Skip to main content
Disciplines
Automotive Business IT + Informatics Construction + Real Estate Electrical Engineering + Electronics Energy + Sustainability Insurance + Risk Finance + Banking Management + Leadership Marketing + Sales Mechanical Engineering + Materials
Events
DE
EN
Books
Journals
Topic Page
Marketing
Start single access now
Access for companies
EXTENDED SEARCH
Log in
Top
Published in:
The Active Atlas: Combining 3D Anatomical Models with Texture Detectors Read chapter Read first chapter

2017 | Supplement | Chapter

A Bag-of-Features Approach to Predicting TMS Language Mapping Results from DSI Tractography

Authors : Mohammad Khatami, Katrin Sakreida, Georg Neuloh, Thomas Schultz

Published in: Medical Image Computing and Computer Assisted Intervention − MICCAI 2017

Publisher: Springer International Publishing

Log in

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

search-config
loading …

Abstract

Transcranial Magnetic Stimulation (TMS) can be used to indicate language-related cortex by highly focal temporary inhibition. Diffusion Spectrum Imaging (DSI) reconstructs fiber tracts that connect specific cortex regions. We present a novel machine learning approach that predicts a functional classification (TMS) from local structural connectivity (DSI), and a formal statistical hypothesis test to detect a significant relationship between brain structure and function. Features are chosen so that their weights in the classifier provide insight into anatomical differences that may underlie specificity in language functions. Results are reported for target sites systematically covering Broca’s region, which constitutes a core node in the language network.

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!

inform now

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!

inform now

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!

inform now
previous chapter Gray Matter Surface Based Spatial Statistics (GS-BSS) in Diffusion Microstructure
next chapter Patient-Specific Skeletal Muscle Fiber Modeling from Structure Tensor Field of Clinical CT Images
Appendix
Available only for authorised users
Literature
1.
Ankele, M., Lim, L.H., Groeschel, S., Schultz, T.: Versatile, robust, and efficient tractography with constrained higher-order tensor fODFs. Int. J. Comput. Assist. Radiol. Surg. doi:10.​1007/​s11548-017-1593-6 (2017)
2.
Anwander, A., Tittgemeyer, M., von Cramon, D., Friederici, A., Knösche, T.: Connectivity-based parcellation of Broca’s area. Cereb. Cortex 17(4), 816–825 (2007)CrossRef
3.
Behrens, T.E.J., Johansen-Berg, H.: Relating connectional architecture to grey matter function using diffusion imaging. Philos. Trans. Royal Soc. B Biol. Sci. 360(1457), 903–911 (2005)CrossRef
4.
Behrens, T.E.J., Johansen-Berg, H., Woolrich, M.W., Smith, S.M., Wheeler-Kingshott, C.A.M., Boulby, P.A., Barker, G.J., Sillery, E.L., Sheehan, K., Ciccarelli, O., Thompson, A.J., Brady, J.M., Matthews, P.M.: Non-invasive mapping of connections between human thalamus and cortex using diffusion imaging. Nat. Neurosci. 6(7), 750–757 (2003)CrossRef
5.
Brun, A., Knutsson, H., Park, H.-J., Shenton, M.E., Westin, C.-F.: Clustering fiber traces using normalized cuts. In: Barillot, C., Haynor, D.R., Hellier, P. (eds.) MICCAI 2004. LNCS, vol. 3216, pp. 368–375. Springer, Heidelberg (2004). doi:10.​1007/​978-3-540-30135-6_​45CrossRef
6.
Catani, M., Dell’Acqua, F., Vergani, F., Malik, F., Hodge, H., Roy, P., Valabregue, R., de Schotten, M.T.: Short frontal lobe connections of the human brain. Cortex 48(2), 273–291 (2012)CrossRef
7.
Catani, M., Jones, D.K., ffytche, D.H.: Perisylvian language networks of the human brain. Ann. Neurol. 57(1), 8–16 (2004)CrossRef
8.
Cortes, C., Vapnik, V.: Support-vector networks. Mach. Learn. 20(3), 273–297 (1995)MATH
9.
10.
Friederici, A.D., Bahlmann, J., Heim, S., Schubotz, R.I., Anwander, A.: The brain differentiates human and non-human grammars: functional localization and structural connectivity. Proc. Natl. Acad. Sci. 103(7), 2458–2463 (2006)CrossRef
11.
Haufe, S., Meinecke, F., Görgen, K., Dähne, S., Haynes, J.D., Blankertz, B., Bießmann, F.: On the interpretation of weight vectors of linear models in multivariate neuroimaging. NeuroImage 87, 96–110 (2014)CrossRef
12.
Jenkinson, M., Beckmann, C.F., Behrens, T.E., Woolrich, M.W., Smith, S.M.: NeuroImage. FSL 62(2), 782–790 (2012)
13.
Johansen-Berg, H., Behrens, T.E.J., Robson, M.D., Drobnjak, I., Rushworth, M.F.S., Brady, J.M., Smith, S.M., Higham, D.J., Matthews, P.M.: Changes in connectivity profiles define functionally distinct regions in human medial frontal cortex. Proc. Natl. Acad. Sci. 101(36), 13335–13340 (2004)CrossRef
14.
Pascual-Leone, A., Walsh, V., Rothwell, J.: Transcranial magnetic stimulation in cognitive neuroscience - virtual lesion, chronometry, and functional connectivity. Current Opin. Neurobiol. 10(2), 232–237 (2000)CrossRef
15.
Picht, T.: Current and potential utility of transcranial magnetic stimulation in the diagnostics before brain tumor surgery. CNS Oncol. 3(4), 299–310 (2014)CrossRef
16.
Sivic, J., Zisserman, A.: Video google: a text retrieval approach to object matching in videos. In: Proceedings of IEEE International Conference on Computer Vision, pp. 127–144 (2003)
17.
Tarapore, P.E., Findlay, A.M., Honma, S.M., Mizuiri, D., Houde, J.F., Berger, M.S., Nagarajan, S.S.: Language mapping with navigated repetitive TMS: proof of technique and validation. NeuroImage 82, 260–272 (2013)CrossRef
18.
Wedeen, V.J., Hagmann, P., Tseng, W.Y.I., Reese, T.G., Weisskoff, R.M.: Mapping complex tissue architecture with diffusion spectrum magnetic resonance imaging. Magn. Reson. Med. 54(6), 1377–1386 (2005)CrossRef
Metadata
Title
A Bag-of-Features Approach to Predicting TMS Language Mapping Results from DSI Tractography
Authors
Mohammad Khatami
Katrin Sakreida
Georg Neuloh
Thomas Schultz
Copyright Year
2017
Book
Medical Image Computing and Computer Assisted Intervention − MICCAI 2017

Print ISBN: 978-3-319-66181-0

Electronic ISBN: 978-3-319-66182-7

Copyright Year: 2017

DOI
https://doi.org/10.1007/978-3-319-66182-7_74

Premium Partner

    Image Credits