Advanced dMRI techniques have been used to resolve the complex tongue muscle architecture. However, dMRI-derived tongue muscle architecture has not been validated with histology. In this study, we validated the dMRI-derived tongue muscle architecture with histology of a tongue specimen. dMRI was acquired for a post-mortem head and a healthy volunteer. dMRI-derived muscle fiber orientations, visualized as the tractogram, were compared against microscopic histology slices of the tongue specimen. Muscle fibers in the tractograms show good correspondence with those appearing in the histology images. The study demonstrates that dMRI can accurately reveal the complex muscle architecture of the human tongue.
The study was conducted at University of Maryland School of Medicine Center for Innovative Biomedical Resources, Translational Research in Imaging @ Maryland (CTRIM) – Baltimore, Maryland. The study is supported by NIH under grant NIH/NIDCD R01 DC014717.
1. R. J. Gilbert, V. J. Wedeen, L. H. Magnusson, T. Benner, R. Wang, G. Dai, V. Napadow and K. Roche, "Three-dimensional myoarchitecture of the bovine tongue demonstrated by diffusion spectrum magnetic resonance imaging with tractography," The anatomical record. Part A, Discoveries in molecular, cellular, and evolutionary biology, vol. 288, no. 11, pp. 1173-1182, 2006.
2. N. M. H. Elsaid, M. Stone, S. Roys, R. P. Gullapalli, J. L. Prince and J. Zhuo, "Diffusion Spectrum Imaging Tractography of the Human Tongue," in Proceedings of the 25th Annual Meeting of ISMRM, Honolulu, Hawaii, 2017.
3. T. A. Gaige, H. S. Kwon, G. Dai, V. C. Cabral, A. R. Wang, Y. S. Nam, B. P. Engelward, V. J. Wedeen, P. T. C. So and R. J. Gilbert, "Multiscale structural analysis of mouse lingual myoarchitecture employing diffusion spectrum magnetic resonance imaging and multiphoton microscopy,"
4. Elsaid, N., Prince, J. L., Roys, S., Gullapalli, R. P., & Zhuo, J. (2019). Phase Image Texture Analysis for Motion Detection in Diffusion MRI (PITA-MDD). Magnetic resonance imaging, 62, 228–241.
5. X. Liang, P. Su, S. G. Patil, N. M. H. Elsaid, S. Roys, M. Stone, R. P. Gullapalli, J. L. Prince and J. Zhuo, “Prospective motion detection and re-acquisition in diffusion MRI using a phase image-based method-Application to brain and tongue imaging”. Magnetic resonance in medicine, 86(2), 725–737.
6. J.L.R. Andersson, S. Skare, J. Ashburner. How to correct susceptibility distortions in spin-echo echo-planar images: application to diffusion tensor imaging. NeuroImage, 20(2):870-888, 2003.
7. S.M. Smith, M. Jenkinson, M.W. Woolrich, C.F. Beckmann, T.E.J. Behrens, H. Johansen-Berg, P.R. Bannister, M. De Luca, I. Drobnjak, D.E. Flitney, R. Niazy, J. Saunders, J. Vickers, Y. Zhang, N. De Stefano, J.M. Brady, and P.M. Matthews. Advances in functional and structural MR image analysis and implementation as FSL. NeuroImage, 23(S1):208-219, 2004.
8. J.-D. Tournier, F. Calamante, and A. Connelly. Robust determination of the fibre orientation distribution in diffusion MRI: non-negativity constrained super-resolved spherical deconvolution. Neuroimage, 35 (2007), pp. 1459–72
9. D. Raffelt, J.-D. Tournier, S. Rose, G.R. Ridgway, R. Henderson, S. Crozier, O. Salvado, A. Connelly. Apparent Fibre Density: a novel measure for the analysis of diffusion-weighted magnetic resonance images. NeuroImage 59 (2012), pp. 3976–3994.
10. D.A. Raffelt, R.E. Smith, G.R. Ridgway, J.-D. Tournier, D.N. Vaughan, S. Rose, R. Henderson, A. Connelly. Connectivity-Based Fixel Enhancement: Whole-Brain Statistical Analysis of Diffusion MRI Measures in the Presence of Crossing Fibres. NeuroImage 117 (2015), pp. 40–55.
11. D.A. Raffelt, J.-D. Tournier, R.E. Smith, D.N. Vaughan, G. Jackson, G.R. Ridgway, A. Connelly. Investigating White Matter Fibre Density and Morphology using Fixel-Based Analysis. NeuroImage, 144 (2017), pp. 58-73.
12. R.E. Smith, J.-D. Tournier, F. Calamante, A. Connelly. SIFT: Spherical-deconvolution informed filtering of tractograms. NeuroImage 67 (2013), pp. 298–312.
13. F.-C. Yeh. (2021, May 15). DSI Studio (Version 2021 May). Zenodo. http://doi.org/10.5281/zenodo.4764264
14. F. Yeh, V. Wedeen and W. Tseng, "Generalized q-sampling imaging," IEEE Trans Med Imaging, vol. 29, pp. 1626-1635, 2010.
Figure 2. dMRI-derived and histology results in a radial-coronal slice. (a) T2w image. White contour: shape of the histology slice. (b) Major muscles in the coronal slice. (c) Stained histology image. (d) ST image. In-plane fiber orientations color coded as shown in the color disk. (e) Tractogram. 3D fiber orientations color coded as shown in the color sphere. (f) Zoomed-in image of (c). Labeled muscle fibers are T (red), V (blue), and IL (green). (g) Zoomed-in image of (d). (h) Zoomed-in fiber tracts in (e). Muscle fiber tracts represent T (red), V (blue), and IL (green).
Figure 3. dMRI-derived and histology results for the mid-(a), 5mm lateral-(b) and 10mm lateral-sagittal (c) slices: from left to right, histology slice location; stained image of the histology slice; T2w images overlaid with the contours of the histology slice (white) and muscles; ST image. In-plane fiber orientations color coded as shown in the color disk; Tractogram. 3D fiber orientations color coded as shown in the color sphere.
Figure 4. dMRI-derived and histology results for the anterior(a), middle (b) and posterior (c) radial-coronal slices: from left to right, histology slice location; stained image of the histology slice; T2w images overlaid with the contours of the histology slice (white) and muscles; ST image. In-plane fiber orientations color coded as shown in the color disk; Tractogram. 3D fiber orientations color coded as shown in the color sphere.
Figure 5. Tractograms in sagittal view for a healthy subject. Sub-figures 1-9 show slices from left to right of the tongue. Muscle fiber orientations are color coded as shown in the color sphere at the bottom right of sub-figure 9. An axial (left) and a coronal (right) localizer images are at the top right, in which the locations of slices 1-9 are marked by orange lines. The following muscles are marked in the figure with contours showing their locations: IL: Inferior Longitudinal, GH: Geniohyoid, SL: Superior Longitudinal, T: Transverse, GG: Genioglossus, V: Verticalis, MH: Mylohyoid.