AI-assisted automatic MRI-based tongue volume evaluation in motor neuron disease (MND).

Journal: International journal of computer assisted radiology and surgery
PMID:

Abstract

PURPOSE: Motor neuron disease (MND) causes damage to the upper and lower motor neurons including the motor cranial nerves, the latter resulting in bulbar involvement with atrophy of the tongue muscle. To measure tongue atrophy, an operator independent automatic segmentation of the tongue is crucial. The aim of this study was to apply convolutional neural network (CNN) to MRI data in order to determine the volume of the tongue.

Authors

  • Ina Vernikouskaya
    Department of Internal Medicine II, Ulm University Medical Center, Albert-Einstein-Allee 23, 89081, Ulm, Germany. ina.vernikouskaya@uni-ulm.de.
  • Hans-Peter Müller
    Department of Neurology, University of Ulm, Ulm, Germany.
  • Albert C Ludolph
    Department of Neurology, University of Ulm, Ulm, Germany.
  • Jan Kassubek
    Department of Neurology, University of Ulm, Ulm, Germany. jan.kassubek@uni-ulm.de.
  • Volker Rasche
    Department of Internal Medicine II, Ulm University Medical Center, Albert-Einstein-Allee 23, 89081, Ulm, Germany.