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Functional and Structural MRI in Alzheimer’s Disease: A Multimodal Approach

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MRI in Psychiatry

Abstract

Alzheimer’s disease (AD) is a progressive neurodegenerative brain disorder and the most common cause of dementia in the elderly. Neuroimaging techniques have revolutionized research on the pathogenetic processes in AD, as they allow tracking AD-related pathological changes in the living brain with ever-increasing detail. The most widely used MRI-based imaging techniques for the study of AD-related brain changes include structural MRI for assessment of gray matter atrophy, diffusion-weighted MRI for assessment of reduced white matter fiber integrity, and functional MRI for assessment of alterations in brain activation and functional network organization. In this chapter, we will describe how these imaging techniques have furthered our understanding of the specific pattern of structural and functional brain changes as they spread through the brain during AD pathogenesis and how these changes are associated with the expression of clinical symptoms. We will further describe how MRI-based technology is being used to study the neural mechanisms by which specific molecular, genetic, and lifestyle factors modify the risk for, and the clinical course of, AD. As a direct clinical application, increased knowledge about the characteristic brain changes in the course of AD pathogenesis can be used for the development of stage-specific disease biomarkers that increase the certainty of clinical diagnoses and may even allow predicting an individual’s risk for future cognitive decline and development of dementia. Finally, multimodal imaging approaches help to advance the study of disease mechanisms in AD through the assessment of interrelations among the diverse structural and functional brain changes and may further increase the accuracy of imaging-based diagnostic models by providing a more comprehensive picture of an individual’s pathologic state.

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Abbreviations

AD:

Alzheimer’s Disease

ADNI:

Alzheimer’s Disease Neuroimaging Initiative

APOE4:

ε4 Allele of the APOE Gene (Encoding the Apolipoprotein E)

APP:

Amyloid Precursor Protein

AxD:

Axial Diffusivity

CC:

Corpus Callosum

CSF:

Cerebrospinal Fluid

DMN:

Default Mode Network

DTI:

Diffusion Tensor Imaging

EDSD:

European DTI Study in Dementia

FA:

Fractional Anisotropy

ICA:

Independent Component Analysis

ICN:

Intrinsic Connectivity Network

MCI:

Mild Cognitive Impairment

MD:

Mean Diffusivity

MRI:

Magnetic Resonance Imaging

MTL:

Medial Temporal Lobe

PET:

Positron Emission Tomography

RaD:

Radial Diffusivity

ROI:

Region of Interest

TRD:

Task-Related Deactivation

VBM:

Voxel-Based Morphometry

References

  • Achterberg HC, van der Lijn F, den Heijer T, Vernooij MW, Ikram MA, Niessen WJ et al (2013) Hippocampal shape is predictive for the development of dementia in a normal, elderly population. Hum Brain Mapp (in press) doi:10.1002/hbm.22333

  • Acosta-Cabronero J, Williams GB, Pengas G, Nestor PJ (2010) Absolute diffusivities define the landscape of white matter degeneration in Alzheimer’s disease. Brain 133:529–539

    PubMed  Google Scholar 

  • Acosta-Cabronero J, Alley S, Williams GB, Pengas G, Nestor PJ (2012) Diffusion tensor metrics as biomarkers in Alzheimer’s disease. PLoS One 7:e49072

    CAS  PubMed Central  PubMed  Google Scholar 

  • Agosta F, Pievani M, Geroldi C, Copetti M, Frisoni GB, Filippi M (2012) Resting state fMRI in Alzheimer’s disease: beyond the default mode network. Neurobiol Aging 33:1564–1578

    PubMed  Google Scholar 

  • Almeida OP, Garrido GJ, Alfonso H, Hulse G, Lautenschlager NT, Hankey GJ et al (2011) 24-month effect of smoking cessation on cognitive function and brain structure in later life. Neuroimage 55:1480–1489

    PubMed  Google Scholar 

  • Apostolova LG, Mosconi L, Thompson PM, Green AE, Hwang KS, Ramirez A et al (2010) Subregional hippocampal atrophy predicts Alzheimer’s dementia in the cognitively normal. Neurobiol Aging 31:1077–1088

    PubMed Central  PubMed  Google Scholar 

  • Arenaza-Urquijo EM, Bosch B, Sala-Llonch R, Sole-Padulles C, Junque C, Fernandez-Espejo D et al (2011) Specific anatomic associations between white matter integrity and cognitive reserve in normal and cognitively impaired elders. Am J Geriatr Psychiatry 19:33–42

    PubMed  Google Scholar 

  • Arenaza-Urquijo EM, Landeau B, La Joie R, Mevel K, Mezenge F, Perrotin A et al (2013) Relationships between years of education and gray matter volume, metabolism and functional connectivity in healthy elders. Neuroimage 83C:450–457

    Google Scholar 

  • Ashburner J, Friston KJ (2000) Voxel-based morphometry–the methods. Neuroimage 11:805–821

    CAS  PubMed  Google Scholar 

  • Ashburner J, Friston KJ (2001) Why voxel-based morphometry should be used. Neuroimage 14:1238–1243

    CAS  PubMed  Google Scholar 

  • Avants BB, Cook PA, Ungar L, Gee JC, Grossman M (2010) Dementia induces correlated reductions in white matter integrity and cortical thickness: a multivariate neuroimaging study with sparse canonical correlation analysis. Neuroimage 50:1004–1016

    PubMed Central  PubMed  Google Scholar 

  • Bai F, Watson DR, Shi Y, Wang Y, Yue C, YuhuanTeng et al (2011a) Specifically progressive deficits of brain functional marker in amnestic type mild cognitive impairment. PLoS One 6:e24271

    CAS  PubMed Central  PubMed  Google Scholar 

  • Bai F, Xie C, Watson DR, Shi Y, Yuan Y, Wang Y et al (2011b) Aberrant hippocampal subregion networks associated with the classifications of aMCI subjects: a longitudinal resting-state study. PLoS One 6:e29288

    CAS  PubMed Central  PubMed  Google Scholar 

  • Bakkour A, Morris JC, Dickerson BC (2009) The cortical signature of prodromal AD: regional thinning predicts mild AD dementia. Neurology 72:1048–1055

    PubMed Central  PubMed  Google Scholar 

  • Barnes J, Bartlett JW, van de Pol LA, Loy CT, Scahill RI, Frost C et al (2009) A meta-analysis of hippocampal atrophy rates in Alzheimer’s disease. Neurobiol Aging 30:1711–1723

    PubMed Central  PubMed  Google Scholar 

  • Baron JC, Chetelat G, Desgranges B, Perchey G, Landeau B, de la Sayette V et al (2001) In vivo mapping of gray matter loss with voxel-based morphometry in mild Alzheimer’s disease. Neuroimage 14:298–309

    CAS  PubMed  Google Scholar 

  • Bartus RT, Dean RL 3rd, Beer B, Lippa AS (1982) The cholinergic hypothesis of geriatric memory dysfunction. Science 217:408–414

    CAS  PubMed  Google Scholar 

  • Bartzokis G (2004) Age-related myelin breakdown: a developmental model of cognitive decline and Alzheimer’s disease. Neurobiol Aging 25:5–18; author reply 49–62

    CAS  PubMed  Google Scholar 

  • Becker JA, Hedden T, Carmasin J, Maye J, Rentz DM, Putcha D et al (2011) Amyloid-beta associated cortical thinning in clinically normal elderly. Ann Neurol 69:1032–1042

    CAS  PubMed Central  PubMed  Google Scholar 

  • Beckmann CF, DeLuca M, Devlin JT, Smith SM (2005) Investigations into resting-state connectivity using independent component analysis. Philos Trans R Soc Lond B Biol Sci 360:1001–1013

    PubMed Central  PubMed  Google Scholar 

  • Bendlin BB, Ries ML, Canu E, Sodhi A, Lazar M, Alexander AL et al (2010) White matter is altered with parental family history of Alzheimer’s disease. Alzheimers Dement 6:394–403

    PubMed Central  PubMed  Google Scholar 

  • Bendlin BB, Carlsson CM, Johnson SC, Zetterberg H, Blennow K, Willette AA et al (2012) CSF T-Tau/Abeta42 predicts white matter microstructure in healthy adults at risk for Alzheimer’s disease. PLoS One 7:e37720

    CAS  PubMed Central  PubMed  Google Scholar 

  • Binnewijzend MA, Schoonheim MM, Sanz-Arigita E, Wink AM, van der Flier WM, Tolboom N et al (2012) Resting-state fMRI changes in Alzheimer’s disease and mild cognitive impairment. Neurobiol Aging 33:2018–2028

    PubMed  Google Scholar 

  • Biswal B, Yetkin FZ, Haughton VM, Hyde JS (1995) Functional connectivity in the motor cortex of resting human brain using echo-planar MRI. Magn Reson Med 34:537–541

    CAS  PubMed  Google Scholar 

  • Biswal BB, Mennes M, Zuo XN, Gohel S, Kelly C, Smith SM et al (2010) Toward discovery science of human brain function. Proc Natl Acad Sci U S A 107:4734–4739

    CAS  PubMed Central  PubMed  Google Scholar 

  • Blennow K, Hampel H, Weiner M, Zetterberg H (2010) Cerebrospinal fluid and plasma biomarkers in Alzheimer disease. Nat Rev Neurol 6:131–144

    CAS  PubMed  Google Scholar 

  • Bobinski M, de Leon MJ, Wegiel J, Desanti S, Convit A, Saint Louis LA et al (2000) The histological validation of post mortem magnetic resonance imaging-determined hippocampal volume in Alzheimer’s disease. Neuroscience 95:721–725

    CAS  PubMed  Google Scholar 

  • Bokde AL, Lopez-Bayo P, Meindl T, Pechler S, Born C, Faltraco F et al (2006) Functional connectivity of the fusiform gyrus during a face-matching task in subjects with mild cognitive impairment. Brain 129:1113–1124

    CAS  PubMed  Google Scholar 

  • Bokde AL, Lopez-Bayo P, Born C, Dong W, Meindl T, Leinsinger G et al (2008) Functional abnormalities of the visual processing system in subjects with mild cognitive impairment: an fMRI study. Psychiatry Res 163:248–259

    PubMed  Google Scholar 

  • Bokde AL, Ewers M, Hampel H (2009) Assessing neuronal networks: understanding Alzheimer’s disease. Prog Neurobiol 89:125–133

    PubMed  Google Scholar 

  • Bokde AL, Karmann M, Born C, Teipel SJ, Omerovic M, Ewers M et al (2010a) Altered brain activation during a verbal working memory task in subjects with amnestic mild cognitive impairment. J Alzheimers Dis 21:103–118

    PubMed  Google Scholar 

  • Bokde AL, Lopez-Bayo P, Born C, Ewers M, Meindl T, Teipel SJ et al (2010b) Alzheimer disease: functional abnormalities in the dorsal visual pathway. Radiology 254:219–226

    PubMed  Google Scholar 

  • Bondi MW, Houston WS, Eyler LT, Brown GG (2005) fMRI evidence of compensatory mechanisms in older adults at genetic risk for Alzheimer disease. Neurology 64:501–508

    PubMed Central  PubMed  Google Scholar 

  • Bookheimer SY, Strojwas MH, Cohen MS, Saunders AM, Pericak-Vance MA, Mazziotta JC et al (2000) Patterns of brain activation in people at risk for Alzheimer’s disease. N Engl J Med 343:450–456

    CAS  PubMed Central  PubMed  Google Scholar 

  • Bookstein FL (2001) “Voxel-based morphometry” should not be used with imperfectly registered images. Neuroimage 14:1454–1462

    CAS  PubMed  Google Scholar 

  • Bosch B, Bartres-Faz D, Rami L, Arenaza-Urquijo EM, Fernandez-Espejo D, Junque C et al (2010) Cognitive reserve modulates task-induced activations and deactivations in healthy elders, amnestic mild cognitive impairment and mild Alzheimer’s disease. Cortex 46:451–461

    PubMed  Google Scholar 

  • Bosch B, Arenaza-Urquijo EM, Rami L, Sala-Llonch R, Junque C, Sole-Padulles C et al (2012) Multiple DTI index analysis in normal aging, amnestic MCI and AD. Relationship with neuropsychological performance. Neurobiol Aging 33:61–74

    PubMed  Google Scholar 

  • Bozoki AC, Korolev IO, Davis NC, Hoisington LA, Berger KL (2012) Disruption of limbic white matter pathways in mild cognitive impairment and Alzheimer’s disease: a DTI/FDG-PET study. Hum Brain Mapp 33:1792–1802

    PubMed  Google Scholar 

  • Bozzali M, Falini A, Franceschi M, Cercignani M, Zuffi M, Scotti G et al (2002) White matter damage in Alzheimer’s disease assessed in vivo using diffusion tensor magnetic resonance imaging. J Neurol Neurosurg Psychiatry 72:742–746

    CAS  PubMed Central  PubMed  Google Scholar 

  • Bozzali M, Giulietti G, Basile B, Serra L, Spano B, Perri R et al (2012) Damage to the cingulum contributes to Alzheimer’s disease pathophysiology by deafferentation mechanism. Hum Brain Mapp 33:1295–1308

    PubMed  Google Scholar 

  • Braak H, Braak E (1995) Staging of Alzheimer’s disease-related neurofibrillary changes. Neurobiol Aging 16:271–278; discussion 8–84

    CAS  PubMed  Google Scholar 

  • Braak H, Del Tredici K (2012) Where, when, and in what form does sporadic Alzheimer’s disease begin? Curr Opin Neurol 25:708–714

    CAS  PubMed  Google Scholar 

  • Braak H, Braak E, Bohl J (1993) Staging of Alzheimer-related cortical destruction. Eur Neurol 33:403–408

    CAS  PubMed  Google Scholar 

  • Brayne C, Ince PG, Keage HA, McKeith IG, Matthews FE, Polvikoski T et al (2010) Education, the brain and dementia: neuroprotection or compensation? Brain 133:2210–2216

    PubMed  Google Scholar 

  • Brier MR, Thomas JB, Snyder AZ, Benzinger TL, Zhang D, Raichle ME et al (2012) Loss of intranetwork and internetwork resting state functional connections with Alzheimer’s disease progression. J Neurosci 32:8890–8899

    CAS  PubMed Central  PubMed  Google Scholar 

  • Brown JA, Terashima KH, Burggren AC, Ercoli LM, Miller KJ, Small GW et al (2011) Brain network local interconnectivity loss in aging APOE-4 allele carriers. Proc Natl Acad Sci U S A 108:20760–20765

    CAS  PubMed Central  PubMed  Google Scholar 

  • 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 69:98–106

    CAS  PubMed  Google Scholar 

  • Buckner RL, Snyder AZ, Shannon BJ, LaRossa G, Sachs R, Fotenos AF et al (2005) Molecular, structural, and functional characterization of Alzheimer’s disease: evidence for a relationship between default activity, amyloid, and memory. J Neurosci 25:7709–7717

    CAS  PubMed  Google Scholar 

  • Buckner RL, Andrews-Hanna JR, Schacter DL (2008) The brain’s default network: anatomy, function, and relevance to disease. Ann N Y Acad Sci 1124:1–38

    PubMed  Google Scholar 

  • Buckner RL, Sepulcre J, Talukdar T, Krienen FM, Liu H, Hedden T et al (2009) Cortical hubs revealed by intrinsic functional connectivity: mapping, assessment of stability, and relation to Alzheimer’s disease. J Neurosci 29:1860–1873

    CAS  PubMed Central  PubMed  Google Scholar 

  • Calvini P, Chincarini A, Gemme G, Penco MA, Squarcia S, Nobili F et al (2009) Automatic analysis of medial temporal lobe atrophy from structural MRIs for the early assessment of Alzheimer disease. Med Phys 36:3737–3747

    PubMed Central  PubMed  Google Scholar 

  • Canu E, McLaren DG, Fitzgerald ME, Bendlin BB, Zoccatelli G, Alessandrini F et al (2010) Microstructural diffusion changes are independent of macrostructural volume loss in moderate to severe Alzheimer’s disease. J Alzheimers Dis 19:963–976

    PubMed Central  PubMed  Google Scholar 

  • Cardenas VA, Chao LL, Studholme C, Yaffe K, Miller BL, Madison C et al (2011) Brain atrophy associated with baseline and longitudinal measures of cognition. Neurobiol Aging 32:572–580

    CAS  PubMed Central  PubMed  Google Scholar 

  • Caselli RJ, Reiman EM, Locke DE, Hutton ML, Hentz JG, Hoffman-Snyder C et al (2007) Cognitive domain decline in healthy apolipoprotein E epsilon4 homozygotes before the diagnosis of mild cognitive impairment. Arch Neurol 64:1306–1311

    PubMed  Google Scholar 

  • Castellano JM, Kim J, Stewart FR, Jiang H, DeMattos RB, Patterson BW et al (2011) Human apoE isoforms differentially regulate brain amyloid-beta peptide clearance. Sci Transl Med 3:89ra57

    CAS  PubMed Central  PubMed  Google Scholar 

  • Cavedo E, Boccardi M, Ganzola R, Canu E, Beltramello A, Caltagirone C et al (2011) Local amygdala structural differences with 3T MRI in patients with Alzheimer disease. Neurology 76:727–733

    CAS  PubMed Central  PubMed  Google Scholar 

  • Celone KA, Calhoun VD, Dickerson BC, Atri A, Chua EF, Miller SL et al (2006) Alterations in memory networks in mild cognitive impairment and Alzheimer’s disease: an independent component analysis. J Neurosci 26:10222–10231

    CAS  PubMed  Google Scholar 

  • Chang YL, Jacobson MW, Fennema-Notestine C, Hagler DJ Jr, Jennings RG, Dale AM et al (2010) Level of executive function influences verbal memory in amnestic mild cognitive impairment and predicts prefrontal and posterior cingulate thickness. Cereb Cortex 20:1305–1313

    PubMed Central  PubMed  Google Scholar 

  • Chen TF, Chen YF, Cheng TW, Hua MS, Liu HM, Chiu MJ (2009) Executive dysfunction and periventricular diffusion tensor changes in amnesic mild cognitive impairment and early Alzheimer’s disease. Hum Brain Mapp 30:3826–3836

    PubMed  Google Scholar 

  • Chen KH, Chuah LY, Sim SK, Chee MW (2010) Hippocampal region-specific contributions to memory performance in normal elderly. Brain Cogn 72:400–407

    PubMed  Google Scholar 

  • Chen G, Ward BD, Xie C, Li W, Wu Z, Jones JL et al (2011) Classification of Alzheimer disease, mild cognitive impairment, and normal cognitive status with large-scale network analysis based on resting-state functional MR imaging. Radiology 259:213–221

    PubMed Central  PubMed  Google Scholar 

  • Chen Z, Li L, Sun J, Ma L (2012) Mapping the brain in type II diabetes: voxel-based morphometry using DARTEL. Eur J Radiol 81:1870–1876

    PubMed  Google Scholar 

  • Chetelat G (2013) Alzheimer disease: Abeta-independent processes-rethinking preclinical AD. Nat Rev Neurol 9:123–124

    CAS  PubMed Central  PubMed  Google Scholar 

  • Chetelat G, Landeau B, Eustache F, Mezenge F, Viader F, de la Sayette V et al (2005) Using voxel-based morphometry to map the structural changes associated with rapid conversion in MCI: a longitudinal MRI study. Neuroimage 27:934–946

    CAS  PubMed  Google Scholar 

  • Chetelat G, Villemagne VL, Bourgeat P, Pike KE, Jones G, Ames D et al (2010) Relationship between atrophy and beta-amyloid deposition in Alzheimer disease. Ann Neurol 67:317–324

    CAS  PubMed  Google Scholar 

  • Chetelat G, Villemagne VL, Villain N, Jones G, Ellis KA, Ames D et al (2012) Accelerated cortical atrophy in cognitively normal elderly with high beta-amyloid deposition. Neurology 78:477–484

    CAS  PubMed  Google Scholar 

  • Chiang GC, Insel PS, Tosun D, Schuff N, Truran-Sacrey D, Raptentsetsang ST et al (2010) Hippocampal atrophy rates and CSF biomarkers in elderly APOE2 normal subjects. Neurology 75:1976–1981

    CAS  PubMed Central  PubMed  Google Scholar 

  • Chua TC, Wen W, Chen X, Kochan N, Slavin MJ, Trollor JN et al (2009) Diffusion tensor imaging of the posterior cingulate is a useful biomarker of mild cognitive impairment. Am J Geriatr Psychiatry 17:602–613

    PubMed  Google Scholar 

  • Chupin M, Gerardin E, Cuingnet R, Boutet C, Lemieux L, Lehericy S et al (2009) Fully automatic hippocampus segmentation and classification in Alzheimer’s disease and mild cognitive impairment applied on data from ADNI. Hippocampus 19:579–587

    PubMed Central  PubMed  Google Scholar 

  • Clerx L, Visser PJ, Verhey F, Aalten P (2012) New MRI markers for Alzheimer’s disease: a meta-analysis of diffusion tensor imaging and a comparison with medial temporal lobe measurements. J Alzheimers Dis 29:405–429

    PubMed  Google Scholar 

  • Colliot O, Chetelat G, Chupin M, Desgranges B, Magnin B, Benali H et al (2008) Discrimination between Alzheimer disease, mild cognitive impairment, and normal aging by using automated segmentation of the hippocampus. Radiology 248:194–201

    PubMed  Google Scholar 

  • Convit A, De Leon MJ, Tarshish C, De Santi S, Tsui W, Rusinek H et al (1997) Specific hippocampal volume reductions in individuals at risk for Alzheimer’s disease. Neurobiol Aging 18:131–138

    CAS  PubMed  Google Scholar 

  • Convit A, de Asis J, de Leon MJ, Tarshish CY, De Santi S, Rusinek H (2000) Atrophy of the medial occipitotemporal, inferior, and middle temporal gyri in non-demented elderly predict decline to Alzheimer’s disease. Neurobiol Aging 21:19–26

    CAS  PubMed  Google Scholar 

  • Corder EH, Saunders AM, Strittmatter WJ, Schmechel DE, Gaskell PC, Small GW et al (1993) Gene dose of apolipoprotein E type 4 allele and the risk of Alzheimer’s disease in late onset families. Science 261:921–923

    CAS  PubMed  Google Scholar 

  • Corder EH, Saunders AM, Risch NJ, Strittmatter WJ, Schmechel DE, Gaskell PC Jr et al (1994) Protective effect of apolipoprotein E type 2 allele for late onset alzheimer disease. Nat Genet 7:180–184

    Google Scholar 

  • Csernansky JG, Hamstra J, Wang L, McKeel D, Price JL, Gado M et al (2004) Correlations between antemortem hippocampal volume and postmortem neuropathology in AD subjects. Alzheimer Dis Assoc Disord 18:190–195

    PubMed  Google Scholar 

  • Csernansky JG, Wang L, Swank J, Miller JP, Gado M, McKeel D et al (2005) Preclinical detection of Alzheimer’s disease: hippocampal shape and volume predict dementia onset in the elderly. Neuroimage 25:783–792

    CAS  PubMed  Google Scholar 

  • Cui Y, Wen W, Lipnicki DM, Beg MF, Jin JS, Luo S et al (2012) Automated detection of amnestic mild cognitive impairment in community-dwelling elderly adults: a combined spatial atrophy and white matter alteration approach. Neuroimage 59:1209–1217

    PubMed  Google Scholar 

  • Cullen KM, Halliday GM, Double KL, Brooks WS, Creasey H, Broe GA (1997) Cell loss in the nucleus basalis is related to regional cortical atrophy in Alzheimer’s disease. Neuroscience 78:641–652

    CAS  PubMed  Google Scholar 

  • Dai Z, Yan C, Wang Z, Wang J, Xia M, Li K et al (2012) Discriminative analysis of early Alzheimer’s disease using multi-modal imaging and multi-level characterization with multi-classifier (M3). Neuroimage 59:2187–2195

    PubMed  Google Scholar 

  • Damoiseaux JS, Greicius MD (2009) Greater than the sum of its parts: a review of studies combining structural connectivity and resting-state functional connectivity. Brain Struct Funct 213:525–533

    PubMed  Google Scholar 

  • Damoiseaux JS, Smith SM, Witter MP, Sanz-Arigita EJ, Barkhof F, Scheltens P et al (2009) White matter tract integrity in aging and Alzheimer’s disease. Hum Brain Mapp 30:1051–1059

    PubMed  Google Scholar 

  • Damoiseaux JS, Prater KE, Miller BL, Greicius MD (2012) Functional connectivity tracks clinical deterioration in Alzheimer’s disease. Neurobiol Aging 33(828):e19–e30

    PubMed  Google Scholar 

  • Daselaar SM, Prince SE, Dennis NA, Hayes SM, Kim H, Cabeza R (2009) Posterior midline and ventral parietal activity is associated with retrieval success and encoding failure. Front Hum Neurosci 3:13

    PubMed Central  PubMed  Google Scholar 

  • Davatzikos C, Fan Y, Wu X, Shen D, Resnick SM (2008) Detection of prodromal Alzheimer’s disease via pattern classification of magnetic resonance imaging. Neurobiol Aging 29:514–523

    PubMed Central  PubMed  Google Scholar 

  • Davatzikos C, Xu F, An Y, Fan Y, Resnick SM (2009) Longitudinal progression of Alzheimer’s-like patterns of atrophy in normal older adults: the SPARE-AD index. Brain 132:2026–2035

    PubMed Central  PubMed  Google Scholar 

  • Davatzikos C, Bhatt P, Shaw LM, Batmanghelich KN, Trojanowski JQ (2011) Prediction of MCI to AD conversion, via MRI, CSF biomarkers, and pattern classification. Neurobiol Aging 32(2322):e19–e27

    PubMed  Google Scholar 

  • Daviglus ML, Plassman BL, Pirzada A, Bell CC, Bowen PE, Burke JR et al (2011) Risk factors and preventive interventions for Alzheimer disease: state of the science. Arch Neurol 68:1185–1190

    PubMed  Google Scholar 

  • de Souza LC, Chupin M, Lamari F, Jardel C, Leclercq D, Colliot O et al (2012) CSF tau markers are correlated with hippocampal volume in Alzheimer’s disease. Neurobiol Aging 33:1253–1257

    PubMed  Google Scholar 

  • de Toledo-Morrell L, Dickerson B, Sullivan MP, Spanovic C, Wilson R, Bennett DA (2000) Hemispheric differences in hippocampal volume predict verbal and spatial memory performance in patients with Alzheimer’s disease. Hippocampus 10:136–142

    PubMed  Google Scholar 

  • Delbeuck X, Van der Linden M, Collette F (2003) Alzheimer’s disease as a disconnection syndrome? Neuropsychol Rev 13:79–92

    CAS  PubMed  Google Scholar 

  • den Heijer T, Vermeer SE, Clarke R, Oudkerk M, Koudstaal PJ, Hofman A et al (2003) Homocysteine and brain atrophy on MRI of non-demented elderly. Brain 126:170–175

    Google Scholar 

  • den Heijer T, Geerlings MI, Hoebeek FE, Hofman A, Koudstaal PJ, Breteler MM (2006) Use of hippocampal and amygdalar volumes on magnetic resonance imaging to predict dementia in cognitively intact elderly people. Arch Gen Psychiatry 63:57–62

    Google Scholar 

  • Desikan RS, Cabral HJ, Hess CP, Dillon WP, Glastonbury CM, Weiner MW et al (2009) Automated MRI measures identify individuals with mild cognitive impairment and Alzheimer’s disease. Brain 132:2048–2057

    PubMed Central  PubMed  Google Scholar 

  • Desikan RS, McEvoy LK, Thompson WK, Holland D, Roddey JC, Blennow K et al (2011) Amyloid-beta associated volume loss occurs only in the presence of phospho-tau. Ann Neurol 70:657–661

    CAS  PubMed Central  PubMed  Google Scholar 

  • deToledo-Morrell L, Stoub TR, Bulgakova M, Wilson RS, Bennett DA, Leurgans S et al (2004) MRI-derived entorhinal volume is a good predictor of conversion from MCI to AD. Neurobiol Aging 25:1197–1203

    PubMed  Google Scholar 

  • Deweer B, Lehericy S, Pillon B, Baulac M, Chiras J, Marsault C et al (1995) Memory disorders in probable Alzheimer’s disease: the role of hippocampal atrophy as shown with MRI. J Neurol Neurosurg Psychiatry 58:590–597

    CAS  PubMed Central  PubMed  Google Scholar 

  • Di Paola M, Di Iulio F, Cherubini A, Blundo C, Casini AR, Sancesario G et al (2010) When, where, and how the corpus callosum changes in MCI and AD: a multimodal MRI study. Neurology 74:1136–1142

    PubMed  Google Scholar 

  • Dickerson BC, Salat DH, Greve DN, Chua EF, Rand-Giovannetti E, Rentz DM et al (2005) Increased hippocampal activation in mild cognitive impairment compared to normal aging and AD. Neurology 65:404–411

    CAS  PubMed  Google Scholar 

  • Dickerson BC, Bakkour A, Salat DH, Feczko E, Pacheco J, Greve DN et al (2009) The cortical signature of Alzheimer’s disease: regionally specific cortical thinning relates to symptom severity in very mild to mild AD dementia and is detectable in asymptomatic amyloid-positive individuals. Cereb Cortex 19:497–510

    PubMed Central  PubMed  Google Scholar 

  • Dickerson BC, Stoub TR, Shah RC, Sperling RA, Killiany RJ, Albert MS et al (2011) Alzheimer-signature MRI biomarker predicts AD dementia in cognitively normal adults. Neurology 76:1395–1402

    CAS  PubMed Central  PubMed  Google Scholar 

  • Donix M, Burggren AC, Suthana NA, Siddarth P, Ekstrom AD, Krupa AK et al (2010) Longitudinal changes in medial temporal cortical thickness in normal subjects with the APOE-4 polymorphism. Neuroimage 53:37–43

    CAS  PubMed Central  PubMed  Google Scholar 

  • Douaud G, Menke RA, Gass A, Monsch AU, Rao A, Whitcher B et al (2013) Brain microstructure reveals early abnormalities more than two years prior to clinical progression from mild cognitive impairment to Alzheimer’s disease. J Neurosci 33:2147–2155

    CAS  PubMed  Google Scholar 

  • Driscoll I, Davatzikos C, An Y, Wu X, Shen D, Kraut M et al (2009) Longitudinal pattern of regional brain volume change differentiates normal aging from MCI. Neurology 72:1906–1913

    CAS  PubMed Central  PubMed  Google Scholar 

  • Driscoll I, Zhou Y, An Y, Sojkova J, Davatzikos C, Kraut MA et al (2011) Lack of association between 11C-PiB and longitudinal brain atrophy in non-demented older individuals. Neurobiol Aging 32:2123–2130

    CAS  PubMed Central  PubMed  Google Scholar 

  • Drzezga A, Becker JA, Van Dijk KR, Sreenivasan A, Talukdar T, Sullivan C et al (2011) Neuronal dysfunction and disconnection of cortical hubs in non-demented subjects with elevated amyloid burden. Brain 134:1635–1646

    PubMed Central  PubMed  Google Scholar 

  • Du AT, Schuff N, Amend D, Laakso MP, Hsu YY, Jagust WJ et al (2001) Magnetic resonance imaging of the entorhinal cortex and hippocampus in mild cognitive impairment and Alzheimer’s disease. J Neurol Neurosurg Psychiatry 71:441–447

    CAS  PubMed  Google Scholar 

  • Dyrba M, Ewers M, Wegrzyn M, Kilimann I, Plant C, Oswald A et al (2012) Combining DTI and MRI for the automated detection of Alzheimer’s disease using a large European multicenter dataset. Lect Notes Comput Sci 7509:18–28

    Google Scholar 

  • Dyrba M, Ewers M, Wegrzyn M, Kilimann I, Plant C, Oswald A et al (2013) Robust automated detection of microstructural white matter degeneration in Alzheimer’s disease using machine learning classification of multicenter DTI data. PLoS One 8:e64925

    CAS  PubMed Central  PubMed  Google Scholar 

  • Englund E, Brun A, Alling C (1988) White matter changes in dementia of Alzheimer’s type. Biochemical and neuropathological correlates. Brain 111(Pt 6):1425–1439

    PubMed  Google Scholar 

  • Engvig A, Fjell AM, Westlye LT, Moberget T, Sundseth O, Larsen VA et al (2012) Memory training impacts short-term changes in aging white matter: a longitudinal diffusion tensor imaging study. Hum Brain Mapp 33:2390–2406

    PubMed  Google Scholar 

  • Erickson KI, Voss MW, Prakash RS, Basak C, Szabo A, Chaddock L et al (2011) Exercise training increases size of hippocampus and improves memory. Proc Natl Acad Sci U S A 108:3017–3022

    CAS  PubMed Central  PubMed  Google Scholar 

  • Ewers M, Teipel SJ, Dietrich O, Schonberg SO, Jessen F, Heun R et al (2006) Multicenter assessment of reliability of cranial MRI. Neurobiol Aging 27:1051–1059

    CAS  PubMed  Google Scholar 

  • Ewers M, Insel P, Jagust WJ, Shaw L, Trojanowski JQ, Aisen P et al (2012) CSF biomarker and PIB-PET-derived beta-amyloid signature predicts metabolic, gray matter, and cognitive changes in nondemented subjects. Cereb Cortex 22:1993–2004

    PubMed Central  PubMed  Google Scholar 

  • Fan M, Liu B, Zhou Y, Zhen X, Xu C, Jiang T (2010) Cortical thickness is associated with different apolipoprotein E genotypes in healthy elderly adults. Neurosci Lett 479:332–336

    CAS  PubMed Central  PubMed  Google Scholar 

  • Fellgiebel A, Yakushev I (2011) Diffusion tensor imaging of the hippocampus in MCI and early Alzheimer’s disease. J Alzheimers Dis 26(Suppl 3):257–262

    PubMed  Google Scholar 

  • Fellgiebel A, Wille P, Muller MJ, Winterer G, Scheurich A, Vucurevic G et al (2004) Ultrastructural hippocampal and white matter alterations in mild cognitive impairment: a diffusion tensor imaging study. Dement Geriatr Cogn Disord 18:101–108

    PubMed  Google Scholar 

  • Fellgiebel A, Muller MJ, Wille P, Dellani PR, Scheurich A, Schmidt LG et al (2005) Color-coded diffusion-tensor-imaging of posterior cingulate fiber tracts in mild cognitive impairment. Neurobiol Aging 26:1193–1198

    PubMed  Google Scholar 

  • Fellgiebel A, Schermuly I, Gerhard A, Keller I, Albrecht J, Weibrich C et al (2008) Functional relevant loss of long association fibre tracts integrity in early Alzheimer’s disease. Neuropsychologia 46:1698–1706

    PubMed  Google Scholar 

  • Fischer F, Scheurich A, Wegrzyn M, Schermuly I, Bokde ALW, Klöppel S et al (2012) Automated tractography of the cingulate bundles in Alzheimer’s disease: a multi-center DTI study. J Magn Reson Imaging 36:84–911

    PubMed  Google Scholar 

  • Fischl B, van der Kouwe A, Destrieux C, Halgren E, Segonne F, Salat DH et al (2004) Automatically parcellating the human cerebral cortex. Cereb Cortex 14:11–22

    PubMed  Google Scholar 

  • Fjell AM, Walhovd KB (2010) Structural brain changes in aging: courses, causes and cognitive consequences. Rev Neurosci 21:187–221

    PubMed  Google Scholar 

  • Fjell AM, Walhovd KB, Fennema-Notestine C, McEvoy LK, Hagler DJ, Holland D et al (2010) Brain atrophy in healthy aging is related to CSF levels of Abeta1-42. Cereb Cortex 20:2069–2079

    PubMed Central  PubMed  Google Scholar 

  • Fleisher AS, Houston WS, Eyler LT, Frye S, Jenkins C, Thal LJ et al (2005) Identification of Alzheimer disease risk by functional magnetic resonance imaging. Arch Neurol 62:1881–1888

    PubMed  Google Scholar 

  • Fleisher AS, Sherzai A, Taylor C, Langbaum JB, Chen K, Buxton RB (2009) Resting-state BOLD networks versus task-associated functional MRI for distinguishing Alzheimer’s disease risk groups. Neuroimage 47:1678–1690

    PubMed Central  PubMed  Google Scholar 

  • Fox MD, Snyder AZ, Vincent JL, Corbetta M, Van Essen DC, Raichle ME (2005) The human brain is intrinsically organized into dynamic, anticorrelated functional networks. Proc Natl Acad Sci U S A 102:9673–9678

    CAS  PubMed Central  PubMed  Google Scholar 

  • Friese U, Meindl T, Herpertz SC, Reiser MF, Hampel H, Teipel SJ (2010) Diagnostic utility of novel MRI-based biomarkers for Alzheimer’s disease: diffusion tensor imaging and deformation-based morphometry. J Alzheimers Dis 20:477–490

    PubMed  Google Scholar 

  • Gao J, Cheung RT, Lee TM, Chu LW, Chan YS, Mak HK et al (2011) Possible retrogenesis observed with fiber tracking: an anteroposterior pattern of white matter disintegrity in normal aging and Alzheimer’s disease. J Alzheimers Dis 26:47–58

    PubMed  Google Scholar 

  • Gauthier S, Reisberg B, Zaudig M, Petersen RC, Ritchie K, Broich K et al (2006) Mild cognitive impairment. Lancet 367:1262–1270

    PubMed  Google Scholar 

  • Gili T, Cercignani M, Serra L, Perri R, Giove F, Maraviglia B et al (2011) Regional brain atrophy and functional disconnection across Alzheimer’s disease evolution. J Neurol Neurosurg Psychiatry 82:58–66

    CAS  PubMed  Google Scholar 

  • Gold BT, Powell DK, Andersen AH, Smith CD (2010) Alterations in multiple measures of white matter integrity in normal women at high risk for Alzheimer’s disease. Neuroimage 52:1487–1494

    PubMed Central  PubMed  Google Scholar 

  • Gong G, He Y, Chen ZJ, Evans AC (2012) Convergence and divergence of thickness correlations with diffusion connections across the human cerebral cortex. Neuroimage 59:1239–1248

    PubMed  Google Scholar 

  • Gons RA, van Norden AG, de Laat KF, van Oudheusden LJ, van Uden IW, Zwiers MP et al (2011) Cigarette smoking is associated with reduced microstructural integrity of cerebral white matter. Brain 134:2116–2124

    PubMed  Google Scholar 

  • Gons RA, Tuladhar AM, de Laat KF, van Norden AG, van Dijk EJ, Norris DG et al (2013) Physical activity is related to the structural integrity of cerebral white matter. Neurology 81:971–976

    PubMed  Google Scholar 

  • Grambaite R, Reinvang I, Selnes P, Fjell AM, Walhovd KB, Stenset V et al (2011a) Pre-dementia memory impairment is associated with white matter tract affection. J Int Neuropsychol Soc 17:143–153

    PubMed  Google Scholar 

  • Grambaite R, Selnes P, Reinvang I, Aarsland D, Hessen E, Gjerstad L et al (2011b) Executive dysfunction in mild cognitive impairment is associated with changes in frontal and cingulate white matter tracts. J Alzheimers Dis 27:453–462

    PubMed  Google Scholar 

  • Greicius MD, Srivastava G, Reiss AL, Menon V (2004) Default-mode network activity distinguishes Alzheimer’s disease from healthy aging: evidence from functional MRI. Proc Natl Acad Sci U S A 101:4637–4642

    CAS  PubMed Central  PubMed  Google Scholar 

  • Greicius MD, Supekar K, Menon V, Dougherty RF (2009) Resting-state functional connectivity reflects structural connectivity in the default mode network. Cereb Cortex 19:72–78

    PubMed Central  PubMed  Google Scholar 

  • Grinberg LT, Rueb U, Heinsen H (2011) Brainstem: neglected locus in neurodegenerative diseases. Front Neurol 2:42

    CAS  PubMed Central  PubMed  Google Scholar 

  • Gross AL, Manly JJ, Pa J, Johnson JK, Park LQ, Mitchell MB et al (2012) Cortical signatures of cognition and their relationship to Alzheimer’s disease. Brain Imaging Behav 6:584–598

    PubMed Central  PubMed  Google Scholar 

  • Grossman M, McMillan C, Moore P, Ding L, Glosser G, Work M et al (2004) What’s in a name: voxel-based morphometric analyses of MRI and naming difficulty in Alzheimer’s disease, frontotemporal dementia and corticobasal degeneration. Brain 127:628–649

    PubMed  Google Scholar 

  • Grothe M, Zaborszky L, Atienza M, Gil-Neciga E, Rodriguez-Romero R, Teipel SJ et al (2010) Reduction of basal forebrain cholinergic system parallels cognitive impairment in patients at high risk of developing Alzheimer’s disease. Cereb Cortex 20:1685–1695

    PubMed Central  PubMed  Google Scholar 

  • Grothe M, Heinsen H, Teipel SJ (2012) Atrophy of the cholinergic Basal forebrain over the adult age range and in early stages of Alzheimer’s disease. Biol Psychiatry 71:805–813

    CAS  PubMed Central  PubMed  Google Scholar 

  • Grothe M, Heinsen H, Teipel S (2013) Longitudinal measures of cholinergic forebrain atrophy in the transition from healthy aging to Alzheimer’s disease. Neurobiol Aging 34:1210–1220

    CAS  PubMed Central  PubMed  Google Scholar 

  • Grothe MJ, Ewers M, Krause B, Heinsen H, Teipel SJ (2014) Basal forebrain atrophy and cortical amyloid deposition in nondemented elderly subjects. Alzheimers Dement (in press) doi:10.1016/j.jalz.2013.09.011

  • Guillozet al, Weintraub S, Mash DC, Mesulam MM (2003) Neurofibrillary tangles, amyloid, and memory in aging and mild cognitive impairment. Arch Neurol 60:729–736

    Google Scholar 

  • Guo LH, Alexopoulos P, Wagenpfeil S, Kurz A, Perneczky R (2013) Brain size and the compensation of Alzheimer’s disease symptoms: a longitudinal cohort study. Alzheimers Dement 9:580–586

    PubMed  Google Scholar 

  • Hackert VH, den Heijer T, Oudkerk M, Koudstaal PJ, Hofman A, Breteler MM (2002) Hippocampal head size associated with verbal memory performance in nondemented elderly. Neuroimage 17:1365–1372

    CAS  PubMed  Google Scholar 

  • Hahn K, Myers N, Prigarin S, Rodenacker K, Kurz A, Forstl H et al (2013) Selectively and progressively disrupted structural connectivity of functional brain networks in Alzheimer’s disease - revealed by a novel framework to analyze edge distributions of networks detecting disruptions with strong statistical evidence. Neuroimage 81:96–109

    PubMed  Google Scholar 

  • Hall AM, Moore RY, Lopez OL, Kuller L, Becker JT (2008) Basal forebrain atrophy is a presymptomatic marker for Alzheimer’s disease. Alzheimers Dement 4:271–279

    PubMed  Google Scholar 

  • Haller S, Nguyen D, Rodriguez C, Emch J, Gold G, Bartsch A et al (2010) Individual prediction of cognitive decline in mild cognitive impairment using support vector machine-based analysis of diffusion tensor imaging data. J Alzheimers Dis 22:315–327

    PubMed  Google Scholar 

  • Hamalainen A, Pihlajamaki M, Tanila H, Hanninen T, Niskanen E, Tervo S et al (2007) Increased fMRI responses during encoding in mild cognitive impairment. Neurobiol Aging 28:1889–1903

    PubMed  Google Scholar 

  • Hanseeuw BJ, Van Leemput K, Kavec M, Grandin C, Seron X, Ivanoiu A (2011) Mild cognitive impairment: differential atrophy in the hippocampal subfields. AJNR Am J Neuroradiol 32:1658–1661

    CAS  PubMed Central  PubMed  Google Scholar 

  • Hanyu H, Asano T, Sakurai H, Tanaka Y, Takasaki M, Abe K (2002) MR analysis of the substantia innominata in normal aging, Alzheimer disease, and other types of dementia. AJNR Am J Neuroradiol 23:27–32

    PubMed  Google Scholar 

  • Hardy J, Selkoe DJ (2002) The amyloid hypothesis of Alzheimer’s disease: progress and problems on the road to therapeutics. Science 297:353–356

    CAS  PubMed  Google Scholar 

  • Harrison BJ, Pujol J, Contreras-Rodriguez O, Soriano-Mas C, Lopez-Sola M, Deus J et al (2011) Task-induced deactivation from rest extends beyond the default mode brain network. PLoS One 6:e22964

    CAS  PubMed Central  PubMed  Google Scholar 

  • He Y, Evans A (2010) Graph theoretical modeling of brain connectivity. Curr Opin Neurol 23:341–350

    PubMed  Google Scholar 

  • Head D, Buckner RL, Shimony JS, Williams LE, Akbudak E, Conturo TE et al (2004) Differential vulnerability of anterior white matter in nondemented aging with minimal acceleration in dementia of the Alzheimer type: evidence from diffusion tensor imaging. Cereb Cortex 14:410–423

    PubMed  Google Scholar 

  • Heckemann RA, Keihaninejad S, Aljabar P, Gray KR, Nielsen C, Rueckert D et al (2011) Automatic morphometry in Alzheimer’s disease and mild cognitive impairment. Neuroimage 56:2024–2037

    PubMed Central  PubMed  Google Scholar 

  • Hedden T, Van Dijk KR, Becker JA, Mehta A, Sperling RA, Johnson KA et al (2009) Disruption of functional connectivity in clinically normal older adults harboring amyloid burden. J Neurosci 29:12686–12694

    CAS  PubMed Central  PubMed  Google Scholar 

  • Heise V, Filippini N, Ebmeier KP, Mackay CE (2011) The APOE varepsilon4 allele modulates brain white matter integrity in healthy adults. Mol Psychiatry 16: 908–916

    CAS  PubMed  Google Scholar 

  • Honea RA, Vidoni E, Harsha A, Burns JM (2009) Impact of APOE on the healthy aging brain: a voxel-based MRI and DTI study. J Alzheimers Dis 18:553–564

    PubMed Central  PubMed  Google Scholar 

  • Horn A, Ostwald D, Reisert M, Blankenburg F (2013) The structural-functional connectome and the default network of the human brain. Neuroimage (in press) doi:10.1016/j.neuroimage.2013.09.069

  • Hostage CA, Roy Choudhury K, Doraiswamy PM, Petrella JR (2013) Dissecting the gene dose-effects of the APOE epsilon4 and epsilon2 alleles on hippocampal volumes in aging and Alzheimer’s disease. PLoS One 8:e54483

    CAS  PubMed Central  PubMed  Google Scholar 

  • Huang J, Auchus AP (2007) Diffusion tensor imaging of normal appearing white matter and its correlation with cognitive functioning in mild cognitive impairment and Alzheimer’s disease. Ann N Y Acad Sci 1097: 259–264

    PubMed  Google Scholar 

  • Huang H, Fan X, Weiner M, Martin-Cook K, Xiao G, Davis J et al (2012) Distinctive disruption patterns of white matter tracts in Alzheimer’s disease with full diffusion tensor characterization. Neurobiol Aging 33:2029–2045

    PubMed Central  PubMed  Google Scholar 

  • Huckman MS (1995) Where’s the chicken? AJNR Am J Neuroradiol 16:2008–2009

    CAS  PubMed  Google Scholar 

  • Hutton C, Draganski B, Ashburner J, Weiskopf N (2009) A comparison between voxel-based cortical thickness and voxel-based morphometry in normal aging. Neuroimage 48:371–380

    PubMed Central  PubMed  Google Scholar 

  • Jack CR Jr, Petersen RC, Xu YC, O’Brien PC, Smith GE, Ivnik RJ et al (1999) Prediction of AD with MRI-based hippocampal volume in mild cognitive impairment. Neurology 52:1397–1403

    PubMed Central  PubMed  Google Scholar 

  • Jack CR Jr, Lowe VJ, Weigand SD, Wiste HJ, Senjem ML, Knopman DS et al (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 132:1355–1365

    PubMed Central  PubMed  Google Scholar 

  • Jack CR Jr, Knopman DS, Jagust WJ, Shaw LM, Aisen PS, Weiner MW et al (2010) Hypothetical model of dynamic biomarkers of the Alzheimer’s pathological cascade. Lancet Neurol 9:119–128

    CAS  PubMed Central  PubMed  Google Scholar 

  • Jack CR Jr, Albert MS, Knopman DS, McKhann GM, Sperling RA, Carrillo MC et al (2011) Introduction to the recommendations from the National Institute on Aging-Alzheimer’s Association workgroups on diagnostic guidelines for Alzheimer’s disease. Alzheimers Dement 7:257–262

    PubMed Central  PubMed  Google Scholar 

  • Jack CR Jr, Knopman DS, Jagust WJ, Petersen RC, Weiner MW, Aisen PS et al (2013) Tracking pathophysiological processes in Alzheimer’s disease: an updated hypothetical model of dynamic biomarkers. Lancet Neurol 12:207–216

    CAS  PubMed Central  PubMed  Google Scholar 

  • Jagust W, Harvey D, Mungas D, Haan M (2005) Central obesity and the aging brain. Arch Neurol 62: 1545–1548

    PubMed  Google Scholar 

  • Jiang Q, Lee CY, Mandrekar S, Wilkinson B, Cramer P, Zelcer N et al (2008) ApoE promotes the proteolytic degradation of Abeta. Neuron 58:681–693

    CAS  PubMed Central  PubMed  Google Scholar 

  • Johnson SC, Schmitz TW, Moritz CH, Meyerand ME, Rowley HA, Alexander AL et al (2006a) Activation of brain regions vulnerable to Alzheimer’s disease: the effect of mild cognitive impairment. Neurobiol Aging 27:1604–1612

    CAS  PubMed Central  PubMed  Google Scholar 

  • Johnson SC, Schmitz TW, Trivedi MA, Ries ML, Torgerson BM, Carlsson CM et al (2006b) The influence of Alzheimer disease family history and apolipoprotein E epsilon4 on mesial temporal lobe activation. J Neurosci 26:6069–6076

    CAS  PubMed Central  PubMed  Google Scholar 

  • Johnson DK, Barrow W, Anderson R, Harsha A, Honea R, Brooks WM et al (2010) Diagnostic utility of cerebral white matter integrity in early Alzheimer’s disease. Int J Neurosci 120:544–550

    PubMed Central  PubMed  Google Scholar 

  • Kalus P, Slotboom J, Gallinat J, Mahlberg R, Cattapan-Ludewig K, Wiest R et al (2006) Examining the gateway to the limbic system with diffusion tensor imaging: the perforant pathway in dementia. Neuroimage 30:713–720

    PubMed  Google Scholar 

  • Karas GB, Burton EJ, Rombouts SA, van Schijndel RA, O’Brien JT, Scheltens P et al (2003) A comprehensive study of gray matter loss in patients with Alzheimer’s disease using optimized voxel-based morphometry. Neuroimage 18:895–907

    CAS  PubMed  Google Scholar 

  • Kaye JA, Swihart T, Howieson D, Dame A, Moore MM, Karnos T et al (1997) Volume loss of the hippocampus and temporal lobe in healthy elderly persons destined to develop dementia. Neurology 48:1297–1304

    CAS  PubMed  Google Scholar 

  • Kelly AM, Uddin LQ, Biswal BB, Castellanos FX, Milham MP (2008) Competition between functional brain networks mediates behavioral variability. Neuroimage 39:527–537

    PubMed  Google Scholar 

  • Kennedy KM, Raz N (2009) Pattern of normal age-related regional differences in white matter microstructure is modified by vascular risk. Brain Res 1297:41–56

    CAS  PubMed Central  PubMed  Google Scholar 

  • Kilimann I, Grothe M, Heinsen H, Alho EJ, Grinberg L, Amaro Jr E, et al (2014) Subregional Basal Forebrain Atrophy in Alzheimer’s Disease: A Multicenter Study. J Alzheimers Dis (in press)

    Google Scholar 

  • Killiany RJ, Moss MB, Albert MS, Sandor T, Tieman J, Jolesz F (1993) Temporal lobe regions on magnetic resonance imaging identify patients with early Alzheimer’s disease. Arch Neurol 50:949–954

    CAS  PubMed  Google Scholar 

  • Killiany RJ, Hyman BT, Gomez-Isla T, Moss MB, Kikinis R, Jolesz F et al (2002) MRI measures of entorhinal cortex vs hippocampus in preclinical AD. Neurology 58:1188–1196

    CAS  PubMed  Google Scholar 

  • Klein A, Andersson J, Ardekani BA, Ashburner J, Avants B, Chiang MC et al (2009) Evaluation of 14 nonlinear deformation algorithms applied to human brain MRI registration. Neuroimage 46:786–802

    PubMed Central  PubMed  Google Scholar 

  • Kljajevic V, Meyer P, Holzmann C, Dyrba M, Kasper E, Bokde AL et al (2013) The epsilon4 genotype of apolipoprotein E and white matter integrity in Alzheimer’s disease. Alzheimers Dement (in press) doi:10.1016/j.jalz.2013.02.008

  • Knight WD, Kim LG, Douiri A, Frost C, Rossor MN, Fox NC (2011) Acceleration of cortical thinning in familial Alzheimer’s disease. Neurobiol Aging 32:1765–1773

    CAS  PubMed  Google Scholar 

  • Knopman DS, Parisi JE, Salviati A, Floriach-Robert M, Boeve BF, Ivnik RJ et al (2003) Neuropathology of cognitively normal elderly. J Neuropathol Exp Neurol 62:1087–1095

    CAS  PubMed  Google Scholar 

  • Knopman DS, Jack CR, Wiste HJ, Weigand SD, Vemuri P, Lowe VJ et al (2013) Selective worsening of brain injury biomarker abnormalities in cognitively normal elderly persons with beta-Amyloidosis. JAMA Neurol 70:1030–1038

    PubMed  Google Scholar 

  • Koch W, Teipel S, Mueller S, Benninghoff J, Wagner M, Bokde AL et al (2012) Diagnostic power of default mode network resting state fMRI in the detection of Alzheimer’s disease. Neurobiol Aging 33:466–478

    PubMed  Google Scholar 

  • Lambert C, Chowdhury R, Fitzgerald TH, Fleming SM, Lutti A, Hutton C et al (2013) Characterizing aging in the human brainstem using quantitative multimodal MRI analysis. Front Hum Neurosci 7:462

    PubMed Central  PubMed  Google Scholar 

  • Lee DY, Fletcher E, Martinez O, Ortega M, Zozulya N, Kim J et al (2009) Regional pattern of white matter microstructural changes in normal aging, MCI, and AD. Neurology 73:1722–1728

    CAS  PubMed Central  PubMed  Google Scholar 

  • Lee DY, Fletcher E, Martinez O, Zozulya N, Kim J, Tran J et al (2010) Vascular and degenerative processes differentially affect regional interhemispheric connections in normal aging, mild cognitive impairment, and Alzheimer disease. Stroke 41:1791–1797

    PubMed Central  PubMed  Google Scholar 

  • Lehericy S, Baulac M, Chiras J, Pierot L, Martin N, Pillon B et al (1994) Amygdalohippocampal MR volume measurements in the early stages of Alzheimer disease. AJNR Am J Neuroradiol 15:929–937

    CAS  PubMed  Google Scholar 

  • Lerch JP, Pruessner J, Zijdenbos AP, Collins DL, Teipel SJ, Hampel H et al (2008) Automated cortical thickness measurements from MRI can accurately separate Alzheimer’s patients from normal elderly controls. Neurobiol Aging 29:23–30

    PubMed  Google Scholar 

  • Leung KK, Barnes J, Ridgway GR, Bartlett JW, Clarkson MJ, Macdonald K et al (2010) Automated cross-sectional and longitudinal hippocampal volume measurement in mild cognitive impairment and Alzheimer’s disease. Neuroimage 51:1345–1359

    PubMed Central  PubMed  Google Scholar 

  • Liang P, Wang Z, Yang Y, Jia X, Li K (2011) Functional disconnection and compensation in mild cognitive impairment: evidence from DLPFC connectivity using resting-state fMRI. PLoS One 6:e22153

    CAS  PubMed Central  PubMed  Google Scholar 

  • Liang P, Wang Z, Yang Y, Li K (2012) Three subsystems of the inferior parietal cortex are differently affected in mild cognitive impairment. J Alzheimers Dis 30:475–487

    PubMed  Google Scholar 

  • Likitjaroen Y, Grothe M, Bauer A, Wegrzyn M, Hauenstein KH, Teipel SJ (submitted) Disrupted structural connectivity of the default mode network in Alzheimer’s disease

    Google Scholar 

  • Lim HK, Juh R, Pae CU, Lee BT, Yoo SS, Ryu SH et al (2008) Altered verbal working memory process in patients with Alzheimer’s disease: an fMRI investigation. Neuropsychobiology 57:181–187

    PubMed  Google Scholar 

  • Lind J, Persson J, Ingvar M, Larsson A, Cruts M, Van Broeckhoven C et al (2006) Reduced functional brain activity response in cognitively intact apolipoprotein E epsilon4 carriers. Brain 129:1240–1248

    PubMed  Google Scholar 

  • Liu Y, Julkunen V, Paajanen T, Westman E, Wahlund LO, Aitken A et al (2012) Education increases reserve against Alzheimer’s disease–evidence from structural MRI analysis. Neuroradiology 54:929–938

    PubMed Central  PubMed  Google Scholar 

  • Liu Y, Mattila J, Ruiz MA, Paajanen T, Koikkalainen J, van Gils M et al (2013) Predicting AD conversion: comparison between prodromal AD guidelines and computer assisted PredictAD tool. PLoS One 8:e55246

    CAS  PubMed Central  PubMed  Google Scholar 

  • Lo CY, Wang PN, Chou KH, Wang J, He Y, Lin CP (2010) Diffusion tensor tractography reveals abnormal topological organization in structural cortical networks in Alzheimer’s disease. J Neurosci 30:16876–16885

    CAS  PubMed  Google Scholar 

  • Luks TL, Oliveira M, Possin KL, Bird A, Miller BL, Weiner MW et al (2010) Atrophy in two attention networks is associated with performance on a Flanker task in neurodegenerative disease. Neuropsychologia 48:165–170

    PubMed Central  PubMed  Google Scholar 

  • Lustig C, Snyder AZ, Bhakta M, O’Brien KC, McAvoy M, Raichle ME et al (2003) Functional deactivations: change with age and dementia of the Alzheimer type. Proc Natl Acad Sci U S A 100:14504–14509

    CAS  PubMed Central  PubMed  Google Scholar 

  • Lyness SA, Zarow C, Chui HC (2003) Neuron loss in key cholinergic and aminergic nuclei in Alzheimer disease: a meta-analysis. Neurobiol Aging 24:1–23

    CAS  PubMed  Google Scholar 

  • Machulda MM, Ward HA, Borowski B, Gunter JL, Cha RH, O’Brien PC et al (2003) Comparison of memory fMRI response among normal, MCI, and Alzheimer’s patients. Neurology 61:500–506

    CAS  PubMed Central  PubMed  Google Scholar 

  • Machulda MM, Jones DT, Vemuri P, McDade E, Avula R, Przybelski S et al (2011) Effect of APOE epsilon4 status on intrinsic network connectivity in cognitively normal elderly subjects. Arch Neurol 68:1131–1136

    PubMed Central  PubMed  Google Scholar 

  • Mahley RW, Rall SC Jr (2000) Apolipoprotein E: far more than a lipid transport protein. Annu Rev Genomics Hum Genet 1:507–537

    CAS  PubMed  Google Scholar 

  • Mak HK, Zhang Z, Yau KK, Zhang L, Chan Q, Chu LW (2011) Efficacy of voxel-based morphometry with DARTEL and standard registration as imaging biomarkers in Alzheimer’s disease patients and cognitively normal older adults at 3.0 Tesla MR imaging. J Alzheimers Dis 23:655–664

    PubMed  Google Scholar 

  • Mann DM (1988) Alzheimer’s disease and Down’s syndrome. Histopathology 13:125–137

    CAS  PubMed  Google Scholar 

  • Martin SB, Smith CD, Collins HR, Schmitt FA, Gold BT (2010) Evidence that volume of anterior medial temporal lobe is reduced in seniors destined for mild cognitive impairment. Neurobiol Aging 31:1099–1106

    PubMed Central  PubMed  Google Scholar 

  • McDonald CR, Gharapetian L, McEvoy LK, Fennema-Notestine C, Hagler DJ Jr, Holland D et al (2012) Relationship between regional atrophy rates and cognitive decline in mild cognitive impairment. Neurobiol Aging 33:242–253

    PubMed Central  PubMed  Google Scholar 

  • McDowell I (2001) Alzheimer’s disease: insights from epidemiology. Aging (Milano) 13:143–162

    CAS  Google Scholar 

  • 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 34:939–944

    CAS  PubMed  Google Scholar 

  • McKhann GM, Knopman DS, Chertkow H, Hyman BT, Jack CR Jr, Kawas CH et al (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 7:263–269

    PubMed Central  PubMed  Google Scholar 

  • Mechelli A, Friston KJ, Frackowiak RS, Price CJ (2005) Structural covariance in the human cortex. J Neurosci 25:8303–8310

    CAS  PubMed  Google Scholar 

  • Medina D, DeToledo-Morrell L, Urresta F, Gabrieli JD, Moseley M, Fleischman D et al (2006) White matter changes in mild cognitive impairment and AD: a diffusion tensor imaging study. Neurobiol Aging 27:663–672

    PubMed  Google Scholar 

  • Meindl T, Teipel S, Elmouden R, Mueller S, Koch W, Dietrich O et al (2010) Test-retest reproducibility of the default-mode network in healthy individuals. Hum Brain Mapp 31:237–246

    PubMed  Google Scholar 

  • Mesulam M, Shaw P, Mash D, Weintraub S (2004) Cholinergic nucleus basalis tauopathy emerges early in the aging-MCI-AD continuum. Ann Neurol 55:815–828

    CAS  PubMed  Google Scholar 

  • Mielke MM, Okonkwo OC, Oishi K, Mori S, Tighe S, Miller MI et al (2012) Fornix integrity and hippocampal volume predict memory decline and progression to Alzheimer’s disease. Alzheimers Dement 8:105–113

    PubMed Central  PubMed  Google Scholar 

  • Miettinen PS, Pihlajamaki M, Jauhiainen AM, Niskanen E, Hanninen T, Vanninen R et al (2011) Structure and function of medial temporal and posteromedial cortices in early Alzheimer’s disease. Eur J Neurosci 34:320–330

    PubMed  Google Scholar 

  • Miller SL, Celone K, DePeau K, Diamond E, Dickerson BC, Rentz D et al (2008a) Age-related memory impairment associated with loss of parietal deactivation but preserved hippocampal activation. Proc Natl Acad Sci U S A 105:2181–2186

    CAS  PubMed Central  PubMed  Google Scholar 

  • Miller SL, Fenstermacher E, Bates J, Blacker D, Sperling RA, Dickerson BC (2008b) Hippocampal activation in adults with mild cognitive impairment predicts subsequent cognitive decline. J Neurol Neurosurg Psychiatry 79:630–635

    CAS  PubMed Central  PubMed  Google Scholar 

  • Misra C, Fan Y, Davatzikos C (2009) Baseline and longitudinal patterns of brain atrophy in MCI patients, and their use in prediction of short-term conversion to AD: results from ADNI. Neuroimage 44:1415–1422

    PubMed Central  PubMed  Google Scholar 

  • Morgen K, Frolich L, Tost H, Plichta MM, Kolsch H, Rakebrandt F et al (2013) APOE-dependent phenotypes in subjects with mild cognitive impairment converting to Alzheimer’s disease. J Alzheimers Dis 37:389–401

    CAS  PubMed  Google Scholar 

  • Mormino EC, Smiljic A, Hayenga AO, Onami SH, Greicius MD, Rabinovici GD et al (2011) Relationships between beta-amyloid and functional connectivity in different components of the default mode network in aging. Cereb Cortex 21:2399–2407

    PubMed Central  PubMed  Google Scholar 

  • Mormino EC, Brandel MG, Madison CM, Marks S, Baker SL, Jagust WJ (2012) Abeta deposition in aging is associated with increases in brain activation during successful memory encoding. Cereb Cortex 22:1813–1823

    PubMed Central  PubMed  Google Scholar 

  • Morris JC, Roe CM, Xiong C, Fagan AM, Goate AM, Holtzman DM et al (2010) APOE predicts amyloid-beta but not tau Alzheimer pathology in cognitively normal aging. Ann Neurol 67:122–131

    CAS  PubMed Central  PubMed  Google Scholar 

  • Mueller SG, Chao LL, Berman B, Weiner MW (2011) Evidence for functional specialization of hippocampal subfields detected by MR subfield volumetry on high resolution images at 4 T. Neuroimage 56:851–857

    CAS  PubMed Central  PubMed  Google Scholar 

  • Nakata Y, Sato N, Nemoto K, Abe O, Shikakura S, Arima K et al (2009) Diffusion abnormality in the posterior cingulum and hippocampal volume: correlation with disease progression in Alzheimer’s disease. Magn Reson Imaging 27:347–354

    PubMed  Google Scholar 

  • O’Brien JL, O’Keefe KM, LaViolette PS, DeLuca AN, Blacker D, Dickerson BC et al (2010) Longitudinal fMRI in elderly reveals loss of hippocampal activation with clinical decline. Neurology 74:1969–1976

    PubMed Central  PubMed  Google Scholar 

  • Oishi K, Akhter K, Mielke M, Ceritoglu C, Zhang J, Jiang H et al (2011) Multi-modal MRI analysis with disease-specific spatial filtering: initial testing to predict mild cognitive impairment patients who convert to Alzheimer’s disease. Front Neurol 2:54

    PubMed Central  PubMed  Google Scholar 

  • Patel KT, Stevens MC, Pearlson GD, Winkler AM, Hawkins KA, Skudlarski P et al (2013) Default mode network activity and white matter integrity in healthy middle-aged ApoE4 carriers. Brain Imaging Behav 7:60–67

    PubMed  Google Scholar 

  • Perneczky R, Wagenpfeil S, Lunetta KL, Cupples LA, Green RC, DeCarli C et al (2009) Education attenuates the effect of medial temporal lobe atrophy on cognitive function in Alzheimer’s disease: the MIRAGE study. J Alzheimers Dis 17:855–862

    PubMed Central  PubMed  Google Scholar 

  • Perneczky R, Wagenpfeil S, Lunetta KL, Cupples LA, Green RC, Decarli C et al (2010) Head circumference, atrophy, and cognition: implications for brain reserve in Alzheimer disease. Neurology 75:137–142

    CAS  PubMed Central  PubMed  Google Scholar 

  • Perry EK, Tomlinson BE, Blessed G, Bergmann K, Gibson PH, Perry RH (1978) Correlation of cholinergic abnormalities with senile plaques and mental test scores in senile dementia. Br Med J 2:1457–1459

    CAS  PubMed Central  PubMed  Google Scholar 

  • Persson J, Lind J, Larsson A, Ingvar M, Cruts M, Van Broeckhoven C et al (2006) Altered brain white matter integrity in healthy carriers of the APOE epsilon4 allele: a risk for AD? Neurology 66:1029–1033

    CAS  PubMed  Google Scholar 

  • Persson J, Lustig C, Nelson JK, Reuter-Lorenz PA (2007) Age differences in deactivation: a link to cognitive control? J Cogn Neurosci 19:1021–1032

    PubMed  Google Scholar 

  • Persson J, Lind J, Larsson A, Ingvar M, Sleegers K, Van Broeckhoven C et al (2008) Altered deactivation in individuals with genetic risk for Alzheimer’s disease. Neuropsychologia 46:1679–1687

    CAS  PubMed  Google Scholar 

  • Peters F, Collette F, Degueldre C, Sterpenich V, Majerus S, Salmon E (2009) The neural correlates of verbal short-term memory in Alzheimer’s disease: an fMRI study. Brain 132:1833–1846

    PubMed  Google Scholar 

  • Petersen RC, Smith GE, Waring SC, Ivnik RJ, Tangalos EG, Kokmen E (1999) Mild cognitive impairment: clinical characterization and outcome. Arch Neurol 56:303–308

    CAS  PubMed  Google Scholar 

  • Petrella JR, Prince SE, Wang L, Hellegers C, Doraiswamy PM (2007) Prognostic value of posteromedial cortex deactivation in mild cognitive impairment. PLoS One 2:e1104

    PubMed Central  PubMed  Google Scholar 

  • Petrella JR, Sheldon FC, Prince SE, Calhoun VD, Doraiswamy PM (2011) Default mode network connectivity in stable vs progressive mild cognitive impairment. Neurology 76:511–517

    CAS  PubMed Central  PubMed  Google Scholar 

  • Pihlajamaki M, K OK, Bertram L, Tanzi RE, Dickerson BC, Blacker D et al (2010) Evidence of altered posteromedial cortical FMRI activity in subjects at risk for Alzheimer disease. Alzheimer Dis Assoc Disord 24:28–36

    PubMed Central  PubMed  Google Scholar 

  • Plant C, Teipel SJ, Oswald A, Bohm C, Meindl T, Mourao-Miranda J et al (2010) Automated detection of brain atrophy patterns based on MRI for the prediction of Alzheimer’s disease. Neuroimage 50:162–174

    PubMed Central  PubMed  Google Scholar 

  • Potter PE, Rauschkolb PK, Pandya Y, Sue LI, Sabbagh MN, Walker DG et al (2011) Pre- and post-synaptic cortical cholinergic deficits are proportional to amyloid plaque presence and density at preclinical stages of Alzheimer’s disease. Acta Neuropathol 122:49–60

    CAS  PubMed Central  PubMed  Google Scholar 

  • Prvulovic D, Hubl D, Sack AT, Melillo L, Maurer K, Frolich L et al (2002) Functional imaging of visuospatial processing in Alzheimer’s disease. Neuroimage 17:1403–1414

    CAS  PubMed  Google Scholar 

  • Qi Z, Wu X, Wang Z, Zhang N, Dong H, Yao L et al (2010) Impairment and compensation coexist in amnestic MCI default mode network. Neuroimage 50:48–55

    PubMed  Google Scholar 

  • Querbes O, Aubry F, Pariente J, Lotterie JA, Demonet JF, Duret V et al (2009) Early diagnosis of Alzheimer’s disease using cortical thickness: impact of cognitive reserve. Brain 132:2036–2047

    PubMed Central  PubMed  Google Scholar 

  • Rabinovici GD, Jagust WJ (2009) Amyloid imaging in aging and dementia: testing the amyloid hypothesis in vivo. Behav Neurol 21:117–128

    CAS  PubMed Central  PubMed  Google Scholar 

  • Raichle ME, MacLeod AM, Snyder AZ, Powers WJ, Gusnard DA, Shulman GL (2001) A default mode of brain function. Proc Natl Acad Sci U S A 98:676–682

    CAS  PubMed Central  PubMed  Google Scholar 

  • Rasgon NL, Kenna HA, Wroolie TE, Kelley R, Silverman D, Brooks J et al (2011) Insulin resistance and hippocampal volume in women at risk for Alzheimer’s disease. Neurobiol Aging 32:1942–1948

    CAS  PubMed Central  PubMed  Google Scholar 

  • Raz N, Rodrigue KM, Head D, Kennedy KM, Acker JD (2004) Differential aging of the medial temporal lobe: a study of a five-year change. Neurology 62:433–438

    CAS  PubMed  Google Scholar 

  • Reiman EM, Chen K, Liu X, Bandy D, Yu M, Lee W et al (2009) 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 106:6820–6825

    CAS  PubMed Central  PubMed  Google Scholar 

  • Ridha BH, Barnes J, Bartlett JW, Godbolt A, Pepple T, Rossor MN et al (2006) Tracking atrophy progression in familial Alzheimer’s disease: a serial MRI study. Lancet Neurol 5:828–834

    PubMed  Google Scholar 

  • Ridha BH, Barnes J, van de Pol LA, Schott JM, Boyes RG, Siddique MM et al (2007) Application of automated medial temporal lobe atrophy scale to Alzheimer disease. Arch Neurol 64:849–854

    PubMed  Google Scholar 

  • Ries ML, Carlsson CM, Rowley HA, Sager MA, Gleason CE, Asthana S et al (2008) Magnetic resonance imaging characterization of brain structure and function in mild cognitive impairment: a review. J Am Geriatr Soc 56:920–934

    PubMed Central  PubMed  Google Scholar 

  • Ringman JM, O’Neill J, Geschwind D, Medina L, Apostolova LG, Rodriguez Y et al (2007) Diffusion tensor imaging in preclinical and presymptomatic carriers of familial Alzheimer’s disease mutations. Brain 130:1767–1776

    PubMed  Google Scholar 

  • Ringman JM, Medina LD, Braskie M, Rodriguez-Agudelo Y, Geschwind DH, Macias-Islas MA et al (2011) Effects of risk genes on BOLD activation in presymptomatic carriers of familial Alzheimer’s disease mutations during a novelty encoding task. Cereb Cortex 21:877–883

    PubMed Central  PubMed  Google Scholar 

  • Risacher SL, Saykin AJ, West JD, Shen L, Firpi HA, McDonald BC (2009) Baseline MRI predictors of conversion from MCI to probable AD in the ADNI cohort. Curr Alzheimer Res 6:347–361

    CAS  PubMed Central  PubMed  Google Scholar 

  • Risacher SL, Shen L, West JD, Kim S, McDonald BC, Beckett LA et al (2010) Longitudinal MRI atrophy biomarkers: relationship to conversion in the ADNI cohort. Neurobiol Aging 31:1401–1418

    PubMed Central  PubMed  Google Scholar 

  • Roher AE, Weiss N, Kokjohn TA, Kuo YM, Kalback W, Anthony J et al (2002) Increased A beta peptides and reduced cholesterol and myelin proteins characterize white matter degeneration in Alzheimer’s disease. Biochemistry 41:11080–11090

    CAS  PubMed  Google Scholar 

  • Rombouts SA, Barkhof F, Veltman DJ, Machielsen WC, Witter MP, Bierlaagh MA et al (2000) Functional MR imaging in Alzheimer’s disease during memory encoding. AJNR Am J Neuroradiol 21:1869–1875

    CAS  PubMed  Google Scholar 

  • Rombouts SA, Barkhof F, Goekoop R, Stam CJ, Scheltens P (2005) Altered resting state networks in mild cognitive impairment and mild Alzheimer’s disease: an fMRI study. Hum Brain Mapp 26:231–239

    PubMed  Google Scholar 

  • Rose SE, Chen F, Chalk JB, Zelaya FO, Strugnell WE, Benson M et al (2000) Loss of connectivity in Alzheimer’s disease: an evaluation of white matter tract integrity with colour coded MR diffusion tensor imaging. J Neurol Neurosurg Psychiatry 69:528–530

    CAS  PubMed Central  PubMed  Google Scholar 

  • Rosen AC, Prull MW, Gabrieli JD, Stoub T, O’Hara R, Friedman L et al (2003) Differential associations between entorhinal and hippocampal volumes and memory performance in older adults. Behav Neurosci 117:1150–1160

    PubMed  Google Scholar 

  • Rusinek H, de Leon MJ, George AE, Stylopoulos LA, Chandra R, Smith G et al (1991) Alzheimer disease: measuring loss of cerebral gray matter with MR imaging. Radiology 178:109–114

    CAS  PubMed  Google Scholar 

  • Ryan L, Walther K, Bendlin BB, Lue LF, Walker DG, Glisky EL (2011) Age-related differences in white matter integrity and cognitive function are related to APOE status. Neuroimage 54:1565–1577

    PubMed Central  PubMed  Google Scholar 

  • Ryan NS, Keihaninejad S, Shakespeare TJ, Lehmann M, Crutch SJ, Malone IB et al (2013) Magnetic resonance imaging evidence for presymptomatic change in thalamus and caudate in familial Alzheimer’s disease. Brain 136:1399–1414

    PubMed Central  PubMed  Google Scholar 

  • Sabuncu MR, Desikan RS, Sepulcre J, Yeo BT, Liu H, Schmansky NJ et al (2011) The dynamics of cortical and hippocampal atrophy in Alzheimer disease. Arch Neurol 68:1040–1048

    PubMed Central  PubMed  Google Scholar 

  • Sanz-Arigita EJ, Schoonheim MM, Damoiseaux JS, Rombouts SA, Maris E, Barkhof F et al (2010) Loss of ‘small-world’ networks in Alzheimer’s disease: graph analysis of FMRI resting-state functional connectivity. PLoS One 5:e13788

    PubMed Central  PubMed  Google Scholar 

  • Scheinin NM, Aalto S, Koikkalainen J, Lotjonen J, Karrasch M, Kemppainen N et al (2009) Follow-up of [11C]PIB uptake and brain volume in patients with Alzheimer disease and controls. Neurology 73:1186–1192

    CAS  PubMed  Google Scholar 

  • Scheltens P, Leys D, Barkhof F, Huglo D, Weinstein HC, Vermersch P et al (1992) Atrophy of medial temporal lobes on MRI in “probable” Alzheimer’s disease and normal ageing: diagnostic value and neuropsychological correlates. J Neurol Neurosurg Psychiatry 55:967–972

    CAS  PubMed Central  PubMed  Google Scholar 

  • Scola E, Bozzali M, Agosta F, Magnani G, Franceschi M, Sormani MP et al (2010) A diffusion tensor MRI study of patients with MCI and AD with a 2-year clinical follow-up. J Neurol Neurosurg Psychiatry 81:798–805

    PubMed  Google Scholar 

  • Seab JP, Jagust WJ, Wong ST, Roos MS, Reed BR, Budinger TF (1988) Quantitative NMR measurements of hippocampal atrophy in Alzheimer’s disease. Magn Reson Med 8:200–208

    CAS  PubMed  Google Scholar 

  • Seeley WW, Crawford RK, Zhou J, Miller BL, Greicius MD (2009) Neurodegenerative diseases target large-scale human brain networks. Neuron 62:42–52

    CAS  PubMed Central  PubMed  Google Scholar 

  • Segall JM, Allen EA, Jung RE, Erhardt EB, Arja SK, Kiehl K et al (2012) Correspondence between structure and function in the human brain at rest. Front Neuroinform 6:10

    PubMed Central  PubMed  Google Scholar 

  • Sexton CE, Mackay CE, Lonie JA, Bastin ME, Terriere E, O’Carroll RE et al (2010) MRI correlates of episodic memory in Alzheimer’s disease, mild cognitive impairment, and healthy aging. Psychiatry Res 184:57–62

    PubMed  Google Scholar 

  • Shao J, Myers N, Yang Q, Feng J, Plant C, Bohm C et al (2012) Prediction of Alzheimer’s disease using individual structural connectivity networks. Neurobiol Aging 33:2756–2765

    PubMed Central  PubMed  Google Scholar 

  • Shehzad Z, Kelly AM, Reiss PT, Gee DG, Gotimer K, Uddin LQ et al (2009) The resting brain: unconstrained yet reliable. Cereb Cortex 19:2209–2229

    PubMed Central  PubMed  Google Scholar 

  • Sheline YI, Morris JC, Snyder AZ, Price JL, Yan Z, D’Angelo G et al (2010) APOE4 allele disrupts resting state fMRI connectivity in the absence of amyloid plaques or decreased CSF Abeta42. J Neurosci 30:17035–17040

    CAS  PubMed Central  PubMed  Google Scholar 

  • Shibata E, Sasaki M, Tohyama K, Otsuka K, Endoh J, Terayama Y et al (2008) Use of neuromelanin-sensitive MRI to distinguish schizophrenic and depressive patients and healthy individuals based on signal alterations in the substantia nigra and locus ceruleus. Biol Psychiatry 64:401–406

    CAS  PubMed  Google Scholar 

  • Smith SM, Fox PT, Miller KL, Glahn DC, Fox PM, Mackay CE et al (2009) Correspondence of the brain’s functional architecture during activation and rest. Proc Natl Acad Sci U S A 106:13040–13045

    CAS  PubMed Central  PubMed  Google Scholar 

  • Smith AD, Smith SM, de Jager CA, Whitbread P, Johnston C, Agacinski G et al (2010) Homocysteine-lowering by B vitamins slows the rate of accelerated brain atrophy in mild cognitive impairment: a randomized controlled trial. PLoS One 5:e12244

    PubMed Central  PubMed  Google Scholar 

  • Song SK, Sun SW, Ju WK, Lin SJ, Cross AH, Neufeld AH (2003) Diffusion tensor imaging detects and differentiates axon and myelin degeneration in mouse optic nerve after retinal ischemia. Neuroimage 20:1714–1722

    PubMed  Google Scholar 

  • Sorg C, Riedl V, Muhlau M, Calhoun VD, Eichele T, Laer L et al (2007) Selective changes of resting-state networks in individuals at risk for Alzheimer’s disease. Proc Natl Acad Sci U S A 104:18760–18765

    CAS  PubMed Central  PubMed  Google Scholar 

  • Sperling RA, Bates JF, Chua EF, Cocchiarella AJ, Rentz DM, Rosen BR et al (2003) fMRI studies of associative encoding in young and elderly controls and mild Alzheimer’s disease. J Neurol Neurosurg Psychiatry 74:44–50

    CAS  PubMed Central  PubMed  Google Scholar 

  • Sperling RA, Laviolette PS, O’Keefe K, O’Brien J, Rentz DM, Pihlajamaki M et al (2009) Amyloid deposition is associated with impaired default network function in older persons without dementia. Neuron 63:178–188

    CAS  PubMed Central  PubMed  Google Scholar 

  • St George-Hyslop PH (2000) Molecular genetics of Alzheimer’s disease. Biol Psychiatry 47:183–199

    CAS  PubMed  Google Scholar 

  • Stanek KM, Grieve SM, Brickman AM, Korgaonkar MS, Paul RH, Cohen RA et al (2011) Obesity is associated with reduced white matter integrity in otherwise healthy adults. Obesity (Silver Spring) 19:500–504

    Google Scholar 

  • Stenset V, Bjornerud A, Fjell AM, Walhovd KB, Hofoss D, Due-Tonnessen P et al (2011) Cingulum fiber diffusivity and CSF T-tau in patients with subjective and mild cognitive impairment. Neurobiol Aging 32:581–589

    PubMed  Google Scholar 

  • Storandt M, Mintun MA, Head D, Morris JC (2009) Cognitive decline and brain volume loss as signatures of cerebral amyloid-beta peptide deposition identified with Pittsburgh compound B: cognitive decline associated with Abeta deposition. Arch Neurol 66:1476–1481

    PubMed Central  PubMed  Google Scholar 

  • Supekar K, Menon V, Rubin D, Musen M, Greicius MD (2008) Network analysis of intrinsic functional brain connectivity in Alzheimer’s disease. PLoS Comput Biol 4:e1000100

    PubMed Central  PubMed  Google Scholar 

  • Sydykova D, Stahl R, Dietrich O, Ewers M, Reiser MF, Schoenberg SO et al (2007) Fiber connections between the cerebral cortex and the corpus callosum in Alzheimer’s disease: a diffusion tensor imaging and voxel-based morphometry study. Cereb Cortex 17:2276–2282

    PubMed  Google Scholar 

  • Teipel SJ, Bayer W, Alexander GE, Bokde AL, Zebuhr Y, Teichberg D et al (2003a) Regional pattern of hippocampus and corpus callosum atrophy in Alzheimer’s disease in relation to dementia severity: evidence for early neocortical degeneration. Neurobiol Aging 24:85–94

    CAS  PubMed  Google Scholar 

  • Teipel SJ, Schapiro MB, Alexander GE, Krasuski JS, Horwitz B, Hoehne C et al (2003b) Relation of corpus callosum and hippocampal size to age in nondemented adults with Down’s syndrome. Am J Psychiatry 160:1870–1878

    PubMed  Google Scholar 

  • Teipel SJ, Flatz WH, Heinsen H, Bokde AL, Schoenberg SO, Stockel S et al (2005) Measurement of basal forebrain atrophy in Alzheimer’s disease using MRI. Brain 128:2626–2644

    PubMed  Google Scholar 

  • Teipel SJ, Pruessner JC, Faltraco F, Born C, Rocha-Unold M, Evans A et al (2006) Comprehensive dissection of the medial temporal lobe in AD: measurement of hippocampus, amygdala, entorhinal, perirhinal and parahippocampal cortices using MRI. J Neurol 253:794–800

    PubMed  Google Scholar 

  • Teipel SJ, Born C, Ewers M, Bokde AL, Reiser MF, Moller HJ et al (2007a) Multivariate deformation-based analysis of brain atrophy to predict Alzheimer’s disease in mild cognitive impairment. Neuroimage 38:13–24

    PubMed  Google Scholar 

  • Teipel SJ, Stahl R, Dietrich O, Schoenberg SO, Perneczky R, Bokde AL et al (2007b) Multivariate network analysis of fiber tract integrity in Alzheimer’s disease. Neuroimage 34:985–995

    PubMed  Google Scholar 

  • Teipel SJ, Meindl T, Wagner M, Kohl T, Burger K, Reiser MF et al (2009) White matter microstructure in relation to education in aging and Alzheimer’s disease. J Alzheimers Dis 17:571–583

    PubMed  Google Scholar 

  • Teipel SJ, Bokde AL, Meindl T, Amaro E Jr, Soldner J, Reiser MF et al (2010a) White matter microstructure underlying default mode network connectivity in the human brain. Neuroimage 49:2021–2032

    PubMed  Google Scholar 

  • Teipel SJ, Meindl T, Wagner M, Stieltjes B, Reuter S, Hauenstein KH et al (2010b) Longitudinal changes in fiber tract integrity in healthy aging and mild cognitive impairment: a DTI follow-up study. J Alzheimers Dis 22:507–522

    PubMed  Google Scholar 

  • Teipel SJ, Meindl T, Grinberg L, Grothe M, Cantero JL, Reiser MF et al (2011a) The cholinergic system in mild cognitive impairment and Alzheimer’s disease: an in vivo MRI and DTI study. Hum Brain Mapp 32:1349–1362

    PubMed  Google Scholar 

  • Teipel SJ, Reuter S, Stieltjes B, Acosta-Cabronero J, Ernemann U, Fellgiebel A et al (2011b) Multicenter stability of diffusion tensor imaging measures: a European clinical and physical phantom study. Psychiatry Res 194:363–371

    PubMed  Google Scholar 

  • Teipel SJ, Wegrzyn M, Meindl T, Frisoni G, Bokde AL, Fellgiebel A et al (2012) Anatomical MRI and DTI in the diagnosis of Alzheimer’s disease: a European multicenter study. J Alzheimers Dis 31(Suppl 3):S33–S47

    PubMed  Google Scholar 

  • Teipel S, Heinsen H, Amaro E Jr, Grinberg LT, Krause B, Grothe M (2014a) Cholinergic basal forebrain atrophy predicts amyloid burden in Alzheimer’s disease. Neurobiol Aging 35(3):482–491

    Google Scholar 

  • Teipel SJ, Grothe M, Lista S, Toschi N, Garaci FG, Hampel H (2013) Relevance of magnetic resonance imaging for early detection and diagnosis of Alzheimer disease. Med Clin North Am 97:399–424

    PubMed  Google Scholar 

  • Teipel SJ, Lerche M, Kilimann I, O’Brien K, Grothe M, Meyer P et al (2014b) Decline of fiber tract integrity over the adult age range – a diffusion spectrum imaging study. J Magn Reson Imaging (in press) doi:10.1002/jmri.24420

  • Teipel SJ, Grothe MJ, Filippi M, Fellgiebel A, Dyrba M, Frisoni GB, et al (2014c) Fractional Anisotropy Changes in Alzheimer’s Disease Depend on the Underlying Fiber Tract Architecture: A Multiparametric DTI Study using Joint Independent Component Analysis. J Alzheimers Dis (in press)

    Google Scholar 

  • Tondelli M, Wilcock GK, Nichelli P, De Jager CA, Jenkinson M, Zamboni G (2012) Structural MRI changes detectable up to ten years before clinical Alzheimer’s disease. Neurobiol Aging 33(825):e25–e36

    PubMed  Google Scholar 

  • Tosun D, Schuff N, Truran-Sacrey D, Shaw LM, Trojanowski JQ, Aisen P et al (2010) Relations between brain tissue loss, CSF biomarkers, and the ApoE genetic profile: a longitudinal MRI study. Neurobiol Aging 31:1340–1354

    CAS  PubMed Central  PubMed  Google Scholar 

  • Trachtenberg AJ, Filippini N, Ebmeier KP, Smith SM, Karpe F, Mackay CE (2012) The effects of APOE on the functional architecture of the resting brain. Neuroimage 59:565–572

    CAS  PubMed  Google Scholar 

  • Trivedi MA, Schmitz TW, Ries ML, Torgerson BM, Sager MA, Hermann BP et al (2006) Reduced hippocampal activation during episodic encoding in middle-aged individuals at genetic risk of Alzheimer’s disease: a cross-sectional study. BMC Med 4:1

    PubMed Central  PubMed  Google Scholar 

  • Trivedi MA, Schmitz TW, Ries ML, Hess TM, Fitzgerald ME, Atwood CS et al (2008) fMRI activation during episodic encoding and metacognitive appraisal across the lifespan: risk factors for Alzheimer’s disease. Neuropsychologia 46:1667–1678

    PubMed Central  PubMed  Google Scholar 

  • Tseng BY, Gundapuneedi T, Khan MA, Diaz-Arrastia R, Levine BD, Lu H et al (2013) White matter integrity in physically fit older adults. Neuroimage 82:510–516

    CAS  PubMed  Google Scholar 

  • Turner MR, Grosskreutz J, Kassubek J, Abrahams S, Agosta F, Benatar M et al (2011) Towards a neuroimaging biomarker for amyotrophic lateral sclerosis. Lancet Neurol 10:400–403

    PubMed  Google Scholar 

  • van de Pol LA, Barnes J, Scahill RI, Frost C, Lewis EB, Boyes RG et al (2007) Improved reliability of hippocampal atrophy rate measurement in mild cognitive impairment using fluid registration. Neuroimage 34:1036–1041

    PubMed  Google Scholar 

  • van den Heuvel M, Mandl R, Luigjes J, Hulshoff Pol H (2008) Microstructural organization of the cingulum tract and the level of default mode functional connectivity. J Neurosci 28:10844–10851

    PubMed  Google Scholar 

  • Van Leemput K, Bakkour A, Benner T, Wiggins G, Wald LL, Augustinack J et al (2009) Automated segmentation of hippocampal subfields from ultra-high resolution in vivo MRI. Hippocampus 19:549–557

    PubMed Central  PubMed  Google Scholar 

  • Vannini P, O’Brien J, O’Keefe K, Pihlajamaki M, Laviolette P, Sperling RA (2011) What goes down must come up: role of the posteromedial cortices in encoding and retrieval. Cereb Cortex 21:22–34

    CAS  PubMed Central  PubMed  Google Scholar 

  • Villain N, Desgranges B, Viader F, de la Sayette V, Mezenge F, Landeau B et al (2008) Relationships between hippocampal atrophy, white matter disruption, and gray matter hypometabolism in Alzheimer’s disease. J Neurosci 28:6174–6181

    CAS  PubMed Central  PubMed  Google Scholar 

  • Villain N, Fouquet M, Baron JC, Mezenge F, Landeau B, de La Sayette V et al (2010) Sequential relationships between grey matter and white matter atrophy and brain metabolic abnormalities in early Alzheimer’s disease. Brain 133:3301–3314

    PubMed Central  PubMed  Google Scholar 

  • Voss MW, Prakash RS, Erickson KI, Basak C, Chaddock L, Kim JS et al (2010) Plasticity of brain networks in a randomized intervention trial of exercise training in older adults. Front Aging Neurosci 2

    Google Scholar 

  • Walhovd KB, Fjell AM, Amlien I, Grambaite R, Stenset V, Bjornerud A et al (2009) Multimodal imaging in mild cognitive impairment: metabolism, morphometry and diffusion of the temporal-parietal memory network. Neuroimage 45:215–223

    CAS  PubMed  Google Scholar 

  • Wang L, Zang Y, He Y, Liang M, Zhang X, Tian L et al (2006) Changes in hippocampal connectivity in the early stages of Alzheimer’s disease: evidence from resting state fMRI. Neuroimage 31:496–504

    PubMed  Google Scholar 

  • Wang K, Liang M, Wang L, Tian L, Zhang X, Li K et al (2007) Altered functional connectivity in early Alzheimer’s disease: a resting-state fMRI study. Hum Brain Mapp 28:967–978

    PubMed  Google Scholar 

  • Wang L, Goldstein FC, Veledar E, Levey AI, Lah JJ, Meltzer CC et al (2009a) Alterations in cortical thickness and white matter integrity in mild cognitive impairment measured by whole-brain cortical thickness mapping and diffusion tensor imaging. AJNR Am J Neuroradiol 30:893–899

    CAS  PubMed Central  PubMed  Google Scholar 

  • Wang L, Khan A, Csernansky JG, Fischl B, Miller MI, Morris JC et al (2009b) Fully automated, multi-stage hippocampus mapping in very mild Alzheimer disease. Hippocampus 19:541–548

    PubMed Central  PubMed  Google Scholar 

  • Wang Z, Jia X, Liang P, Qi Z, Yang Y, Zhou W et al (2012) Changes in thalamus connectivity in mild cognitive impairment: evidence from resting state fMRI. Eur J Radiol 81:277–285

    PubMed  Google Scholar 

  • Ward MA, Bendlin BB, McLaren DG, Hess TM, Gallagher CL, Kastman EK et al (2010) Low HDL cholesterol is associated with lower gray matter volume in cognitively healthy adults. Front Aging Neurosci 2

    Google Scholar 

  • Wedeen VJ, Wang RP, Schmahmann JD, Benner T, Tseng WY, Dai G et al (2008) Diffusion spectrum magnetic resonance imaging (DSI) tractography of crossing fibers. Neuroimage 41:1267–1277

    CAS  PubMed  Google Scholar 

  • Wee CY, Yap PT, Zhang D, Denny K, Browndyke JN, Potter GG et al (2012) Identification of MCI individuals using structural and functional connectivity networks. Neuroimage 59:2045–2056

    PubMed Central  PubMed  Google Scholar 

  • Weissman DH, Roberts KC, Visscher KM, Woldorff MG (2006) The neural bases of momentary lapses in attention. Nat Neurosci 9:971–978

    CAS  PubMed  Google Scholar 

  • Westlye ET, Lundervold A, Rootwelt H, Lundervold AJ, Westlye LT (2011) Increased hippocampal default mode synchronization during rest in middle-aged and elderly APOE epsilon4 carriers: relationships with memory performance. J Neurosci 31:7775–7783

    CAS  PubMed  Google Scholar 

  • Whitwell JL, Przybelski SA, Weigand SD, Knopman DS, Boeve BF, Petersen RC et al (2007) 3D maps from multiple MRI illustrate changing atrophy patterns as subjects progress from mild cognitive impairment to Alzheimer’s disease. Brain 130:1777–1786

    PubMed Central  PubMed  Google Scholar 

  • Whitwell JL, Josephs KA, Murray ME, Kantarci K, Przybelski SA, Weigand SD et al (2008) MRI correlates of neurofibrillary tangle pathology at autopsy: a voxel-based morphometry study. Neurology 71:743–749

    CAS  PubMed Central  PubMed  Google Scholar 

  • Wishart HA, Saykin AJ, Rabin LA, Santulli RB, Flashman LA, Guerin SJ et al (2006) Increased brain activation during working memory in cognitively intact adults with the APOE epsilon4 allele. Am J Psychiatry 163:1603–1610

    PubMed  Google Scholar 

  • Wolk DA, Dickerson BC (2010) Apolipoprotein E (APOE) genotype has dissociable effects on memory and attentional-executive network function in Alzheimer’s disease. Proc Natl Acad Sci U S A 107:10256–10261

    CAS  PubMed Central  PubMed  Google Scholar 

  • Wolk DA, Dickerson BC (2011) Fractionating verbal episodic memory in Alzheimer’s disease. Neuroimage 54:1530–1539

    PubMed Central  PubMed  Google Scholar 

  • Xie C, Bai F, Yu H, Shi Y, Yuan Y, Chen G et al (2012) Abnormal insula functional network is associated with episodic memory decline in amnestic mild cognitive impairment. Neuroimage 63:320–327

    PubMed  Google Scholar 

  • Xiong C, Roe CM, Buckles V, Fagan A, Holtzman D, Balota D et al (2011) Role of family history for Alzheimer biomarker abnormalities in the adult children study. Arch Neurol 68:1313–1319

    PubMed Central  PubMed  Google Scholar 

  • Xu J, Chen S, Ahmed SH, Chen H, Ku G, Goldberg MP et al (2001) Amyloid-beta peptides are cytotoxic to oligodendrocytes. J Neurosci 21:RC118

    CAS  PubMed  Google Scholar 

  • Xu J, Li Y, Lin H, Sinha R, Potenza MN (2013) Body mass index correlates negatively with white matter integrity in the fornix and corpus callosum: a diffusion tensor imaging study. Hum Brain Mapp 34:1044–1052

    PubMed Central  PubMed  Google Scholar 

  • Yakushev I, Schreckenberger M, Muller MJ, Schermuly I, Cumming P, Stoeter P et al (2011) Functional implications of hippocampal degeneration in early Alzheimer’s disease: a combined DTI and PET study. Eur J Nucl Med Mol Imaging 38:2219–2227

    PubMed  Google Scholar 

  • Zaborszky L, Hoemke L, Mohlberg H, Schleicher A, Amunts K, Zilles K (2008) Stereotaxic probabilistic maps of the magnocellular cell groups in human basal forebrain. Neuroimage 42:1127–1141

    PubMed Central  PubMed  Google Scholar 

  • Zhang Y, Schuff N, Jahng GH, Bayne W, Mori S, Schad L et al (2007) Diffusion tensor imaging of cingulum fibers in mild cognitive impairment and Alzheimer disease. Neurology 68:13–19

    CAS  PubMed Central  PubMed  Google Scholar 

  • Zhang HY, Wang SJ, Liu B, Ma ZL, Yang M, Zhang ZJ et al (2010) Resting brain connectivity: changes during the progress of Alzheimer disease. Radiology 256:598–606

    PubMed  Google Scholar 

  • Zhou Y, Dougherty JH Jr, Hubner KF, Bai B, Cannon RL, Hutson RK (2008) Abnormal connectivity in the posterior cingulate and hippocampus in early Alzheimer’s disease and mild cognitive impairment. Alzheimers Dement 4:265–270

    PubMed  Google Scholar 

  • Zhou J, Greicius MD, Gennatas ED, Growdon ME, Jang JY, Rabinovici GD et al (2010) Divergent network connectivity changes in behavioural variant frontotemporal dementia and Alzheimer’s disease. Brain 133:1352–1367

    PubMed Central  PubMed  Google Scholar 

  • Zhuang L, Wen W, Zhu W, Trollor J, Kochan N, Crawford J et al (2010) White matter integrity in mild cognitive impairment: a tract-based spatial statistics study. Neuroimage 53:16–25

    PubMed  Google Scholar 

  • Zhuang L, Sachdev PS, Trollor JN, Kochan NA, Reppermund S, Brodaty H et al (2012) Microstructural white matter changes in cognitively normal individuals at risk of amnestic MCI. Neurology 79:748–754

    PubMed  Google Scholar 

  • Zhuang L, Sachdev PS, Trollor JN, Reppermund S, Kochan NA, Brodaty H et al (2013) Microstructural white matter changes, not hippocampal atrophy, detect early amnestic mild cognitive impairment. PLoS One 8:e58887

    CAS  PubMed Central  PubMed  Google Scholar 

  • Zuo XN, Kelly C, Adelstein JS, Klein DF, Castellanos FX, Milham MP (2010) Reliable intrinsic connectivity networks: test-retest evaluation using ICA and dual regression approach. Neuroimage 49:2163–2177

    PubMed Central  PubMed  Google Scholar 

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Grothe, M.J., Bokde, A.L.W., Teipel, S.J. (2014). Functional and Structural MRI in Alzheimer’s Disease: A Multimodal Approach. In: Mulert, C., Shenton, M. (eds) MRI in Psychiatry. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-54542-9_20

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