Cited by 79Alzheimer's disease research and treatmentsDementia and Cognitive Impairment ResearchNeuroinflammation and Neurodegeneration Mechanisms

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Soluble amyloid beta levels are elevated in the white matter of Alzheimer’s patients, independent of cortical plaque severity

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Abstract

Alzheimer's disease (AD) is the most common neurodegenerative disease and the leading cause of dementia. In addition to grey matter pathology, white matter changes are now recognized as an important pathological feature in the emergence of the disease. Despite growing recognition of the importance of white matter abnormalities in the pathogenesis of AD, the causes of white matter degeneration are still unknown. While multiple studies propose Wallerian-like degeneration as the source of white matter change, others suggest that primary white matter pathology may be due, at least in part, to other mechanisms, including local effects of toxic Aβ peptides. In the current study, we investigated levels of soluble amyloid-beta (Aβ) in white matter of AD patients (n=12) compared with controls (n=10). Fresh frozen white matter samples were obtained from anterior (Brodmann area 9) and posterior (Brodmann area 1, 2 and 3) areas of post-mortem AD and control brains. ELISA was used to examine levels of soluble Aβ -42 and Aβ -40. Total cortical neuritic plaque severity rating was derived from individual ratings in the following areas of cortex: mid-frontal, superior temporal, pre-central, inferior parietal, hippocampus (CA1), subiculum, entorhinal cortex, transentorhinal cortex, inferior temporal, amygdala and basal forebrain. Compared with controls, AD samples had higher white matter levels of both soluble Aβ -42 and Aβ -40. While no regional white matter differences were found in Aβ -40, Aβ -42 levels were higher in anterior regions than in posterior regions across both groups. After statistically controlling for total cortical neuritic plaque severity, differences in both soluble Aβ -42 and Aβ -40 between the groups remained, suggesting that white matter Aβ peptides accumulate independent of overall grey matter fibrillar amyloid pathology and are not simply a reflection of overall amyloid burden. These results shed light on one potential mechanism through which white matter degeneration may occur in AD. Given that white matter degeneration may be an early marker of disease, preceding grey matter atrophy, understanding the mechanisms and risk factors that may lead to white matter loss could help to identify those at high risk and to intervene earlier in the pathogenic process.

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References 76 · Cited by 79

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  1. Reitz C, Brayne C, Mayeux R: Epidemiology of Alzheimer disease. Nat Rev Neurol 2011, 7(3):137–152. doi:10.1038/nrneurol.2011.2 10.1038/nrneurol.2011.2 · DOI · Paper page
  2. Hardy J, Selkoe DJ: The amyloid hypothesis of Alzheimer’s disease: progress and problems on the road to therapeutics. Science 2002, 297(5580):353–356. doi:10.1126/science.1072994 10.1126/science.1072994 · DOI · Paper page
  3. Amlien IK, Fjell AM (2014) Diffusion tensor imaging of white matter degeneration in Alzheimer’s disease and mild cognitive impairment. Neuroscience. doi:10.1016/j.neuroscience.2014.02.017 · DOI · Paper page
  4. Balthazar ML, Yasuda CL, Pereira FR, Pedro T, Damasceno BP, Cendes F: Differences in grey and white matter atrophy in amnestic mild cognitive impairment and mild Alzheimer’s disease. Eur J Neurol 2009, 16(4):468–474. doi:10.1111/j.1468–1331.2008.02408.x 10.1111/j.1468-1331.2008.02408.x · DOI
  5. Guo X, Wang Z, Li K, Li Z, Qi Z, Jin Z, Yao L, Chen K: Voxel-based assessment of gray and white matter volumes in Alzheimer’s disease. Neurosci Lett 2010, 468(2):146–150. doi:10.1016/j.neulet.2009.10.086 10.1016/j.neulet.2009.10.086 · DOI
  6. Li S, Pu F, Shi F, Xie S, Wang Y, Jiang T: Regional white matter decreases in Alzheimer’s disease using optimized voxel-based morphometry. Acta Radiol 2008, 49(1):84–90. doi:10.1080/02841850701627181 10.1080/02841850701627181 · DOI
  7. Salat DH, Greve DN, Pacheco JL, Quinn BT, Helmer KG, Buckner RL, Fischl B: Regional white matter volume differences in nondemented aging and Alzheimer’s disease. Neuroimage 2009, 44(4):1247–1258. doi:10.1016/j.neuroimage.2008.10.030 10.1016/j.neuroimage.2008.10.030 · DOI
  8. Brickman AM, Honig LS, Scarmeas N, Tatarina O, Sanders L, Albert MS, Brandt J, Blacker D, Stern Y: Measuring cerebral atrophy and white matter hyperintensity burden to predict the rate of cognitive decline in Alzheimer disease. Arch Neurol 2008, 65(9):1202–1208. doi:10.1001/archneur.65.9.1202 · DOI
  9. Brickman AM, Muraskin J, Zimmerman ME: Structural neuroimaging in Altheimer’s disease: do white matter hyperintensities matter? Dialogues Clin Neurosci 2009, 11(2):181–190. · DOI
  10. Chen YF, Wang H, Chu Y, Huang YC, Su MY: Regional quantification of white matter hyperintensity in normal aging, mild cognitive impairment, and Alzheimer’s disease. Dement Geriatr Cogn Disord 2006, 22(2):177–184. doi:10.1159/000094785 10.1159/000094785 · DOI
  11. Scheltens P, Barkhof F, Valk J, Algra PR, van der Hoop RG, Nauta J, Wolters EC: White matter lesions on magnetic resonance imaging in clinically diagnosed Alzheimer’s disease. Evidence for heterogeneity. Brain 1992, 115(Pt 3):735–748. 10.1093/brain/115.3.735 · DOI · Paper page
  12. Yoshita M, Fletcher E, Harvey D, Ortega M, Martinez O, Mungas DM, Reed BR, DeCarli CS: Extent and distribution of white matter hyperintensities in normal aging, MCI, and AD. Neurology 2006, 67(12):2192–2198. doi:10.1212/01.wnl.0000249119.95747.1f 10.1212/01.wnl.0000249119.95747.1f · DOI · Paper page
  13. Acosta-Cabronero J, Williams GB, Pengas G, Nestor PJ: Absolute diffusivities define the landscape of white matter degeneration in Alzheimer’s disease. Brain 2010, 133(Pt 2):529–539. doi:10.1093/brain/awp257 10.1093/brain/awp257 · DOI · Paper page
  14. Bosch B, Arenaza-Urquijo EM, Rami L, Sala-Llonch R, Junque C, Sole-Padulles C, Pena-Gomez C, Bargallo N, Molinuevo JL, Bartres-Faz D: Multiple DTI index analysis in normal aging, amnestic MCI and AD. Relationship with neuropsychological performance. Neurobiol Aging 2012, 33(1):61–74. doi:10.1016/j.neurobiolaging.2010.02.004 10.1016/j.neurobiolaging.2010.02.004 · DOI · Paper page
  15. Damoiseaux JS, Smith SM, Witter MP, Sanz-Arigita EJ, Barkhof F, Scheltens P, Stam CJ, Zarei M, Rombouts SA: White matter tract integrity in aging and Alzheimer’s disease. Hum Brain Mapp 2009, 30(4):1051–1059. doi:10.1002/hbm.20563 10.1002/hbm.20563 · DOI
  16. Kiuchi K, Morikawa M, Taoka T, Nagashima T, Yamauchi T, Makinodan M, Norimoto K, Hashimoto K, Kosaka J, Inoue Y, Inoue M, Kichikawa K, Kishimoto T: Abnormalities of the uncinate fasciculus and posterior cingulate fasciculus in mild cognitive impairment and early Alzheimer’s disease: a diffusion tensor tractography study. Brain Res 2009, 1287: 184–191. doi:10.1016/j.brainres.2009.06.052 10.1016/j.brainres.2009.06.052 · DOI
  17. Serra L, Cercignani M, Basile B, Spano B, Perri R, Fadda L, Marra C, Giubilei F, Caltagirone C, Bozzali M: White matter damage along the uncinate fasciculus contributes to cognitive decline in AD and DLB. Curr Alzheimer Res 2012, 9(3):326–333. 10.2174/156720512800107555 · DOI
  18. Zhang Y, Schuff N, Du AT, Rosen HJ, Kramer JH, Gorno-Tempini ML, Miller BL, Weiner MW: White matter damage in frontotemporal dementia and Alzheimer’s disease measured by diffusion MRI. Brain 2009, 132(Pt 9):2579–2592. doi:10.1093/brain/awp071 10.1093/brain/awp071 · DOI · Paper page
  19. Zhuang L, Sachdev PS, Trollor JN, Reppermund S, Kochan NA, Brodaty H, Wen W: Microstructural white matter changes, not hippocampal atrophy, detect early amnestic mild cognitive impairment. PLoS One 2013, 8(3):e58887. doi:10.1371/journal.pone.0058887 10.1371/journal.pone.0058887 · DOI
  20. Zhuang L, Wen W, Trollor JN, Kochan NA, Reppermund S, Brodaty H, Sachdev P: Abnormalities of the fornix in mild cognitive impairment are related to episodic memory loss. J Alzheimers Dis 2012, 29(3):629–639. doi:10.3233/JAD-2012–111766 · DOI
  21. Brun A, Englund E: A white matter disorder in dementia of the Alzheimer type: a pathoanatomical study. Ann Neurol 1986, 19(3):253–262. doi:10.1002/ana.410190306 10.1002/ana.410190306 · DOI · Paper page
  22. Beach TG, Walker R, McGeer EG: Patterns of gliosis in Alzheimer’s disease and aging cerebrum. Glia 1989, 2(6):420–436. doi:10.1002/glia.440020605 10.1002/glia.440020605 · DOI
  23. Bronge L, Bogdanovic N, Wahlund LO: Postmortem MRI and histopathology of white matter changes in Alzheimer brains. A quantitative, comparative study. Dement Geriatr Cogn Disord 2002, 13(4):205–212. doi:57698 10.1159/000057698 · DOI
  24. Castano EM, Maarouf CL, Wu T, Leal MC, Whiteside CM, Lue LF, Kokjohn TA, Sabbagh MN, Beach TG, Roher AE: Alzheimer disease periventricular white matter lesions exhibit specific proteomic profile alterations. Neurochem Int 2013, 62(2):145–156. doi:10.1016/j.neuint.2012.12.001 10.1016/j.neuint.2012.12.001 · DOI
  25. Englund E: Neuropathology of white matter changes in Alzheimer’s disease and vascular dementia. Dement Geriatr Cogn Disord 1998, 9(Suppl 1):6–12. 10.1159/000051183 · DOI · Paper page
  26. Englund E, Brun A: White matter changes in dementia of Alzheimer’s type: the difference in vulnerability between cell compartments. Histopathology 1990, 16(5):433–439. 10.1111/j.1365-2559.1990.tb01542.x · DOI
  27. Roher AE, Kuo YM, Esh C, Knebel C, Weiss N, Kalback W, Luehrs DC, Childress JL, Beach TG, Weller RO, Kokjohn TA: Cortical and leptomeningeal cerebrovascular amyloid and white matter pathology in Alzheimer’s disease. Mol Med 2003, 9(3–4):112–122. · DOI
  28. Sjobeck M, Haglund M, Englund E: Decreasing myelin density reflected increasing white matter pathology in Alzheimer’s disease–a neuropathological study. Int J Geriatr Psychiatry 2005, 20(10):919–926. doi:10.1002/gps.1384 10.1002/gps.1384 · DOI
  29. Sjobeck M, Haglund M, Englund E: White matter mapping in Alzheimer’s disease: A neuropathological study. Neurobiol Aging 2006, 27(5):673–680. doi:10.1016/j.neurobiolaging.2005.03.007 10.1016/j.neurobiolaging.2005.03.007 · DOI
  30. Brickman AM, Provenzano FA, Muraskin J, Manly JJ, Blum S, Apa Z, Stern Y, Brown TR, Luchsinger JA, Mayeux R: Regional white matter hyperintensity volume, not hippocampal atrophy, predicts incident Alzheimer disease in the community. Arch Neurol 2012, 69(12):1621–1627. doi:10.1001/archneurol.2012.1527 10.1001/archneurol.2012.1527 · DOI
  31. Defrancesco M, Marksteiner J, Deisenhammer E, Kemmler G, Djurdjevic T, Schocke M: Impact of white matter lesions and cognitive deficits on conversion from mild cognitive impairment to Alzheimer’s disease. J Alzheimers Dis 2013, 34(3):665–672. doi:10.3233/JAD-122095 · DOI
  32. Solodkin A, Chen EE, Van Hoesen GW, Heimer L, Shereen A, Kruggel F, Mastrianni J: In vivo parahippocampal white matter pathology as a biomarker of disease progression to Alzheimer’s disease. J Comp Neurol 2013, 521(18):4300–4317. doi:10.1002/cne.23418 10.1002/cne.23418 · DOI
  33. Cavallucci V, D’Amelio M, Cecconi F: Abeta toxicity in Alzheimer’s disease. Mol Neurobiol 2012, 45(2):366–378. doi:10.1007/s12035–012–8251–3 10.1007/s12035-012-8251-3 · DOI
  34. Haass C, Selkoe DJ: Soluble protein oligomers in neurodegeneration: lessons from the Alzheimer’s amyloid beta-peptide. Nat Rev Mol Cell Biol 2007, 8(2):101–112. doi:10.1038/nrm2101 10.1038/nrm2101 · DOI · Paper page
  35. Lue LF, Kuo YM, Roher AE, Brachova L, Shen Y, Sue L, Beach T, Kurth JH, Rydel RE, Rogers J: Soluble amyloid beta peptide concentration as a predictor of synaptic change in Alzheimer’s disease. Am J Pathol 1999, 155(3):853–862. 10.1016/S0002-9440(10)65184-X · DOI · Paper page
  36. McLean CA, Cherny RA, Fraser FW, Fuller SJ, Smith MJ, Beyreuther K, Bush AI, Masters CL: Soluble pool of Abeta amyloid as a determinant of severity of neurodegeneration in Alzheimer’s disease. Ann Neurol 1999, 46(6):860–866. 10.1002/1531-8249(199912)46:6<860::AID-ANA8>3.0.CO;2-M · DOI
  37. Selkoe DJ: Alzheimer’s disease is a synaptic failure. Science 2002, 298(5594):789–791. doi:10.1126/science.1074069 10.1126/science.1074069 · DOI · Paper page
  38. Shankar GM, Walsh DM: Alzheimer’s disease: synaptic dysfunction and Abeta. Mol Neurodegener 2009, 4: 48. doi:10.1186/1750–1326–4-48 10.1186/1750-1326-4-48 · DOI · Paper page
  39. Vonsattel JP, Del Amaya MP, Keller CE: Twenty-first century brain banking. Processing brains for research: the Columbia University methods. Acta Neuropathol 2008, 115(5):509–532. doi:10.1007/s00401–007–0311–9 10.1007/s00401-007-0311-9 · DOI
  40. Mirra SS, Heyman A, McKeel D, Sumi SM, Crain BJ, Brownlee LM, Vogel FS, Hughes JP, van Belle G, Berg L: The Consortium to Establish a Registry for Alzheimer’s Disease (CERAD). Part II. Standardization of the neuropathologic assessment of Alzheimer’s disease. Neurology 1991, 41(4):479–486. 10.1212/WNL.41.4.479 · DOI · Paper page
  41. Kuo YM, Emmerling MR, Vigo-Pelfrey C, Kasunic TC, Kirkpatrick JB, Murdoch GH, Ball MJ, Roher AE: Water-soluble Abeta (N-40, N-42) oligomers in normal and Alzheimer disease brains. J Biol Chem 1996, 271(8):4077–4081. 10.1074/jbc.271.8.4077 · DOI · Paper page
  42. Asami-Odaka A, Ishibashi Y, Kikuchi T, Kitada C, Suzuki N: Long amyloid beta-protein secreted from wild-type human neuroblastoma IMR-32 cells. Biochemistry 1995, 34(32):10272–10278. 10.1021/bi00032a022 · DOI
  43. Fukumoto H, Tokuda T, Kasai T, Ishigami N, Hidaka H, Kondo M, Allsop D, Nakagawa M: High-molecular-weight beta-amyloid oligomers are elevated in cerebrospinal fluid of Alzheimer patients. FASEB J 2010, 24(8):2716–2726. doi:10.1096/fj.09–150359 10.1096/fj.09-150359 · DOI · Paper page
  44. Suzuki N, Cheung TT, Cai XD, Odaka A, Otvos L Jr, Eckman C, Golde TE, Younkin SG: An increased percentage of long amyloid beta protein secreted by familial amyloid beta protein precursor (beta APP717) mutants. Science 1994, 264(5163):1336–1340. 10.1126/science.8191290 · DOI · Paper page
  45. Zhang C, Browne A, Divito JR, Stevenson JA, Romano D, Dong Y, Xie Z, Tanzi RE: Amyloid-beta production via cleavage of amyloid-beta protein precursor is modulated by cell density. J Alzheimers Dis 2010, 22(2):683–984. doi:10.3233/JAD-2010–100816 · DOI
  46. Horiuchi M, Maezawa I, Itoh A, Wakayama K, Jin LW, Itoh T, Decarli C: Amyloid beta1–42 oligomer inhibits myelin sheet formation in vitro. Neurobiol Aging 2012, 33(3):499–509. doi:10.1016/j.neurobiolaging.2010.05.007 10.1016/j.neurobiolaging.2010.05.007 · DOI
  47. Xu J, Chen S, Ahmed SH, Chen H, Ku G, Goldberg MP, Hsu CY: Amyloid-beta peptides are cytotoxic to oligodendrocytes. J Neurosci 2001, 21(1):RC118. · DOI · Paper page
  48. Lee JT, Xu J, Lee JM, Ku G, Han X, Yang DI, Chen S, Hsu CY: Amyloid-beta peptide induces oligodendrocyte death by activating the neutral sphingomyelinase-ceramide pathway. J Cell Biol 2004, 164(1):123–131. doi:10.1083/jcb.200307017 10.1083/jcb.200307017 · DOI · Paper page
  49. Selkoe DJ: Translating cell biology into therapeutic advances in Alzheimer’s disease. Nature 1999, 399(6738 Suppl):A23-A31. 10.1038/399a023 · DOI · Paper page
  50. Younkin SG: Evidence that A beta 42 is the real culprit in Alzheimer’s disease. Ann Neurol 1995, 37(3):287–288. doi:10.1002/ana.410370303 10.1002/ana.410370303 · DOI
  51. Jarrett JT, Berger EP, Lansbury PT Jr: The carboxy terminus of the beta amyloid protein is critical for the seeding of amyloid formation: implications for the pathogenesis of Alzheimer’s disease. Biochemistry 1993, 32(18):4693–4697. 10.1021/bi00069a001 · DOI · Paper page
  52. Bitan G, Kirkitadze MD, Lomakin A, Vollers SS, Benedek GB, Teplow DB: Amyloid beta -protein (Abeta) assembly: Abeta 40 and Abeta 42 oligomerize through distinct pathways. Proc Natl Acad Sci U S A 2003, 100(1):330–335. doi:10.1073/pnas.222681699 10.1073/pnas.222681699 · DOI
  53. Urbanc B, Betnel M, Cruz L, Bitan G, Teplow DB: Elucidation of amyloid beta-protein oligomerization mechanisms: discrete molecular dynamics study. J Am Chem Soc 2010, 132(12):4266–4280. doi:10.1021/ja9096303 10.1021/ja9096303 · DOI
  54. Selnes P, Fjell AM, Gjerstad L, Bjornerud A, Wallin A, Due-Tonnessen P, Grambaite R, Stenset V, Fladby T: White matter imaging changes in subjective and mild cognitive impairment. Alzheimers Dement 2012, 8(5 Suppl):S112-S121. doi:10.1016/j.jalz.2011.07.001 10.1016/j.jalz.2011.07.001 · DOI · Paper page
  55. Chalmers K, Wilcock G, Love S: Contributors to white matter damage in the frontal lobe in Alzheimer’s disease. Neuropathol Appl Neurobiol 2005, 31(6):623–631. doi:10.1111/j.1365–2990.2005.00678.x 10.1111/j.1365-2990.2005.00678.x · DOI
  56. Thal DR, Rub U, Orantes M, Braak H: Phases of A beta-deposition in the human brain and its relevance for the development of AD. Neurology 2002, 58(12):1791–1800. 10.1212/WNL.58.12.1791 · DOI · Paper page
  57. Klunk WE, Engler H, Nordberg A, Wang Y, Blomqvist G, Holt DP, Bergstrom M, Savitcheva I, Huang GF, Estrada S, Ausen B, Debnath ML, Barletta J, Price JC, Sandell J, Lopresti BJ, Wall A, Koivisto P, Antoni G, Mathis CA, Langstrom B: Imaging brain amyloid in Alzheimer’s disease with Pittsburgh Compound-B. Ann Neurol 2004, 55(3):306–319. doi:10.1002/ana.20009 10.1002/ana.20009 · DOI · Paper page
  58. van Helmond Z, Miners JS, Kehoe PG, Love S: Oligomeric Abeta in Alzheimer’s disease: relationship to plaque and tangle pathology, APOE genotype and cerebral amyloid angiopathy. Brain Pathol 2010, 20(2):468–480. doi:10.1111/j.1750–3639.2009.00321.x 10.1111/j.1750-3639.2009.00321.x · DOI
  59. Xia W, Yang T, Shankar G, Smith IM, Shen Y, Walsh DM, Selkoe DJ: A specific enzyme-linked immunosorbent assay for measuring beta-amyloid protein oligomers in human plasma and brain tissue of patients with Alzheimer disease. Arch Neurol 2009, 66(2):190–199. doi:10.1001/archneurol.2008.565 · DOI

Metadata

Authors
Collins-Praino, L. E., Francis, Y. I., Griffith, E. Y., Wiegman, A. F., Urbach, J., Lawton, A., Honig, L. S., Cortes, E., Vonsattel, J. P. G., Canoll, P. D., Goldman, J. E., & Brickman, A. M.
Affiliations
Columbia University (US)
Corresponding author
Brickman, Adam M
Venue
Acta Neuropathologica Communications
Published
2014-08-17
Volume
2
Issue
1
Pages
83-83
ISSN
2051-5960 (ISSN-L)
OpenAlex
W2096766291
Cited by
79
References
76
Citations by year
2026: 3 · 2025: 5 · 2024: 7 · 2023: 10 · 2022: 2 · 2021: 10 · 2020: 13 · 2019: 9 · 2018: 10 · 2017: 3 · 2016: 4 · 2015: 2
FWCI
2.00
Type
journal article
Language
en
Open access
Locations
  • Acta Neuropathologica Communications (publishedVersion, cc-by)
  • Europe PMC (PubMed Central) (publishedVersion, cc-by)
  • PubMed Central (publishedVersion, cc-by)
  • PubMed (publishedVersion)
  • Adelaide Research & Scholarship (AR&S) (University of Adelaide) (submittedVersion, cc-by)
  • Columbia Academic Commons (Columbia University)
Funders
  • Alzheimer's Association (AG034189, P50 AG008702)
  • Mary E. Groff Surgical and Medical Research and Education Charitable Trust
  • National Institutes of Health (AG034189, AG008702)
  • National Institute on Aging (R01AG034189, P50AG008702)
Topics
  • Life Sciences › Neuroscience › Cellular and Molecular Neuroscience › Alzheimer's disease research and treatments
  • Health Sciences › Medicine › Psychiatry and Mental health › Dementia and Cognitive Impairment Research
  • Life Sciences › Neuroscience › Neurology › Neuroinflammation and Neurodegeneration Mechanisms
Keywords
Alzheimer's disease, soluble amyloid-beta, white matter degeneration, amyloid-beta 42, Aβ40, neuritic plaques, postmortem brain, amyloid burden
MeSH terms
Aged, Aged, 80 and over, Alzheimer Disease, Cerebral Cortex, Female, Humans, Male, Amyloid beta-Peptides, Plaque, Amyloid, White Matter

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