Cited by 51Alzheimer's disease research and treatmentsDementia and Cognitive Impairment ResearchAdvanced MRI Techniques and Applications

Imaging the accumulation and suppression of tau pathology using multiparametric MRI

Open access
Holmes, Holly E., Colgan, Niall, Ismail, Ozama, Ma, Da, Powell, Nick M., O'Callaghan, James M., Harrison, Ian F., Johnson, Ross A. +13 more·2016·Neurobiology of Aging

Abstract

Mouse models of Alzheimer's disease have served as valuable tools for investigating pathogenic mechanisms relating to neurodegeneration, including tau-mediated and neurofibrillary tangle pathology-a major hallmark of the disease. In this work, we have used multiparametric magnetic resonance imaging (MRI) in a longitudinal study of neurodegeneration in the rTg4510 mouse model of tauopathy, a subset of which were treated with doxycycline at different time points to suppress the tau transgene. Using this paradigm, we investigated the sensitivity of multiparametric MRI to both the accumulation and suppression of pathologic tau. Tau-related atrophy was discernible from 5.5 months within the cortex and hippocampus. We observed markedly less atrophy in the treated rTg4510 mice, which was enhanced after doxycycline intervention from 3.5 months. We also observed differences in amide proton transfer, cerebral blood flow, and diffusion tensor imaging parameters in the rTg4510 mice, which were significantly less altered after doxycycline treatment. We propose that these non-invasive MRI techniques offer insight into pathologic mechanisms underpinning Alzheimer's disease that may be important when evaluating emerging therapeutics targeting one of more of these processes.

The claims and statistics of this paper haven’t been checked yet.

Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.

A few free checks a day · papers already verified open instantly · results are public

Integrity signals

Registry

Crossref · 10.1016/j.neurobiolaging.2015.12.001

Cites

9 of 9 references verified0 citation errors · 0 not checkable

Statistics

Claims the paper makes

The claims and statistics of this paper haven’t been checked yet.

Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.

A few free checks a day · papers already verified open instantly · results are public

Claims other papers make about this one

Each is checked against this paper’s own text: does it say what the citing paper says it does?

  • Behavioural analysis revealed cognitive deficits in learning and motor tasks.

    “Behavioural analysis revealed cognitive deficits in learning and motor tasks [30,31].”

    From Diffusion tensor imaging reveals whole-brain microstructural changes in the P301L mouse model of tauopathy. (2020) · cites this paper as [30]

    The Materials and methods (Magnetic resonance imaging; page unavailable) describe MRI scans and subsequent histologic evaluation, not behavioural tests. Searches for behavioural testing and learning or motor tasks found no passage reporting deficits in those tasks. The Introduction mentions cognitive status generally, but does not establish the claimed behavioural result. (LLM, conf=0.74)

    Experimental — accuracy not yet measured

Self-check

Percentages, sums and reported differences re-computed from the paper’s own numbers.

The self-check needs the paper’s full text.

Cites

Flagged first, then by citations

Research works printed but not linked: 60

  1. Acosta-Cabronero J Alley S. Williams G.B. Pengas G. Nestor P.J. Diffusion tensor Metrics as biomarkers in Alzheimer's disease PLoS One 7 2012 e49072 23145075 PMC3492261
  2. Ahmed Z Cooper J. Murray T.K. Garn K. McNaughton E. Clarke H. Parhizkar S. Ward M.A. Cavallini A. Jackson S. Bose S. Clavaguera F. Tolnay M. Lavenir I. Goedert M. Hutton M.L. O’Neill M.J. A novel in vivo model of tau propagation with rapid and progressive neurofibrillary tangle pathology: the pattern of spread is determined by connectivity, not proximity Acta Neuropathol. 127 2014 667 683 24531916 PMC4252866
  3. Anand R. Gill K.D. Mahdi A.A. Therapeutics of Alzheimer's disease: past, present and future Neuropharmacology 76, Part A 2014 27 50 23891641
  4. Batchelor P.G Atkinson D. Hill D.L.G. Calamante F. Connelly A. Anisotropic noise propagation in diffusion tensor MRI sampling schemes Magn. Reson. Med. 49 2003 1143 1151 12768593
  5. Braak H. Braak E. Staging of Alzheimer's disease-related neurofibrillary changes Neurobiol. Aging 16 1995 271 278 7566337
  6. Brookmeyer R Johnson E. Ziegler-Graham K. Arrighi H.M. Forecasting the global burden of Alzheimer's disease Alzheimers Dement. 3 2007 186 191 19595937
  7. Buxton R.B Frank L.R. Wong E.C. Siewert B. Warach S. Edelman R.R. A general kinetic model for quantitative perfusion imaging with arterial spin labeling Magn. Reson. Med. 40 1998 383 396 9727941
  8. Constantinides C. Mean R. Janssen B.J. Effects of isoflurane anesthesia on the cardiovascular function of the C57BL/6 mouse ILAR J. 52 2011 e21 e31 21677360 PMC3508701
  9. de la Torre J.C. Is Alzheimer's disease a neurodegenerative or a vascular disorder? Data, dogma, and dialectics Lancet Neurol. 3 2004 184 190 14980533
  10. den Heijer T. der Lijn F.v. Vernooij M.W. de Groot M. Koudstaal P.J. der Lugt A.v. Krestin G.P. Hofman A. Niessen W.J. Breteler M.M.B. Structural and diffusion MRI measures of the hippocampus and memory performance Neuroimage 63 2012 1782 1789 22960084
  11. Drummond J.C Todd M.M. Scheller M.S. Shapiro H.M. A comparison of the direct cerebral vasodilating potencies of halothane and isoflurane in the New Zealand White rabbit Anesthesiology 65 1986 462 467 3777475
  12. Fang B. Wang D. Huang M. Yu G. Li H. Hypothesis on the relationship between the change in intracellular pH and incidence of sporadic Alzheimer's disease or vascular dementia Int. J. Neurosci. 120 2010 591 595 20707633
  13. Genovese C.R. Lazar N.A. Nichols T. Thresholding of statistical maps in functional neuroimaging using the false discovery rate Neuroimage 15 2002 870 878 11906227
  14. Giacobini E. Gold G. Alzheimer disease therapy—moving from amyloid-[beta] to tau Nat. Rev. Neurol. 9 2013 677 686 24217510
  15. Giannakopoulos P Herrmann F. Bussiere T. Bouras C. Kövari E. Perl D. Morrison J. Gold G. Hof P. Tangle and neuron numbers, but not amyloid load, predict cognitive status in Alzheimer’s disease Neurology 60 2003 1495 1500 12743238
  16. Gozzi A Ceolin L. Schwarz A. Reese T. Bertani S. Crestan V. Bifone A. A multimodality investigation of cerebral hemodynamics and autoregulation in pharmacological MRI Magn. Reson. Imaging 25 2007 826 833 17451905
  17. Hajjar I. Rodgers K. Do angiotensin receptor blockers prevent Alzheimer's disease? Curr. Opin. Cardiol. 28 2013 417 425 23703253
  18. Hall A.M. Roberson E.D. Mouse models of Alzheimer's disease Brain Res. Bull. 88 2012 3 12 22142973 PMC3546481
  19. Huang H Fan X. Weiner M. Martin-Cook K. Xiao G. Davis J. Devous M. Rosenberg R. Diaz-Arrastia R. Distinctive disruption patterns of white matter tracts in Alzheimer's disease with full diffusion tensor characterization Neurobiol. Aging 33 2012 2029 2045 21872362 PMC3227739
  20. Hugenschmidt C.E Peiffer A.M. Kraft R.A. Casanova R. Deibler A.R. Burdette J.H. Maldjian J.A. Laurienti P.J. Relating imaging indices of white matter integrity and volume in healthy older adults Cereb. Cortex 18 2008 433 442 17575289
  21. Jack C.R Dickson D.W. Parisi J.E. Xu Y.C. Cha R.H. O’Brien P.C. Edland S.D. Smith G.E. Boeve B.F. Tangalos E.G. Kokmen E. Petersen R.C. Antemortem MRI findings correlate with hippocampal neuropathology in typical aging and dementia Neurology 58 2002 750 757 11889239 PMC2745935
  22. Jack C.R Bernstein M.A. Fox N.C. Thompson P. Alexander G. Harvey D. Borowski B. Britson P.J. L. Whitwell J. Ward C. Dale A.M. Felmlee J.P. Gunter J.L. Hill D.L.G. Killiany R. Schuff N. Fox-Bosetti S. Lin C. Studholme C. DeCarli C.S. Gunnar K. Ward H.A. Metzger G.J. Scott K.T. Mallozzi R. Blezek D. Levy J. Debbins J.P. Fleisher A.S. Albert M. Green R. Bartzokis G. Glover G. Mugler J. Weiner M.W. The Alzheimer's disease neuroimaging initiative (ADNI): MRI methods J. Magn. Reson. Imaging 27 2008 685 691 18302232 PMC2544629
  23. Jack C.R. Jr. Knopman D.S. Jagust W.J. Petersen R.C. Weiner M.W. Aisen P.S. Shaw L.M. Vemuri P. Wiste H.J. Weigand S.D. Tracking pathophysiological processes in Alzheimer's disease: an updated hypothetical model of dynamic biomarkers Lancet Neurol. 12 2013 207 216 23332364 PMC3622225
  24. Jones C.K Schlosser M.J. van Zijl P.C.M. Pomper M.G. Golay X. Zhou J. Amide proton transfer imaging of human brain tumors at 3T Magn. Reson. Med. 56 2006 585 592 16892186
  25. Jorge Cardoso M Leung K. Modat M. Keihaninejad S. Cash D. Barnes J. Fox N.C. Ourselin S. STEPS: Similarity and Truth Estimation for Propagated Segmentations and its application to hippocampal segmentation and brain parcelation Med. Image Anal. 17 2013 671 684 23510558
  26. Kerbler G.M Hamlin A.S. Pannek K. Kurniawan N.D. Keller M.D. Rose S.E. Coulson E.J. Diffusion-weighted magnetic resonance imaging detection of basal forebrain cholinergic degeneration in a mouse model Neuroimage 66 2013 133 141 23128077
  27. Kim S.G. Quantification of relative cerebral blood flow change by flow-sensitive alternating inversion recovery (FAIR) technique: application to functional mapping Magn. Reson. Med. 34 1995 293 301 7500865
  28. Kwong K.K Belliveau J.W. Chesler D.A. Goldberg I.E. Weisskoff R.M. Poncelet B.P. Kennedy D.N. Hoppel B.E. Cohen M.S. Turner R. Dynamic magnetic resonance imaging of human brain activity during primary sensory stimulation Proc. Natl. Acad. Sci. U. S. A. 89 1992 5675 5679 1608978 PMC49355
  29. Le Bihan D Mangin J.-F. Poupon C. Clark C.A. Pappata S. Molko N. Chabriat H. Diffusion tensor imaging: concepts and applications J. Magn. Reson. Imaging 13 2001 534 546 11276097
  30. Ma D Cardoso M.J. Modat M. Powell N. Wells J. Holmes H. Wiseman F. Tybulewicz V. Fisher E. Lythgoe M.F. Ourselin S. Automatic structural parcellation of mouse brain MRI using multi-atlas label fusion PLoS One 9 2014 e86576 24475148 PMC3903537
  31. Ma Y Smith D. Hof P.R. Foerster B. Hamilton S. Blackband S.J. Yu M. Benveniste H. In vivo 3D digital atlas database of the adult C57BL/6J mouse brain by magnetic resonance microscopy Front. Neuroanat. 2 2008 1 18958199 PMC2525925
  32. Makaryus R Lee H. Yu M. Zhang S. Smith S.D. Rebecchi M. Glass P.S. Benveniste H. The metabolomic profile during isoflurane anesthesia differs from propofol anesthesia in the live rodent brain J. Cereb. Blood Flow Metab. 31 2011 1432 1442 21266982 PMC3130322
  33. Massaad C.A Amin S.K. Hu L. Mei Y. Klann E. Pautler R.G. Mitochondrial superoxide contributes to blood flow and axonal transport deficits in the Tg2576 mouse model of Alzheimer's disease PLoS One 5 2010 e10561 20479943 PMC2866668
  34. Matta B.F Heath K.J. Tipping K. Summors A.C. Direct cerebral vasodilatory effects of sevoflurane and isoflurane Anesthesiology 91 1999 677 10485778
  35. McVicar N Li A.X. Goncalves D.F. Bellyou M. Meakin S.O. Prado M.A.M. Bartha R. Quantitative tissue pH measurement during cerebral ischemia using amine and amide concentration-independent detection (AACID) with MRI J. Cereb. Blood Flow Metab. 34 2014 690 698 24496171 PMC3982091
  36. Mielke M.M Kozauer N.A. Chan K.C.G. George M. Toroney J. Zerrate M. Bandeen-Roche K. Wang M.C. vanZijl P. Pekar J.J. Mori S. Lyketsos C.G. Albert M. Regionally-specific diffusion tensor imaging in mild cognitive impairment and Alzheimer's disease Neuroimage 46 2009 47 55 19457371 PMC2688089
  37. Modat M Ridgway G.R. Taylor Z.A. Lehmann M. Barnes J. Hawkes D.J. Fox N.C. Ourselin S. Fast free-form deformation using graphics processing units Comput. Methods Programs Biomed. 98 2010 278 284 19818524
  38. Modat M Cardoso M.J. Daga P. Cash D. Fox N. Ourselin S. Inverse-consistent symmetric free form deformation Dawant B. Christensen G. Fitzpatrick J.M. Rueckert D. Biomedical image registration 2012 Springer Berlin, Germany 79 88
  39. Nyul L.G. Udupa J.K. Zhang X. New variants of a method of MRI scale standardization IEEE Trans. Med. Imaging 19 2000 143 150 10784285
  40. O’Callaghan J Wells J. Richardson S. Holmes H. Yu Y. Walker-Samuel S. Siow B. Lythgoe M.F. Is your system calibrated? MRI gradient system calibration for pre-clinical, high-resolution imaging PLoS One 9 2014 e96568 24804737 PMC4013024
  41. Ourselin S Roche A. Prima S. Ayache N. Block matching: a general framework to improve robustness of rigid registration of medical images Scott L. Delp Anthony M. DiGoia Branislav Jaramaz Medical Image Computing and Computer-Assisted Intervention—MICCAI 2000 Lecture Notes in Computer Science 1935 2000 Springer Berlin Heidelberg 557 566
  42. Ramsden M Kotilinek L. Forster C. Paulson J. McGowan E. SantaCruz K. Guimaraes A. Yue M. Lewis J. Carlson G. Hutton M. Ashe K.H. Age-dependent neurofibrillary tangle formation, neuron loss, and memory impairment in a mouse model of human tauopathy (P301L) J. Neurosci. 25 2005 10637 10647 16291936 PMC6725849
  43. Sahara N Perez P.D. Lin W.-L. Dickson D.W. Ren Y. Zeng H. Lewis J. Febo M. Age-related decline in white matter integrity in a mouse model of tauopathy: an in vivo diffusion tensor magnetic resonance imaging study Neurobiol. Aging 35 2014 1364 1374 24411290 PMC4729397
  44. SantaCruz K Lewis J. Spires T. Paulson J. Kotilinek L. Ingelsson M. Guimaraes A. DeTure M. Ramsden M. McGowan E. Forster C. Yue M. Orne J. Janus C. Mariash A. Kuskowski M. Hyman B. Hutton M. Ashe K.H. Tau suppression in a neurodegenerative mouse model improves memory function Science 309 2005 476 481 16020737 PMC1574647
  45. Scheidegger R. Vinogradov E. Alsop D.C. Amide proton transfer imaging with improved robustness to magnetic field inhomogeneity and magnetization transfer asymmetry using saturation with frequency alternating RF irradiation Magn. Reson. Med. 66 2011 1275 1285 21608029 PMC3162103
  46. Stelzmann R.A. Norman Schnitzlein H. Reed Murtagh F. An English translation of Alzheimer's 1907 paper, “über eine eigenartige erkankung der hirnrinde.” Clin. Anat. 8 1995 429 431 8713166
  47. Sun P.Z. Farrar C.T. Sorensen A.G. Correction for artifacts induced by B0 and B1 field inhomogeneities in pH-sensitive chemical exchange saturation transfer (CEST) imaging Magn. Reson. Med. 58 2007 1207 1215 17969015
  48. Sykova E. Extrasynaptic volume transmission and diffusion parameters of the extracellular space Neuroscience 129 2004 861 876 15561404
  49. Tustison N.J Avants B.B. Cook P.A. Zheng Y. Egan A. Yushkevich P.A. Gee J.C. N4ITK: improved N3 bias correction Med. Imaging IEEE Trans. 29 2010 1310 1320 PMC3071855 20378467
  50. van Zijl P. Yadav N.N. Chemical exchange saturation transfer (CEST): what is in a name and what isn't? Magn. Reson. Med. 65 2011 927 948 21337419 PMC3148076
  51. Villa F Iacca C. Molinari A.F. Giussani C. Aletti G. Pesenti A. Citerio G. Inhalation versus endovenous sedation in subarachnoid hemorrhage patients: effects on regional cerebral blood flow Crit. Care Med. 40 2012 2797 2804 22824929
  52. Wells J.A Siow B. Lythgoe M.F. Thomas D.L. The importance of RF bandwidth for effective tagging in pulsed arterial spin labeling MRI at 9.4T NMR Biomed. 25 2012 1139 1143 22514019
  53. Wells J.A Holmes H.E. O'Callaghan J.M. Colgan N. Ismail O. Fisher E.M.C. Siow B. Murray T.K. Schwarz A.J. O'Neill M.J. Collins E.C. Lythgoe M.F. Increased cerebral vascular reactivity in the tau expressing rTg4510 mouse: evidence against the role of tau pathology to impair vascular health in Alzheimer/'s disease J. Cereb. Blood Flow Metab. 111 2014 369 378 PMC4348392 25515210
  54. Wells J.A O'Callaghan J.M. Holmes H.E. Powell N.M. Johnson R.A. Siow B. Torrealdea F. Ismail O. Walker-Samuel S. Golay X. Rega M. Richardson S. Modat M. Cardoso M.J. Ourselin S. Schwarz A.J. Ahmed Z. Murray T.K. O'Neill M.J. Collins E.C. Colgan N. Lythgoe M.F. In vivo imaging of tau pathology using multi-parametric quantitative MRI Neuroimage 111 2015 369 378 25700953 PMC4626540
  55. Wolk D. Detre J. Arterial spin labeling MRI: an emerging biomarker for Alzheimer's disease and other neurodegenerative conditions Curr. Opin. Neurol. 25 2012 421 428 22610458 PMC3642866
  56. Yang D Xie Z. Stephenson D. Morton D. Hicks C.D. Brown T.M. Sriram R. O'Neill S. Raunig D. Bocan T. Volumetric MRI and MRS provide sensitive measures of Alzheimer's disease neuropathology in inducible Tau transgenic mice (rTg4510) Neuroimage 54 2011 2652 2658 21035554
  57. Yue M Hanna A. Wilson J. Roder H. Janus C. Sex difference in pathology and memory decline in rTg4510 mouse model of tauopathy Neurobiol. Aging 32 2011 590 603 19427061
  58. Zhou J Lal B. Wilson D.A. Laterra J. van Zijl P.C.M. Amide proton transfer (APT) contrast for imaging of brain tumors Magn. Reson. Med. 50 2003 1120 1126 14648559
  59. Zhou J Payen J.F. Wilson D.A. Traystman R.J. van Zijl P.C.M. Using the amide proton signals of intracellular proteins and peptides to detect pH effects in MRI Nat. Med. 9 2003 1085 1090 12872167
  60. Zhou J Blakeley J.O. Hua J. Kim M. Laterra J. Pomper M.G. van Zijl P.C.M. Practical data acquisition method for human brain tumor amide proton transfer (APT) imaging Magn. Reson. Med. 60 2008 842 849 18816868 PMC2579754

Cited by

Sorted by citations

Authors
Holmes, H. E., Colgan, N., Ismail, O., Ma, D., Powell, N. M., O'Callaghan, J. M., Harrison, I. F., Johnson, R. A., Murray, T. K., Ahmed, Z., Heggenes, M., Fisher, A., Cardoso, M. J., Modat, M., Walker-Samuel, S., Fisher, E. M. C., Ourselin, S., O'Neill, M. J., Wells, J. A., Collins, E. C., & Lythgoe, M. F.
Affiliations
  • University College London (GB)
  • Eli Lilly (United States) (US)
  • Eli Lilly (United Kingdom) (GB)
  • UCL Queen Square Institute of Neurology (GB)
Corresponding author
Holmes, Holly E.
Venue
Neurobiology of Aging
Publisher
Elsevier BV
Published
2016-03
Volume
39
Pages
184-194
ISSN
0197-4580 (ISSN-L)
OpenAlex
W2206932523
Cited by
51
References
9
Citations by year
2026: 1 · 2025: 5 · 2024: 4 · 2023: 3 · 2022: 4 · 2021: 7 · 2020: 7 · 2019: 5 · 2018: 5 · 2017: 8 · 2016: 1
FWCI
3.44
Type
journal article
Language
en
Open access
Locations
  • Neurobiology of Aging (publishedVersion, cc-by)
  • PubMed Central (publishedVersion, cc-by)
  • PubMed (publishedVersion)
  • Research Portal (King's College London) (publishedVersion, cc-by)
  • UCL Discovery (University College London) (submittedVersion)
Funders
  • NC3Rs (NC/K500276/1)
  • UK Medical Research Council (MR/G0900207-3/1, MR/J500422/1)
  • EPSRC (EP/H046410/1, EP/J020990/1, EP/K005278)
  • Leonard Wolfson Experimental Neurology Centre (PR/ylr/18575)
  • Wellcome Trust (WT100247MA)
  • MRC (MR/J01107X/1, MR/J013110/1)
  • Medical Research Council (MR/J013110/1)
  • King’s College London
  • Eli Lilly and Company
Topics
  • Health Sciences › Medicine › Physiology › Alzheimer's disease research and treatments
  • Health Sciences › Medicine › Psychiatry and Mental health › Dementia and Cognitive Impairment Research
  • Health Sciences › Medicine › Radiology, Nuclear Medicine and Imaging › Advanced MRI Techniques and Applications
Keywords
tau pathology, Alzheimer's disease, doxycycline, neurodegeneration, brain atrophy, amide proton transfer, cerebral blood flow, diffusion tensor imaging, multiparametric MRI, neurofibrillary tangles, hippocampus, cortex
MeSH terms
Alzheimer Disease, Animals, Atrophy, Cerebral Cortex, Disease Models, Animal, Doxycycline, Female, Hippocampus, Longitudinal Studies, Magnetic Resonance Imaging, Male, Mice, Transgenic, Neurofibrillary Tangles, tau Proteins, Transgenes, Tauopathies

About these checks

Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.

Statistics and arithmetic are recomputed, not judged.

Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.

What counts as a claim ›How we measure confidence ›How we check this ›

Are you an author, or do you see a problem with this page? Request a review