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Published in: Acta Neuropathologica 5/2013

01-11-2013 | Original Paper

Longitudinal change in CSF Tau and Aβ biomarkers for up to 48 months in ADNI

Authors: Jon B. Toledo, Sharon X. Xie, John Q. Trojanowski, Leslie M. Shaw

Published in: Acta Neuropathologica | Issue 5/2013

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Abstract

The dynamics of cerebrospinal fluid (CSF) tau and Aβ biomarkers over time in Alzheimer’s disease (AD) patients from prodromal pre-symptomatic to severe stages of dementia have not been clearly defined and recent studies, most of which are cross-sectional, present conflicting findings. To clarify this issue, we analyzed the longitudinal CSF tau and Aβ biomarker data from 142 of the AD Neuroimaging Initiative (ADNI) study subjects [18 AD, 74 mild cognitive impairment (MCI), and 50 cognitively normal subjects (CN)]. Yearly follow-up CSF collections and studies were conducted for up to 48 months (median = 36 months) for CSF Aβ142, phosphorylated tau (p-tau181), and total tau (t-tau). An unsupervised analysis of longitudinal measurements revealed that for Aβ1–42 and p-tau181 biomarkers there was a group of subjects with stable longitudinal CSF biomarkers measures and a group of subjects who showed a decrease (Aβ1–42, mean = −9.2 pg/ml/year) or increase (p-tau181, mean = 5.1 pg/ml/year) of these biomarker values. Low baseline Aβ1–42 values were associated with longitudinal increases in p-tau181. Conversely, high baseline p-tau181 values were not associated with changes in Aβ1–42 levels. When the subjects with normal baseline biomarkers and stable concentrations during follow-up were excluded, the expected time to reach abnormal CSF levels and the mean AD values was significantly shortened. Thus, our data demonstrate for the first time that there are distinct populations of ADNI subjects with abnormal longitudinal changes in CSF p-tau181 and Aβ1–42 levels, and our longitudinal results favor the hypothesis that Aβ1–42 changes precede p-tau181 changes.
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Literature
1.
go back to reference Bateman RJ, Xiong C, Benzinger TL, Fagan AM, Goate A, Fox NC, Marcus DS, Cairns NJ, Xie X, Blazey TM, Holtzman DM, Santacruz A, Buckles V, Oliver A, Moulder K, Aisen PS, Ghetti B, Klunk WE, McDade E, Martins RN, Masters CL, Mayeux R, Ringman JM, Rossor MN, Schofield PR, Sperling RA, Salloway S, Morris JC (2012) Clinical and biomarker changes in dominantly inherited Alzheimer’s disease. N Engl J Med 367(9):795–804. doi:10.1056/NEJMoa1202753 PubMedCrossRef Bateman RJ, Xiong C, Benzinger TL, Fagan AM, Goate A, Fox NC, Marcus DS, Cairns NJ, Xie X, Blazey TM, Holtzman DM, Santacruz A, Buckles V, Oliver A, Moulder K, Aisen PS, Ghetti B, Klunk WE, McDade E, Martins RN, Masters CL, Mayeux R, Ringman JM, Rossor MN, Schofield PR, Sperling RA, Salloway S, Morris JC (2012) Clinical and biomarker changes in dominantly inherited Alzheimer’s disease. N Engl J Med 367(9):795–804. doi:10.​1056/​NEJMoa1202753 PubMedCrossRef
2.
go back to reference Bates DM, Chambers JM (1992) Nonlinear models. In: Hastie TJ, JM Chambers (eds) Statistical Models in S. Wadsworth & Brooks/Cole, Pacific Grove, California Bates DM, Chambers JM (1992) Nonlinear models. In: Hastie TJ, JM Chambers (eds) Statistical Models in S. Wadsworth & Brooks/Cole, Pacific Grove, California
5.
go back to reference Buchhave P, Minthon L, Zetterberg H, Wallin AK, Blennow K, Hansson O (2012) Cerebrospinal fluid levels of beta-amyloid 1–42, but not of tau, are fully changed already 5 to 10 years before the onset of Alzheimer dementia. Arch Gen Psychiatry 69(1):98–106. doi:10.1001/archgenpsychiatry.2011.155 PubMedCrossRef Buchhave P, Minthon L, Zetterberg H, Wallin AK, Blennow K, Hansson O (2012) Cerebrospinal fluid levels of beta-amyloid 1–42, but not of tau, are fully changed already 5 to 10 years before the onset of Alzheimer dementia. Arch Gen Psychiatry 69(1):98–106. doi:10.​1001/​archgenpsychiatr​y.​2011.​155 PubMedCrossRef
6.
go back to reference Corder EH, Saunders AM, Strittmatter WJ, Schmechel DE, Gaskell PC, Small GW, Roses AD, Haines JL, Pericak-Vance MA (1993) Gene dose of apolipoprotein E type 4 allele and the risk of Alzheimer’s disease in late onset families. Science 261(5123):921–923PubMedCrossRef Corder EH, Saunders AM, Strittmatter WJ, Schmechel DE, Gaskell PC, Small GW, Roses AD, Haines JL, Pericak-Vance MA (1993) Gene dose of apolipoprotein E type 4 allele and the risk of Alzheimer’s disease in late onset families. Science 261(5123):921–923PubMedCrossRef
7.
go back to reference De Meyer G, Shapiro F, Vanderstichele H, Vanmechelen E, Engelborghs S, De Deyn PP, Coart E, Hansson O, Minthon L, Zetterberg H, Blennow K, Shaw L, Trojanowski JQ (2010) Diagnosis-independent Alzheimer disease biomarker signature in cognitively normal elderly people. Arch Neurol 67(8):949–956. doi:10.1001/archneurol.2010.179 PubMedCrossRef De Meyer G, Shapiro F, Vanderstichele H, Vanmechelen E, Engelborghs S, De Deyn PP, Coart E, Hansson O, Minthon L, Zetterberg H, Blennow K, Shaw L, Trojanowski JQ (2010) Diagnosis-independent Alzheimer disease biomarker signature in cognitively normal elderly people. Arch Neurol 67(8):949–956. doi:10.​1001/​archneurol.​2010.​179 PubMedCrossRef
9.
go back to reference Fleisher AS, Chen K, Quiroz YT, Jakimovich LJ, Gomez MG, Langois CM, Langbaum JB, Ayutyanont N, Roontiva A, Thiyyagura P, Lee W, Mo H, Lopez L, Moreno S, Acosta-Baena N, Giraldo M, Garcia G, Reiman RA, Huentelman MJ, Kosik KS, Tariot PN, Lopera F, Reiman EM (2012) Florbetapir PET analysis of amyloid-beta deposition in the presenilin 1 E280A autosomal dominant Alzheimer’s disease kindred: a cross-sectional study. Lancet Neurol 11(12):1057–1065. doi:10.1016/S1474-4422(12)70227-2 PubMedCrossRef Fleisher AS, Chen K, Quiroz YT, Jakimovich LJ, Gomez MG, Langois CM, Langbaum JB, Ayutyanont N, Roontiva A, Thiyyagura P, Lee W, Mo H, Lopez L, Moreno S, Acosta-Baena N, Giraldo M, Garcia G, Reiman RA, Huentelman MJ, Kosik KS, Tariot PN, Lopera F, Reiman EM (2012) Florbetapir PET analysis of amyloid-beta deposition in the presenilin 1 E280A autosomal dominant Alzheimer’s disease kindred: a cross-sectional study. Lancet Neurol 11(12):1057–1065. doi:10.​1016/​S1474-4422(12)70227-2 PubMedCrossRef
11.
go back to reference Hastie T, Tibshirani R, Friedman J (2001) The elements of statistical learning. Springer, New YorkCrossRef Hastie T, Tibshirani R, Friedman J (2001) The elements of statistical learning. Springer, New YorkCrossRef
12.
go back to reference Jack CR Jr, Knopman DS, Jagust WJ, Petersen RC, Weiner MW, Aisen PS, Shaw LM, Vemuri P, Wiste HJ, Weigand SD, Lesnick TG, Pankratz VS, Donohue MC, Trojanowski JQ (2013) Tracking pathophysiological processes in Alzheimer’s disease: an updated hypothetical model of dynamic biomarkers. Lancet Neurol 12(2):207–216. doi:10.1016/S1474-4422(12)70291-0 PubMedCrossRef Jack CR Jr, Knopman DS, Jagust WJ, Petersen RC, Weiner MW, Aisen PS, Shaw LM, Vemuri P, Wiste HJ, Weigand SD, Lesnick TG, Pankratz VS, Donohue MC, Trojanowski JQ (2013) Tracking pathophysiological processes in Alzheimer’s disease: an updated hypothetical model of dynamic biomarkers. Lancet Neurol 12(2):207–216. doi:10.​1016/​S1474-4422(12)70291-0 PubMedCrossRef
13.
go back to reference Jack CR Jr, Lowe VJ, Weigand SD, Wiste HJ, Senjem ML, Knopman DS, Shiung MM, Gunter JL, Boeve BF, Kemp BJ, Weiner M, Petersen RC (2009) Serial PIB and MRI in normal, mild cognitive impairment and Alzheimer’s disease: implications for sequence of pathological events in Alzheimer’s disease. Brain 132(Pt 5):1355–1365. doi:10.1093/brain/awp062 PubMedCrossRef Jack CR Jr, Lowe VJ, Weigand SD, Wiste HJ, Senjem ML, Knopman DS, Shiung MM, Gunter JL, Boeve BF, Kemp BJ, Weiner M, Petersen RC (2009) Serial PIB and MRI in normal, mild cognitive impairment and Alzheimer’s disease: implications for sequence of pathological events in Alzheimer’s disease. Brain 132(Pt 5):1355–1365. doi:10.​1093/​brain/​awp062 PubMedCrossRef
14.
15.
16.
go back to reference Landau SM, Lu M, Joshi AD, Pontecorvo M, Mintun MA, Trojanowski JQ, Shaw LM, Jagust WJ, Alzheimer’s Disease Neuroimaging Initiative (2013) Comparing PET imaging and CSF measurements of Aß. Ann Neurol. doi:10.1002/ana.23908 Landau SM, Lu M, Joshi AD, Pontecorvo M, Mintun MA, Trojanowski JQ, Shaw LM, Jagust WJ, Alzheimer’s Disease Neuroimaging Initiative (2013) Comparing PET imaging and CSF measurements of Aß. Ann Neurol. doi:10.​1002/​ana.​23908
17.
go back to reference Le Bastard N, Aerts L, Sleegers K, Martin JJ, Van Broeckhoven C, De Deyn PP, Engelborghs S (2013) Longitudinal stability of cerebrospinal fluid biomarker levels: fulfilled requirement for pharmacodynamic markers in Alzheimer’s disease. J Alzheimers Dis 33(3):807–822. doi:10.3233/JAD-2012-110029 PubMed Le Bastard N, Aerts L, Sleegers K, Martin JJ, Van Broeckhoven C, De Deyn PP, Engelborghs S (2013) Longitudinal stability of cerebrospinal fluid biomarker levels: fulfilled requirement for pharmacodynamic markers in Alzheimer’s disease. J Alzheimers Dis 33(3):807–822. doi:10.​3233/​JAD-2012-110029 PubMed
18.
go back to reference Mattsson N, Portelius E, Rolstad S, Gustavsson M, Andreasson U, Stridsberg M, Wallin A, Blennow K, Zetterberg H (2012) Longitudinal cerebrospinal fluid biomarkers over four years in mild cognitive impairment. J Alzheimers Dis 30(4):767–778. doi:10.3233/JAD-2012-120019 PubMed Mattsson N, Portelius E, Rolstad S, Gustavsson M, Andreasson U, Stridsberg M, Wallin A, Blennow K, Zetterberg H (2012) Longitudinal cerebrospinal fluid biomarkers over four years in mild cognitive impairment. J Alzheimers Dis 30(4):767–778. doi:10.​3233/​JAD-2012-120019 PubMed
20.
go back to reference McKhann G, Drachman D, Folstein M, Katzman R, Price D, Stadlan EM (1984) 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 34(7):939–944PubMedCrossRef McKhann G, Drachman D, Folstein M, Katzman R, Price D, Stadlan EM (1984) 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 34(7):939–944PubMedCrossRef
21.
go back to reference Mollenhauer B, Bibl M, Trenkwalder C, Stiens G, Cepek L, Steinacker P, Ciesielczyk B, Neubert K, Wiltfang J, Kretzschmar HA, Poser S, Otto M (2005) Follow-up investigations in cerebrospinal fluid of patients with dementia with Lewy bodies and Alzheimer’s disease. J Neural Transm 112(7):933–948. doi:10.1007/s00702-004-0235-7 PubMedCrossRef Mollenhauer B, Bibl M, Trenkwalder C, Stiens G, Cepek L, Steinacker P, Ciesielczyk B, Neubert K, Wiltfang J, Kretzschmar HA, Poser S, Otto M (2005) Follow-up investigations in cerebrospinal fluid of patients with dementia with Lewy bodies and Alzheimer’s disease. J Neural Transm 112(7):933–948. doi:10.​1007/​s00702-004-0235-7 PubMedCrossRef
22.
go back to reference Mufson EJ, Binder L, Counts SE, DeKosky ST, de Toledo-Morrell L, Ginsberg SD, Ikonomovic MD, Perez SE, Scheff SW (2012) Mild cognitive impairment: pathology and mechanisms. Acta Neuropathol 123(1):13–30. doi:10.1007/s00401-011-0884-1 PubMedCrossRef Mufson EJ, Binder L, Counts SE, DeKosky ST, de Toledo-Morrell L, Ginsberg SD, Ikonomovic MD, Perez SE, Scheff SW (2012) Mild cognitive impairment: pathology and mechanisms. Acta Neuropathol 123(1):13–30. doi:10.​1007/​s00401-011-0884-1 PubMedCrossRef
23.
go back to reference Peskind E, Nordberg A, Darreh-Shori T, Soininen H (2009) Safety of lumbar puncture procedures in patients with Alzheimer’s disease. Curr Alzheimer Res 6(3):290–292PubMedCrossRef Peskind E, Nordberg A, Darreh-Shori T, Soininen H (2009) Safety of lumbar puncture procedures in patients with Alzheimer’s disease. Curr Alzheimer Res 6(3):290–292PubMedCrossRef
24.
go back to reference Peskind ER, Riekse R, Quinn JF, Kaye J, Clark CM, Farlow MR, Decarli C, Chabal C, Vavrek D, Raskind MA, Galasko D (2005) Safety and acceptability of the research lumbar puncture. Alzheimer Dis Assoc Disord 19(4):220–225PubMedCrossRef Peskind ER, Riekse R, Quinn JF, Kaye J, Clark CM, Farlow MR, Decarli C, Chabal C, Vavrek D, Raskind MA, Galasko D (2005) Safety and acceptability of the research lumbar puncture. Alzheimer Dis Assoc Disord 19(4):220–225PubMedCrossRef
25.
go back to reference Petersen RC, Aisen PS, Beckett LA, Donohue MC, Gamst AC, Harvey DJ, Jack CR Jr, Jagust WJ, Shaw LM, Toga AW, Trojanowski JQ, Weiner MW (2010) Alzheimer’s Disease Neuroimaging Initiative (ADNI): clinical characterization. Neurology 74(3):201–209. doi:10.1212/WNL.0b013e3181cb3e25 PubMedCrossRef Petersen RC, Aisen PS, Beckett LA, Donohue MC, Gamst AC, Harvey DJ, Jack CR Jr, Jagust WJ, Shaw LM, Toga AW, Trojanowski JQ, Weiner MW (2010) Alzheimer’s Disease Neuroimaging Initiative (ADNI): clinical characterization. Neurology 74(3):201–209. doi:10.​1212/​WNL.​0b013e3181cb3e25​ PubMedCrossRef
26.
go back to reference Petersen RC, Smith GE, Waring SC, Ivnik RJ, Tangalos EG, Kokmen E (1999) Mild cognitive impairment: clinical characterization and outcome. Arch Neurol 56(3):303–308PubMedCrossRef Petersen RC, Smith GE, Waring SC, Ivnik RJ, Tangalos EG, Kokmen E (1999) Mild cognitive impairment: clinical characterization and outcome. Arch Neurol 56(3):303–308PubMedCrossRef
27.
go back to reference Reiman EM, Quiroz YT, Fleisher AS, Chen K, Velez-Pardo C, Jimenez-Del-Rio M, Fagan AM, Shah AR, Alvarez S, Arbelaez A, Giraldo M, Acosta-Baena N, Sperling RA, Dickerson B, Stern CE, Tirado V, Munoz C, Reiman RA, Huentelman MJ, Alexander GE, Langbaum JB, Kosik KS, Tariot PN, Lopera F (2012) Brain imaging and fluid biomarker analysis in young adults at genetic risk for autosomal dominant Alzheimer’s disease in the presenilin 1 E280A kindred: a case-control study. Lancet Neurol 11(12):1048–1056. doi:10.1016/S1474-4422(12)70228-4 PubMedCrossRef Reiman EM, Quiroz YT, Fleisher AS, Chen K, Velez-Pardo C, Jimenez-Del-Rio M, Fagan AM, Shah AR, Alvarez S, Arbelaez A, Giraldo M, Acosta-Baena N, Sperling RA, Dickerson B, Stern CE, Tirado V, Munoz C, Reiman RA, Huentelman MJ, Alexander GE, Langbaum JB, Kosik KS, Tariot PN, Lopera F (2012) Brain imaging and fluid biomarker analysis in young adults at genetic risk for autosomal dominant Alzheimer’s disease in the presenilin 1 E280A kindred: a case-control study. Lancet Neurol 11(12):1048–1056. doi:10.​1016/​S1474-4422(12)70228-4 PubMedCrossRef
28.
29.
go back to reference Seppala TT, Koivisto AM, Hartikainen P, Helisalmi S, Soininen H, Herukka SK (2011) Longitudinal changes of CSF biomarkers in Alzheimer’s disease. J Alzheimers Dis 25(4):583–594. doi:10.3233/JAD-2011-101911 PubMed Seppala TT, Koivisto AM, Hartikainen P, Helisalmi S, Soininen H, Herukka SK (2011) Longitudinal changes of CSF biomarkers in Alzheimer’s disease. J Alzheimers Dis 25(4):583–594. doi:10.​3233/​JAD-2011-101911 PubMed
30.
go back to reference Shaw LM, Vanderstichele H, Knapik-Czajka M, Clark CM, Aisen PS, Petersen RC, Blennow K, Soares H, Simon A, Lewczuk P, Dean R, Siemers E, Potter W, Lee VM, Trojanowski JQ (2009) Cerebrospinal fluid biomarker signature in Alzheimer’s disease neuroimaging initiative subjects. Ann Neurol 65(4):403–413. doi:10.1002/ana.21610 PubMedCrossRef Shaw LM, Vanderstichele H, Knapik-Czajka M, Clark CM, Aisen PS, Petersen RC, Blennow K, Soares H, Simon A, Lewczuk P, Dean R, Siemers E, Potter W, Lee VM, Trojanowski JQ (2009) Cerebrospinal fluid biomarker signature in Alzheimer’s disease neuroimaging initiative subjects. Ann Neurol 65(4):403–413. doi:10.​1002/​ana.​21610 PubMedCrossRef
31.
go back to reference Shaw LM, Vanderstichele H, Knapik-Czajka M, Figurski M, Coart E, Blennow K, Soares H, Simon AJ, Lewczuk P, Dean RA, Siemers E, Potter W, Lee VM, Trojanowski JQ (2011) Qualification of the analytical and clinical performance of CSF biomarker analyses in ADNI. Acta Neuropathol 121(5):597–609. doi:10.1007/s00401-011-0808-0 PubMedCrossRef Shaw LM, Vanderstichele H, Knapik-Czajka M, Figurski M, Coart E, Blennow K, Soares H, Simon AJ, Lewczuk P, Dean RA, Siemers E, Potter W, Lee VM, Trojanowski JQ (2011) Qualification of the analytical and clinical performance of CSF biomarker analyses in ADNI. Acta Neuropathol 121(5):597–609. doi:10.​1007/​s00401-011-0808-0 PubMedCrossRef
32.
go back to reference Sinha S, Anderson JP, Barbour R, Basi GS, Caccavello R, Davis D, Doan M, Dovey HF, Frigon N, Hong J, Jacobson-Croak K, Jewett N, Keim P, Knops J, Lieberburg I, Power M, Tan H, Tatsuno G, Tung J, Schenk D, Seubert P, Suomensaari SM, Wang S, Walker D, Zhao J, McConlogue L, John V (1999) Purification and cloning of amyloid precursor protein beta-secretase from human brain. Nature 402(6761):537–540. doi:10.1038/990114 PubMedCrossRef Sinha S, Anderson JP, Barbour R, Basi GS, Caccavello R, Davis D, Doan M, Dovey HF, Frigon N, Hong J, Jacobson-Croak K, Jewett N, Keim P, Knops J, Lieberburg I, Power M, Tan H, Tatsuno G, Tung J, Schenk D, Seubert P, Suomensaari SM, Wang S, Walker D, Zhao J, McConlogue L, John V (1999) Purification and cloning of amyloid precursor protein beta-secretase from human brain. Nature 402(6761):537–540. doi:10.​1038/​990114 PubMedCrossRef
33.
go back to reference Stoer J, Bulirsch R (2002) Introduction to numerical analysis. Springer, Berlin Stoer J, Bulirsch R (2002) Introduction to numerical analysis. Springer, Berlin
34.
go back to reference Tapiola T, Alafuzoff I, Herukka SK, Parkkinen L, Hartikainen P, Soininen H, Pirttila T (2009) Cerebrospinal fluid {beta}-amyloid 42 and tau proteins as biomarkers of Alzheimer-type pathologic changes in the brain. Arch Neurol 66(3):382–389. doi:10.1001/archneurol.2008.596 PubMedCrossRef Tapiola T, Alafuzoff I, Herukka SK, Parkkinen L, Hartikainen P, Soininen H, Pirttila T (2009) Cerebrospinal fluid {beta}-amyloid 42 and tau proteins as biomarkers of Alzheimer-type pathologic changes in the brain. Arch Neurol 66(3):382–389. doi:10.​1001/​archneurol.​2008.​596 PubMedCrossRef
35.
go back to reference Toledo JB, Brettschneider J, Grossman M, Arnold SE, Hu WT, Xie SX, Lee VM, Shaw LM, Trojanowski JQ (2012) CSF biomarkers cutoffs: the importance of coincident neuropathological diseases. Acta Neuropathol 124(1):23–35. doi:10.1007/s00401-012-0983-7 PubMedCrossRef Toledo JB, Brettschneider J, Grossman M, Arnold SE, Hu WT, Xie SX, Lee VM, Shaw LM, Trojanowski JQ (2012) CSF biomarkers cutoffs: the importance of coincident neuropathological diseases. Acta Neuropathol 124(1):23–35. doi:10.​1007/​s00401-012-0983-7 PubMedCrossRef
36.
go back to reference Toledo JB, Vanderstichele H, Figurski M, Aisen PS, Petersen RC, Weiner MW, Jack CR Jr, Jagust W, Decarli C, Toga AW, Toledo E, Xie SX, Lee VM, Trojanowski JQ, Shaw LM (2011) Factors affecting Abeta plasma levels and their utility as biomarkers in ADNI. Acta Neuropathol 122(4):401–413. doi:10.1007/s00401-011-0861-8 PubMedCrossRef Toledo JB, Vanderstichele H, Figurski M, Aisen PS, Petersen RC, Weiner MW, Jack CR Jr, Jagust W, Decarli C, Toga AW, Toledo E, Xie SX, Lee VM, Trojanowski JQ, Shaw LM (2011) Factors affecting Abeta plasma levels and their utility as biomarkers in ADNI. Acta Neuropathol 122(4):401–413. doi:10.​1007/​s00401-011-0861-8 PubMedCrossRef
37.
go back to reference Villain N, Chetelat G, Grassiot B, Bourgeat P, Jones G, Ellis KA, Ames D, Martins RN, Eustache F, Salvado O, Masters CL, Rowe CC, Villemagne VL (2012) Regional dynamics of amyloid-beta deposition in healthy elderly, mild cognitive impairment and Alzheimer’s disease: a voxelwise PiB-PET longitudinal study. Brain 135(Pt 7):2126–2139. doi:10.1093/brain/aws125 PubMedCrossRef Villain N, Chetelat G, Grassiot B, Bourgeat P, Jones G, Ellis KA, Ames D, Martins RN, Eustache F, Salvado O, Masters CL, Rowe CC, Villemagne VL (2012) Regional dynamics of amyloid-beta deposition in healthy elderly, mild cognitive impairment and Alzheimer’s disease: a voxelwise PiB-PET longitudinal study. Brain 135(Pt 7):2126–2139. doi:10.​1093/​brain/​aws125 PubMedCrossRef
38.
go back to reference Villemagne VL, Burnham S, Bourgeat P, Brown B, Ellis KA, Salvado O, Szoeke C, Macaulay SL, Martins R, Maruff P, Ames D, Rowe CC, Masters CL (2013) Amyloid beta deposition, neurodegeneration, and cognitive decline in sporadic Alzheimer’s disease: a prospective cohort study. Lancet Neurol 12(4):357–367. doi:10.1016/S1474-4422(13)70044-9 PubMedCrossRef Villemagne VL, Burnham S, Bourgeat P, Brown B, Ellis KA, Salvado O, Szoeke C, Macaulay SL, Martins R, Maruff P, Ames D, Rowe CC, Masters CL (2013) Amyloid beta deposition, neurodegeneration, and cognitive decline in sporadic Alzheimer’s disease: a prospective cohort study. Lancet Neurol 12(4):357–367. doi:10.​1016/​S1474-4422(13)70044-9 PubMedCrossRef
39.
go back to reference Villemagne VL, Pike KE, Chetelat G, Ellis KA, Mulligan RS, Bourgeat P, Ackermann U, Jones G, Szoeke C, Salvado O, Martins R, O’Keefe G, Mathis CA, Klunk WE, Ames D, Masters CL, Rowe CC (2011) Longitudinal assessment of Abeta and cognition in aging and Alzheimer disease. Ann Neurol 69(1):181–192. doi:10.1002/ana.22248 PubMedCrossRef Villemagne VL, Pike KE, Chetelat G, Ellis KA, Mulligan RS, Bourgeat P, Ackermann U, Jones G, Szoeke C, Salvado O, Martins R, O’Keefe G, Mathis CA, Klunk WE, Ames D, Masters CL, Rowe CC (2011) Longitudinal assessment of Abeta and cognition in aging and Alzheimer disease. Ann Neurol 69(1):181–192. doi:10.​1002/​ana.​22248 PubMedCrossRef
40.
go back to reference Weiner MW, Veitch DP, Aisen PS, Beckett LA, Cairns NJ, Green RC, Harvey D, Jack CR, Jagust W, Liu E, Morris JC, Petersen RC, Saykin AJ, Schmidt ME, Shaw L, Siuciak JA, Soares H, Toga AW, Trojanowski JQ (2012) The Alzheimer’s disease Neuroimaging initiative: a review of papers published since its inception. Alzheimers Dement 8(1 Suppl):S1–S68. doi:10.1016/j.jalz.2011.09.172 PubMedCrossRef Weiner MW, Veitch DP, Aisen PS, Beckett LA, Cairns NJ, Green RC, Harvey D, Jack CR, Jagust W, Liu E, Morris JC, Petersen RC, Saykin AJ, Schmidt ME, Shaw L, Siuciak JA, Soares H, Toga AW, Trojanowski JQ (2012) The Alzheimer’s disease Neuroimaging initiative: a review of papers published since its inception. Alzheimers Dement 8(1 Suppl):S1–S68. doi:10.​1016/​j.​jalz.​2011.​09.​172 PubMedCrossRef
41.
go back to reference Yang E, Farnum M, Lobanov V, Schultz T, Verbeeck R, Raghavan N, Samtani MN, Novak G, Narayan V, DiBernardo A (2011) Quantifying the pathophysiological timeline of Alzheimer’s disease. J Alzheimers Dis 26(4):745–753. doi:10.3233/JAD-2011-110551 PubMed Yang E, Farnum M, Lobanov V, Schultz T, Verbeeck R, Raghavan N, Samtani MN, Novak G, Narayan V, DiBernardo A (2011) Quantifying the pathophysiological timeline of Alzheimer’s disease. J Alzheimers Dis 26(4):745–753. doi:10.​3233/​JAD-2011-110551 PubMed
Metadata
Title
Longitudinal change in CSF Tau and Aβ biomarkers for up to 48 months in ADNI
Authors
Jon B. Toledo
Sharon X. Xie
John Q. Trojanowski
Leslie M. Shaw
Publication date
01-11-2013
Publisher
Springer Berlin Heidelberg
Published in
Acta Neuropathologica / Issue 5/2013
Print ISSN: 0001-6322
Electronic ISSN: 1432-0533
DOI
https://doi.org/10.1007/s00401-013-1151-4

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