Cited by 118Ultrasound Imaging and ElastographyAdvanced MRI Techniques and ApplicationsAdvanced Neuroimaging Techniques and Applications

High-resolution magnetic resonance elastography reveals differences in subcortical gray matter viscoelasticity between young and healthy older adults

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Hiscox, Lucy V., Johnson, Curtis L., McGarry, Matthew D.J., Perrins, Michael, Littlejohn, Aimee, van Beek, Edwin J.R., Roberts, Neil, Starr, John M.·2018·Neurobiology of Aging

Abstract

Volumetric structural magnetic resonance imaging (MRI) is commonly used to determine the extent of neuronal loss in aging, indicated by cerebral atrophy. The brain, however, exhibits other biophysical characteristics such as mechanical properties, which can be quantified with magnetic resonance elastography (MRE). MRE is an emerging noninvasive imaging technique for measuring viscoelastic tissue properties, proven to be sensitive metrics of neural tissue integrity, as described by shear stiffness, μ and damping ratio, ξ parameters. The study objective was to evaluate global and regional MRE parameter differences between young (19-30 years, n = 12) and healthy older adults (66-73 years, n = 12) and to assess whether MRE measures provide additive value over volumetric magnetic resonance imaging measurements. We investigated the viscoelasticity of the global cerebrum and 6 regions of interest (ROIs) including the amygdala, hippocampus, caudate, pallidum, putamen, and thalamus. In older adults, we found a decrease in μ in all ROIs, except for the hippocampus, indicating widespread brain softening; an effect that remained significant after controlling for ROI volume. In contrast, the relative viscous-to-elastic behavior of the brain ξ did not differ between age groups, suggesting a preservation of the organization of the tissue microstructure. These data support the use of MRE as a novel imaging biomarker for characterizing age-related differences to neural tissue not captured by volumetric imaging alone.

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Crossref · 10.1016/j.neurobiolaging.2018.01.010

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  • In healthy aging, most studies report progressive brain softening, which is associated with lower cognitive performance.

    “In healthy aging, most studies report progressive brain softening, which is associated with lower cognitive performance (Coelho & Sousa, 2022; Y. Feng et al., 2024; Hiscox et al., 2018).”

    From 40 Years of diffusion MRI in the brain: From history to emerging frontiers (2026) · cites this paper as Hiscox et al., 2018

    The Introduction (page unavailable) says previous MRE studies found brain softening with increasing age, and the Conclusions report widespread softening in this study’s older group. The Discussion (page unavailable) mentions correlations between brain viscoelasticity and cognitive measures in previous studies of young adults, but does not establish that age-related softening is associated with lower cognitive performance in healthy older adults. (LLM, conf=0.87)

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Research works printed but not linked: 48

  1. Arani A. Murphy M.C. Glaser K.J. Manduca A. Lake D.S. Kruse S.A. Jack C. Ehman R.L. Huston J. Measuring the effects of aging and sex on regional brain stiffness with MR elastography in healthy older adults Neuroimage 111 2015 59 64 25698157 PMC4387012
  2. Avants B.B. Tustison N.J. Song G. Cook P.A. Klein A. Gee J.C. A reproducible evaluation of ANTs similarity metric performance in brain image registration Neuroimage 54 2011 2033 2044 20851191 PMC3065962
  3. Buckner R.L. Head D. Parker J. Fotenos A.F. Marcus D. Morris J.C. Snyder A.Z. A unified approach for morphometric and functional data analysis in young, old, and demented adults using automated atlas-based head size normalization: reliability and validation against manual measurement of total intracranial volume Neuroimage 23 2004 724 738 15488422
  4. Burke S.N. Barnes C.A. Neural plasticity in the ageing brain Nat. Rev. Neurosci. 7 2006 30 40 16371948
  5. Callaghan M.F. Freund P. Draganski B. Anderson E. Cappelletti M. Chowdhury R. Diedrichsen J. FitzGer- ald T.H. Smittenaar P. Helms G. Lutti A. Weiskopf N. Widespread age-related differences in the human brain microstructure revealed by quantitative magnetic resonance imaging Neurobiol. Aging 35 2014 1862 1872 24656835 PMC4024196
  6. Cohen J. Statistical Power Analysis for the Behavioural Sciences 1969 Academic Press New York
  7. Eylers V.V. Maudsley A.A. Bronzlik P. Dellani P.R. Lanfermann H. Ding X.Q. Detection of normal aging effects on human brain metabolite concentrations and microstructure with whole brain MR spectroscopic imaging and quantitative MR imaging AJNR Am. J. Neuroradiol. 37 2016 447 454 26564440 PMC4792727
  8. Freimann F.B. Muller S. Streitberger K. Guo J. Rot S. Ghori A. Vajkoczy P. Reiter R. Sack I. Braun J. MR elastography in a murine stroke model reveals correlation of macroscopic viscoelastic properties of the brain with neuronal density NMR Biomed. 26 2013 1534 1539 23784982
  9. Gerischer L.M. Fehlner A. Köbe T. Prehn K. Antonenko D. Grittner U. Braun J. Sack I. Flöel A. Combining viscoelasticity, diffusivity and volume of the hippocampus for the diagnosis of Alzheimer’s disease based on magnetic resonance imaging NeuroImage Clin 2017 PMC5842309 29527504
  10. Guo J. Hirsch S. Fehlner A. Papazoglou S. Scheel M. Braun J. Sack I. Towards an elastographic atlas of brain anatomy PLoS One 8 2013 e71807 23977148 PMC3743755
  11. Hetzer S. Birr P. Fehlner A. Hirsch S. Dittmann F. Barnhill E. Braun J. Sack I. Perfusion alters stiffness of deep gray matter J. Cereb. Blood Flow. Metab. 38 2018 116 125 28151092 PMC5757437
  12. Hiscox L.V. Johnson C.L. Barnhill E. McGarry M.D.J. III Huston J. van Beek E.J.R. Starr J.M. Roberts N. Magnetic resonance elastography (MRE) of the human brain: technique, findings and clinical applications Phys. Med. Biol. 61 2016 401 437 27845941
  13. Huston J. Murphy M.C. Boeve B.F. Fattahi N. Arani A. Glaser K.J. Manduca A. Jones D.T. Ehman R.L. Magnetic resonance elastography of frontotemporal dementia J. Magn. Reson. Imaging 43 2015 474 478 26130216 PMC4696917
  14. Jenkinson M. Beckmann C.F. Behrens T.E.J. Woolrich M.W. Smith S.M. FSL NeuroImage 62 2012 782 790 21979382
  15. Johnson C.L. Holtrop J.L. McGarry M.D.J. Weaver J.B. Paulsen K.D. Georgiadis J.G. Sutton B.P. 3D multislab, multishot acquisition for fast, whole-brain MR elastography with high signal-to-noise efficiency Magn. Reson. Med. 71 2014 477 485 24347237 PMC4061282
  16. Johnson C.L. Schwarb H. McGarry M.D.J. Anderson A.T. Huesmann G.R. Sutton B.P. Cohen N.J. Viscoelasticity of subcortical gray matter structures Hum. Brain Mapp. 37 2016 4221 4233 27401228 PMC5118063
  17. Johnson C.L. Schwarb H. Horecka K.M. McGarry M.D. Hillman C.H. Kramer A.F. Cohen N.J. Barbey A.K. Double dissociation of structure-function relationships in memory and fluid intelligence observed with magnetic resonance elastography NeuroImage 2018 PMC5857428 29317306
  18. Klatt D. Johnson C.L. Magin R.L. Simultaneous, multidirectional acquisition of displacement fields in magnetic resonance elastography of the in vivo human brain J. Magn. Reson. Imaging 42 2015 297 304 25425147 PMC4444395
  19. Klein C. Hain E.G. Braun J. Riek K. Mueller S. Steiner B. Sack I. Enhanced adult neurogenesis increases brain stiffness: in vivo magnetic resonance elastography in a mouse model of dopamine depletion PLoS One 9 2014 e92582 24667730 PMC3965445
  20. Lipp A. Trbojevic R. Paul F. Fehlner A. Hirsch S. Scheel M. Noack C. Braun J. Sack I. Cerebral magnetic resonance elastography in supranuclear palsy and idiopathic Parkinson’s disease Neuroimage. Clin. 3 2013 381 387 24273721 PMC3814959
  21. Lipp A. Skowronek C. Fehlner A. Streitberger K.J. Braun J. Sack I. Progressive supranuclear palsy and idiopathic Parkinson’s disease are associated with local reduction of in vivo brain viscoelasticity Eur. Radiol. 2018 29460073
  22. Manduca A. Oliphant T. Dresner M. Mahowald J. Kruse S. Amromin E. Felmlee J. Greenleaf J. Ehman R. Magnetic resonance elastography: non-invasive mapping of tissue elasticity Med. Image Anal. 5 2001 237 254 11731304
  23. Mariappan Y.K. Glaser K.J. Ehman R.L. Magnetic resonance elastography: a review Clin. Anat. 23 2010 497 511 20544947 PMC3066083
  24. McGarry M.D.J. Johnson C.L. Sutton B.P. Van Houten E.E. Georgiadis J.G. Weaver J.B. Paulsen K.D. Including spatial information in nonlinear inversion MR elastography using soft prior regularization IEEE Trans. Med. Imag. 32 2013 1901 1909 PMC4107367 23797239
  25. McGarry M.D.J. Van Houten E.E.W. Use of a Rayleigh damping model in elastography Med. Biol. Eng. Comput. 46 2008 759 766 18521645
  26. McGarry M. Van Houten E. Johnson C. Georgiadis J. Sutton B. Weaver J. Paulsen K. Multiresolution MR elastography using nonlinear inversion Med. Phys. 39 2012 6388 6396 23039674 PMC3477197
  27. McGarry M. Van Houten E. Perrinez P. Pattison A. Weaver J. Paulsen K. An octahedral shear strain-based measure of SNR for 3D MR elastography Phys. Med. Biol. 56 2011 N153 N164 21654044 PMC3172714
  28. Munder T. Pfeffer A. Schreyer S. Guo J. Braun J. Sack I. Steiner B. Klein C. MR elastography detection of early viscoelastic response of the murine hippocampus to amyloid beta accumulation and neuronal cell loss due to Alzheimer’s disease J. Magn. Reson. Imaging 47 2018 105 114 28422391
  29. Murphy M.C. Huston J. III Ehman R.L. MR elastography of the brain and its application in neurological diseases NeuroImage 2017 PMC5889749 28993232
  30. Murphy M.C. Huston J. Jack C.R. Glaser K.J. Manduca A. Felmlee J.P. Ehman R.L. Decreased brain stiffness in Alzheimer’s disease determined by magnetic resonance elastography J. Magn. Reson. Imaging 34 2011 494 498 21751286 PMC3217096
  31. Murphy M. Jones D. Jack C. Glaser K. Senjem M. Manduca A. Felmlee J. Carter R. Ehman R. Huston J. Regional brain stiffness changes across the Alzheimer’s disease spectrum Neuroimage: Clin. 10 2016 283 290 26900568 PMC4724025
  32. Muthupillai R. Ehman R. Magnetic resonance elastography Nat. Med. 2 1996 601 603 8616724
  33. Muthupillai R. Lomas D. Rossman P. Greenleaf J. Manduca A. Ehman R. Magnetic resonance elastography by direct visualization of propagating acoustic strain waves Science 269 1995 1854 1857 7569924
  34. Peters R. Ageing and the brain Postgrad. Med. J. 82 2006 84 88 16461469 PMC2596698
  35. Riek K. Millward J.M. Hamann I. Mueller S. Pfueller C.F. Paul F. Braun J. Infante-Duarte C. Sack I. Magnetic resonance elastography reveals altered brain viscoelasticity in experimental autoimmune encephalomyelitis Neuroimage Clin. 1 2012 81 90 24179740 PMC3757734
  36. Romano A. Guo J. Prokscha T. Meyer T. Hirsch S. Braun J. Sack I. Scheel M. In vivo waveguide elastography: effects of neurodegeneration in patients with amyotrophic lateral sclerosis Magn. Reson. Med. 72 2014 1755 1761 24347290
  37. Sack I. Streitberger K. Krefting D. Paul F. Braun J. The influence of physiological aging and atrophy on brain viscoelastic properties in humans PLoS One 6 2011 e23451 21931599 PMC3171401
  38. Schregel K. Wuerfel ńee Tysiak E. Garteiser P. Gemeinhardt I. Prozorovski T. Aktas O. Merz H. Petersen D. Wuerfel J. Sinkus R. Demyelination reduces brain parenchymal stiffness quantified in vivo by magnetic resonance elastography Proc. Natl. Acad. Sci. U.S.A. 109 2012 6650 6655 22492966 PMC3340071
  39. Schwarb H. Johnson C. McGarry M. Cohen N. Medial temporal lobe viscoelasticity and relational memory performance NeuroImage 132 2016 534 541 26931816 PMC4970644
  40. Schwarb H. Johnson C.L. Daugherty A.M. Hillman C.H. Kramer A.F. Cohen N.J. Barbey A.K. Aerobic fitness, hippocampal viscoelasticity, and relational memory performance NeuroImage 153 2017 179 188 28366763 PMC5637732
  41. Sinkus R. Siegmann K. Xydeas T. Tanter M. Claussen C. Fink M. MR elastography of breast lesions: understanding the solid/liquid duality can improve the specificity of contrast-enhanced MR mammography Magn. Reson. Med. 58 2007 1135 1144 17969009
  42. Smith D.E. Rapp P.R. McKay H.M. Roberts J.A. Tuszynski M.H. Memory impairment in aged primates is associated with focal death of cortical neurons and atrophy of subcortical neurons J. Neurosci. 24 2004 4373 4381 15128851 PMC6729447
  43. Streitberger K.J. Sack I. Krefting D. Pfuller C. Braun J. Paul F. Wuerfel J. Brain viscoelasticity alteration in chronic-progressive multiple sclerosis, alteration in chronic-progressive multiple sclerosis PLoS One 7 2012 e29888 22276134 PMC3262797
  44. Testu J. McGarry M.D.J. Dittmann F. Weaver J.B. Paulsen K.D. Sack I. Van Houten E.E.W. Viscoelastic power law parameters of in vivo human brain estimated by MR elastography J. Mech. Behav. Biomed. Mater. 74 2017 333 341 28654854
  45. Van Houten E.E.W. Paulsen K.D. Miga M.I. Kennedy F.E. Weaver J.B. An overlapping subzone technique for MR-based elastic property reconstruction Magn. Reson. Med. 42 1999 779 786 10502768
  46. Van Petten C. Relationship between hippocampal volume and memory ability in healthy individuals across the lifespan: review and meta-analysis Neuropsychologia 42 2004 1394 1413 15193947
  47. Weickenmeier J. de Rooij R. Budday S. Steinmann P. Ovaert T.C. Kuhl E. Brain stiffness increases with myelin content Acta Biomater. 42 2016 265 272 27475531
  48. Weickenmeier J. de Rooij R. Budday S. Ovaert T.C. Kuhl E. The mechanical importance of myelination in the central nervous system J. Mech. Behav. Biomed. Mater 76 2017 119 124 28462864

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Authors
Hiscox, L. V., Johnson, C. L., McGarry, M. D. J., Perrins, M., Littlejohn, A., van Beek, E. J. R., Roberts, N., & Starr, J. M.
Affiliations
  • Alzheimer Scotland (GB)
  • University of Delaware (US)
  • Dartmouth College (US)
  • The Queen's Medical Research Institute (GB)
Corresponding author
Hiscox, Lucy V.
Venue
Neurobiology of Aging
Publisher
Elsevier BV
Published
2018-05
Volume
65
Pages
158-167
ISSN
0197-4580 (ISSN-L)
OpenAlex
W2788272865
Cited by
118
References
3
Citations by year
2026: 13 · 2025: 13 · 2024: 15 · 2023: 18 · 2022: 15 · 2021: 13 · 2020: 12 · 2019: 14 · 2018: 5
FWCI
7.60
Type
journal article
Language
en
Open access
Locations
  • Neurobiology of Aging (publishedVersion, cc-by)
  • Europe PMC (PubMed Central) (publishedVersion, cc-by)
  • PubMed Central (publishedVersion, cc-by)
  • PubMed (publishedVersion)
  • ORCA Online Research @Cardiff (Cardiff University) (submittedVersion)
  • Edinburgh Research Explorer (University of Edinburgh) (submittedVersion, cc-by)
Funders
  • National Institute for Health and Care Research
  • University of Edinburgh (MR/K026992/1)
  • Centre for Cognitive Ageing and Cognitive Epidemiology (MR/K026992/1)
  • Directorate for Biological Sciences
  • Medical Research Council (MR/K026992/1, MC_PC_13062)
  • Biotechnology and Biological Sciences Research Council (MR/K026992/1)
Topics
  • Health Sciences › Medicine › Radiology, Nuclear Medicine and Imaging › Ultrasound Imaging and Elastography
  • Health Sciences › Medicine › Radiology, Nuclear Medicine and Imaging › Advanced MRI Techniques and Applications
  • Health Sciences › Medicine › Radiology, Nuclear Medicine and Imaging › Advanced Neuroimaging Techniques and Applications
Keywords
magnetic resonance elastography, brain viscoelasticity, brain aging, subcortical gray matter, shear stiffness, damping ratio, cerebral softening, amygdala, hippocampus, caudate nucleus, globus pallidus, putamen, thalamus, imaging biomarkers, brain microstructure
MeSH terms
Healthy Aging, Adolescent, Adult, Aged, Elasticity, Female, Humans, Image Enhancement, Male, Organ Size, Viscosity, Cerebrum, Elasticity Imaging Techniques, Young Adult, Gray Matter

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