Skip to main content
Top

2019 | OriginalPaper | Chapter

Obtaining Representative Core Streamlines for White Matter Tractometry of the Human Brain

Authors : Maxime Chamberland, Samuel St-Jean, Chantal M. W. Tax, Derek K. Jones

Published in: Computational Diffusion MRI

Publisher: Springer International Publishing

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

search-config
loading …

Abstract

Diffusion MRI infers information about the micro-structural architecture of the brain by probing the diffusion of water molecules. The process of virtually reconstructing brain pathways based on these measurements is called tractography. Various metrics can be mapped onto pathways to study their micro-structural properties. Tractometry is an along-tract profiling technique that often requires the extraction of a representative streamline for a given bundle. This is traditionally computed by local averaging of the spatial coordinates of the vertices, and constructing a single streamline through those averages. However, the resulting streamline can end up being highly non-representative of the shape of the individual streamlines forming the bundle. In particular, this occurs when there is variation in the topology of streamlines within a bundle (e.g., differences in length, shape or branching). We propose an envelope-based method to compute a representative streamline that is robust to these individual differences. We demonstrate that this method produces a more representative core streamline, which in turn should lead to more reliable and interpretable tractometry analyses.

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 "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!

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!

Literature
1.
go back to reference Jones, D.K., Catani, M., Pierpaoli, C., Reeves, S.J., Shergill, S.S., O’Sullivan, M., Maguire, P., Horsfield, M.A., Simmons, A., Williams, S.C., Howard, R.J.: A diffusion tensor magnetic resonance imaging study of frontal cortex connections in very-late-onset schizophrenia-like psychosis. Am. J. Geriatr. Psychiatry. 13(12), 1092–1099 (2005)CrossRef Jones, D.K., Catani, M., Pierpaoli, C., Reeves, S.J., Shergill, S.S., O’Sullivan, M., Maguire, P., Horsfield, M.A., Simmons, A., Williams, S.C., Howard, R.J.: A diffusion tensor magnetic resonance imaging study of frontal cortex connections in very-late-onset schizophrenia-like psychosis. Am. J. Geriatr. Psychiatry. 13(12), 1092–1099 (2005)CrossRef
2.
go back to reference Yeatman, J.D., Dougherty, R.F., Myall, N.J., Wandell, B.A., Feldman, H.M.: Tract profiles of white matter properties: automating fiber-tract quantification. PloS One 7(11), e49790 (2012)CrossRef Yeatman, J.D., Dougherty, R.F., Myall, N.J., Wandell, B.A., Feldman, H.M.: Tract profiles of white matter properties: automating fiber-tract quantification. PloS One 7(11), e49790 (2012)CrossRef
3.
go back to reference Colby, J.B., Soderberg, L., Lebel, C., Dinov, I.D., Thompson, P.M., Sowell, E.R.: Along-tract statistics allow for enhanced tractography analysis. Neuroimage 59(4), 3227–3242 (2012)CrossRef Colby, J.B., Soderberg, L., Lebel, C., Dinov, I.D., Thompson, P.M., Sowell, E.R.: Along-tract statistics allow for enhanced tractography analysis. Neuroimage 59(4), 3227–3242 (2012)CrossRef
4.
go back to reference Bells, S., Cercignani, M., Deoni, S., Assaf, Y., Pasternak, O., Evans, C., Leemans, A., Jones, D.: Tractometry–comprehensive multi-modal quantitative assessment of white matter along specific tracts. In: Proceedings ISMRM. Vol. 678 (2011) Bells, S., Cercignani, M., Deoni, S., Assaf, Y., Pasternak, O., Evans, C., Leemans, A., Jones, D.: Tractometry–comprehensive multi-modal quantitative assessment of white matter along specific tracts. In: Proceedings ISMRM. Vol. 678 (2011)
5.
go back to reference Jones, D.K., Travis, A.R., Eden, G., Pierpaoli, C., Basser, P.J.: PASTA: pointwise assessment of streamline tractography attributes. Magn. Reson. Med. 53(6), 1462–1467 (2005)CrossRef Jones, D.K., Travis, A.R., Eden, G., Pierpaoli, C., Basser, P.J.: PASTA: pointwise assessment of streamline tractography attributes. Magn. Reson. Med. 53(6), 1462–1467 (2005)CrossRef
6.
go back to reference Corouge, I., Fletcher, P.T., Joshi, S., Gouttard, S., Gerig, G.: Fiber tract-oriented statistics for quantitative diffusion tensor mri analysis. Med. Image Anal. 10(5), 786–798 (2006)CrossRef Corouge, I., Fletcher, P.T., Joshi, S., Gouttard, S., Gerig, G.: Fiber tract-oriented statistics for quantitative diffusion tensor mri analysis. Med. Image Anal. 10(5), 786–798 (2006)CrossRef
7.
go back to reference De Santis, S., Drakesmith, M., Bells, S., Assaf, Y., Jones, D.K.: Why diffusion tensor mri does well only some of the time: variance and covariance of white matter tissue microstructure attributes in the living human brain. Neuroimage 89, 35–44 (2014)CrossRef De Santis, S., Drakesmith, M., Bells, S., Assaf, Y., Jones, D.K.: Why diffusion tensor mri does well only some of the time: variance and covariance of white matter tissue microstructure attributes in the living human brain. Neuroimage 89, 35–44 (2014)CrossRef
8.
go back to reference Dayan, M., Monohan, E., Pandya, S., Kuceyeski, A., Nguyen, T.D., Raj, A., Gauthier, S.A.: Profilometry: a new statistical framework for the characterization of white matter pathways, with application to multiple sclerosis. Hum. Brain Mapp. 37(3), 989–1004 (2016)CrossRef Dayan, M., Monohan, E., Pandya, S., Kuceyeski, A., Nguyen, T.D., Raj, A., Gauthier, S.A.: Profilometry: a new statistical framework for the characterization of white matter pathways, with application to multiple sclerosis. Hum. Brain Mapp. 37(3), 989–1004 (2016)CrossRef
9.
go back to reference Cousineau, M., Jodoin, P.M., Garyfallidis, E., Cote, M.A., Morency, F.C., Rozanski, V., GrandMaison, M., Bedell, B.J., Descoteaux, M.: A test-retest study on Parkinson’s PPMI dataset yields statistically significant white matter fascicles. NeuroImage Clin. 16, 222–233 (2017)CrossRef Cousineau, M., Jodoin, P.M., Garyfallidis, E., Cote, M.A., Morency, F.C., Rozanski, V., GrandMaison, M., Bedell, B.J., Descoteaux, M.: A test-retest study on Parkinson’s PPMI dataset yields statistically significant white matter fascicles. NeuroImage Clin. 16, 222–233 (2017)CrossRef
10.
go back to reference Groeschel, S., Tournier, J.D., Northam, G.B., Baldeweg, T., Wyatt, J., Vollmer, B., Connelly, A.: Identification and interpretation of microstructural abnormalities in motor pathways in adolescents born preterm. NeuroImage 87, 209–219 (2014)CrossRef Groeschel, S., Tournier, J.D., Northam, G.B., Baldeweg, T., Wyatt, J., Vollmer, B., Connelly, A.: Identification and interpretation of microstructural abnormalities in motor pathways in adolescents born preterm. NeuroImage 87, 209–219 (2014)CrossRef
11.
go back to reference O’Donnell, L.J., Westin, C.F., Golby, A.J.: Tract-based morphometry for white matter group analysis. Neuroimage 45(3), 832–844 (2009)CrossRef O’Donnell, L.J., Westin, C.F., Golby, A.J.: Tract-based morphometry for white matter group analysis. Neuroimage 45(3), 832–844 (2009)CrossRef
12.
go back to reference Glozman, T., Bruckert, L., Pestilli, F., Yecies, D.W., Guibas, L.J., Yeom, K.W.: Framework for shape analysis of white matter fiber bundles. Neuroimage 167, 466–477 (2018)CrossRef Glozman, T., Bruckert, L., Pestilli, F., Yecies, D.W., Guibas, L.J., Yeom, K.W.: Framework for shape analysis of white matter fiber bundles. Neuroimage 167, 466–477 (2018)CrossRef
13.
go back to reference Andersson, J.L., Sotiropoulos, S.N.: An integrated approach to correction for off-resonance effects and subject movement in diffusion mr imaging. Neuroimage 125, 1063–1078 (2016)CrossRef Andersson, J.L., Sotiropoulos, S.N.: An integrated approach to correction for off-resonance effects and subject movement in diffusion mr imaging. Neuroimage 125, 1063–1078 (2016)CrossRef
14.
go back to reference Jeurissen, B., Tournier, J.D., Dhollander, T., Connelly, A., Sijbers, J.: Multi-tissue constrained spherical deconvolution for improved analysis of multi-shell diffusion mri data. NeuroImage 103, 411–426 (2014)CrossRef Jeurissen, B., Tournier, J.D., Dhollander, T., Connelly, A., Sijbers, J.: Multi-tissue constrained spherical deconvolution for improved analysis of multi-shell diffusion mri data. NeuroImage 103, 411–426 (2014)CrossRef
15.
go back to reference Chamberland, M., Whittingstall, K., Fortin, D., Mathieu, D., Descoteaux, M.: Real-time multi-peak tractography for instantaneous connectivity display. Front. Neuroinformatics 8, 59 (2014)CrossRef Chamberland, M., Whittingstall, K., Fortin, D., Mathieu, D., Descoteaux, M.: Real-time multi-peak tractography for instantaneous connectivity display. Front. Neuroinformatics 8, 59 (2014)CrossRef
16.
go back to reference Rojkova, K., Volle, E., Urbanski, M., Humbert, F., Dell’Acqua, F., Thiebaut de Schotten, M.: Atlasing the frontal lobe connections and their variability due to age and education: a spherical deconvolution tractography study. Brain Struct. Funct. 221(3), 1751–1766 (2016)CrossRef Rojkova, K., Volle, E., Urbanski, M., Humbert, F., Dell’Acqua, F., Thiebaut de Schotten, M.: Atlasing the frontal lobe connections and their variability due to age and education: a spherical deconvolution tractography study. Brain Struct. Funct. 221(3), 1751–1766 (2016)CrossRef
17.
go back to reference Enders, F., Sauber, N., Merhof, D., Hastreiter, P., Nimsky, C., Stamminger, M.: Visualization of white matter tracts with wrapped streamlines. In: IEEE Visualization 2005 (VIS 2005), p. 7. IEEE (2005) Enders, F., Sauber, N., Merhof, D., Hastreiter, P., Nimsky, C., Stamminger, M.: Visualization of white matter tracts with wrapped streamlines. In: IEEE Visualization 2005 (VIS 2005), p. 7. IEEE (2005)
18.
go back to reference Duda, J.T., McMillan, C., Grossman, M., Gee, J.C.: Relating structural and functional connectivity to performance in a communication task. Int. Conf. Med. Image Comput. Comput. Assist. Interv. (MICCAI) 13, 282–9 (2010) Duda, J.T., McMillan, C., Grossman, M., Gee, J.C.: Relating structural and functional connectivity to performance in a communication task. Int. Conf. Med. Image Comput. Comput. Assist. Interv. (MICCAI) 13, 282–9 (2010)
19.
go back to reference Parker, G.D., Lloyd, D., Jones, D.K.: The best of both worlds: Combining the strengths of TBSS and tract-specific measurements for group-wise comparison of white matter microstructure. In: International symposium on magnetic resonance in medicine (Singapore), Vol. 2036 (2016) Parker, G.D., Lloyd, D., Jones, D.K.: The best of both worlds: Combining the strengths of TBSS and tract-specific measurements for group-wise comparison of white matter microstructure. In: International symposium on magnetic resonance in medicine (Singapore), Vol. 2036 (2016)
Metadata
Title
Obtaining Representative Core Streamlines for White Matter Tractometry of the Human Brain
Authors
Maxime Chamberland
Samuel St-Jean
Chantal M. W. Tax
Derek K. Jones
Copyright Year
2019
DOI
https://doi.org/10.1007/978-3-030-05831-9_28

Premium Partner