article

References (70)

1. Furlow B. Diagnostic imaging of traumatic brain injury. Radiol Technol 78 (2006) 145-156 quiz 157-159.
2. Hoge C.W., McGurk D., Thomas J.L., et al. Mild traumatic brain injury in U.S. Soldiers returning from Iraq. N Engl J Med 358 (2008) 453-463
3. Kraus M.F., Susmaras T., Caughlin B.P., et al. White matter integrity and cognition in chronic traumatic brain injury: a diffusion tensor imaging study. Brain 130 (2007) 2508-2519
4. Mendez C.V., Hurley R.A., Lassonde M., et al. Mild traumatic brain injury: neuroimaging of sports-related concussion. J Neuropsychiatry Clin Neurosci 17 (2005) 297-303
5. Chen J.K., Johnston K.M., Petrides M., et al. Neural substrates of symptoms of depression following concussion in male athletes with persisting postconcussion symptoms. Arch Gen Psychiatry 65 (2008) 81-89
6. Kim J., Avants B., Patel S., et al. Structural consequences of diffuse traumatic brain injury: a large deformation tensor-based morphometry study. Neuroimage 39 (2008) 1014-1026
7. Levin H.S. Neuroplasticity following non-penetrating traumatic brain injury. Brain Inj 17 (2003) 665-674
8. Miles L., Grossman R.J., Johnson G., et al. Short-term DTI predictors of cognitive dysfunction in mild traumatic brain injury. Brain Inj 22 (2008) 115-122
9. Sidaros A., Engberg A.W., Sidaros K., et al. Diffusion tensor imaging during recovery from severe traumatic brain injury and relation to clinical outcome: a longitudinal study. Brain 131 (2008) 559-572
10. Gale S.D., Baxter L., Roundy N., et al. Traumatic brain injury and grey matter concentration: a preliminary voxel based morphometry study. J Neurol Neurosurg Psychiatry 76 (2005) 984-988
11. Tomaiuolo F., Carlesimo G.A., Di Paola M., et al. Gross morphology and morphometric sequelae in the hippocampus, fornix, and corpus callosum of patients with severe non-missile traumatic brain injury without macroscopically detectable lesions: a T1 weighted MRI study. J Neurol Neurosurg Psychiatry 75 (2004) 1314-1322
12. Salmond C.H., Chatfield D.A., Menon D.K., et al. Cognitive sequelae of head injury: involvement of basal forebrain and associated structures. Brain 128 (2005) 189-200
13. Graham D.I., Maxwell W.L., Adams J.H., et al. Novel aspects of the neuropathology of the vegetative state after blunt head injury. Prog Brain Res 150 (2005) 445-455
14. Zhang L., Yang K.H., and King A.I. A proposed injury threshold for mild traumatic brain injury. J Biomech Eng 126 (2004) 226-236
15. Maxwell W.L., Pennington K., MacKinnon M.A., et al. Differential responses in three thalamic nuclei in moderately disabled, severely disabled and vegetative patients after blunt head injury. Brain 127 (2004) 2470-2478
16. Adams J.H., Graham D.I., and Jennett B. The neuropathology of the vegetative state after an acute brain insult. Brain 123 (2000) 1327-1338
17. Maxwell W.L., MacKinnon M.A., Smith D.H., et al. Thalamic nuclei after human blunt head injury. J Neuropathol Exp Neurol 65 (2006) 478-488
18. Kotapka M.J., Graham D.I., Adams J.H., et al. Hippocampal pathology in fatal human head injury without high intracranial pressure. J Neurotrauma 11 (1994) 317-324
19. Ahn H.Y., Kim S.H., Han B.S., et al. Focal lesions of the corticospinal tract demonstrated by diffusion tensor imaging in patients with diffuse axonal injury. NeuroRehabilitation 21 (2006) 239-243
20. Bazarian J.J., Zhong J., Blyth B., et al. Diffusion tensor imaging detects clinically important axonal damage after mild traumatic brain injury: a pilot study. J Neurotrauma 24 (2007) 1447-1459
21. Mac Donald C.L., Dikranian K., Bayly P., et al. Diffusion tensor imaging reliably detects experimental traumatic axonal injury and indicates approximate time of injury. J Neurosci 27 (2007) 11869-11876
22. Lee H.W., Choi C.G., and Chun M.H. Usefulness of diffusion tensor imaging for evaluation of motor function in patients with traumatic brain injury: three case studies. J Head Trauma Rehabil 21 (2006) 272-278
23. Song S.K., Sun S.W., Ramsbottom M.J., et al. Dysmyelination revealed through MRI as increased radial (but unchanged axial) diffusion of water. Neuroimage 17 (2002) 1429-1436
24. Mori S., and Zhang J. Principles of diffusion tensor imaging and its applications to basic neuroscience research. Neuron 51 (2006) 527-539
25. Ardekani A.B., Bappal A., D'Angelo D., et al. Brain morphometry using diffusion-weighted magnetic resonance imaging: application to schizophrenia. Neuroreport 16 (2005) 1455-1459
26. Sugiyama S., Kondo T., Higano S., et al. Diffusion tensor imaging fiber tractography for evaluating diffuse axonal injury. Brain Inj 21 (2007) 413-419
27. Levin H.S., Benavidez D.A., Verger-Maestre K., et al. Reduction of corpus callosum growth after severe traumatic brain injury in children. Neurology 54 (2000) 647-653
28. Ewing-Cobbs L.E., Hasan K.M., Prasad M.R., et al. Corpus callosum diffusion anisotropy correlates with neuropsychological outcomes in twins disconcordant for traumatic brain injury. AJNR Am J Neuroradiol 27 (2006) 879-881
29. Hashimoto K., Okumura A., Shinoda J., et al. Tensor magnetic resonance imaging in a case of mild traumatic brain injury with lowered verbal intelligence quotient. J Rehabil Med 39 (2007) 418-420
30. Inglese M., Makani S., Johnson G., et al. Diffuse axonal injury in mild traumatic brain injury: a diffusion tensor imaging study. J Neurosurg 103 (2005) 298-303
31. Nakayama N., Okumura A., Shinoda J., et al. Evidence for white matter disruption in traumatic brain injury without macroscopic lesions. J Neurol Neurosurg Psychiatry 77 (2006) 850-855
32. Xu J., Rasmussen I.A., Lagopoulos J., et al. Diffuse axonal injury in severe traumatic brain injury visualized using high-resolution diffusion tensor imaging. J Neurotrauma 24 (2007) 753-765
33. Le T.H., Mukherjee P., Henry R.G., et al. Diffusion tensor imaging with three-dimensional fiber tractography of traumatic axonal shearing injury: an imaging correlate for the posterior callosal "disconnection" syndrome: case report. Neurosurgery 56 (2005) 189
34. Yasokawa Y.T., Shinoda J., Okumura A., et al. Correlation between diffusion-tensor magnetic resonance imaging and motor-evoked potential in chronic severe diffuse axonal injury. J Neurotrauma 24 (2007) 163-173
35. Han B.S., Kim S.H., Kim O.L., et al. Recovery of corticospinal tract with diffuse axonal injury: a diffusion tensor image study. NeuroRehabilitation 22 (2007) 151-155
36. Kantarci K., Jack C.R., Xu Y.C., et al. Mild cognitive impairment and Alzheimer disease: regional diffusivity of water. Radiology 219 (2001) 101-107
37. Chappell M.H., Ulug A.M., Zhang L., et al. Distribution of microstructural damage in the brains of professional boxers: a diffusion MRI study. J Magn Reson Imaging (2006)
38. Ray K.M., Wang H., Chu Y., et al. Mild cognitive impairment: apparent diffusion coefficient in regional gray matter and white matter structures. Radiology 241 (2006) 197-205
39. Salmond C.H., Menon D.K., Chatfield D.A., et al. Diffusion tensor imaging in chronic head injury survivors: correlations with learning and memory indices. Neuroimage 29 (2006) 117-124
40. Duan Y., Li X., and Xi Y. Thalamus segmentation from diffusion tensor magnetic resonance imaging. Int J Biomed Imaging 2007 (2007) 90216
41. Wiegell M.R., Tuch D.S., Larsson H.B.W., et al. Automatic segmentation of thalamic nuclei from diffusion tensor magnetic resonance imaging. Neuroimage 19 (2003) 391-401
42. Miller M.I., Christensen G.E., Amit Y., et al. Mathematical textbook of deformable neuroanatomies. Proc Natl Acad Sci U S A 90 (1993) 11944-11948
43. Park H.-J., Kubicki M., Shenton M.E., et al. Spatial normalization of diffusion tensor MRI using multiple channels. Neuroimage 20 (2003) 1995-2009
44. Studholme C. Dense feature deformation morphometry: incorporating DTI data into conventional MRI morphometry. Med Image Anal (2008) Apr 16. Epub ahead of print.
45. Miller M.I., Beg M.F., Ceritoglu C., et al. Increasing the power of functional maps of the medial temporal lobe by using large deformation diffeomorphic metric mapping. PNAS 102 (2005) 9685-9690
46. Yan C., Miller M.I., Winslow R.L., et al. Large deformation diffeomorphic metric mapping of vector fields. TMI 24 (2005) 1216-1230
47. Zhang H., Yushkevich P.A., Alexander D.C., et al. Deformable registration of diffusion tensor MR images with explicit orientation optimization. Med Image Anal 10 (2006) 764-785
48. Zhang H., Avants B.B., Yushkevich P.A., et al. High-dimensional spatial normalization of diffusion tensor images improves the detection of white matter differences: an example study using amyotrophic lateral sclerosis. IEEE Trans Med Imaging 26 (2007) 1585-1597
49. Mangin J., Poupon C., Clark C., et al. Distortion correction and robust tensor estimation for MR diffusion imaging. Med Image Anal 6 (2003) 191-198
50. Miller M., Trouve A., and Younes L. On the metrics and Euler-Lagrange equations of computational anatomy. Annu Rev Biomed Eng 4 (2002) 375-405
51. Avants B.B., Epstein C.L., Grossman M., et al. Symmetric diffeomorphic image registration with cross-correlation: evaluating automated labeling of elderly and neurodegenerative brain. Med Image Anal 12 (2008) 26-41
52. Alexander D.C., Pierpaoli C., Basser P.J., et al. Spatial transformations of diffusion tensor magnetic resonance images. IEEE Trans Med Imaging 20 (2001) 1131-1139
53. Arsigny V., Fillard P., Pennec X., et al. Log-Euclidean metrics for fast and simple calculus on diffusion tensors. Magn Reson Med 56 (2006) 411-421
54. Kindlmann G., Estepar R.S., Niethammer M., et al. Geodesic-loxodromes for diffusion tensor interpolation and difference measurement. Conference on Medical Image Computing and Computer Aided Intervention 10 (2007) 1-9
55. Avants B.B., and Gee J.C. Formulation and evaluation of variational curve matching with prior constraints. In: Gee J.C., Maintz J.B.A., and Vannier M.W. (Eds). Biomedical image registration (2003), Springer-Verlag, Heidelberg, Germany 21-30
56. Hermosillo G., Chefd'Hotel C., and Faugeras O. A variational approach to multi-modal image matching. Intl J Comp Vis 50 (2002) 329-343
57. Avants B.B., Giannetta J., Gee J.C., et al. Analyzing long term effects of cocaine exposure on adolescent brain structure with symmetric diffeomorphisms. Mathematical Methods in Biomedical Image Analysis (2006) New York City.
58. Beg M.F., and Khan A. Symmetric data attachment terms for large deformation image registration. IEEE Trans Med Imaging 26 (2007) 1179-1189
59. Thirion J.P. Non-rigid matching using demons. IEEE Computer Vision and Pattern Recognition (1996) 245-251
60. Yushkevich P.A., Detre J.A., Mechanic-Hamilton A., et al. Hippocampus-specific fMRI group activation analysis using the continuous medial representation. Neuroimage 35 (2007) 1516-1530
61. Langers D.R.M., Jansen J.F.A., and Backes W.H. Enhanced signal detection in neuroimaging by means of regional control of the global false discovery rate. Neuroimage 38 (2007) 43-56
62. Hammers A., Heckemann R., Koepp M.J., et al. Automatic detection and quantification of hippocampal atrophy on MRI in temporal lobe epilepsy: a proof-of-principle study. Neuroimage 36 (2007) 38-47
63. O'Sullivan M., Singhal S., Charlton R., et al. Diffusion tensor imaging of thalamus correlates with cognition in CADASIL without dementia. Neurology 62 (2004) 702-707
64. Schiff N.D., Giacino J.T., Kalmar K., et al. Behavioural improvements with thalamic stimulation after severe traumatic brain injury. Nature 448 (2007) 600-603
65. Drevets W.C. Neuroimaging studies of mood disorders. Biol Psychiatry 48 (2000) 813-829
66. McAllister T.W. Traumatic brain injury and psychosis: what is the connection?. Semin Clin Neuropsychiatry 3 (1998) 211-223
67. Sydykova D., Stahl R., Dietrich O., et al. Fiber connections between the cerebral cortex and the corpus callosum in Alzheimer's disease: a diffusion tensor imaging and voxel-based morphometry study. Cereb Cortex 17 (2007) 2276-2282
68. Naganawa S., Sato C., Ishihra S., et al. Serial evaluation of diffusion tensor brain fiber tracking in a patient with severe diffuse axonal injury. AJNR Am J Neuroradiol 25 (2004) 1553-1556
69. Rutgers D.R., Toulgoat F., Cazejust J., et al. White matter abnormalities in mild traumatic brain injury: a diffusion tensor imaging study. AJNR Am J Neuroradiol 29 (2008) 514-519
70. Wilde E.A., Bigler E.D., Haider J.M., et al. Vulnerability of the anterior commissure in moderate to severe pediatric traumatic brain injury. J Child Neurol 21 (2006) 769-776