Objective: To explore the within- and between-network patterns of the default mode network (DMN), the frontoparietal control network (FPCN), and the dorsal attention network (DAN) in cerebral small vessel disease (CSVD) with and without cognitive impairment (CI). Methods: Twenty CSVD with CI subjects, 21 CSVD without CI subjects, and 25 healthy elderly controls were recruited. The within- and between-network patterns of the networks were identified based on resting-state functional magnetic resonance imaging data. Results: Compared with the control group, both the CSVD with CI group and the CSVD without CI group displayed decreased within-network function of the DMN and lower negative connectivity between the DMN and other networks (i.e., DMN and DAN, DMN and FPCN), whereas the CSVD with CI group additionally showed within- and between-network alterations of the FPCN (i.e., increased within-network function of the FPCN and lower negative connectivity between the FPCN and the DMN). Furthermore, these alterations of the FPCN were correlated with the cognitive function of CSVD subjects. Interestingly, the between-network connectivity of the FPCN and the DMN was negatively correlated with deep white matter hyperintensities (DWMH) volume in CSVD subjects. Conclusion: These findings suggest that cognitive alterations of CSVD subjects may be mainly regulated by the FPCN that correlates with DWMH burden, and shed light on the investigation of surrogate markers of CSVD.

1.
Patel
B
,
Markus
HS
.
Magnetic resonance imaging in cerebral small vessel disease and its use as a surrogate disease marker
.
Int J Stroke
.
2011
Feb
;
6
(
1
):
47
59
.
[PubMed]
1747-4930
2.
Wong
A
,
Xiong
YY
,
Kwan
PW
,
Chan
AY
,
Lam
WW
,
Wang
K
, et al.
The validity, reliability and clinical utility of the Hong Kong Montreal Cognitive Assessment (HK-MoCA) in patients with cerebral small vessel disease
.
Dement Geriatr Cogn Disord
.
2009
;
28
(
1
):
81
7
.
[PubMed]
1420-8008
3.
O’Brien
JT
,
Erkinjuntti
T
,
Reisberg
B
,
Roman
G
,
Sawada
T
,
Pantoni
L
, et al.
Vascular cognitive impairment
.
Lancet Neurol
.
2003
Feb
;
2
(
2
):
89
98
.
[PubMed]
1474-4422
4.
Gorelick
PB
,
Scuteri
A
,
Black
SE
,
Decarli
C
,
Greenberg
SM
,
Iadecola
C
, et al.;
American Heart Association Stroke Council, Council on Epidemiology and Prevention, Council on Cardiovascular Nursing, Council on Cardiovascular Radiology and Intervention, and Council on Cardiovascular Surgery and Anesthesia
.
Vascular contributions to cognitive impairment and dementia: a statement for healthcare professionals from the american heart association/american stroke association
.
Stroke
.
2011
Sep
;
42
(
9
):
2672
713
.
[PubMed]
0039-2499
5.
Pantoni
L
.
Cerebral small vessel disease: from pathogenesis and clinical characteristics to therapeutic challenges
.
Lancet Neurol
.
2010
Jul
;
9
(
7
):
689
701
.
[PubMed]
1474-4422
6.
Damoiseaux
JS
,
Rombouts
SA
,
Barkhof
F
,
Scheltens
P
,
Stam
CJ
,
Smith
SM
, et al.
Consistent resting-state networks across healthy subjects
.
Proc Natl Acad Sci USA
.
2006
Sep
;
103
(
37
):
13848
53
.
[PubMed]
0027-8424
7.
Sun
YW
,
Qin
LD
,
Zhou
Y
,
Xu
Q
,
Qian
LJ
,
Tao
J
, et al.
Abnormal functional connectivity in patients with vascular cognitive impairment, no dementia: a resting-state functional magnetic resonance imaging study
.
Behav Brain Res
.
2011
Oct
;
223
(
2
):
388
94
.
[PubMed]
0166-4328
8.
Kim
HJ
,
Cha
J
,
Lee
JM
,
Shin
JS
,
Jung
NY
,
Kim
YJ
, et al.
Distinctive Resting State Network Disruptions Among Alzheimer’s Disease, Subcortical Vascular Dementia, and Mixed Dementia Patients
.
J Alzheimers Dis
.
2016
;
50
(
3
):
709
18
.
[PubMed]
1387-2877
9.
Zhou
X
,
Hu
X
,
Zhang
C
,
Wang
H
,
Zhu
X
,
Xu
L
, et al.
Aberrant Functional Connectivity and Structural Atrophy in Subcortical Vascular Cognitive Impairment: Relationship with Cognitive Impairments
.
Front Aging Neurosci
.
2016
Feb
;
8
:
14
.
[PubMed]
1663-4365
10.
Yi
L
,
Wang
J
,
Jia
L
,
Zhao
Z
,
Lu
J
,
Li
K
, et al.
Structural and functional changes in subcortical vascular mild cognitive impairment: a combined voxel-based morphometry and resting-state fMRI study
.
PLoS One
.
2012
;
7
(
9
):
e44758
.
[PubMed]
1932-6203
11.
Power
JD
,
Cohen
AL
,
Nelson
SM
,
Wig
GS
,
Barnes
KA
,
Church
JA
, et al.
Functional network organization of the human brain
.
Neuron
.
2011
Nov
;
72
(
4
):
665
78
.
[PubMed]
0896-6273
12.
Buckner
RL
,
Andrews-Hanna
JR
,
Schacter
DL
.
The brain’s default network: anatomy, function, and relevance to disease
.
Ann N Y Acad Sci
.
2008
Mar
;
1124
(
1
):
1
38
.
[PubMed]
0077-8923
13.
Fox
MD
,
Corbetta
M
,
Snyder
AZ
,
Vincent
JL
,
Raichle
ME
.
Spontaneous neuronal activity distinguishes human dorsal and ventral attention systems
.
Proc Natl Acad Sci USA
.
2006
Jun
;
103
(
26
):
10046
51
.
[PubMed]
0027-8424
14.
Fornito
A
,
Harrison
BJ
,
Zalesky
A
,
Simons
JS
.
Competitive and cooperative dynamics of large-scale brain functional networks supporting recollection
.
Proc Natl Acad Sci USA
.
2012
Jul
;
109
(
31
):
12788
93
.
[PubMed]
0027-8424
15.
Elton
A
,
Gao
W
.
Divergent task-dependent functional connectivity of executive control and salience networks
.
Cortex
.
2014
Feb
;
51
:
56
66
.
[PubMed]
0010-9452
16.
Turner
GR
,
Spreng
RN
:
Executive functions and neurocognitive aging: dissociable patterns of brain activity.
Neurobiol Aging
2012
;33:826 e821-813.
17.
Niendam
TA
,
Laird
AR
,
Ray
KL
,
Dean
YM
,
Glahn
DC
,
Carter
CS
.
Meta-analytic evidence for a superordinate cognitive control network subserving diverse executive functions
.
Cogn Affect Behav Neurosci
.
2012
Jun
;
12
(
2
):
241
68
.
[PubMed]
1530-7026
18.
Dey
AK
,
Stamenova
V
,
Turner
G
,
Black
SE
,
Levine
B
.
Pathoconnectomics of cognitive impairment in small vessel disease: A systematic review
.
Alzheimers Dement
.
2016
Jul
;
12
(
7
):
831
45
.
[PubMed]
1552-5260
19.
van der Holst
HM
,
van Uden
IW
,
Tuladhar
AM
,
de Laat
KF
,
van Norden
AG
,
Norris
DG
, et al.
Cerebral small vessel disease and incident parkinsonism: the RUN DMC study
.
Neurology
.
2015
Nov
;
85
(
18
):
1569
77
.
[PubMed]
0028-3878
20.
van Norden
AG
,
de Laat
KF
,
Gons
RA
,
van Uden
IW
,
van Dijk
EJ
,
van Oudheusden
LJ
, et al.
Causes and consequences of cerebral small vessel disease. The RUN DMC study: a prospective cohort study. Study rationale and protocol
.
BMC Neurol
.
2011
Feb
;
11
(
1
):
29
.
[PubMed]
1471-2377
21.
Wardlaw
JM
,
Smith
EE
,
Biessels
GJ
,
Cordonnier
C
,
Fazekas
F
,
Frayne
R
, et al.;
STandards for ReportIng Vascular changes on nEuroimaging (STRIVE v1)
.
Neuroimaging standards for research into small vessel disease and its contribution to ageing and neurodegeneration
.
Lancet Neurol
.
2013
Aug
;
12
(
8
):
822
38
.
[PubMed]
1474-4422
22.
Valdés Hernández
MC
,
Armitage
PA
,
Thrippleton
MJ
,
Chappell
F
,
Sandeman
E
,
Muñoz Maniega
S
, et al.
Rationale, design and methodology of the image analysis protocol for studies of patients with cerebral small vessel disease and mild stroke
.
Brain Behav
.
2015
Nov
;
5
(
12
):
e00415
.
[PubMed]
2162-3279
23.
Buckner
RL
,
Sepulcre
J
,
Talukdar
T
,
Krienen
FM
,
Liu
H
,
Hedden
T
, et al.
Cortical hubs revealed by intrinsic functional connectivity: mapping, assessment of stability, and relation to Alzheimer’s disease
.
J Neurosci
.
2009
Feb
;
29
(
6
):
1860
73
.
[PubMed]
0270-6474
24.
Ham
JH
,
Cha
J
,
Lee
JJ
,
Baek
GM
,
Sunwoo
MK
,
Hong
JY
, et al.
Nigrostriatal dopamine-independent resting-state functional networks in Parkinson’s disease
.
Neuroimage
.
2015
Oct
;
119
:
296
304
.
[PubMed]
1053-8119
25.
Woodward
ND
,
Rogers
B
,
Heckers
S
.
Functional resting-state networks are differentially affected in schizophrenia
.
Schizophr Res
.
2011
Aug
;
130
(
1-3
):
86
93
.
[PubMed]
0920-9964
26.
Xie
C
,
Bai
F
,
Yuan
B
,
Yu
H
,
Shi
Y
,
Yuan
Y
, et al.
Joint effects of gray matter atrophy and altered functional connectivity on cognitive deficits in amnestic mild cognitive impairment patients
.
Psychol Med
.
2015
Jul
;
45
(
9
):
1799
810
.
[PubMed]
0033-2917
27.
Zhu
H
,
Zhou
P
,
Alcauter
S
,
Chen
Y
,
Cao
H
,
Tian
M
, et al.
Changes of intranetwork and internetwork functional connectivity in Alzheimer’s disease and mild cognitive impairment
.
J Neural Eng
.
2016
Aug
;
13
(
4
):
046008
.
[PubMed]
1741-2560
28.
Bai
F
,
Watson
DR
,
Shi
Y
,
Wang
Y
,
Yue
C
,
YuhuanTeng
, et al.
Specifically progressive deficits of brain functional marker in amnestic type mild cognitive impairment
.
PLoS One
.
2011
;
6
(
9
):
e24271
.
[PubMed]
1932-6203
29.
Seeley
WW
,
Menon
V
,
Schatzberg
AF
,
Keller
J
,
Glover
GH
,
Kenna
H
, et al.
Dissociable intrinsic connectivity networks for salience processing and executive control
.
J Neurosci
.
2007
Feb
;
27
(
9
):
2349
56
.
[PubMed]
0270-6474
30.
Fox
MD
,
Snyder
AZ
,
Vincent
JL
,
Corbetta
M
,
Van Essen
DC
,
Raichle
ME
.
The human brain is intrinsically organized into dynamic, anticorrelated functional networks
.
Proc Natl Acad Sci USA
.
2005
Jul
;
102
(
27
):
9673
8
.
[PubMed]
0027-8424
31.
Bubb
EJ
,
Kinnavane
L
,
Aggleton
JP
.
Hippocampal - diencephalic - cingulate networks for memory and emotion: an anatomical guide
.
Brain Neurosci Adv
.
2017
Aug
;
1
(
1
):
1
.
[PubMed]
2398-2128
32.
Wu
L
,
Soder
RB
,
Schoemaker
D
,
Carbonnell
F
,
Sziklas
V
,
Rowley
J
, et al.
Resting state executive control network adaptations in amnestic mild cognitive impairment
.
J Alzheimers Dis
.
2014
;
40
(
4
):
993
1004
.
[PubMed]
1387-2877
33.
Liang
P
,
Wang
Z
,
Yang
Y
,
Li
K
.
Three subsystems of the inferior parietal cortex are differently affected in mild cognitive impairment
.
J Alzheimers Dis
.
2012
;
30
(
3
):
475
87
.
[PubMed]
1387-2877
34.
Sack
AT
,
Schuhmann
T
.
Hemispheric Differences within the Fronto-Parietal Network Dynamics Underlying Spatial Imagery
.
Front Psychol
.
2012
Jun
;
3
:
214
.
[PubMed]
1664-1078
35.
Burianová
H
,
Ciaramelli
E
,
Grady
CL
,
Moscovitch
M
.
Top-down and bottom-up attention-to-memory: mapping functional connectivity in two distinct networks that underlie cued and uncued recognition memory
.
Neuroimage
.
2012
Nov
;
63
(
3
):
1343
52
.
[PubMed]
1053-8119
36.
Vendetti
MS
,
Bunge
SA
.
Evolutionary and developmental changes in the lateral frontoparietal network: a little goes a long way for higher-level cognition
.
Neuron
.
2014
Dec
;
84
(
5
):
906
17
.
[PubMed]
0896-6273
37.
Cole
MW
,
Repovš
G
,
Anticevic
A
.
The frontoparietal control system: a central role in mental health
.
Neuroscientist
.
2014
Dec
;
20
(
6
):
652
64
.
[PubMed]
1073-8584
38.
Kelly
AM
,
Uddin
LQ
,
Biswal
BB
,
Castellanos
FX
,
Milham
MP
.
Competition between functional brain networks mediates behavioral variability
.
Neuroimage
.
2008
Jan
;
39
(
1
):
527
37
.
[PubMed]
1053-8119
39.
Shim
YS
,
Yang
DW
,
Roe
CM
,
Coats
MA
,
Benzinger
TL
,
Xiong
C
, et al.
Pathological correlates of white matter hyperintensities on magnetic resonance imaging
.
Dement Geriatr Cogn Disord
.
2015
;
39
(
1-2
):
92
104
.
[PubMed]
1420-8008
40.
Kim
KW
,
MacFall
JR
,
Payne
ME
.
Classification of white matter lesions on magnetic resonance imaging in elderly persons
.
Biol Psychiatry
.
2008
Aug
;
64
(
4
):
273
80
.
[PubMed]
0006-3223
41.
Hagmann
P
,
Cammoun
L
,
Gigandet
X
,
Meuli
R
,
Honey
CJ
,
Wedeen
VJ
, et al.
Mapping the structural core of human cerebral cortex
.
PLoS Biol
.
2008
Jul
;
6
(
7
):
e159
.
[PubMed]
1544-9173
42.
Khalsa
S
,
Mayhew
SD
,
Chechlacz
M
,
Bagary
M
,
Bagshaw
AP
.
The structural and functional connectivity of the posterior cingulate cortex: comparison between deterministic and probabilistic tractography for the investigation of structure-function relationships
.
Neuroimage
.
2014
Nov
;
102
(
Pt 1
):
118
27
.
[PubMed]
1053-8119
Copyright / Drug Dosage / Disclaimer
Copyright: All rights reserved. No part of this publication may be translated into other languages, reproduced or utilized in any form or by any means, electronic or mechanical, including photocopying, recording, microcopying, or by any information storage and retrieval system, without permission in writing from the publisher.
Drug Dosage: The authors and the publisher have exerted every effort to ensure that drug selection and dosage set forth in this text are in accord with current recommendations and practice at the time of publication. However, in view of ongoing research, changes in government regulations, and the constant flow of information relating to drug therapy and drug reactions, the reader is urged to check the package insert for each drug for any changes in indications and dosage and for added warnings and precautions. This is particularly important when the recommended agent is a new and/or infrequently employed drug.
Disclaimer: The statements, opinions and data contained in this publication are solely those of the individual authors and contributors and not of the publishers and the editor(s). The appearance of advertisements or/and product references in the publication is not a warranty, endorsement, or approval of the products or services advertised or of their effectiveness, quality or safety. The publisher and the editor(s) disclaim responsibility for any injury to persons or property resulting from any ideas, methods, instructions or products referred to in the content or advertisements.
You do not currently have access to this content.