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PMID: 20083042 Published · ppublish English Journal Article Research Support, N.I.H., Extramural

Hypothetical model of dynamic biomarkers of the Alzheimer's pathological cascade.

The Lancet. Neurology ·Vol. 9 ·No. 1 ·2010-01-00 ·Pages 119-28

Jack CR, Knopman DS, Jagust WJ, Shaw LM, Aisen PS, Weiner MW, Petersen RC, Trojanowski JQ

Abstract

Currently available evidence strongly supports the position that the initiating event in Alzheimer's disease (AD) is related to abnormal processing of beta-amyloid (Abeta) peptide, ultimately leading to formation of Abeta plaques in the brain. This process occurs while individuals are still cognitively normal. Biomarkers of brain beta-amyloidosis are reductions in CSF Abeta(42) and increased amyloid PET tracer retention. After a lag period, which varies from patient to patient, neuronal dysfunction and neurodegeneration become the dominant pathological processes. Biomarkers of neuronal injury and neurodegeneration are increased CSF tau and structural MRI measures of cerebral atrophy. Neurodegeneration is accompanied by synaptic dysfunction, which is indicated by decreased fluorodeoxyglucose uptake on PET. We propose a model that relates disease stage to AD biomarkers in which Abeta biomarkers become abnormal first, before neurodegenerative biomarkers and cognitive symptoms, and neurodegenerative biomarkers become abnormal later, and correlate with clinical symptom severity.

MeSH Terms
Aging/genetics,pathology,physiology Alzheimer Disease/genetics,pathology,physiopathology Amyloid beta-Peptides/cerebrospinal fluid,metabolism Apolipoprotein E4/genetics Biomarkers/cerebrospinal fluid,metabolism Brain/diagnostic imaging,pathology,physiopathology Cognition Disorders/genetics,pathology,physiopathology Disease Progression Humans Magnetic Resonance Imaging Models, Neurological Plaque, Amyloid/genetics,metabolism,pathology Positron-Emission Tomography Signal Transduction Time Factors tau Proteins/cerebrospinal fluid,metabolism
Chemicals
Amyloid beta-Peptides Apolipoprotein E4 Biomarkers MAPT protein, human tau Proteins
Authors & Affiliations
8 authors, click to expand affiliations / ORCID
Jack Clifford R
Department of Radiology, Mayo Clinic, Rochester, MN 55905, USA. jack.cliff [email protected]
Knopman David S
Jagust William J
Shaw Leslie M
Aisen Paul S
Weiner Michael W
Petersen Ronald C
Trojanowski John Q
References (115)
115 references, click to expand
  1. Neuropathological stageing of Alzheimer-related changes.
    Acta Neuropathol. 1991;82(4):239-59 PMID: 1759558
  2. FDG PET imaging in patients with pathologically verified dementia.
    J Nucl Med. 2000 Nov;41(11):1920-8 PMID: 11079505
  3. APOE genotype and cerebral blood flow in healthy young individuals.
    JAMA. 2003 Sep 24;290(12):1581-2 PMID: 14506116
  4. CSF phosphorylated tau protein correlates with neocortical neurofibrillary pathology in Alzheimer's disease.
    Brain. 2006 Nov;129(Pt 11):3035-41 PMID: 17012293
  5. Prevalence and prognostic value of CSF markers of Alzheimer's disease pathology in patients with subjective cognitive impairment or mild cognitive impairment in the DESCRIPA study: a prospective cohort study.
    Lancet Neurol. 2009 Jul;8(7):619-27 PMID: 19523877
  6. Physical basis of cognitive alterations in Alzheimer's disease: synapse loss is the major correlate of cognitive impairment.
    Ann Neurol. 1991 Oct;30(4):572-80 PMID: 1789684
  7. Microglia, amyloid, and cognition in Alzheimer's disease: An [11C](R)PK11195-PET and [11C]PIB-PET study.
    Neurobiol Dis. 2008 Dec;32(3):412-9 PMID: 18786637
  8. Core candidate neurochemical and imaging biomarkers of Alzheimer's disease.
    Alzheimers Dement. 2008 Jan;4(1):38-48 PMID: 18631949
  9. Tangles and plaques in nondemented aging and "preclinical" Alzheimer's disease.
    Ann Neurol. 1999 Mar;45(3):358-68 PMID: 10072051
  10. Frequent amyloid deposition without significant cognitive impairment among the elderly.
    Arch Neurol. 2008 Nov;65(11):1509-17 PMID: 19001171
  11. Hippocampal formation glucose metabolism and volume losses in MCI and AD.
    Neurobiol Aging. 2001 Jul-Aug;22(4):529-39 PMID: 11445252
  12. Resting-state brain glucose utilization as measured by PET is directly related to regional synaptophysin levels: a study in baboons.
    Neuroimage. 2003 Nov;20(3):1894-8 PMID: 14642499
  13. Deficient high-affinity binding of Pittsburgh compound B in a case of Alzheimer's disease.
    Acta Neuropathol. 2010 Feb;119(2):221-33 PMID: 19690877
  14. Cerebrospinal fluid tau and beta-amyloid: how well do these biomarkers reflect autopsy-confirmed dementia diagnoses?
    Arch Neurol. 2003 Dec;60(12):1696-702 PMID: 14676043
  15. Neuronal loss correlates with but exceeds neurofibrillary tangles in Alzheimer's disease.
    Ann Neurol. 1997 Jan;41(1):17-24 PMID: 9005861
  16. Volume loss of the hippocampus and temporal lobe in healthy elderly persons destined to develop dementia.
    Neurology. 1997 May;48(5):1297-304 PMID: 9153461
  17. An energy budget for signaling in the grey matter of the brain.
    J Cereb Blood Flow Metab. 2001 Oct;21(10):1133-45 PMID: 11598490
  18. Post-mortem correlates of in vivo PiB-PET amyloid imaging in a typical case of Alzheimer's disease.
    Brain. 2008 Jun;131(Pt 6):1630-45 PMID: 18339640
  19. Mild cognitive impairment as a diagnostic entity.
    J Intern Med. 2004 Sep;256(3):183-94 PMID: 15324362
  20. Genome-wide association study identifies variants at CLU and PICALM associated with Alzheimer's disease.
    Nat Genet. 2009 Oct;41(10):1088-93 PMID: 19734902
  21. Changes in premorbid brain volume predict Alzheimer's disease pathology.
    Neurology. 2003 Aug 26;61(4):487-92 PMID: 12939422
  22. Research criteria for the diagnosis of Alzheimer's disease: revising the NINCDS-ADRDA criteria.
    Lancet Neurol. 2007 Aug;6(8):734-46 PMID: 17616482
  23. CSF tau/Abeta42 ratio for increased risk of mild cognitive impairment: a follow-up study.
    Neurology. 2007 Aug 14;69(7):631-9 PMID: 17698783
  24. Fibrillar amyloid-beta burden in cognitively normal people at 3 levels of genetic risk for Alzheimer's disease.
    Proc Natl Acad Sci U S A. 2009 Apr 21;106(16):6820-5 PMID: 19346482
  25. Molecular, structural, and functional characterization of Alzheimer's disease: evidence for a relationship between default activity, amyloid, and memory.
    J Neurosci. 2005 Aug 24;25(34):7709-17 PMID: 16120771
  26. Prediction of cognitive decline in normal elderly subjects with 2-[(18)F]fluoro-2-deoxy-D-glucose/poitron-emission tomography (FDG/PET).
    Proc Natl Acad Sci U S A. 2001 Sep 11;98(19):10966-71 PMID: 11526211
  27. Recent clinical-pathologic research on the causes of dementia in late life: update from the Honolulu-Asia Aging Study.
    J Geriatr Psychiatry Neurol. 2005 Dec;18(4):224-7 PMID: 16306244
  28. Tracking atrophy progression in familial Alzheimer's disease: a serial MRI study.
    Lancet Neurol. 2006 Oct;5(10):828-34 PMID: 16987729
  29. CSF biomarker levels in early and late onset Alzheimer's disease.
    Neurobiol Aging. 2009 Dec;30(12):1895-901 PMID: 18403055
  30. Brain atrophy progression measured from registered serial MRI: validation and application to Alzheimer's disease.
    J Magn Reson Imaging. 1997 Nov-Dec;7(6):1069-75 PMID: 9400851
  31. Inverse relation between in vivo amyloid imaging load and cerebrospinal fluid Abeta42 in humans.
    Ann Neurol. 2006 Mar;59(3):512-9 PMID: 16372280
  32. 11C PiB and structural MRI provide complementary information in imaging of Alzheimer's disease and amnestic mild cognitive impairment.
    Brain. 2008 Mar;131(Pt 3):665-80 PMID: 18263627
  33. High frequency of apolipoprotein E epsilon4 allele in young individuals with very mild Alzheimer's disease-related neurofibrillary changes.
    Exp Neurol. 1998 Sep;153(1):152-5 PMID: 9743577
  34. MRI correlates of neurofibrillary tangle pathology at autopsy: a voxel-based morphometry study.
    Neurology. 2008 Sep 2;71(10):743-9 PMID: 18765650
  35. The amyloid hypothesis of Alzheimer's disease: progress and problems on the road to therapeutics.
    Science. 2002 Jul 19;297(5580):353-6 PMID: 12130773
  36. Cerebrospinal fluid biomarker signature in Alzheimer's disease neuroimaging initiative subjects.
    Ann Neurol. 2009 Apr;65(4):403-13 PMID: 19296504
  37. The histological validation of post mortem magnetic resonance imaging-determined hippocampal volume in Alzheimer's disease.
    Neuroscience. 2000;95(3):721-5 PMID: 10670438
  38. Relationship of cerebrospinal fluid markers to 11C-PiB and 18F-FDDNP binding.
    J Nucl Med. 2009 Sep;50(9):1464-70 PMID: 19690025
  39. Tau-mediated neurodegeneration in Alzheimer's disease and related disorders.
    Nat Rev Neurosci. 2007 Sep;8(9):663-72 PMID: 17684513
  40. Whole-brain atrophy rate and CSF biomarker levels in MCI and AD: a longitudinal study.
    Neurobiol Aging. 2010 May;31(5):758-64 PMID: 18692273
  41. Episodic memory loss is related to hippocampal-mediated beta-amyloid deposition in elderly subjects.
    Brain. 2009 May;132(Pt 5):1310-23 PMID: 19042931
  42. Age and apolipoprotein E*4 allele effects on cerebrospinal fluid beta-amyloid 42 in adults with normal cognition.
    Arch Neurol. 2006 Jul;63(7):936-9 PMID: 16831961
  43. Metabolic mapping of functional activity in the hypothalamo-neurohypophysial system of the rat.
    Science. 1979 Aug 17;205(4407):723-5 PMID: 462184
  44. Gene dose of apolipoprotein E type 4 allele and the risk of Alzheimer's disease in late onset families.
    Science. 1993 Aug 13;261(5123):921-3 PMID: 8346443
  45. Cortical hubs revealed by intrinsic functional connectivity: mapping, assessment of stability, and relation to Alzheimer's disease.
    J Neurosci. 2009 Feb 11;29(6):1860-73 PMID: 19211893
  46. Mixed brain pathologies account for most dementia cases in community-dwelling older persons.
    Neurology. 2007 Dec 11;69(24):2197-204 PMID: 17568013
  47. Biomarkers of neurodegeneration for diagnosis and monitoring therapeutics.
    Nat Rev Drug Discov. 2007 Apr;6(4):295-303 PMID: 17347655
  48. Mild cognitive impairment: Can FDG-PET predict who is to rapidly convert to Alzheimer's disease?
    Neurology. 2003 Apr 22;60(8):1374-7 PMID: 12707450
  49. Beta amyloid in Alzheimer's disease: increased deposition in brain is reflected in reduced concentration in cerebrospinal fluid.
    Biol Psychiatry. 2009 Jun 1;65(11):927-34 PMID: 19268916
  50. CSF biomarkers and incipient Alzheimer disease in patients with mild cognitive impairment.
    JAMA. 2009 Jul 22;302(4):385-93 PMID: 19622817
  51. Tau in cerebrospinal fluid: a potential diagnostic marker in Alzheimer's disease.
    Ann Neurol. 1995 Oct;38(4):649-52 PMID: 7574462
  52. Modeling the association between 43 different clinical and pathological variables and the severity of cognitive impairment in a large autopsy cohort of elderly persons.
    Brain Pathol. 2010 Jan;20(1):66-79 PMID: 19021630
  53. Cerebrospinal fluid biomarkers for disease stage and intensity in cognitively impaired patients.
    Neurosci Lett. 2003 Mar 20;339(2):99-102 PMID: 12614904
  54. Prevalence, incidence and duration of Braak's stages in the general population: can we know?
    Neurobiol Aging. 1997 Jul-Aug;18(4):362-9; discussion 389-92 PMID: 9380250
  55. 3D maps from multiple MRI illustrate changing atrophy patterns as subjects progress from mild cognitive impairment to Alzheimer's disease.
    Brain. 2007 Jul;130(Pt 7):1777-86 PMID: 17533169
  56. MRI and CSF biomarkers in normal, MCI, and AD subjects: predicting future clinical change.
    Neurology. 2009 Jul 28;73(4):294-301 PMID: 19636049
  57. Transient increase in total tau but not phospho-tau in human cerebrospinal fluid after acute stroke.
    Neurosci Lett. 2001 Jan 19;297(3):187-90 PMID: 11137759
  58. MR-based hippocampal volumetry in the diagnosis of Alzheimer's disease.
    Neurology. 1992 Jan;42(1):183-8 PMID: 1734300
  59. Amyloid, hypometabolism, and cognition in Alzheimer disease: an [11C]PIB and [18F]FDG PET study.
    Neurology. 2007 Feb 13;68(7):501-8 PMID: 17065593
  60. What does fluorodeoxyglucose PET imaging add to a clinical diagnosis of dementia?
    Neurology. 2007 Aug 28;69(9):871-7 PMID: 17724289
  61. Preclinical evidence of Alzheimer changes: convergent cerebrospinal fluid biomarker and fluorodeoxyglucose positron emission tomography findings.
    Arch Neurol. 2009 May;66(5):632-7 PMID: 19433663
  62. Relationships between biomarkers in aging and dementia.
    Neurology. 2009 Oct 13;73(15):1193-9 PMID: 19822868
  63. Antemortem MRI findings correlate with hippocampal neuropathology in typical aging and dementia.
    Neurology. 2002 Mar 12;58(5):750-7 PMID: 11889239
  64. Frequency of stages of Alzheimer-related lesions in different age categories.
    Neurobiol Aging. 1997 Jul-Aug;18(4):351-7 PMID: 9330961
  65. Multicenter assessment of CSF-phosphorylated tau for the prediction of conversion of MCI.
    Neurology. 2007 Dec 11;69(24):2205-12 PMID: 18071141
  66. Functional imaging predicts cognitive decline in Alzheimer's disease.
    J Neuroimaging. 1996 Jul;6(3):156-60 PMID: 8704290
  67. CSF and MRI markers independently contribute to the diagnosis of Alzheimer's disease.
    Neurobiol Aging. 2008 May;29(5):669-75 PMID: 17208336
  68. Cerebrospinal fluid beta-amyloid 1-42 concentration may predict cognitive decline in older women.
    J Neurol Neurosurg Psychiatry. 2007 May;78(5):461-4 PMID: 17098843
  69. Initial CSF total tau correlates with 1-year outcome in patients with traumatic brain injury.
    Neurology. 2006 Nov 14;67(9):1600-4 PMID: 17101890
  70. Cognitive reserve and Alzheimer disease.
    Alzheimer Dis Assoc Disord. 2006 Jul-Sep;20(3 Suppl 2):S69-74 PMID: 16917199
  71. [11C]PIB in a nondemented population: potential antecedent marker of Alzheimer disease.
    Neurology. 2006 Aug 8;67(3):446-52 PMID: 16894106
  72. Serial PIB and MRI in normal, mild cognitive impairment and Alzheimer's disease: implications for sequence of pathological events in Alzheimer's disease.
    Brain. 2009 May;132(Pt 5):1355-65 PMID: 19339253
  73. Clinical diagnosis of Alzheimer's disease: report of the NINCDS-ADRDA Work Group under the auspices of Department of Health and Human Services Task Force on Alzheimer's Disease.
    Neurology. 1984 Jul;34(7):939-44 PMID: 6610841
  74. Decreased cerebrospinal fluid Abeta(42) correlates with brain atrophy in cognitively normal elderly.
    Ann Neurol. 2009 Feb;65(2):176-83 PMID: 19260027
  75. Change in rates of cerebral atrophy over time in early-onset Alzheimer's disease: longitudinal MRI study.
    Lancet. 2003 Oct 4;362(9390):1121-2 PMID: 14550701
  76. In vivo MR spectroscopy of human dementia.
    Neuroimaging Clin N Am. 1998 Nov;8(4):809-22 PMID: 9769343
  77. Prediction of AD with MRI-based hippocampal volume in mild cognitive impairment.
    Neurology. 1999 Apr 22;52(7):1397-403 PMID: 10227624
  78. Metabolic reduction in the posterior cingulate cortex in very early Alzheimer's disease.
    Ann Neurol. 1997 Jul;42(1):85-94 PMID: 9225689
  79. Molecular imaging with Pittsburgh Compound B confirmed at autopsy: a case report.
    Arch Neurol. 2007 Mar;64(3):431-4 PMID: 17353389
  80. Imaging beta-amyloid burden in aging and dementia.
    Neurology. 2007 May 15;68(20):1718-25 PMID: 17502554
  81. CSF biomarkers in frontotemporal lobar degeneration with known pathology.
    Neurology. 2008 May 6;70(19 Pt 2):1827-35 PMID: 18458217
  82. Regional glucose metabolic abnormalities are not the result of atrophy in Alzheimer's disease.
    Neurology. 1998 Jun;50(6):1585-93 PMID: 9633698
  83. Alzheimer's disease: progress in prediction.
    Lancet Neurol. 2010 Jan;9(1):4-5 PMID: 20083022
  84. Small assemblies of unmodified amyloid beta-protein are the proximate neurotoxin in Alzheimer's disease.
    Neurobiol Aging. 2004 May-Jun;25(5):569-80 PMID: 15172732
  85. Neuropathology of cognitively normal elderly.
    J Neuropathol Exp Neurol. 2003 Nov;62(11):1087-95 PMID: 14656067
  86. Hippocampal volumes in cognitively normal persons at genetic risk for Alzheimer's disease.
    Ann Neurol. 1998 Aug;44(2):288-91 PMID: 9708558
  87. Longitudinal stability of CSF tau levels in Alzheimer patients.
    Biol Psychiatry. 1999 Sep 15;46(6):750-5 PMID: 10494442
  88. Cerebrospinal fluid profile in frontotemporal dementia and Alzheimer's disease.
    Ann Neurol. 2005 May;57(5):721-9 PMID: 15852395
  89. The level of cerebrospinal fluid tau correlates with neurofibrillary tangles in Alzheimer's disease.
    Neuroreport. 1997 Dec 22;8(18):3961-3 PMID: 9462474
  90. Temporal profile of amyloid-beta (Abeta) oligomerization in an in vivo model of Alzheimer disease. A link between Abeta and tau pathology.
    J Biol Chem. 2006 Jan 20;281(3):1599-604 PMID: 16282321
  91. Tau protein in cerebrospinal fluid: a biochemical marker for axonal degeneration in Alzheimer disease?
    Mol Chem Neuropathol. 1995 Dec;26(3):231-45 PMID: 8748926
  92. Age, neuropathology, and dementia.
    N Engl J Med. 2009 May 28;360(22):2302-9 PMID: 19474427
  93. Cerebrospinal fluid biomarkers predict decline in subjective cognitive function over 3 years in healthy elderly.
    Dement Geriatr Cogn Disord. 2007;24(2):118-24 PMID: 17622715
  94. Serial magnetic resonance imaging of cerebral atrophy in preclinical Alzheimer's disease.
    Lancet. 1999 Jun 19;353(9170):2125 PMID: 10382699
  95. Comparison of different MRI brain atrophy rate measures with clinical disease progression in AD.
    Neurology. 2004 Feb 24;62(4):591-600 PMID: 14981176
  96. Longitudinal changes of CSF biomarkers in memory clinic patients.
    Neurology. 2007 Sep 4;69(10):1006-11 PMID: 17785669
  97. MRI and CSF biomarkers in normal, MCI, and AD subjects: diagnostic discrimination and cognitive correlations.
    Neurology. 2009 Jul 28;73(4):287-93 PMID: 19636048
  98. Beta-amyloid burden is not associated with rates of brain atrophy.
    Ann Neurol. 2008 Feb;63(2):204-12 PMID: 17894374
  99. Neurofibrillary tangles mediate the association of amyloid load with clinical Alzheimer disease and level of cognitive function.
    Arch Neurol. 2004 Mar;61(3):378-84 PMID: 15023815
  100. Mapping gray matter loss with voxel-based morphometry in mild cognitive impairment.
    Neuroreport. 2002 Oct 28;13(15):1939-43 PMID: 12395096
  101. Functional brain abnormalities in young adults at genetic risk for late-onset Alzheimer's dementia.
    Proc Natl Acad Sci U S A. 2004 Jan 6;101(1):284-9 PMID: 14688411
  102. In vivo mapping of amyloid toxicity in Alzheimer disease.
    Neurology. 2009 Apr 28;72(17):1504-11 PMID: 19398705
  103. Fluorodeoxyglucose-positron-emission tomography, single-photon emission tomography, and structural MR imaging for prediction of rapid conversion to Alzheimer disease in patients with mild cognitive impairment: a meta-analysis.
    AJNR Am J Neuroradiol. 2009 Feb;30(2):404-10 PMID: 19001534
  104. Genome-wide association study identifies variants at CLU and CR1 associated with Alzheimer's disease.
    Nat Genet. 2009 Oct;41(10):1094-9 PMID: 19734903
  105. Brain imaging evidence of preclinical Alzheimer's disease in normal aging.
    Ann Neurol. 2006 Apr;59(4):673-81 PMID: 16470518
  106. Effect of APOE genotype on amyloid plaque load and gray matter volume in Alzheimer disease.
    Neurology. 2009 Apr 28;72(17):1487-94 PMID: 19339712
  107. Apolipoprotein E affects the rate of Alzheimer disease expression: beta-amyloid burden is a secondary consequence dependent on APOE genotype and duration of disease.
    J Neuropathol Exp Neurol. 1994 Sep;53(5):429-37 PMID: 8083686
  108. Long-term effects of Abeta42 immunisation in Alzheimer's disease: follow-up of a randomised, placebo-controlled phase I trial.
    Lancet. 2008 Jul 19;372(9634):216-23 PMID: 18640458
  109. Early Abeta accumulation and progressive synaptic loss, gliosis, and tangle formation in AD brain.
    Neurology. 2004 Mar 23;62(6):925-31 PMID: 15037694
  110. Two-year follow-up of amyloid deposition in patients with Alzheimer's disease.
    Brain. 2006 Nov;129(Pt 11):2856-66 PMID: 16854944
  111. Amyloid deposition is associated with impaired default network function in older persons without dementia.
    Neuron. 2009 Jul 30;63(2):178-88 PMID: 19640477
  112. Cerebrospinal fluid tau/beta-amyloid(42) ratio as a prediction of cognitive decline in nondemented older adults.
    Arch Neurol. 2007 Mar;64(3):343-9 PMID: 17210801
  113. CSF Abeta 42 levels correlate with amyloid-neuropathology in a population-based autopsy study.
    Neurology. 2003 Feb 25;60(4):652-6 PMID: 12601108
  114. Correlation between rates of brain atrophy and cognitive decline in AD.
    Neurology. 1999 May 12;52(8):1687-9 PMID: 10331700
  115. Imaging brain amyloid in Alzheimer's disease with Pittsburgh Compound-B.
    Ann Neurol. 2004 Mar;55(3):306-19 PMID: 14991808
Article Info
Journal
The Lancet. Neurology
Abbr.
Lancet Neurol
ISSN
1474-4465
Published
2010-01-00
Pages
119-28
Language
English
Region
England
NLM ID
101139309
PMCID
PMC2819840
Subset
IM
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NIA NIH HHS · P30 AG010124 · United States
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NIA NIH HHS · U01 AG006786-24 · United States
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