Brain mechanical properties predict longitudinal cognitive change in aging and Alzheimer’s disease
Open accessAbstract
Age-related cognitive decline is a complex phenomenon that is influenced by various neurobiological processes at the molecular, cellular, and tissue levels. The extent of this decline varies between individuals and the underlying determinants of these differences are not fully understood. Two of the most prominent signs of cognitive decline in aging are the deterioration of episodic memory, which is a hallmark of Alzheimer's disease (AD), and the nearly always accompanying atrophy of the medial temporal lobe. Both cross-sectional and longitudinal studies have consistently demonstrated the strong relationship between these two, however, recent advanced imaging techniques have shown promise for predicting cognitive decline earlier than atrophy measures. In this study, we investigate the value of brain biomechanical properties, specifically in the medial temporal lobe, for predicting global cognitive decline along the normal aging and AD spectrum. Our results indicate that the medial temporal stiffness significantly predicts future cognitive decline beyond that achieved by measures of atrophy and amyloidosis. Measures of brain biomechanical properties may provide valuable prognostic information to enable more efficient study design and evaluation of potential interventions.
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Altered mechanical properties have been associated with cognitive decline and occurrence of neurodegenerative diseases.
“Altered mechanical properties have also been associated with cognitive decline and occurrence of neurodegenerative diseases (Pavuluri et al., 2025; Schwarb et al., 2016).”
From 40 Years of diffusion MRI in the brain: From history to emerging frontiers (2026) · cites this paper as Pavuluri et al., 2025
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Jack, C. R., Albert, M. S., Knopman, D. S., McKhann, G. M., Sperling, R. A., Carrillo, M. C., Thies, B., & Phelps, C. H. (2011) · Alzheimer's & Dementia · doi:10.1016/j.jalz.2011.03.004 · Cited by 2,042 · see citing works
Self-citationThe impact of aging and gender on brain viscoelasticity
Sack, I., Beierbach, B., Wuerfel, J., Klatt, D., Hamhaber, U., Papazoglou, S., Martus, P., & Braun, J. (2009) · NeuroImage · doi:10.1016/j.neuroimage.2009.02.040 · Cited by 423 · see citing works
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Research works printed but not linked: 48
- Baghani A, Salcudean S, & Rohling R (2009). Theoretical limitations of the elastic wave equation inversion for tissue elastography. J Acoust Soc Am, 126(3), 1541. 10.1121/1.3180495 19739767 · DOI
- Berron D, van Westen D, Ossenkoppele R, Strandberg O, & Hansson O (2020). Medial temporal lobe connectivity and its associations with cognition in early Alzheimer's disease. Brain, 143(A), 1233– 1248. 10.1093/brain/awaa068 32252068 PMC7174043 · DOI
- Bioucas-Dias JM, & Valadao G (2007). Phase Unwrapping via Graph Cuts. IEEE Transactions on Image Processing, 16(3), 698– 709. 10.1109/TIP.2006.888351 17357730 · DOI
- Braak H, & Braak E (1997). Frequency of stages of Alzheimer-related lesions in different age categories. Neurobiol Aging, 18(4), 351– 357. 10.1016/s0197-4580(97)00056-0 9330961 · DOI · Paper page
- Carmichael O, Mungas D, Beckett L, Harvey D, Tomaszewski Farias S, Reed B, Olichney J, Miller J, & Decarli C (2012). MRI predictors of cognitive change in a diverse and carefully characterized elderly population. Neurobiol Aging, 33(1), 83– 95. 10.1016/j.neurobiolaging.2010.01.021 20359776 PMC2909327 · DOI · Paper page
- Daugherty AM, Flinn R, & Ofen N (2017). Hippocampal CA3-dentate gyrus volume uniquely linked to improvement in associative memory from childhood to adulthood. Neuroimage, 153, 75– 85. https://doi.org/ 10.1016/j.neuroimage.2017.03.047 28342999 PMC5477670 · DOI
- Daugherty AM, Schwarb HD, McGarry MDJ, Johnson CL, & Cohen NJ (2020). Magnetic Resonance Elastography of Human Hippocampal Subfields: CA3-Dentate Gyrus Viscoelasticity Predicts Relational Memory Accuracy. Journal of Cognitive Neuroscience, 32(9), 1704– 1713. 10.1162/jocn_a_01574 32379003 PMC7577400 · DOI
- Delgorio PL, Hiscox LV, Daugherty AM, Sanjana F, McIlvain G, Pohlig RT, McGarry MDJ, Martens CR, Schwarb H, & Johnson CL (2022). Structure–Function Dissociations of Human Hippocampal Subfield Stiffness and Memory Performance. The Journal of Neuroscience, 42(42), 7957. 10.1523/JNEUROSCI.0592-22.2022 36261271 PMC9617610 · DOI
- Delgorio PL, Hiscox LV, Daugherty AM, Sanjana F, Pohlig RT, Ellison JM, Martens CR, Schwarb H, McGarry MDJ, & Johnson CL (2021). Effect of Aging on the Viscoelastic Properties of Hippocampal Subfields Assessed with High-Resolution MR Elastography. Cerebral Cortex, 31(6), 2799– 2811. 10.1093/cercor/bhaa388 33454745 PMC8107787 · DOI
- Delgorio PL, Hiscox LV, McIlvain G, Kramer MK, Diano AM, Twohy KE, Merritt AA, McGarry MDJ, Schwarb H, Daugherty AM, Ellison JM, Lanzi AM, Cohen ML, Martens CR, & Johnson CL (2023). Hippocampal subfield viscoelasticity in amnestic mild cognitive impairment evaluated with MR elastography. NeuroImage: Clinical, 37, 103327. 10.1016/j.nicl.2023.103327 36682312 PMC9871742 · DOI
- Dickerson BC, & Wolk DA (2012). MRI cortical thickness biomarker predicts AD-like CSF and cognitive decline in normal adults. Neurology, 78(2), 84– 90. 10.1212/WNL.0b013e31823efc6c 22189451 PMC3466670 · DOI
- Eichenbaum H, Yonelinas AP, & Ranganath C (2007). The medial temporal lobe and recognition memory. Annu Rev Neurosci, 30, 123– 152. 10.1146/annurev.neuro.30.051606.094328 17417939 PMC2064941 · DOI · Paper page
- Fletcher E, Gavett B, Harvey D, Farias ST, Olichney J, Beckett L, DeCarli C, & Mungas D (2018). Brain volume change and cognitive trajectories in aging. Neuropsychology, 32(4), 436– 449. 10.1037/neu0000447 29494196 PMC6525569 · DOI
- Gerischer LM, Fehlner A, Köbe T, Prehn K, Antonenko D, Grittner U, Braun J, Sack I, & Flöel A (2018). Combining viscoelasticity, diffusivity and volume of the hippocampus for the diagnosis of Alzheimer's disease based on magnetic resonance imaging. NeuroImage: Clinical, 18, 485– 493. 10.1016/j.nicl.2017.12.023 29527504 PMC5842309 · DOI
- Graff-Radford J, Arenaza-Urquijo EM, Knopman DS, Schwarz CG, Brown RD Jr., Rabinstein AA, Gunter JL, Senjem ML, Przybelski SA, Lesnick T, Ward C, Mielke MM, Lowe VJ, Petersen RC, Kremers WK, Kantarci K, Jack CR Jr., & Vemuri P (2019). White matter hyperintensities: relationship to amyloid and tau burden. Brain, 142(8), 2483– 2491. 10.1093/brain/awz162 31199475 PMC6658846 · DOI · Paper page
- Hiscox LV, Johnson CL, McGarry MDJ, Marshall H, Ritchie CW, van Beek EJR, Roberts N, & Starr JM (2020). Mechanical property alterations across the cerebral cortex due to Alzheimer's disease. Brain Communications, 2(1), fcz049. 10.1093/braincomms/fcz049 31998866 PMC6976617 · DOI
- Hiscox LV, Johnson CL, McGarry MDJ, Schwarb H, van Beek EJR, Roberts N, & Starr JM (2020). Hippocampal viscoelasticity and episodic memory performance in healthy older adults examined with magnetic resonance elastography. Brain Imaging and Behavior, 14(1), 175– 185. 10.1007/sll682-018-9988-8 30382528 PMC7007890 · DOI
- Hiscox LV, McGarry MDJ, & Johnson CL (2022). Evaluation of cerebral cortex viscoelastic property estimation with nonlinear inversion magnetic resonance elastography. Physics In Medicine & Biology, 67(9), 095002. 10.1088/1361-6560/ac5fde PMC9208651 35316794 · DOI
- Hiscox LV, Schwarb H, McGarry MDJ, & Johnson CL (2021). Aging brain mechanics: Progress and promise of magnetic resonance elastography. Neuroimage, 232, 117889. 10.1016/j.neuroimage.2021.117889 33617995 PMC8251510 · DOI
- Jack CR Jr., Petersen RC, O'Brien PC, & Tangalos EG (1992). MR-based hippocampal volumetry in the diagnosis of Alzheimer's disease. Neurology, 42(1), 183– 188. 10.1212/wnl.42.l.183 1734300 · DOI
- Jack CR Jr., Petersen RC, Xu YC, O'Brien PC, Smith GE, Ivnik RJ, Boeve BF, Waring SC, Tangalos EG, & Kokmen E (1999). Prediction of AD with MRI-based hippocampal volume in mild cognitive impairment. Neurology, 52(7), 1397– 1403. 10.1212/wnl.52.7.1397 10227624 PMC2730146 · DOI · Paper page
- Jack CR Jr., Petersen RC, Xu YC, Waring SC, O'Brien PC, Tangalos EG, Smith GE, Ivnik RJ, & Kokmen E (1997). Medial temporal atrophy on MRI in normal aging and very mild Alzheimer's disease. Neurology, 49(3), 786– 794. 10.1212/wnl.49.3.786 9305341 PMC2730601 · DOI · Paper page
- Jack CR Jr., Wiste HJ, Weigand SD, Therneau TM, Lowe VJ, Knopman DS, Gunter JL, Senjem ML, Jones DT, Kantarci K, Machulda MM, Mielke MM, Roberts RO, Vemuri P, Reyes DA, & Petersen RC (2017). Defining imaging biomarker cut points for brain aging and Alzheimer's disease. Alzheimers Dement, 13(3), 205– 216. 10.1016/j.jalz.2016.08.005 27697430 PMC5344738 · DOI · Paper page
- Manduca A, Bayly PJ, Ehman RL, Kolipaka A, Royston TJ, Sack I, Sinkus R, & Van Beers BE (2021). MR elastography: Principles, guidelines, and terminology. Magn Reson Med, 85(5), 2377– 2390. 10.1002/mrm.28627 33296103 PMC8495610 · DOI
- McKhann GM, Knopman DS, Chertkow H, Hyman BT, Jack CR Jr., Kawas CH, Klunk WE, Koroshetz WJ, Manly JJ, Mayeux R, Mohs RC, Morris JC, Rossor MN, Scheltens P, Carrillo MC, Thies B, Weintraub S, & Phelps CH (2011). The diagnosis of dementia due to Alzheimer's disease: recommendations from the National Institute on Aging-Alzheimer's Association workgroups on diagnostic guidelines for Alzheimer's disease. Alzheimers Dement, 7(3), 263– 269. 10.1016/j.jalz.2011.03.005 21514250 PMC3312024 · DOI · Paper page
- Mungas D, Reed BR, Jagust WJ, DeCarli C, Mack WJ, Kramer JH, Weiner MW, Schuff N, & Chui HC (2002). Volumetric MRI predicts rate of cognitive decline related to AD and cerebrovascular disease. Neurology, 59(6), 867– 873. 10.1212/wnl.59.6.867 12297568 PMC1820873 · DOI
- Murphy MC, Huston J 3rd, & Ehman RL (2019). MR elastography of the brain and its application in neurological diseases. Neuroimage, 187, 176– 183. 10.1016/j.neuroimage.2017.10.008 28993232 PMC5889749 · DOI
- Murphy MC, Huston J 3rd, Jack CR Jr., Glaser KJ, Senjem ML, Chen J, Manduca A, Felmlee JP, & Ehman RL (2013). Measuring the characteristic topography of brain stiffness with magnetic resonance elastography. PLoS One, 8(12), e81668. 10.1371/journal.pone.0081668 24312570 PMC3847077 · DOI
- Muthupillai R, Lomas DJ, Rossman PJ, Greenleaf JF, Manduca A, & Ehman RL (1995). Magnetic Resonance Elastography by Direct Visualization of Propagating Acoustic Strain Waves. Science, 269(5232), 1854– 1857. https://doi.org/doi: 10.1126/science.7569924 7569924 · DOI · Paper page
- Pavuluri K, Huston J III, Ehman RL, Manduca A, Jack CR Jr., Senjem ML, Vemuri P, & Murphy MC, (2024). Associations between vascular health, brain stiffness and global cognitive function. Brain Communications, 6(2). 10.1093/braincomms/fcae073 PMC10950054 38505229 · DOI
- Pavuluri K, Scott JM, Huston Iii J, Ehman RL, Manduca A, Jack CR Jr, Savica R, Boeve BF, Kantarci K, Petersen RC, Knopman DS, & Murphy MC (2023). Differential effect of dementia etiology on cortical stiffness as assessed by MR elastography. NeuroImage: Clinical, 37, 103328. 10.1016/j.nicl.2023.103328 36696808 PMC9879983 · DOI
- Petersen RC, Roberts RO, Knopman DS, Geda YE, Cha RH, Pankratz VS, Boeve BF, Tangalos EG, Ivnik RJ, & Rocca WA (2010). Prevalence of mild cognitive impairment is higher in men. The Mayo Clinic Study of Aging. Neurology, 75(10), 889– 897. 10.1212/WNL.0b013e3181f11d85 20820000 PMC2938972 · DOI
- Prins ND, & Scheltens P (2015). White matter hyperintensities, cognitive impairment and dementia: an update. Nat Rev Neurol, 11(3), 157– 165. 10.1038/nrneurol.2015.10 25686760 · DOI · Paper page
- Raghavan S, Przybelski SA, Reid RI, Graff-Radford J, Lesnick TG, Zuk SM, Knopman DS, Machulda MM, Mielke MM, Petersen RC, Jack CR Jr., & Vemuri P (2020). Reduced fractional anisotropy of the genu of the corpus callosum as a cerebrovascular disease marker and predictor of longitudinal cognition in MCI. Neurobiol Aging, 96, 176– 183. 10.1016/j.neurobiolaging.2020.09.005 33022474 PMC7722208 · DOI
- Roberts RO, Geda YE, Knopman DS, Cha RH, Pankratz VS, Boeve BF, Ivnik RJ, Tangalos EG, Petersen RC, & Rocca WA (2008). The Mayo Clinic Study of Aging: Design and Sampling, Participation, Baseline Measures and Sample Characteristics. Neuroepidemiology, 30(1), 58– 69. 10.1159/000115751 18259084 PMC2821441 · DOI
- Sack I, Streitberger KJ, Krefting D, Paul F, & Braun J (2011). The influence of physiological aging and atrophy on brain viscoelastic properties in humans. PLoS One, 6(9), e23451. 10.1371/journal.pone.0023451 21931599 PMC3171401 · DOI
- Sanjana F, Delgorio PL, DeConne TM, Hiscox LV, Pohlig RT, Johnson CL, & Martens CR (2023). Vascular determinants of hippocampal viscoelastic properties in healthy adults across the lifespan. Journal of Cerebral Blood Flow & Metabolism, 43(11), 1931– 1941. 10.1177/0271678X231186571 37395479 PMC10676145 · DOI
- Schwarb H, Johnson CL, Daugherty AM, Hillman CH, Kramer AF, Cohen NJ, & Barbey AK (2017). Aerobic fitness, hippocampal viscoelasticity, and relational memory performance. Neuroimage, 153, 179– 188. 10.1016/j.neuroimage.2017.03.061 28366763 PMC5637732 · DOI
- Schwarb H, Johnson CL, Dulas MR, McGarry MDJ, Holtrop JL, Watson PD, Wang JX, Voss JL, Sutton BP, & Cohen NJ (2019). Structural and Functional MRI Evidence for Distinct Medial Temporal and Prefrontal Roles in Context-dependent Relational Memory. Journal of Cognitive Neuroscience, 31(12), 1857– 1872. 10.1162/jocn_a_01454 31393232 PMC7028347 · DOI
- Schwarb H, Johnson CL, McGarry MDJ, & Cohen NJ (2016). Medial temporal lobe viscoelasticity and relational memory performance. Neuroimage, 132, 534– 541. 10.1016/j.neuroimage.2016.02.059 26931816 PMC4970644 · DOI · Paper page
- Schwarz CG, Gunter JL, Wiste HJ, Przybelski SA, Weigand SD, Ward CP, Senjem ML, Vemuri P, Murray ME, Dickson DW, Parisi JE, Kantarci K, Weiner MW, Petersen RC, & Jack CR (2016). A large-scale comparison of cortical thickness and volume methods for measuring Alzheimer's disease severity. NeuroImage: Clinical, 11, 802– 812. 10.1016/j.nicl.2016.05.017 28050342 PMC5187496 · DOI
- Scott JM, Pavuluri K, Trzasko JD, Manduca A, Senjem ML, Huston lii J, Ehman RL, & Murphy MC (2022). Impact of material homogeneity assumption on cortical stiffness estimates by MR elastography. Magnetic Resonance in Medicine, 88(2), 916– 929. 10.1002/mrm.29226 35381121 PMC9561798 · DOI
- Squire LR, & Zola-Morgan S (1991). The medial temporal lobe memory system. Science, 253(5026), 1380– 1386. 10.1126/science.1896849 1896849 · DOI · Paper page
- Tucker-Drob EM (2019). Cognitive Aging and Dementia: A Life-Span Perspective. Annual Review of Developmental Psychology, 1(1), 177– 196. 10.1146/annurev-devpsych-121318-085204 PMC8153102 34046638 · DOI
- van der Flier WM, van der Vlies AE, Weverling-Rijnsburger AW, de Boer NL, Admiraal-Behloul F, Bollen EL, Westendorp RG, van Buchem MA, & Middelkoop HA (2005). MRI measures and progression of cognitive decline in nondemented elderly attending a memory clinic. Int J Geriatr Psychiatry, 20(11), 1060– 1066. 10.1002/gps.1392 16250078 · DOI
- Vemuri P, Lesnick TG, Przybelski SA, Machulda M, Knopman DS, Mielke MM, Roberts RO, Geda YE, Rocca WA, Petersen RC, & Jack CR Jr. (2014). Association of Lifetime Intellectual Enrichment With Cognitive Decline in the Older Population. JAMA Neurology, 71(8), 1017– 1024. 10.1001/jamaneurol.2014.963 25054282 PMC4266551 · DOI
- Visser PJ, Scheltens P, Verhey FR, Schmand B, Launer LJ, Jolles J, & Jonker C (1999). Medial temporal lobe atrophy and memory dysfunction as predictors for dementia in subjects with mild cognitive impairment. J Neurol, 246(6), 477– 485. 10.1007/s004150050387 10431775 · DOI · Paper page
- Visser PJ, Verhey FR, Hofman PA, Scheltens P, & Jolles J (2002). Medial temporal lobe atrophy predicts Alzheimer's disease in patients with minor cognitive impairment. J Neurol Neurosurg Psychiatry, 72(4), 491– 497. 10.1136/jnnp.72.4.491 11909909 PMC1737837 · DOI
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Sorted by citations
Le Bihan, D. (2026) · Frontiers in Neuroscience · doi:10.3389/fnins.2026.1858655 · Cited by 1 · see citing works
40 Years of diffusion MRI in the brain: From history to emerging frontiers
Le Bihan, D. (2026) · Imaging Neuroscience · doi:10.1162/imag.a.1365
“Altered mechanical properties have also been associated with cognitive decline and occurrence of neurodegenerative diseases ( Pavuluri et al., 2025; Schwarb et al., 2016).”
- Authors
- Pavuluri, K., Huston, J., Ehman, R. L., Manduca, A., Vemuri, P., Jack, C. R., Senjem, M. L., & Murphy, M. C.
- Affiliations
- Mayo Clinic (US)
- Corresponding author
- Pavuluri, KowsalyaDevi
- ORCID
- Venue
- Neurobiology of Aging
- Publisher
- Elsevier BV
- Published
- 2025-03
- Volume
- 147
- Pages
- 203-212
- ISSN
- 0197-4580 (ISSN-L)
- PMC
- PMC11833753
- OpenAlex
- W4406166009
- Cited by
- 18
- References
- 2
- Citations by year
- 2026: 15 · 2025: 3
- FWCI
- 12.11
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Licence
- Locations
- Neurobiology of Aging (publishedVersion, cc-by-nc)
- PubMed (publishedVersion)
- PubMed Central (publishedVersion)
- Funders
- National Institutes of Health
- National Institute on Aging (U01 NS100620, R01 AG076636, U01 AG006786, P30 AG062677)
- Mayo Clinic
- National Institute of Biomedical Imaging and Bioengineering (R01 EB027064, R37 EB001981)
- Topics
- Health Sciences › Medicine › Psychiatry and Mental health › Dementia and Cognitive Impairment Research
- Health Sciences › Medicine › Physiology › Alzheimer's disease research and treatments
- Health Sciences › Medicine › Radiology, Nuclear Medicine and Imaging › Advanced Neuroimaging Techniques and Applications
- Keywords
- brain biomechanics, brain stiffness, medial temporal lobe, cognitive decline, Alzheimer's disease, normal aging, medial temporal lobe atrophy, amyloidosis, episodic memory, longitudinal cognitive change, prognostic factors
- MeSH terms
- Aged, Aged, 80 and over, Aging, Alzheimer Disease, Atrophy, Biomechanical Phenomena, Brain, Cognition, Cognition Disorders, Female, Humans, Longitudinal Studies, Magnetic Resonance Imaging, Male, Middle Aged, Predictive Value of Tests, Temporal Lobe, Cognitive Dysfunction, Memory, Episodic
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