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Published in: Alzheimer's Research & Therapy 1/2018

Open Access 01-12-2018 | Research

Cerebrovascular disease influences functional and structural network connectivity in patients with amnestic mild cognitive impairment and Alzheimer’s disease

Authors: Ashwati Vipin, Yng Miin Loke, Siwei Liu, Saima Hilal, Hee Youn Shim, Xin Xu, Boon Yeow Tan, Narayanaswamy Venketasubramanian, Christopher Li-Hsian Chen, Juan Zhou

Published in: Alzheimer's Research & Therapy | Issue 1/2018

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Abstract

Background

Patients with amnestic mild cognitive impairment (aMCI) and Alzheimer’s disease (AD) show functional and structural connectivity alterations in the default mode network (DMN) while cerebrovascular disease (CeVD) shows functional and structural connectivity changes in the executive control network (ECN). Such disruptions are associated with memory and executive function impairment, respectively. Concurrent AD and CeVD pathology is associated with a higher rate of cognitive decline and differential neurodegenerative patterns. Together, such findings are likely reflective of different underlying pathology in AD with and without CeVD. However, few studies have examined the effect of CeVD on network functional connectivity (task-free functional magnetic resonance imaging (fMRI)) and structural connectivity (diffusion MRI) of the DMN and ECN in aMCI and AD using a hypothesis-driven multiple seed-based approach.

Methods

We examined functional and structural connectivity network changes in 39 aMCI, 50 aMCI+CeVD, 47 AD, 47 AD+CeVD, and 65 healthy controls (HCs) and their associations with cognitive impairment in the executive/attention and memory domains.

Results

We demonstrate divergent DMN and ECN functional connectivity changes in CeVD and non-CeVD subjects. Compared with controls, intra-DMN hippocampal functional connectivity reductions were observed in both AD and AD+CeVD, while intra-DMN parietal and medial prefrontal-parietal functional connectivity was higher in AD+CeVD and aMCI+CeVD, but lower in AD. Intra-ECN frontal functional connectivity increases and fronto-parietal functional connectivity decreases occurred in CeVD but not non-CeVD subjects. Such functional connectivity alterations were related with cognitive impairment in a dissociative manner: intra-DMN functional connectivity changes were associated with worse cognition primarily in non-CeVD groups, while intra-ECN functional connectivity changes were associated with worse cognition primarily in CeVD groups. Additionally, CeVD and non-CeVD groups showed overlapping and distinct alterations in inter-network DMN-ECN functional connectivity depending on disease severity. In contrast to functional connectivity, CeVD groups had greater network structural connectivity damage compared with non-CeVD groups in both aMCI and AD patients. Network structural connectivity damage was associated with worse cognition.

Conclusions

We demonstrate differential functional and structural network changes between aMCI and AD patients with and without CeVD through diverging and deleterious network-based degeneration underlying domain-specific cognitive impairment.
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Literature
1.
go back to reference Chen C, Homma A, Mok VC, Krishnamoorthy E, Alladi S, Meguro K, Abe K, Dominguez J, Marasigan S, Kandiah N, et al. Alzheimer's disease with cerebrovascular disease: current status in the Asia-Pacific region. J Intern Med. 2016;280:359–74.CrossRefPubMed Chen C, Homma A, Mok VC, Krishnamoorthy E, Alladi S, Meguro K, Abe K, Dominguez J, Marasigan S, Kandiah N, et al. Alzheimer's disease with cerebrovascular disease: current status in the Asia-Pacific region. J Intern Med. 2016;280:359–74.CrossRefPubMed
2.
go back to reference Park JH, Seo SW, Kim C, Kim SH, Kim GH, Kim ST, Jeon S, Lee JM, Oh SJ, Kim JS, et al. Effects of cerebrovascular disease and amyloid beta burden on cognition in subjects with subcortical vascular cognitive impairment. Neurobiol Aging. 2014;35:254–60.CrossRefPubMed Park JH, Seo SW, Kim C, Kim SH, Kim GH, Kim ST, Jeon S, Lee JM, Oh SJ, Kim JS, et al. Effects of cerebrovascular disease and amyloid beta burden on cognition in subjects with subcortical vascular cognitive impairment. Neurobiol Aging. 2014;35:254–60.CrossRefPubMed
3.
go back to reference Vemuri P, Lesnick TG, Przybelski SA, Knopman DS, Preboske GM, Kantarci K, Raman MR, Machulda MM, Mielke MM, Lowe VJ, et al. Vascular and amyloid pathologies are independent predictors of cognitive decline in normal elderly. Brain. 2015;138:761–71.CrossRefPubMedPubMedCentral Vemuri P, Lesnick TG, Przybelski SA, Knopman DS, Preboske GM, Kantarci K, Raman MR, Machulda MM, Mielke MM, Lowe VJ, et al. Vascular and amyloid pathologies are independent predictors of cognitive decline in normal elderly. Brain. 2015;138:761–71.CrossRefPubMedPubMedCentral
4.
go back to reference Buckner RL. Memory and executive function in aging and AD: multiple factors that cause decline and reserve factors that compensate. Neuron. 2004;44:195–208.CrossRefPubMed Buckner RL. Memory and executive function in aging and AD: multiple factors that cause decline and reserve factors that compensate. Neuron. 2004;44:195–208.CrossRefPubMed
5.
go back to reference Buckner RL, Snyder AZ, Shannon BJ, LaRossa G, Sachs R, Fotenos AF, Sheline YI, Klunk WE, Mathis CA, Morris JC, Mintun MA. Molecular, structural, and functional characterization of Alzheimer's disease: evidence for a relationship between default activity, amyloid, and memory. J Neurosci. 2005;25:7709–17.CrossRefPubMed Buckner RL, Snyder AZ, Shannon BJ, LaRossa G, Sachs R, Fotenos AF, Sheline YI, Klunk WE, Mathis CA, Morris JC, Mintun MA. Molecular, structural, and functional characterization of Alzheimer's disease: evidence for a relationship between default activity, amyloid, and memory. J Neurosci. 2005;25:7709–17.CrossRefPubMed
6.
go back to reference Greicius MD, Krasnow B, Reiss AL, Menon V. Functional connectivity in the resting brain: a network analysis of the default mode hypothesis. Proc Natl Acad Sci U S A. 2003;100:253–8.CrossRefPubMed Greicius MD, Krasnow B, Reiss AL, Menon V. Functional connectivity in the resting brain: a network analysis of the default mode hypothesis. Proc Natl Acad Sci U S A. 2003;100:253–8.CrossRefPubMed
7.
8.
go back to reference Zhou J, Greicius MD, Gennatas ED, Growdon ME, Jang JY, Rabinovici GD, Kramer JH, Weiner M, Miller BL, Seeley WW. Divergent network connectivity changes in behavioural variant frontotemporal dementia and Alzheimer's disease. Brain. 2010;133:1352–67.CrossRefPubMedPubMedCentral Zhou J, Greicius MD, Gennatas ED, Growdon ME, Jang JY, Rabinovici GD, Kramer JH, Weiner M, Miller BL, Seeley WW. Divergent network connectivity changes in behavioural variant frontotemporal dementia and Alzheimer's disease. Brain. 2010;133:1352–67.CrossRefPubMedPubMedCentral
9.
go back to reference Weiler M, de Campos BM, Nogueira MH, Pereira Damasceno B, Cendes F, Balthazar ML. Structural connectivity of the default mode network and cognition in Alzheimers disease. Psychiatry Res. 2014;223:15–22.CrossRefPubMed Weiler M, de Campos BM, Nogueira MH, Pereira Damasceno B, Cendes F, Balthazar ML. Structural connectivity of the default mode network and cognition in Alzheimers disease. Psychiatry Res. 2014;223:15–22.CrossRefPubMed
10.
go back to reference Kim HJ, Cha J, Lee JM, Shin JS, Jung NY, Kim YJ, Choe YS, Lee KH, Kim ST, Kim JS, et al. Distinctive resting state network disruptions among Alzheimer's disease, subcortical vascular dementia, and mixed dementia patients. J Alzheimers Dis. 2016;50:709–18.CrossRefPubMed Kim HJ, Cha J, Lee JM, Shin JS, Jung NY, Kim YJ, Choe YS, Lee KH, Kim ST, Kim JS, et al. Distinctive resting state network disruptions among Alzheimer's disease, subcortical vascular dementia, and mixed dementia patients. J Alzheimers Dis. 2016;50:709–18.CrossRefPubMed
11.
go back to reference O'Brien JT, Erkinjuntti T, Reisberg B, Roman G, Sawada T, Pantoni L, Bowler JV, Ballard C, DeCarli C, Gorelick PB, et al. Vascular cognitive impairment. Lancet Neurol. 2003;2:89–98.CrossRefPubMed O'Brien JT, Erkinjuntti T, Reisberg B, Roman G, Sawada T, Pantoni L, Bowler JV, Ballard C, DeCarli C, Gorelick PB, et al. Vascular cognitive impairment. Lancet Neurol. 2003;2:89–98.CrossRefPubMed
12.
go back to reference Zhou Y, Dougherty JH Jr, Hubner KF, Bai B, Cannon RL, Hutson RK. Abnormal connectivity in the posterior cingulate and hippocampus in early Alzheimer's disease and mild cognitive impairment. Alzheimers Dement. 2008;4:265–70.CrossRefPubMed Zhou Y, Dougherty JH Jr, Hubner KF, Bai B, Cannon RL, Hutson RK. Abnormal connectivity in the posterior cingulate and hippocampus in early Alzheimer's disease and mild cognitive impairment. Alzheimers Dement. 2008;4:265–70.CrossRefPubMed
13.
go back to reference Kim HJ, Im K, Kwon H, Lee JM, Kim C, Kim YJ, Jung NY, Cho H, Ye BS, Noh Y, et al. Clinical effect of white matter network disruption related to amyloid and small vessel disease. Neurology. 2015;85:63–70.CrossRefPubMedPubMedCentral Kim HJ, Im K, Kwon H, Lee JM, Kim C, Kim YJ, Jung NY, Cho H, Ye BS, Noh Y, et al. Clinical effect of white matter network disruption related to amyloid and small vessel disease. Neurology. 2015;85:63–70.CrossRefPubMedPubMedCentral
14.
go back to reference Chong JSX, Liu S, Loke YM, Hilal S, Ikram MK, Xu X, Tan BY, Venketasubramanian N, Chen CL, Zhou J. Influence of cerebrovascular disease on brain networks in prodromal and clinical Alzheimer's disease. Brain. 2017;140:3012–22.CrossRefPubMedPubMedCentral Chong JSX, Liu S, Loke YM, Hilal S, Ikram MK, Xu X, Tan BY, Venketasubramanian N, Chen CL, Zhou J. Influence of cerebrovascular disease on brain networks in prodromal and clinical Alzheimer's disease. Brain. 2017;140:3012–22.CrossRefPubMedPubMedCentral
15.
go back to reference Seeley WW, Menon V, Schatzberg AF, Keller J, Glover GH, Kenna H, Reiss AL, Greicius MD. Dissociable intrinsic connectivity networks for salience processing and executive control. J Neurosci. 2007;27:2349–56.CrossRefPubMedPubMedCentral Seeley WW, Menon V, Schatzberg AF, Keller J, Glover GH, Kenna H, Reiss AL, Greicius MD. Dissociable intrinsic connectivity networks for salience processing and executive control. J Neurosci. 2007;27:2349–56.CrossRefPubMedPubMedCentral
16.
go back to reference Uddin LQ, Kelly AM, Biswal BB, Castellanos FX, Milham MP. Functional connectivity of default mode network components: correlation, anticorrelation, and causality. Hum Brain Mapp. 2009;30:625–37.CrossRefPubMed Uddin LQ, Kelly AM, Biswal BB, Castellanos FX, Milham MP. Functional connectivity of default mode network components: correlation, anticorrelation, and causality. Hum Brain Mapp. 2009;30:625–37.CrossRefPubMed
17.
go back to reference Maillard P, Carmichael OT, Reed B, Mungas D, DeCarli C. Cooccurrence of vascular risk factors and late-life white-matter integrity changes. Neurobiol Aging. 2015;36:1670–7.CrossRefPubMedPubMedCentral Maillard P, Carmichael OT, Reed B, Mungas D, DeCarli C. Cooccurrence of vascular risk factors and late-life white-matter integrity changes. Neurobiol Aging. 2015;36:1670–7.CrossRefPubMedPubMedCentral
18.
go back to reference Shim YS, Youn YC, Na DL, Kim SY, Cheong HK, Moon SY, Park KW, Ku BD, Lee JY, Jeong JH, et al. Effects of medial temporal atrophy and white matter hyperintensities on the cognitive functions in patients with Alzheimer's disease. Eur Neurol. 2011;66:75–82.CrossRefPubMed Shim YS, Youn YC, Na DL, Kim SY, Cheong HK, Moon SY, Park KW, Ku BD, Lee JY, Jeong JH, et al. Effects of medial temporal atrophy and white matter hyperintensities on the cognitive functions in patients with Alzheimer's disease. Eur Neurol. 2011;66:75–82.CrossRefPubMed
19.
go back to reference Vemuri P, Knopman DS. The role of cerebrovascular disease when there is concomitant Alzheimer disease. Biochim Biophys Acta. 2016;1862:952–6.CrossRefPubMed Vemuri P, Knopman DS. The role of cerebrovascular disease when there is concomitant Alzheimer disease. Biochim Biophys Acta. 2016;1862:952–6.CrossRefPubMed
20.
go back to reference Luchsinger JA, Brickman AM, Reitz C, Cho SJ, Schupf N, Manly JJ, Tang MX, Small SA, Mayeux R, DeCarli C, Brown TR. Subclinical cerebrovascular disease in mild cognitive impairment. Neurology. 2009;73:450–6.CrossRefPubMedPubMedCentral Luchsinger JA, Brickman AM, Reitz C, Cho SJ, Schupf N, Manly JJ, Tang MX, Small SA, Mayeux R, DeCarli C, Brown TR. Subclinical cerebrovascular disease in mild cognitive impairment. Neurology. 2009;73:450–6.CrossRefPubMedPubMedCentral
21.
go back to reference Tosto G, Zimmerman ME, Carmichael OT, Brickman AM, Alzheimer's Disease Neuroimaging Initiative. Predicting aggressive decline in mild cognitive impairment: the importance of white matter hyperintensities. JAMA Neurol. 2014;71:872–7.CrossRefPubMedPubMedCentral Tosto G, Zimmerman ME, Carmichael OT, Brickman AM, Alzheimer's Disease Neuroimaging Initiative. Predicting aggressive decline in mild cognitive impairment: the importance of white matter hyperintensities. JAMA Neurol. 2014;71:872–7.CrossRefPubMedPubMedCentral
22.
go back to reference Tosto G, Zimmerman ME, Hamilton JL, Carmichael OT, Brickman AM, Alzheimer's Disease Neuroimaging Initiative. The effect of white matter hyperintensities on neurodegeneration in mild cognitive impairment. Alzheimers Dement. 2015;11:1510–9.CrossRefPubMedPubMedCentral Tosto G, Zimmerman ME, Hamilton JL, Carmichael OT, Brickman AM, Alzheimer's Disease Neuroimaging Initiative. The effect of white matter hyperintensities on neurodegeneration in mild cognitive impairment. Alzheimers Dement. 2015;11:1510–9.CrossRefPubMedPubMedCentral
23.
go back to reference Greicius MD, Supekar K, Menon V, Dougherty RF. Resting-state functional connectivity reflects structural connectivity in the default mode network. Cereb Cortex. 2009;19:72–8.CrossRefPubMed Greicius MD, Supekar K, Menon V, Dougherty RF. Resting-state functional connectivity reflects structural connectivity in the default mode network. Cereb Cortex. 2009;19:72–8.CrossRefPubMed
24.
go back to reference Qiu Y, Liu S, Hilal S, Loke YM, Ikram MK, Xu X, Yeow Tan B, Venketasubramanian N, Chen CL, Zhou J. Inter-hemispheric functional dysconnectivity mediates the association of corpus callosum degeneration with memory impairment in AD and amnestic MCI. Sci Rep. 2016;6:32573.CrossRefPubMedPubMedCentral Qiu Y, Liu S, Hilal S, Loke YM, Ikram MK, Xu X, Yeow Tan B, Venketasubramanian N, Chen CL, Zhou J. Inter-hemispheric functional dysconnectivity mediates the association of corpus callosum degeneration with memory impairment in AD and amnestic MCI. Sci Rep. 2016;6:32573.CrossRefPubMedPubMedCentral
25.
go back to reference Hilal S, Ikram MK, Saini M, Tan CS, Catindig JA, Dong YH, Lim LB, Ting EY, Koo EH, Cheung CY, et al. Prevalence of cognitive impairment in Chinese: epidemiology of dementia in Singapore study. J Neurol Neurosurg Psychiatry. 2013;84:686–92.CrossRefPubMed Hilal S, Ikram MK, Saini M, Tan CS, Catindig JA, Dong YH, Lim LB, Ting EY, Koo EH, Cheung CY, et al. Prevalence of cognitive impairment in Chinese: epidemiology of dementia in Singapore study. J Neurol Neurosurg Psychiatry. 2013;84:686–92.CrossRefPubMed
26.
go back to reference Hilal S, Chai YL, Ikram MK, Elangovan S, Yeow TB, Xin X, Chong JY, Venketasubramanian N, Richards AM, Chong JP, et al. Markers of cardiac dysfunction in cognitive impairment and dementia. Medicine (Baltimore). 2015;94:e297.CrossRef Hilal S, Chai YL, Ikram MK, Elangovan S, Yeow TB, Xin X, Chong JY, Venketasubramanian N, Richards AM, Chong JP, et al. Markers of cardiac dysfunction in cognitive impairment and dementia. Medicine (Baltimore). 2015;94:e297.CrossRef
27.
go back to reference Kapeller P, Barber R, Vermeulen RJ, Ader H, Scheltens P, Freidl W, Almkvist O, Moretti M, del Ser T, Vaghfeldt P, et al. Visual rating of age-related white matter changes on magnetic resonance imaging: scale comparison, interrater agreement, and correlations with quantitative measurements. Stroke. 2003;34:441–5.CrossRefPubMed Kapeller P, Barber R, Vermeulen RJ, Ader H, Scheltens P, Freidl W, Almkvist O, Moretti M, del Ser T, Vaghfeldt P, et al. Visual rating of age-related white matter changes on magnetic resonance imaging: scale comparison, interrater agreement, and correlations with quantitative measurements. Stroke. 2003;34:441–5.CrossRefPubMed
28.
go back to reference Thong JY, Hilal S, Wang Y, Soon HW, Dong Y, Collinson SL, Anh TT, Ikram MK, Wong TY, Venketasubramanian N, et al. Association of silent lacunar infarct with brain atrophy and cognitive impairment. J Neurol Neurosurg Psychiatry. 2013;84:1219–25.CrossRefPubMed Thong JY, Hilal S, Wang Y, Soon HW, Dong Y, Collinson SL, Anh TT, Ikram MK, Wong TY, Venketasubramanian N, et al. Association of silent lacunar infarct with brain atrophy and cognitive impairment. J Neurol Neurosurg Psychiatry. 2013;84:1219–25.CrossRefPubMed
29.
go back to reference Wardlaw JM, Smith EE, Biessels GJ, Cordonnier C, Fazekas F, Frayne R, Lindley RI, O'Brien JT, Barkhof F, Benavente OR, et al. Neuroimaging standards for research into small vessel disease and its contribution to ageing and neurodegeneration. Lancet Neurol. 2013;12:822–38.CrossRefPubMedPubMedCentral Wardlaw JM, Smith EE, Biessels GJ, Cordonnier C, Fazekas F, Frayne R, Lindley RI, O'Brien JT, Barkhof F, Benavente OR, et al. Neuroimaging standards for research into small vessel disease and its contribution to ageing and neurodegeneration. Lancet Neurol. 2013;12:822–38.CrossRefPubMedPubMedCentral
30.
go back to reference Hilal S, Saini M, Tan CS, Catindig JA, Koay WI, Niessen WJ, Vrooman HA, Wong TY, Chen C, Ikram MK, Venketasubramanian N. Cerebral microbleeds and cognition: the epidemiology of dementia in Singapore study. Alzheimer Dis Assoc Disord. 2014;28:106–12.CrossRefPubMed Hilal S, Saini M, Tan CS, Catindig JA, Koay WI, Niessen WJ, Vrooman HA, Wong TY, Chen C, Ikram MK, Venketasubramanian N. Cerebral microbleeds and cognition: the epidemiology of dementia in Singapore study. Alzheimer Dis Assoc Disord. 2014;28:106–12.CrossRefPubMed
31.
go back to reference van Veluw SJ, Hilal S, Kuijf HJ, Ikram MK, Xin X, Yeow TB, Venketasubramanian N, Biessels GJ, Chen C. Cortical microinfarcts on 3T MRI: clinical correlates in memory-clinic patients. Alzheimers Dement. 2015;11:1500–9.CrossRefPubMed van Veluw SJ, Hilal S, Kuijf HJ, Ikram MK, Xin X, Yeow TB, Venketasubramanian N, Biessels GJ, Chen C. Cortical microinfarcts on 3T MRI: clinical correlates in memory-clinic patients. Alzheimers Dement. 2015;11:1500–9.CrossRefPubMed
32.
go back to reference Narasimhalu K, Ang S, De Silva DA, Wong MC, Chang HM, Chia KS, Auchus AP, Chen C. Severity of CIND and MCI predict incidence of dementia in an ischemic stroke cohort. Neurology. 2009;73:1866–72.CrossRefPubMedPubMedCentral Narasimhalu K, Ang S, De Silva DA, Wong MC, Chang HM, Chia KS, Auchus AP, Chen C. Severity of CIND and MCI predict incidence of dementia in an ischemic stroke cohort. Neurology. 2009;73:1866–72.CrossRefPubMedPubMedCentral
33.
go back to reference Yeo D, Gabriel C, Chen C, Lee S, Loenneker T, Wong M. Pilot validation of a customized neuropsychological battery in elderly Singaporeans. Neurol J South East Asia. 1997;2:123. Yeo D, Gabriel C, Chen C, Lee S, Loenneker T, Wong M. Pilot validation of a customized neuropsychological battery in elderly Singaporeans. Neurol J South East Asia. 1997;2:123.
34.
go back to reference Dubois B, Slachevsky A, Litvan I, Pillon B. The FAB: a frontal assessment battery at bedside. Neurology. 2000;55:1621–6.CrossRefPubMed Dubois B, Slachevsky A, Litvan I, Pillon B. The FAB: a frontal assessment battery at bedside. Neurology. 2000;55:1621–6.CrossRefPubMed
35.
go back to reference Porteus S. The maze test and clinical psychology. Palo Alto: Pacific Books; 1959.CrossRef Porteus S. The maze test and clinical psychology. Palo Alto: Pacific Books; 1959.CrossRef
36.
go back to reference Wechsler D. Wechsler memory scale—revised. 3rd ed. San Antonio: Jovanovich; 1997. Wechsler D. Wechsler memory scale—revised. 3rd ed. San Antonio: Jovanovich; 1997.
37.
go back to reference Lewis R, Rennick PM. Manual for the repeatable cognitive perceptual-motor battery. Clinton Township: Axon; 1979. Lewis R, Rennick PM. Manual for the repeatable cognitive perceptual-motor battery. Clinton Township: Axon; 1979.
38.
go back to reference Mack WJ, Freed DM, Williams BW, Henderson VW. Boston naming test: shortened versions for use in Alzheimer's disease. J Gerontol. 1992;47:P154–8.CrossRefPubMed Mack WJ, Freed DM, Williams BW, Henderson VW. Boston naming test: shortened versions for use in Alzheimer's disease. J Gerontol. 1992;47:P154–8.CrossRefPubMed
39.
go back to reference Isaacs B, Kennie AT. The set test as an aid to the detection of dementia in old people. Br J Psychiatry. 1973;123:467–70.CrossRefPubMed Isaacs B, Kennie AT. The set test as an aid to the detection of dementia in old people. Br J Psychiatry. 1973;123:467–70.CrossRefPubMed
40.
go back to reference Smith A. Symbol digit modalities test. Los Angeles: Western Psychological Corporation; 1973. Smith A. Symbol digit modalities test. Los Angeles: Western Psychological Corporation; 1973.
41.
go back to reference Diller L, Ben-Yishay Y, Gerstman LJ. Studies in cognition and rehabilitation in hemiplegia. New York: New York University Medical Center Institute of Rehabilitation Medicine; 1974. Diller L, Ben-Yishay Y, Gerstman LJ. Studies in cognition and rehabilitation in hemiplegia. New York: New York University Medical Center Institute of Rehabilitation Medicine; 1974.
42.
go back to reference Sunderland T, Hill JL, Mellow AM, Lawlor BA, Gundersheimer J, Newhouse PA, Grafman JH. Clock drawing in Alzheimer's disease. A novel measure of dementia severity. J Am Geriatr Soc. 1989;37:725–9.CrossRefPubMed Sunderland T, Hill JL, Mellow AM, Lawlor BA, Gundersheimer J, Newhouse PA, Grafman JH. Clock drawing in Alzheimer's disease. A novel measure of dementia severity. J Am Geriatr Soc. 1989;37:725–9.CrossRefPubMed
43.
go back to reference Weschler D. Wechsler adult intelligence scale—revised. San Antonio: Harcourt Brace Jovanovich; 1981. Weschler D. Wechsler adult intelligence scale—revised. San Antonio: Harcourt Brace Jovanovich; 1981.
44.
go back to reference Sahadevan S, Tan NJ, Tan T, Tan S. Cognitive testing of elderly Chinese people in Singapore: influence of education and age on normative scores. Age Ageing. 1997;26:481–6.CrossRefPubMed Sahadevan S, Tan NJ, Tan T, Tan S. Cognitive testing of elderly Chinese people in Singapore: influence of education and age on normative scores. Age Ageing. 1997;26:481–6.CrossRefPubMed
45.
go back to reference Ji F, Pasternak O, Liu S, Loke YM, Choo BL, Hilal S, Xu X, Ikram MK, Venketasubramanian N, Chen CL, Zhou J. Distinct white matter microstructural abnormalities and extracellular water increases relate to cognitive impairment in Alzheimer's disease with and without cerebrovascular disease. Alzheimers Res Ther. 2017;9:63.CrossRefPubMedPubMedCentral Ji F, Pasternak O, Liu S, Loke YM, Choo BL, Hilal S, Xu X, Ikram MK, Venketasubramanian N, Chen CL, Zhou J. Distinct white matter microstructural abnormalities and extracellular water increases relate to cognitive impairment in Alzheimer's disease with and without cerebrovascular disease. Alzheimers Res Ther. 2017;9:63.CrossRefPubMedPubMedCentral
47.
go back to reference Cox RW. AFNI: software for analysis and visualization of functional magnetic resonance neuroimages. Comput Biomed Res. 1996;29:162–73.CrossRefPubMed Cox RW. AFNI: software for analysis and visualization of functional magnetic resonance neuroimages. Comput Biomed Res. 1996;29:162–73.CrossRefPubMed
48.
49.
go back to reference Ng KK, Lo JC, Lim JK, Chee MW, Zhou J. Reduced functional segregation between the default mode network and the executive control network in healthy older adults: a longitudinal study. Neuroimage. 2016;133:321–30.CrossRefPubMed Ng KK, Lo JC, Lim JK, Chee MW, Zhou J. Reduced functional segregation between the default mode network and the executive control network in healthy older adults: a longitudinal study. Neuroimage. 2016;133:321–30.CrossRefPubMed
50.
go back to reference Hong Z, Ng KK, Sim SK, Ngeow MY, Zheng H, Lo JC, Chee MW, Zhou J. Differential age-dependent associations of gray matter volume and white matter integrity with processing speed in healthy older adults. Neuroimage. 2015;123:42–50.CrossRefPubMed Hong Z, Ng KK, Sim SK, Ngeow MY, Zheng H, Lo JC, Chee MW, Zhou J. Differential age-dependent associations of gray matter volume and white matter integrity with processing speed in healthy older adults. Neuroimage. 2015;123:42–50.CrossRefPubMed
51.
go back to reference Cortese S, Imperati D, Zhou J, Proal E, Klein RG, Mannuzza S, Ramos-Olazagasti MA, Milham MP, Kelly C, Castellanos FX. White matter alterations at 33-year follow-up in adults with childhood attention-deficit/hyperactivity disorder. Biol Psychiatry. 2013;74:591–8.CrossRefPubMedPubMedCentral Cortese S, Imperati D, Zhou J, Proal E, Klein RG, Mannuzza S, Ramos-Olazagasti MA, Milham MP, Kelly C, Castellanos FX. White matter alterations at 33-year follow-up in adults with childhood attention-deficit/hyperactivity disorder. Biol Psychiatry. 2013;74:591–8.CrossRefPubMedPubMedCentral
52.
go back to reference Behrens TE, Berg HJ, Jbabdi S, Rushworth MF, Woolrich MW. Probabilistic diffusion tractography with multiple fibre orientations: what can we gain? Neuroimage. 2007;34:144–55.CrossRefPubMed Behrens TE, Berg HJ, Jbabdi S, Rushworth MF, Woolrich MW. Probabilistic diffusion tractography with multiple fibre orientations: what can we gain? Neuroimage. 2007;34:144–55.CrossRefPubMed
53.
go back to reference Behrens TE, Woolrich MW, Jenkinson M, Johansen-Berg H, Nunes RG, Clare S, Matthews PM, Brady JM, Smith SM. Characterization and propagation of uncertainty in diffusion-weighted MR imaging. Magn Reson Med. 2003;50:1077–88.CrossRefPubMed Behrens TE, Woolrich MW, Jenkinson M, Johansen-Berg H, Nunes RG, Clare S, Matthews PM, Brady JM, Smith SM. Characterization and propagation of uncertainty in diffusion-weighted MR imaging. Magn Reson Med. 2003;50:1077–88.CrossRefPubMed
54.
go back to reference Sridharan D, Levitin DJ, Menon V. A critical role for the right fronto-insular cortex in switching between central-executive and default-mode networks. Proc Natl Acad Sci U S A. 2008;105:12569–74.CrossRefPubMedPubMedCentral Sridharan D, Levitin DJ, Menon V. A critical role for the right fronto-insular cortex in switching between central-executive and default-mode networks. Proc Natl Acad Sci U S A. 2008;105:12569–74.CrossRefPubMedPubMedCentral
55.
go back to reference Fishman I, Datko M, Cabrera Y, Carper RA, Muller RA. Reduced integration and differentiation of the imitation network in autism: a combined functional connectivity magnetic resonance imaging and diffusion-weighted imaging study. Ann Neurol. 2015;78:958–69.CrossRefPubMedPubMedCentral Fishman I, Datko M, Cabrera Y, Carper RA, Muller RA. Reduced integration and differentiation of the imitation network in autism: a combined functional connectivity magnetic resonance imaging and diffusion-weighted imaging study. Ann Neurol. 2015;78:958–69.CrossRefPubMedPubMedCentral
56.
go back to reference Hirsiger S, Koppelmans V, Merillat S, Liem F, Erdeniz B, Seidler RD, Jancke L. Structural and functional connectivity in healthy aging: associations for cognition and motor behavior. Hum Brain Mapp. 2016;37:855–67.CrossRefPubMed Hirsiger S, Koppelmans V, Merillat S, Liem F, Erdeniz B, Seidler RD, Jancke L. Structural and functional connectivity in healthy aging: associations for cognition and motor behavior. Hum Brain Mapp. 2016;37:855–67.CrossRefPubMed
57.
go back to reference Zhou J, Gennatas ED, Kramer JH, Miller BL, Seeley WW. Predicting regional neurodegeneration from the healthy brain functional connectome. Neuron. 2012;73:1216–27.CrossRefPubMedPubMedCentral Zhou J, Gennatas ED, Kramer JH, Miller BL, Seeley WW. Predicting regional neurodegeneration from the healthy brain functional connectome. Neuron. 2012;73:1216–27.CrossRefPubMedPubMedCentral
59.
go back to reference Jbabdi S, Woolrich MW, Andersson JL, Behrens TE. A Bayesian framework for global tractography. Neuroimage. 2007;37:116–29.CrossRefPubMed Jbabdi S, Woolrich MW, Andersson JL, Behrens TE. A Bayesian framework for global tractography. Neuroimage. 2007;37:116–29.CrossRefPubMed
60.
go back to reference Gong G, He Y, Concha L, Lebel C, Gross DW, Evans AC, Beaulieu C. Mapping anatomical connectivity patterns of human cerebral cortex using in vivo diffusion tensor imaging tractography. Cereb Cortex. 2009;19:524–36.CrossRefPubMed Gong G, He Y, Concha L, Lebel C, Gross DW, Evans AC, Beaulieu C. Mapping anatomical connectivity patterns of human cerebral cortex using in vivo diffusion tensor imaging tractography. Cereb Cortex. 2009;19:524–36.CrossRefPubMed
61.
go back to reference Bai F, Watson DR, Yu H, Shi Y, Yuan Y, Zhang Z. Abnormal resting-state functional connectivity of posterior cingulate cortex in amnestic type mild cognitive impairment. Brain Res. 2009;1302:167–74.CrossRefPubMed Bai F, Watson DR, Yu H, Shi Y, Yuan Y, Zhang Z. Abnormal resting-state functional connectivity of posterior cingulate cortex in amnestic type mild cognitive impairment. Brain Res. 2009;1302:167–74.CrossRefPubMed
62.
go back to reference Buckner RL, Sepulcre J, Talukdar T, Krienen FM, Liu H, Hedden T, Andrews-Hanna JR, Sperling RA, Johnson KA. Cortical hubs revealed by intrinsic functional connectivity: mapping, assessment of stability, and relation to Alzheimer's disease. J Neurosci. 2009;29:1860–73.CrossRefPubMedPubMedCentral Buckner RL, Sepulcre J, Talukdar T, Krienen FM, Liu H, Hedden T, Andrews-Hanna JR, Sperling RA, Johnson KA. Cortical hubs revealed by intrinsic functional connectivity: mapping, assessment of stability, and relation to Alzheimer's disease. J Neurosci. 2009;29:1860–73.CrossRefPubMedPubMedCentral
63.
go back to reference Qi Z, Wu X, Wang Z, Zhang N, Dong H, Yao L, Li K. Impairment and compensation coexist in amnestic MCI default mode network. Neuroimage. 2010;50:48–55.CrossRefPubMed Qi Z, Wu X, Wang Z, Zhang N, Dong H, Yao L, Li K. Impairment and compensation coexist in amnestic MCI default mode network. Neuroimage. 2010;50:48–55.CrossRefPubMed
64.
go back to reference Damoiseaux JS, Prater KE, Miller BL, Greicius MD. Functional connectivity tracks clinical deterioration in Alzheimer's disease. Neurobiol Aging. 2012;33:828.e819–30.CrossRef Damoiseaux JS, Prater KE, Miller BL, Greicius MD. Functional connectivity tracks clinical deterioration in Alzheimer's disease. Neurobiol Aging. 2012;33:828.e819–30.CrossRef
65.
go back to reference Pettersen JA, Sathiyamoorthy G, Gao FQ, Szilagyi G, Nadkarni NK, St George-Hyslop P, Rogaeva E, Black SE. Microbleed topography, leukoaraiosis, and cognition in probable Alzheimer disease from the Sunnybrook dementia study. Arch Neurol. 2008;65:790–5.CrossRefPubMed Pettersen JA, Sathiyamoorthy G, Gao FQ, Szilagyi G, Nadkarni NK, St George-Hyslop P, Rogaeva E, Black SE. Microbleed topography, leukoaraiosis, and cognition in probable Alzheimer disease from the Sunnybrook dementia study. Arch Neurol. 2008;65:790–5.CrossRefPubMed
66.
go back to reference Mayda AB, Westphal A, Carter CS, DeCarli C. Late life cognitive control deficits are accentuated by white matter disease burden. Brain. 2011;134:1673–83.CrossRefPubMedPubMedCentral Mayda AB, Westphal A, Carter CS, DeCarli C. Late life cognitive control deficits are accentuated by white matter disease burden. Brain. 2011;134:1673–83.CrossRefPubMedPubMedCentral
67.
go back to reference Chan MY, Park DC, Savalia NK, Petersen SE, Wig GS. Decreased segregation of brain systems across the healthy adult lifespan. Proc Natl Acad Sci U S A. 2014;111:E4997–5006.CrossRefPubMedPubMedCentral Chan MY, Park DC, Savalia NK, Petersen SE, Wig GS. Decreased segregation of brain systems across the healthy adult lifespan. Proc Natl Acad Sci U S A. 2014;111:E4997–5006.CrossRefPubMedPubMedCentral
68.
go back to reference Lawrence AJ, Chung AW, Morris RG, Markus HS, Barrick TR. Structural network efficiency is associated with cognitive impairment in small-vessel disease. Neurology. 2014;83:304–11.CrossRefPubMedPubMedCentral Lawrence AJ, Chung AW, Morris RG, Markus HS, Barrick TR. Structural network efficiency is associated with cognitive impairment in small-vessel disease. Neurology. 2014;83:304–11.CrossRefPubMedPubMedCentral
69.
go back to reference Theaud G, Dilharreguy B, Catheline G, Descotaux M. Impact of white-matter hyperintensities on tractography. In: 25th Annual Meeting of the International Society for Magnetic Resonance in Medicine (ISMRM). Honolulu: International Society for Magnetic Resonance in Medicine; 2017. Theaud G, Dilharreguy B, Catheline G, Descotaux M. Impact of white-matter hyperintensities on tractography. In: 25th Annual Meeting of the International Society for Magnetic Resonance in Medicine (ISMRM). Honolulu: International Society for Magnetic Resonance in Medicine; 2017.
Metadata
Title
Cerebrovascular disease influences functional and structural network connectivity in patients with amnestic mild cognitive impairment and Alzheimer’s disease
Authors
Ashwati Vipin
Yng Miin Loke
Siwei Liu
Saima Hilal
Hee Youn Shim
Xin Xu
Boon Yeow Tan
Narayanaswamy Venketasubramanian
Christopher Li-Hsian Chen
Juan Zhou
Publication date
01-12-2018
Publisher
BioMed Central
Published in
Alzheimer's Research & Therapy / Issue 1/2018
Electronic ISSN: 1758-9193
DOI
https://doi.org/10.1186/s13195-018-0413-8

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