Skip to main content
Top
Published in: International Journal of Computer Assisted Radiology and Surgery 3/2015

01-03-2015 | Original Article

Multi-contrast unbiased MRI atlas of a Parkinson’s disease population

Authors: Yiming Xiao, Vladimir Fonov, Silvain Bériault, Fahd Al Subaie, M. Mallar Chakravarty, Abbas F. Sadikot, G. Bruce Pike, D. Louis Collins

Published in: International Journal of Computer Assisted Radiology and Surgery | Issue 3/2015

Log in

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

Purpose

Parkinson’s disease (PD) is the second leading neurodegenerative disease after Alzheimer’s disease. In PD research and its surgical treatment, such as deep brain stimulation (DBS), anatomical structural identification and references for spatial normalization are essential, and human brain atlases/templates are proven highly instrumental. However, two shortcomings affect current templates used for PD. First, many templates are derived from a single healthy subject that is not sufficiently representative of the PD-population anatomy. This may result in suboptimal surgical plans for DBS surgery and biased analysis for morphological studies. Second, commonly used mono-contrast templates lack sufficient image contrast for some subcortical structures (i.e., subthalamic nucleus) and biochemical information (i.e., iron content), a valuable feature in current PD research.

Methods

We employed a novel T1–T2* fusion MRI that visualizes both cortical and subcortical structures to drive groupwise registration to create co-registered multi-contrast (T1w, T2*w, T1–T2* fusion, phase, and an R2* map) unbiased templates from 15 PD patients, and a high-resolution histology-derived 3D atlas is co-registered. For validation, these templates are compared against the Colin27 template for landmark registration and midbrain nuclei segmentation.

Results

While the T1w, T2*w, and T1–T2* fusion templates provide excellent anatomical details for both cortical and subcortical structures, the phase and R2* map contain the biochemical features. By one-way ANOVA tests, our templates significantly (\(p<0.05\)) outperform the Colin27 template in the registration-based tasks.

Conclusion

The proposed unbiased templates are more representative of the population of interest and can benefit both the surgical planning and research of PD.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Literature
1.
go back to reference Rajput AH, Offord KP, Beard CM, Kurland LT (1984) Epidemiology of parkinsonism: incidence, classification, and mortality. Ann Neurol 16(3):278–282CrossRefPubMed Rajput AH, Offord KP, Beard CM, Kurland LT (1984) Epidemiology of parkinsonism: incidence, classification, and mortality. Ann Neurol 16(3):278–282CrossRefPubMed
2.
go back to reference Kleiner-Fisman G, Fisman DN, Sime E, Saint-Cyr JA, Lozano AM, Lang AE (2003) Long-term follow up of bilateral deep brain stimulation of the subthalamic nucleus in patients with advanced Parkinson disease. J Neurosurg 99(3):489–495CrossRefPubMed Kleiner-Fisman G, Fisman DN, Sime E, Saint-Cyr JA, Lozano AM, Lang AE (2003) Long-term follow up of bilateral deep brain stimulation of the subthalamic nucleus in patients with advanced Parkinson disease. J Neurosurg 99(3):489–495CrossRefPubMed
3.
go back to reference Vingerhoets FJ, Villemure JG, Temperli P, Pollo C, Pralong E, Ghika J (2002) Subthalamic DBS replaces levodopa in Parkinson’s disease: two-year follow-up. Neurology 58(3):396–401CrossRefPubMed Vingerhoets FJ, Villemure JG, Temperli P, Pollo C, Pralong E, Ghika J (2002) Subthalamic DBS replaces levodopa in Parkinson’s disease: two-year follow-up. Neurology 58(3):396–401CrossRefPubMed
4.
go back to reference Schaltenbrand G, Wahren W (1977) Atlas for stereotaxy of the human brain. 2nd, rev. and enl. edn. Year Book Medical Publishers, Chicago Schaltenbrand G, Wahren W (1977) Atlas for stereotaxy of the human brain. 2nd, rev. and enl. edn. Year Book Medical Publishers, Chicago
5.
go back to reference Talairach J, Tournoux P (1988) Co-planar stereotaxic atlas of the human brain : 3-dimensional proportional system : an approach to cerebral imaging. G. Thieme; New York Talairach J, Tournoux P (1988) Co-planar stereotaxic atlas of the human brain : 3-dimensional proportional system : an approach to cerebral imaging. G. Thieme; New York
6.
go back to reference Lalys F, Haegelen C, Ferre JC, El-Ganaoui O, Jannin P (2010) Construction and assessment of a 3-T MRI brain template. Neuroimage 49(1):345–354CrossRefPubMed Lalys F, Haegelen C, Ferre JC, El-Ganaoui O, Jannin P (2010) Construction and assessment of a 3-T MRI brain template. Neuroimage 49(1):345–354CrossRefPubMed
7.
go back to reference Bardinet E, Bhattacharjee M, Dormont D, Pidoux B, Malandain G, Schupbach M, Ayache N, Cornu P, Agid Y, Yelnik J (2009) A three-dimensional histological atlas of the human basal ganglia. II. Atlas deformation strategy and evaluation in deep brain stimulation for Parkinson disease. J Neurosurg 110(2):208–219CrossRefPubMed Bardinet E, Bhattacharjee M, Dormont D, Pidoux B, Malandain G, Schupbach M, Ayache N, Cornu P, Agid Y, Yelnik J (2009) A three-dimensional histological atlas of the human basal ganglia. II. Atlas deformation strategy and evaluation in deep brain stimulation for Parkinson disease. J Neurosurg 110(2):208–219CrossRefPubMed
8.
go back to reference Chakravarty MM, Sadikot AF, Germann J, Bertrand G, Collins DL (2008) Towards a validation of atlas warping techniques. Med Image Anal 12(6):713–726CrossRefPubMed Chakravarty MM, Sadikot AF, Germann J, Bertrand G, Collins DL (2008) Towards a validation of atlas warping techniques. Med Image Anal 12(6):713–726CrossRefPubMed
9.
go back to reference Haegelen C, Coupe P, Fonov V, Guizard N, Jannin P, Morandi X, Collins DL (2013) Automated segmentation of basal ganglia and deep brain structures in MRI of Parkinson’s disease. Int J Comput Assist Radiol Surg 8(1):99–110 Haegelen C, Coupe P, Fonov V, Guizard N, Jannin P, Morandi X, Collins DL (2013) Automated segmentation of basal ganglia and deep brain structures in MRI of Parkinson’s disease. Int J Comput Assist Radiol Surg 8(1):99–110
10.
go back to reference Murphy DGM, Decarli C, Schapiro MB, Rapoport SI, Horwitz B (1992) Age-related differences in volumes of subcortical nuclei, brain matter, and cerebrospinal-fluid in healthy-men as measured with magnetic-resonance-imaging. Arch Neurol Chicago 49(8):839–845CrossRefPubMed Murphy DGM, Decarli C, Schapiro MB, Rapoport SI, Horwitz B (1992) Age-related differences in volumes of subcortical nuclei, brain matter, and cerebrospinal-fluid in healthy-men as measured with magnetic-resonance-imaging. Arch Neurol Chicago 49(8):839–845CrossRefPubMed
11.
go back to reference Scahill RI, Frost C, Jenkins R, Whitwell JL, Rossor MN, Fox NC (2003) A longitudinal study of brain volume changes in normal aging using serial registered magnetic resonance imaging. Arch Neurol Chicago 60(7):989–994CrossRefPubMed Scahill RI, Frost C, Jenkins R, Whitwell JL, Rossor MN, Fox NC (2003) A longitudinal study of brain volume changes in normal aging using serial registered magnetic resonance imaging. Arch Neurol Chicago 60(7):989–994CrossRefPubMed
12.
go back to reference Hutchinson M, Raff U (2000) Structural changes of the substantia nigra in Parkinson’s disease as revealed by MR imaging. Am J Neuroradiol 21(4):697–701PubMed Hutchinson M, Raff U (2000) Structural changes of the substantia nigra in Parkinson’s disease as revealed by MR imaging. Am J Neuroradiol 21(4):697–701PubMed
13.
go back to reference Nagano-Saito A, Washimi Y, Arahata Y, Kachi T, Lerch JP, Evans AC, Dagher A, Ito K (2005) Cerebral atrophy and its relation to cognitive impairment in Parkinson disease. Neurology 64(2):224–229CrossRefPubMed Nagano-Saito A, Washimi Y, Arahata Y, Kachi T, Lerch JP, Evans AC, Dagher A, Ito K (2005) Cerebral atrophy and its relation to cognitive impairment in Parkinson disease. Neurology 64(2):224–229CrossRefPubMed
14.
go back to reference Montgomery EB (2010) Deep brain stimulation programming: principles and practice. Oxford University Press, Oxford Montgomery EB (2010) Deep brain stimulation programming: principles and practice. Oxford University Press, Oxford
15.
go back to reference Chakravarty MM, Sadikot AF, Germann J, Hellier P, Bertrand G, Collins DL (2009) Comparison of piece-wise linear, linear, and nonlinear atlas-to-patient warping techniques: analysis of the labeling of subcortical nuclei for functional neurosurgical applications. Hum Brain Mapp 30(11):3574–3595CrossRefPubMed Chakravarty MM, Sadikot AF, Germann J, Hellier P, Bertrand G, Collins DL (2009) Comparison of piece-wise linear, linear, and nonlinear atlas-to-patient warping techniques: analysis of the labeling of subcortical nuclei for functional neurosurgical applications. Hum Brain Mapp 30(11):3574–3595CrossRefPubMed
16.
go back to reference Richter EO, Hoque T, Halliday W, Lozano AM, Saint-Cyr JA (2004) Determining the position and size of the subthalamic nucleus based on magnetic resonance imaging results in patients with advanced Parkinson disease. J Neurosurg 100(3):541–546CrossRefPubMed Richter EO, Hoque T, Halliday W, Lozano AM, Saint-Cyr JA (2004) Determining the position and size of the subthalamic nucleus based on magnetic resonance imaging results in patients with advanced Parkinson disease. J Neurosurg 100(3):541–546CrossRefPubMed
17.
go back to reference Duval C, Panisset M, Strafella AP, Sadikot AF (2006) The impact of ventrolateral thalamotomy on tremor and voluntary motor behavior in patients with Parkinson’s disease. Exp Brain Res 170(2):160–171CrossRefPubMed Duval C, Panisset M, Strafella AP, Sadikot AF (2006) The impact of ventrolateral thalamotomy on tremor and voluntary motor behavior in patients with Parkinson’s disease. Exp Brain Res 170(2):160–171CrossRefPubMed
18.
go back to reference Lehericy S, Bardinet E, Tremblay L, Van de Moortele PF, Pochon JB, Dormont D, Kim DS, Yelnik J, Ugurbil K (2006) Motor control in basal ganglia circuits using fMRI and brain atlas approaches. Cereb Cortex 16(2):149–161CrossRefPubMed Lehericy S, Bardinet E, Tremblay L, Van de Moortele PF, Pochon JB, Dormont D, Kim DS, Yelnik J, Ugurbil K (2006) Motor control in basal ganglia circuits using fMRI and brain atlas approaches. Cereb Cortex 16(2):149–161CrossRefPubMed
19.
go back to reference Burton EJ, McKeith IG, Burn DJ, Williams ED, O’Brien JT (2004) Cerebral atrophy in Parkinson’s disease with and without dementia: a comparison with Alzheimer’s disease, dementia with Lewy bodies and controls. Brain 127(Pt 4):791–800CrossRefPubMed Burton EJ, McKeith IG, Burn DJ, Williams ED, O’Brien JT (2004) Cerebral atrophy in Parkinson’s disease with and without dementia: a comparison with Alzheimer’s disease, dementia with Lewy bodies and controls. Brain 127(Pt 4):791–800CrossRefPubMed
20.
go back to reference Summerfield C, Junque C, Tolosa E, Salgado-Pineda P, Gomez-Anson B, Marti MJ, Pastor P, Ramirez-Ruiz B, Mercader J (2005) Structural brain changes in Parkinson disease with dementia: a voxel-based morphometry study. Arch Neurol Chicago 62(2):281–285CrossRefPubMed Summerfield C, Junque C, Tolosa E, Salgado-Pineda P, Gomez-Anson B, Marti MJ, Pastor P, Ramirez-Ruiz B, Mercader J (2005) Structural brain changes in Parkinson disease with dementia: a voxel-based morphometry study. Arch Neurol Chicago 62(2):281–285CrossRefPubMed
21.
go back to reference Sudhyadhom A, Haq IU, Foote KD, Okun MS, Bova FJ (2009) A high resolution and high contrast MRI for differentiation of subcortical structures for DBS targeting: the fast gray matter acquisition T1 inversion recovery (FGATIR). Neuroimage 47(Suppl 2):T44–T52 Sudhyadhom A, Haq IU, Foote KD, Okun MS, Bova FJ (2009) A high resolution and high contrast MRI for differentiation of subcortical structures for DBS targeting: the fast gray matter acquisition T1 inversion recovery (FGATIR). Neuroimage 47(Suppl 2):T44–T52
22.
go back to reference Xiao Y, Bailey L, Chakravarty MM, Beriault S, Sadikot AF, Pike GB, Collins DL (2012) Atlas-based segmentation of the subthalamic nucleus, red nucleus, and substantia nigra for deep brain stimulation by incorporating multiple MRI contrasts. In: Information processing in computer-assisted interventions (IPCAI), pp 135–145 Xiao Y, Bailey L, Chakravarty MM, Beriault S, Sadikot AF, Pike GB, Collins DL (2012) Atlas-based segmentation of the subthalamic nucleus, red nucleus, and substantia nigra for deep brain stimulation by incorporating multiple MRI contrasts. In: Information processing in computer-assisted interventions (IPCAI), pp 135–145
23.
go back to reference Yelnik J, Bardinet E, Dormont D, Malandain G, Ourselin S, Tande D, Karachi C, Ayache N, Cornu P, Agid Y (2007) A three-dimensional, histological and deformable atlas of the human basal ganglia. I. Atlas construction based on immunohistochemical and MRI data. Neuroimage 34(2):618–638CrossRefPubMed Yelnik J, Bardinet E, Dormont D, Malandain G, Ourselin S, Tande D, Karachi C, Ayache N, Cornu P, Agid Y (2007) A three-dimensional, histological and deformable atlas of the human basal ganglia. I. Atlas construction based on immunohistochemical and MRI data. Neuroimage 34(2):618–638CrossRefPubMed
24.
go back to reference Pallavaram S, Dawant BM, Koyama T, Yu H, Neimat J, Konrad PE, D’Haese PF (2009) Validation of a fully automatic method for the routine selection of the anterior and posterior commissures in magnetic resonance images. Stereot Funct Neuros 87(3):148–154CrossRef Pallavaram S, Dawant BM, Koyama T, Yu H, Neimat J, Konrad PE, D’Haese PF (2009) Validation of a fully automatic method for the routine selection of the anterior and posterior commissures in magnetic resonance images. Stereot Funct Neuros 87(3):148–154CrossRef
25.
go back to reference Chakravarty MM, Bertrand G, Hodge CP, Sadikot AF, Collins DL (2006) The creation of a brain atlas for image guided neurosurgery using serial histological data. Neuroimage 30(2):359–376CrossRefPubMed Chakravarty MM, Bertrand G, Hodge CP, Sadikot AF, Collins DL (2006) The creation of a brain atlas for image guided neurosurgery using serial histological data. Neuroimage 30(2):359–376CrossRefPubMed
26.
go back to reference Guimond A, Meunier J, Thirion JP (1998) Automatic computation of average brain models. Lect Notes Comput Sc 1496:631–640CrossRef Guimond A, Meunier J, Thirion JP (1998) Automatic computation of average brain models. Lect Notes Comput Sc 1496:631–640CrossRef
27.
go back to reference Guimond A, Meunier J, Thirion JP (2000) Average brain models: a convergence study. Comput Vis Image Und 77(2):192–210CrossRef Guimond A, Meunier J, Thirion JP (2000) Average brain models: a convergence study. Comput Vis Image Und 77(2):192–210CrossRef
28.
go back to reference Bhatia KK, Aljabar P, Boardman JP, Srinivasan L, Murgasova M, Counsell SJ, Rutherford MA, Hajnal J, Edwards AD, Rueckert D (2007) Groupwise combined segmentation and registration for atlas construction. Med Image Comput Comput Assist Interv 10(Pt 1):532–540PubMed Bhatia KK, Aljabar P, Boardman JP, Srinivasan L, Murgasova M, Counsell SJ, Rutherford MA, Hajnal J, Edwards AD, Rueckert D (2007) Groupwise combined segmentation and registration for atlas construction. Med Image Comput Comput Assist Interv 10(Pt 1):532–540PubMed
29.
go back to reference Fonov V, Evans AC, Botteron K, Almli CR, McKinstry RC, Collins DL (2011) Unbiased average age-appropriate atlases for pediatric studies. Neuroimage 54(1):313–327CrossRefPubMedCentralPubMed Fonov V, Evans AC, Botteron K, Almli CR, McKinstry RC, Collins DL (2011) Unbiased average age-appropriate atlases for pediatric studies. Neuroimage 54(1):313–327CrossRefPubMedCentralPubMed
30.
go back to reference Joshi S, Davis B, Jomier M, Gerig G (2004) Unbiased diffeomorphic atlas construction for computational anatomy. Neuroimage 23(Suppl 1):S151–S160CrossRefPubMed Joshi S, Davis B, Jomier M, Gerig G (2004) Unbiased diffeomorphic atlas construction for computational anatomy. Neuroimage 23(Suppl 1):S151–S160CrossRefPubMed
31.
go back to reference Lorenzen P, Prastawa M, Davis B, Gerig G, Bullitt E, Joshi S (2006) Multi-modal image set registration and atlas formation. Med Image Anal 10(3):440–451CrossRefPubMedCentralPubMed Lorenzen P, Prastawa M, Davis B, Gerig G, Bullitt E, Joshi S (2006) Multi-modal image set registration and atlas formation. Med Image Anal 10(3):440–451CrossRefPubMedCentralPubMed
32.
go back to reference Shattuck DW, Mirza M, Adisetiyo V, Hojatkashani C, Salamon G, Narr KL, Poldrack RA, Bilder RM, Toga AW (2008) Construction of a 3D probabilistic atlas of human cortical structures. Neuroimage 39(3):1064–1080CrossRefPubMedCentralPubMed Shattuck DW, Mirza M, Adisetiyo V, Hojatkashani C, Salamon G, Narr KL, Poldrack RA, Bilder RM, Toga AW (2008) Construction of a 3D probabilistic atlas of human cortical structures. Neuroimage 39(3):1064–1080CrossRefPubMedCentralPubMed
33.
go back to reference Wang Q, Seghers D, D’Agostino E, Maes F, Vandermeulen D, Suetens P, Hammers A (2005) Construction and validation of mean shape atlas templates for atlas-based brain image segmentation. Inf Process Med Imaging 19:689–700CrossRefPubMed Wang Q, Seghers D, D’Agostino E, Maes F, Vandermeulen D, Suetens P, Hammers A (2005) Construction and validation of mean shape atlas templates for atlas-based brain image segmentation. Inf Process Med Imaging 19:689–700CrossRefPubMed
34.
go back to reference O’Gorman RL, Shmueli K, Ashkan K, Samuel M, Lythgoe DJ, Shahidiani A, Wastling SJ, Footman M, Selway RP, Jarosz J (2011) Optimal MRI methods for direct stereotactic targeting of the subthalamic nucleus and globus pallidus. Eur Radiol 21(1):130–136 O’Gorman RL, Shmueli K, Ashkan K, Samuel M, Lythgoe DJ, Shahidiani A, Wastling SJ, Footman M, Selway RP, Jarosz J (2011) Optimal MRI methods for direct stereotactic targeting of the subthalamic nucleus and globus pallidus. Eur Radiol 21(1):130–136
35.
go back to reference Schenck JF, Zimmerman EA (2004) High-field magnetic resonance imaging of brain iron: birth of a biomarker? NMR Biomed 17(7):433–445CrossRefPubMed Schenck JF, Zimmerman EA (2004) High-field magnetic resonance imaging of brain iron: birth of a biomarker? NMR Biomed 17(7):433–445CrossRefPubMed
36.
go back to reference Boelmans K, Holst B, Hackius M, Finsterbusch J, Gerloff C, Fiehler J, Munchau A (2012) Brain iron deposition fingerprints in Parkinson’s disease and progressive supranuclear palsy. Mov Disord 27(3):421–427CrossRefPubMed Boelmans K, Holst B, Hackius M, Finsterbusch J, Gerloff C, Fiehler J, Munchau A (2012) Brain iron deposition fingerprints in Parkinson’s disease and progressive supranuclear palsy. Mov Disord 27(3):421–427CrossRefPubMed
37.
go back to reference Gorell JM, Ordidge RJ, Brown GG, Deniau JC, Buderer NM, Helpern JA (1995) Increased iron-related MRI contrast in the substantia nigra in Parkinson’s disease. Neurology 45(6):1138–1143CrossRefPubMed Gorell JM, Ordidge RJ, Brown GG, Deniau JC, Buderer NM, Helpern JA (1995) Increased iron-related MRI contrast in the substantia nigra in Parkinson’s disease. Neurology 45(6):1138–1143CrossRefPubMed
38.
go back to reference Ogg RJ, Langston JW, Haacke EM, Steen RG, Taylor JS (1999) The correlation between phase shifts in gradient-echo MR images and regional brain iron concentration. Magn Reson Imaging 17(8):1141–1148CrossRefPubMed Ogg RJ, Langston JW, Haacke EM, Steen RG, Taylor JS (1999) The correlation between phase shifts in gradient-echo MR images and regional brain iron concentration. Magn Reson Imaging 17(8):1141–1148CrossRefPubMed
39.
go back to reference Peran P, Hagberg G, Luccichenti G, Cherubini A, Brainovich V, Celsis P, Caltagirone C, Sabatini U (2007) Voxel-based analysis of R2* maps in the healthy human brain. J Magn Reson Imaging 26(6):1413–1420 Peran P, Hagberg G, Luccichenti G, Cherubini A, Brainovich V, Celsis P, Caltagirone C, Sabatini U (2007) Voxel-based analysis of R2* maps in the healthy human brain. J Magn Reson Imaging 26(6):1413–1420
40.
go back to reference Forkert ND, Schmidt-Richberg A, Treszl A, Hilgetag C, Fiehler J, Munchau A, Handels H, Boelmans K (2013) Automated volumes-of-interest identification for classical and atypical Parkinsonian syndrome differentiation using T2’ MR imaging. Methods Inf Med 52(2):128–136CrossRefPubMed Forkert ND, Schmidt-Richberg A, Treszl A, Hilgetag C, Fiehler J, Munchau A, Handels H, Boelmans K (2013) Automated volumes-of-interest identification for classical and atypical Parkinsonian syndrome differentiation using T2’ MR imaging. Methods Inf Med 52(2):128–136CrossRefPubMed
41.
go back to reference Xiao Y, Beriault S, Pike GB, Collins DL (2012b) Multicontrast multiecho FLASH MRI for targeting the subthalamic nucleus. Magn Reson Imaging 30(5):627–640CrossRefPubMed Xiao Y, Beriault S, Pike GB, Collins DL (2012b) Multicontrast multiecho FLASH MRI for targeting the subthalamic nucleus. Magn Reson Imaging 30(5):627–640CrossRefPubMed
42.
go back to reference Coupe P, Yger P, Prima S, Hellier P, Kervrann C, Barillot C (2008) An optimized blockwise nonlocal means denoising filter for 3-D magnetic resonance images. IEEE Trans Med Imaging 27(4):425–441CrossRefPubMedCentralPubMed Coupe P, Yger P, Prima S, Hellier P, Kervrann C, Barillot C (2008) An optimized blockwise nonlocal means denoising filter for 3-D magnetic resonance images. IEEE Trans Med Imaging 27(4):425–441CrossRefPubMedCentralPubMed
43.
go back to reference Sled JG, Zijdenbos AP, Evans AC (1998) A nonparametric method for automatic correction of intensity nonuniformity in MRI data. IEEE Trans Med Imaging 17(1):87–97CrossRefPubMed Sled JG, Zijdenbos AP, Evans AC (1998) A nonparametric method for automatic correction of intensity nonuniformity in MRI data. IEEE Trans Med Imaging 17(1):87–97CrossRefPubMed
45.
go back to reference Collins DL, Neelin P, Peters TM, Evans AC (1994) Automatic 3D intersubject registration of MR volumetric data in standardized Talairach space. J Comput Assist Tomogr 18(2):192–205CrossRefPubMed Collins DL, Neelin P, Peters TM, Evans AC (1994) Automatic 3D intersubject registration of MR volumetric data in standardized Talairach space. J Comput Assist Tomogr 18(2):192–205CrossRefPubMed
46.
go back to reference Miller M, Banerjee A, Christensen G, Joshi S, Khaneja N, Grenander U, Matejic L (1997) Statistical methods in computational anatomy. Stat Methods Med Res 6(3):267–299CrossRefPubMed Miller M, Banerjee A, Christensen G, Joshi S, Khaneja N, Grenander U, Matejic L (1997) Statistical methods in computational anatomy. Stat Methods Med Res 6(3):267–299CrossRefPubMed
47.
go back to reference Nyul LG, Udupa JK (1999) On standardizing the MR image intensity scale. Magn Reson Med 42(6):1072–1081CrossRefPubMed Nyul LG, Udupa JK (1999) On standardizing the MR image intensity scale. Magn Reson Med 42(6):1072–1081CrossRefPubMed
48.
go back to reference Beriault S, Subaie FA, Collins DL, Sadikot AF, Pike GB (2012) A multi-modal approach to computer-assisted deep brain stimulation trajectory planning. Int J Comput Assist Radiol Surg 7(5):687–704CrossRefPubMed Beriault S, Subaie FA, Collins DL, Sadikot AF, Pike GB (2012) A multi-modal approach to computer-assisted deep brain stimulation trajectory planning. Int J Comput Assist Radiol Surg 7(5):687–704CrossRefPubMed
49.
go back to reference Holmes CJ, Hoge R, Collins L, Woods R, Toga AW, Evans AC (1998) Enhancement of MR images using registration for signal averaging. J Comput Assist Tomogr 22(2):324–333CrossRefPubMed Holmes CJ, Hoge R, Collins L, Woods R, Toga AW, Evans AC (1998) Enhancement of MR images using registration for signal averaging. J Comput Assist Tomogr 22(2):324–333CrossRefPubMed
50.
go back to reference Ardekani BA, Guckemus S, Bachman A, Hoptman MJ, Wojtaszek M, Nierenberg J (2005) Quantitative comparison of algorithms for inter-subject registration of 3D volumetric brain MRI scans. J Neurosci Methods 142(1):67–76CrossRefPubMed Ardekani BA, Guckemus S, Bachman A, Hoptman MJ, Wojtaszek M, Nierenberg J (2005) Quantitative comparison of algorithms for inter-subject registration of 3D volumetric brain MRI scans. J Neurosci Methods 142(1):67–76CrossRefPubMed
51.
go back to reference Avants BB, Epstein CL, Grossman M, Gee JC (2008) Symmetric diffeomorphic image registration with cross-correlation: evaluating automated labeling of elderly and neurodegenerative brain. Med Image Anal 12(1):26–41CrossRefPubMedCentralPubMed Avants BB, Epstein CL, Grossman M, Gee JC (2008) Symmetric diffeomorphic image registration with cross-correlation: evaluating automated labeling of elderly and neurodegenerative brain. Med Image Anal 12(1):26–41CrossRefPubMedCentralPubMed
52.
go back to reference Guizzard N, Fonov V, Collins DL (2009) Symmetric optimization scheme versus constrained symmetrization for non-linear registrations. In: MICCAI workshop on “Medical Image Analysis on Multiple Sclerosis (validation and methodological issues)” Guizzard N, Fonov V, Collins DL (2009) Symmetric optimization scheme versus constrained symmetrization for non-linear registrations. In: MICCAI workshop on “Medical Image Analysis on Multiple Sclerosis (validation and methodological issues)”
53.
go back to reference Volz S, Hattingen E, Preibisch C, Gasser T, Deichmann R (2009) Reduction of susceptibility-induced signal losses in multi-gradient-echo images: application to improved visualization of the subthalamic nucleus. Neuroimage 45(4):1135–1143CrossRefPubMed Volz S, Hattingen E, Preibisch C, Gasser T, Deichmann R (2009) Reduction of susceptibility-induced signal losses in multi-gradient-echo images: application to improved visualization of the subthalamic nucleus. Neuroimage 45(4):1135–1143CrossRefPubMed
54.
go back to reference Guo T, Finnis KW, Parrent AG, Peters TM (2005) Development and application of functional databases for planning deep-brain neurosurgical procedures. Med Image Comput Comput Assist Interv 8(Pt 1):835–842PubMed Guo T, Finnis KW, Parrent AG, Peters TM (2005) Development and application of functional databases for planning deep-brain neurosurgical procedures. Med Image Comput Comput Assist Interv 8(Pt 1):835–842PubMed
Metadata
Title
Multi-contrast unbiased MRI atlas of a Parkinson’s disease population
Authors
Yiming Xiao
Vladimir Fonov
Silvain Bériault
Fahd Al Subaie
M. Mallar Chakravarty
Abbas F. Sadikot
G. Bruce Pike
D. Louis Collins
Publication date
01-03-2015
Publisher
Springer Berlin Heidelberg
Published in
International Journal of Computer Assisted Radiology and Surgery / Issue 3/2015
Print ISSN: 1861-6410
Electronic ISSN: 1861-6429
DOI
https://doi.org/10.1007/s11548-014-1068-y

Other articles of this Issue 3/2015

International Journal of Computer Assisted Radiology and Surgery 3/2015 Go to the issue

Premium Partner