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Charting the human thalamus: probabilistic tractography and segmentation ,[object Object],[object Object],[object Object],[object Object]
OUTLINE ,[object Object],[object Object],[object Object],[object Object],[object Object],Donnerstag, 20. Oktober 2011 D-ITET / COMPUTER VISION LABORATORY
What is so special about biological diffusion ? ,[object Object]
Donnerstag, 20. Oktober 2011
Models of biological diffusion ,[object Object],[object Object],[object Object]
What  really  causes anisotropic diffusion? Beaulieu C. The basis of anisotropic water diffusion in the nervous system - a technical review. NMR Biomed 2002;15:435-455 .
Diffusion weighted imaging 1. B0 image 2. DWI image(s) 3. ADCx,y,z… 4. ADC (average)
Donnerstag, 20. Oktober 2011 Departement/Institut/Gruppe
Diffusion tensor imaging
Deterministic fibertracking ,[object Object],[object Object],[object Object]
 
Deterministic fiber tracking: art or science?
Deterministic fiber tracking: art or science?
Deterministic fiber tracking: art or science? Right handed Left handed NeuroImage 35 (2007) 1064–1076
… so? ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Donnerstag, 20. Oktober 2011 D-ITET / COMPUTER VISION LABORATORY
Tracking neuronal pathways: other solutions
Tracking neuronal pathways: other solutions ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Donnerstag, 20. Oktober 2011 D-ITET / COMPUTER VISION LABORATORY
Further implications of probabilistic tracking Behrens et al.  Non-invasive mapping of connections between human thalamus and cortex using diffusion imaging  Nature Neuroscience   6 , 750 - 757 (2003)  Jakab et al.  Connectivity-based parcellation reveals interhemispheric differences in the insula  Brain Topography – in press -  (2011)  “ Based on connection targets” “ Clustering based on similarities of connectome”
Donnerstag, 20. Oktober 2011 Departement/Institut/Gruppe MTT Sat., Gringel et al. 2009 7T T1-w Zürich Morel et al. 1997 fMRI - Hulme et al. 2010 DTI+SSM Atlas- Jakab et al. 2011?
Donnerstag, 20. Oktober 2011 D-ITET / COMPUTER VISION LABORATORY Transcranial MR-guided Focused Ultrasound Surgery (1 st  Study on TcMRgFUS thalamotomy – Kinderspital, Zurich) Deep brain stimulation ,[object Object],Image-guided interventions in the thalamus Higher precision of structural imaging, intraprocedural New information on internal structure (nuclei) and function (connection) Direct targeting, individual maps
State of the art imaging of the thalamus with DTI Donnerstag, 20. Oktober 2011 D-ITET / COMPUTER VISION LABORATORY Diffusion tensor imaging and probabilistic tractography visualizes cortico-thalamic connections Top right images> Behrens et al.  Non-invasive mapping of connections between human thalamus and cortex using diffusion imaging  Nature Neuroscience   6 , 750 - 757 (2003)  Clinical, 1.5T 3DT1 Gross, structural information
STUDY OBJECTIVES ,[object Object],[object Object],[object Object],[object Object],[object Object],Donnerstag, 20. Oktober 2011 D-ITET / COMPUTER VISION LABORATORY
Methods I. – Creation of thalamic statistical shape models (SSM) Donnerstag, 20. Oktober 2011 D-ITET / COMPUTER VISION LABORATORY A Krauth, R Blanc, A Poveda, D Jeanmonod, A Morel, G Székely (2010) A mean three-dimensional atlas of the human thalamus: Generation from multiple histological data . Neuroimage. 49(3). 2053-2062. ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Methods II. – Cortico-thalamic tractography Donnerstag, 20. Oktober 2011 D-ITET / COMPUTER VISION LABORATORY ,[object Object],[object Object]
Donnerstag, 20. Oktober 2011 Departement/Institut/Gruppe
Biological correspondence: regions defined by Atlas vs. connectivity
Biological correspondence: regions defined by Atlas vs. connectivity
Biological correspondence: regions defined by Atlas vs. connectivity
[object Object]
Cortico-thalamic connections depicted using probabilistic tractography. Points represent the center-of-gravities of each connectivity map.  Axial (top) view, isometric 3d display.
Connections of the precentral and postcentral gyrus and the spatial relationship between connectivity-based landmarks and the MNI152-transformed Morel Atlas data (VLpv, VPLa, VPLp nuclei). Points represent the center-of-gravities of each connectivity map.  Superior view, isometric 3d display.
Results – aligned maps and intrathalamic landmarks Donnerstag, 20. Oktober 2011 D-ITET / COMPUTER VISION LABORATORY Black outlines: SSM-matched thalamus atlas  Red spot:  somatosensory connections, VPL
Results – Comparison to ACPC matching Donnerstag, 20. Oktober 2011 D-ITET / COMPUTER VISION LABORATORY Blue: SSM-based target map Red: ACPC aligned thalamus atlas Comparison on 1.5 T clinical imaging and CORTICOTHALAMIC TRACTOGRAPHY VL nucleus (VLa, VLpv) Somatomotor connections Somatomotor connections
Results – Comparison to ACPC matching Donnerstag, 20. Oktober 2011 D-ITET / COMPUTER VISION LABORATORY Blue: SSM-based target map Red: ACPC aligned thalamus atlas Comparison on 7.0 T post mortem imaging CENTROMEDIAN NUCLEUS
Testing of the outline-based method: postmortem images
Testing of the outline-based method: postmortem images
Testing of the outline-based method: postmortem images
Testing of the outline-based method: postmortem images
Results – spatial accuracy (quantitative) Donnerstag, 20. Oktober 2011 D-ITET / COMPUTER VISION LABORATORY Name of the structure tested Alignment method Mean distance (mm) Median distance (mm) Thalamus outline ACPC reg. with scaling 1.44 ± 0.44 1.24 ± 0.44 Thalamus outline Rigid reg. of surface 1.16 ± 0.11 1.07 ± 0.13 Thalamus outline SSM matching of outline 0.83 ± 0.1 0.56 ± 0.09 Thalamus outline Hybrid SSM matching  (internal landmarks) 1.07 ± 0.18 0.83 ± 0.17 Postmortem nuclei (AV, MDmc, MDpc) SSM matching of outline 0.79 ± 0.22 0.59 ± 0.14
An application – MRgFUS targeting Donnerstag, 20. Oktober 2011 D-ITET / COMPUTER VISION LABORATORY Individual target volume adapted to individual geometry, after segmentation of iMRI image.
CONCLUSIONS ,[object Object],[object Object],[object Object],Donnerstag, 20. Oktober 2011 D-ITET / COMPUTER VISION LABORATORY

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Charting the human thalamus: probabilistic tractography and segmentation

  • 1.
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  • 5.
  • 6. What really causes anisotropic diffusion? Beaulieu C. The basis of anisotropic water diffusion in the nervous system - a technical review. NMR Biomed 2002;15:435-455 .
  • 7. Diffusion weighted imaging 1. B0 image 2. DWI image(s) 3. ADCx,y,z… 4. ADC (average)
  • 8. Donnerstag, 20. Oktober 2011 Departement/Institut/Gruppe
  • 10.
  • 11.  
  • 12. Deterministic fiber tracking: art or science?
  • 13. Deterministic fiber tracking: art or science?
  • 14. Deterministic fiber tracking: art or science? Right handed Left handed NeuroImage 35 (2007) 1064–1076
  • 15.
  • 16. Tracking neuronal pathways: other solutions
  • 17.
  • 18.
  • 19. Further implications of probabilistic tracking Behrens et al. Non-invasive mapping of connections between human thalamus and cortex using diffusion imaging Nature Neuroscience 6 , 750 - 757 (2003) Jakab et al. Connectivity-based parcellation reveals interhemispheric differences in the insula Brain Topography – in press - (2011) “ Based on connection targets” “ Clustering based on similarities of connectome”
  • 20. Donnerstag, 20. Oktober 2011 Departement/Institut/Gruppe MTT Sat., Gringel et al. 2009 7T T1-w Zürich Morel et al. 1997 fMRI - Hulme et al. 2010 DTI+SSM Atlas- Jakab et al. 2011?
  • 21.
  • 22. State of the art imaging of the thalamus with DTI Donnerstag, 20. Oktober 2011 D-ITET / COMPUTER VISION LABORATORY Diffusion tensor imaging and probabilistic tractography visualizes cortico-thalamic connections Top right images> Behrens et al. Non-invasive mapping of connections between human thalamus and cortex using diffusion imaging Nature Neuroscience 6 , 750 - 757 (2003) Clinical, 1.5T 3DT1 Gross, structural information
  • 23.
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  • 26. Donnerstag, 20. Oktober 2011 Departement/Institut/Gruppe
  • 27. Biological correspondence: regions defined by Atlas vs. connectivity
  • 28. Biological correspondence: regions defined by Atlas vs. connectivity
  • 29. Biological correspondence: regions defined by Atlas vs. connectivity
  • 30.
  • 31. Cortico-thalamic connections depicted using probabilistic tractography. Points represent the center-of-gravities of each connectivity map. Axial (top) view, isometric 3d display.
  • 32. Connections of the precentral and postcentral gyrus and the spatial relationship between connectivity-based landmarks and the MNI152-transformed Morel Atlas data (VLpv, VPLa, VPLp nuclei). Points represent the center-of-gravities of each connectivity map. Superior view, isometric 3d display.
  • 33. Results – aligned maps and intrathalamic landmarks Donnerstag, 20. Oktober 2011 D-ITET / COMPUTER VISION LABORATORY Black outlines: SSM-matched thalamus atlas Red spot: somatosensory connections, VPL
  • 34. Results – Comparison to ACPC matching Donnerstag, 20. Oktober 2011 D-ITET / COMPUTER VISION LABORATORY Blue: SSM-based target map Red: ACPC aligned thalamus atlas Comparison on 1.5 T clinical imaging and CORTICOTHALAMIC TRACTOGRAPHY VL nucleus (VLa, VLpv) Somatomotor connections Somatomotor connections
  • 35. Results – Comparison to ACPC matching Donnerstag, 20. Oktober 2011 D-ITET / COMPUTER VISION LABORATORY Blue: SSM-based target map Red: ACPC aligned thalamus atlas Comparison on 7.0 T post mortem imaging CENTROMEDIAN NUCLEUS
  • 36. Testing of the outline-based method: postmortem images
  • 37. Testing of the outline-based method: postmortem images
  • 38. Testing of the outline-based method: postmortem images
  • 39. Testing of the outline-based method: postmortem images
  • 40. Results – spatial accuracy (quantitative) Donnerstag, 20. Oktober 2011 D-ITET / COMPUTER VISION LABORATORY Name of the structure tested Alignment method Mean distance (mm) Median distance (mm) Thalamus outline ACPC reg. with scaling 1.44 ± 0.44 1.24 ± 0.44 Thalamus outline Rigid reg. of surface 1.16 ± 0.11 1.07 ± 0.13 Thalamus outline SSM matching of outline 0.83 ± 0.1 0.56 ± 0.09 Thalamus outline Hybrid SSM matching (internal landmarks) 1.07 ± 0.18 0.83 ± 0.17 Postmortem nuclei (AV, MDmc, MDpc) SSM matching of outline 0.79 ± 0.22 0.59 ± 0.14
  • 41. An application – MRgFUS targeting Donnerstag, 20. Oktober 2011 D-ITET / COMPUTER VISION LABORATORY Individual target volume adapted to individual geometry, after segmentation of iMRI image.
  • 42.