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Topologically Reorganized Connectivity Architecture of Default-Mode, Executive-Control, and Salience Networks across Working Memory Task Loads
Open accessAbstract
The human brain is topologically organized into a set of spatially distributed, functionally specific networks. Of these networks, the default-mode network (DMN), executive-control network (ECN), and salience network (SN) have received the most attention recently for their vital roles in cognitive functions. However, very little is known about whether and how the interactions within and between these 3 networks would be modulated by cognitive demands. Here, we employed graph-based modularity analysis to identify the DMN, ECN, and SN during an N-back working memory (WM) task and further investigated the modulation of intra- and inter-network interactions at different cognitive loads. As the task load elevated, functional connectivity decreased within the DMN while increased within the ECN, and the SN connected more with both the DMN and ECN. Within-network connectivity of the ventral and dorsal posterior cingulate cortex was differentially modulated by cognitive load. Further, the superior parietal regions in the ECN showed increased internetwork connections at higher WM loads, and these increases correlated positively with WM task performance. Together, these findings advance our understanding of dynamic integrations of specialized brain systems in response to cognitive demands and may serve as a baseline for assessing potential disruptions of these interactions in pathological conditions.
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“The CEN, anchored in the dorsolateral prefrontal cortex (dlPFC) and posterior parietal cortices (PPC), is associated with executive functioning [36–42].”
From Infraslow closed-loop brain training for anxiety and depression (ISAD): a protocol for a randomized, double-blind, sham-controlled pilot trial in adult females with internalizing disorders (2022) · cites this paper as [40]
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Cites
Fast unfolding of communities in large networks
Blondel, V. D., Guillaume, J.-L., Lambiotte, R., & Lefebvre, E. (2008) · Journal of Statistical Mechanics: Theory and Experiment · doi:10.1088/1742-5468/2008/10/p10008 · Cited by 21,424
Finding and evaluating community structure in networks
Newman, M. E. J., & Girvan, M. (2004) · Physical Review E · doi:10.1103/physreve.69.026113 · Cited by 13,931
A default mode of brain function
Raichle, M. E., MacLeod, A. M., Snyder, A. Z., Powers, W. J., Gusnard, D. A., & Shulman, G. L. (2001) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.98.2.676 · Cited by 12,190
AFNI: Software for analysis and visualization of functional magnetic resonance neuroimages
Cox, R. W. (1996) · Computers and Biomedical Research · doi:10.1006/cbmr.1996.0014 · Cited by 10,913
The Brain's Default Network: Anatomy, Function, and Relevance to Disease
Buckner, R. L., Andrews‐Hanna, J. R., & Schacter, D. L. (2008) · Annals of the New York Academy of Sciences · doi:10.1196/annals.1440.011 · Cited by 9,761
Dissociable intrinsic connectivity networks for salience processing and executive control
Seeley, W. W., Menon, V., Schatzberg, A. F., Keller, J., Glover, G. H., Kenna, H., Reiss, A. L., & Greicius, M. D. (2007) · The Journal of Neuroscience · doi:10.1523/jneurosci.5587-06.2007 · Cited by 7,426
Saliency, switching, attention and control: a network model of insula function
Menon, V., & Uddin, L. Q. (2010) · Brain Structure and Function · doi:10.1007/s00429-010-0262-0 · Cited by 5,592
Fast algorithm for detecting community structure in networks
Newman, M. E. J. (2004) · Physical Review E · doi:10.1103/physreve.69.066133 · Cited by 5,415
Correspondence of the brain's functional architecture during activation and rest
Smith, S. M., Fox, P. T., Miller, K. L., Glahn, D. C., Fox, P. M., Mackay, C. E., Filippini, N., Watkins, K. E., Toro, R., Laird, A. R., et al. (2009) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0905267106 · Cited by 5,150
Friston, K. J., Harrison, L., & Penny, W. (2003) · NeuroImage · doi:10.1016/s1053-8119(03)00202-7 · Cited by 4,583
Consistent resting-state networks across healthy subjects
Damoiseaux, J. S., Rombouts, S. A. R. B., Barkhof, F., Scheltens, P., Stam, C. J., Smith, S. M., & Beckmann, C. F. (2006) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0601417103 · Cited by 4,326
Mapping the structural core of human cerebral cortex
Hagmann, P., Cammoun, L., Gigandet, X., Meuli, R., Honey, C. J., Wedeen, V. J., & Sporns, O. (2008) · PLoS Biology · doi:10.1371/journal.pbio.0060159 · Cited by 4,173
Large-scale brain networks and psychopathology: a unifying triple network model
Menon, V. (2011) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2011.08.003 · Cited by 4,168
Functional Network Organization of the Human Brain
Power, J. D., Cohen, A. L., Nelson, S. M., Wig, G. S., Barnes, K. A., Church, J. A., Vogel, A. C., Laumann, T. O., Miezin, F. M., Schlaggar, B. L., et al. (2011) · Neuron · doi:10.1016/j.neuron.2011.09.006 · Cited by 4,124
BrainNet Viewer: A Network Visualization Tool for Human Brain Connectomics
Xia, M., Wang, J., & He, Y. (2013) · PLoS ONE · doi:10.1371/journal.pone.0068910 · Cited by 4,106
Functional cartography of complex metabolic networks
Guimerà, R., & Nunes Amaral, L. A. (2005) · Nature · doi:10.1038/nature03288 · Cited by 3,983
Gusnard, D. A., Akbudak, E., Shulman, G. L., & Raichle, M. E. (2001) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.071043098 · Cited by 2,997
Comparing community structure identification
Danon, L., Dı́az-Guilera, A., Duch, J., & Arenas, À. (2005) · Journal of Statistical Mechanics Theory and Experiment · doi:10.1088/1742-5468/2005/09/p09008 · Cited by 2,905
Sridharan, D., Levitin, D. J., & Menon, V. (2008) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0800005105 · Cited by 2,892
Models of Working Memory: Mechanisms of Active Maintenance and Executive Control
Miyake, A., & Shah, P. (1999) · Cited by 2,404
Large-scale brain networks in cognition: emerging methods and principles
Bressler, S. L., & Menon, V. (2010) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2010.04.004 · Cited by 2,348
Persistent activity in the prefrontal cortex during working memory
Curtis, C. E., & D'Esposito, M. (2003) · Trends in Cognitive Sciences · doi:10.1016/s1364-6613(03)00197-9 · Cited by 2,001
Neuroimaging studies of working memory:
Wager, T. D., & Smith, E. E. (2003) · Cognitive, Affective, & Behavioral Neuroscience · doi:10.3758/cabn.3.4.255 · Cited by 1,889
A whole brain fMRI atlas generated via spatially constrained spectral clustering
Craddock, R. C., James, G. A., Holtzheimer, P. E., Hu, X. P., & Mayberg, H. S. (2012) · Human Brain Mapping · doi:10.1002/hbm.21333 · Cited by 1,636
Pajek - Program for Large Network Analysis
Batagelj, V., & Mrvar, A. (1999) · Cited by 1,393
Anticorrelations in resting state networks without global signal regression
Chai, X. J., Nieto-Castañón, A., Öngür, D., & Whitfield, S. (2011) · NeuroImage · doi:10.1016/j.neuroimage.2011.08.048 · Cited by 1,193
Modular and hierarchically modular organization of brain networks
Meunier, D., Lambiotte, R., & Bullmore, E. T. (2010) · Frontiers in Neuroscience · doi:10.3389/fnins.2010.00200 · Cited by 1,156
Mapping directed influence over the brain using Granger causality and fMRI
Roebroeck, A. F., Formisano, E., & Goebel, R. (2005) · NeuroImage · doi:10.1016/j.neuroimage.2004.11.017 · Cited by 1,012
(1999) · Cambridge University Press eBooks · doi:10.1017/cbo9781139174909 · Cited by 982
Precuneus shares intrinsic functional architecture in humans and monkeys
Margulies, D. S., Vincent, J. L., Kelly, C., Lohmann, G., Uddin, L. Q., Biswal, B. B., Villringer, A., Castellanos, F. X., Milham, M. P., & Petrides, M. (2009) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0905314106 · Cited by 965 · cited 2×
“While the ventral part of the PCC connected solely with other DMN regions and is involved in internally directed functions, the dorsal PCChas broad connections to both DMN and cognitive control areas and has been thought to work together with the SN to detect and regulate the internal and external events (Margulies et…”
BackgroundNeural basis of global resting-state fMRI activity
Schölvinck, M. L., Maier, A., Ye, F. Q., Duyn, J. H., & Leopold, D. A. (2010) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0913110107 · Cited by 939
Saad, Z. S., Gotts, S. J., Murphy, K., Chen, G., Jo, H. J., Martin, A., & Cox, R. W. (2012) · Brain Connectivity · doi:10.1089/brain.2012.0080 · Cited by 859
Brain connectivity related to working memory performance
Hampson, M., Driesen, N. R., Skudlarski, P., Gore, J. C., & Constable, R. T. (2006) · The Journal of Neuroscience · doi:10.1523/jneurosci.3408-06.2006 · Cited by 853
Maintenance versus Manipulation of Information Held in Working Memory: An Event-Related fMRI Study
D’Esposito, M., Postle, B. R., Ballard, D., & Lease, J. (1999) · Brain and Cognition · doi:10.1006/brcg.1999.1096 · Cited by 779
Cartography of complex networks: modules and universal roles
Guimerà, R., & Amaral, L. A. N. (2005) · Journal of Statistical Mechanics Theory and Experiment · doi:10.1088/1742-5468/2005/02/p02001 · Cited by 768
Contributions and challenges for network models in cognitive neuroscience
Sporns, O. (2014) · Nature Neuroscience · doi:10.1038/nn.3690 · Cited by 767
Leech, R., Kamourieh, S., Beckmann, C. F., & Sharp, D. J. (2011) · The Journal of Neuroscience · doi:10.1523/jneurosci.5626-10.2011 · Cited by 759
Liang, X., Zou, Q., He, Y., & Yang, Y. (2013) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1214900110 · Cited by 677
Self-citationParcellation‐dependent small‐world brain functional networks: A resting‐state fMRI study
Wang, J., Wang, L. Y., Zang, Y., Yang, H., Tang, H., Gong, Q., Chen, Z., Zhu, C., & Yong He, A. (2008) · Human Brain Mapping · doi:10.1002/hbm.20623 · Cited by 670
Uncovering Intrinsic Modular Organization of Spontaneous Brain Activity in Humans
Yong He, A., Wang, J., Wang, L. Y., Chen, Z. J., Yan, C., Yang, H., Tang, H., Zhu, C., Gong, Q., Zang, Y., et al. (2009) · PLoS ONE · doi:10.1371/journal.pone.0005226 · Cited by 635
How default is the default mode of brain function?
Fransson, P. (2006) · Neuropsychologia · doi:10.1016/j.neuropsychologia.2006.06.017 · Cited by 611
Salience network integrity predicts default mode network function after traumatic brain injury
Bonnelle, V., Ham, T. E., Leech, R., Kinnunen, K. M., Mehta, M. A., Greenwood, R. J., & Sharp, D. J. (2012) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1113455109 · Cited by 606
Echoes of the brain within the posterior cingulate cortex
Leech, R., Braga, R., & Sharp, D. J. (2012) · The Journal of Neuroscience · doi:10.1523/jneurosci.3689-11.2012 · Cited by 595
Superior Parietal Cortex Is Critical for the Manipulation of Information in Working Memory
Koenigs, M. R., Barbey, A. K., Postle, B. R., & Grafman, J. H. (2009) · Journal of Neuroscience · doi:10.1523/jneurosci.3706-09.2009 · Cited by 568
Cytology and functionally correlated circuits of human posterior cingulate areas
Vogt, B. A., Vogt, L., & Laureys, S. (2006) · NeuroImage · doi:10.1016/j.neuroimage.2005.07.048 · Cited by 484
Decreased connectivity and cerebellar activity in autism during motor task performance
Mostofsky, S. H., Powell, S. K., Simmonds, D. J., Goldberg, M. C., Caffo, B., & Pekar, J. J. (2009) · Brain · doi:10.1093/brain/awp088 · Cited by 450
Dynamic cooperation and competition between brain systems during cognitive control
Cocchi, L., Zalesky, A., Fornito, A., & Mattingley, J. B. (2013) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2013.08.006 · Cited by 429
Cognitive effort drives workspace configuration of human brain functional networks
Kitzbichler, M. G., Henson, R. N. A., Smith, M. L., Nathan, P. J., & Bullmore, E. T. (2011) · The Journal of Neuroscience · doi:10.1523/jneurosci.0440-11.2011 · Cited by 427
The validity of d prime as a working memory index: Results from the “Bergen n -back task”
Haatveit, B. C., Sundet, K. S., Hugdahl, K., Ueland, T., Melle, I. S., & Andreassen, O. A. (2010) · Journal of Clinical and Experimental Neuropsychology · doi:10.1080/13803391003596421 · Cited by 328
Intrinsic resting‐state activity predicts working memory brain activation and behavioral performance
Zou, Q., Ross, T. J., Gu, H., Geng, X., Zuo, X., Hong, L. E., Gao, J., Stein, E. A., Zang, Y., & Yang, Y. (2012) · Human Brain Mapping · doi:10.1002/hbm.22136 · Cited by 223
Self-citationHoney, G. D., Fu, C. H. Y., Kim, J., Brammer, M. J., Croudace, T. J., Suckling, J., Pich, E. M., Williams, S., & Bullmore, E. T. (2002) · NeuroImage · doi:10.1006/nimg.2002.1193 · Cited by 186
Nagel, I. E., Preuschhof, C., Li, S., Nyberg, L. H., Bäckman, L., Lindenberger, U., & Heekeren, H. R. (2010) · Journal of Cognitive Neuroscience · doi:10.1162/jocn.2010.21560 · Cited by 162
Repovš, G., & Barch, D. M. (2012) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2012.00137 · Cited by 139
Newton, A. T., Morgan, V. L., Rogers, B. P., & Gore, J. C. (2010) · Human Brain Mapping · doi:10.1002/hbm.21138 · Cited by 116
Working memory load modulation of parieto‐frontal connections: Evidence from dynamic causal modeling
Ma, L., Steinberg, J. L., Hasan, K. M., Narayana, P. A., Kramer, L. A., & Moeller, F. G. (2011) · Human Brain Mapping · doi:10.1002/hbm.21329 · Cited by 99
Complexity in Relational Processing Predicts Changes in Functional Brain Network Dynamics
Cocchi, L., Halford, G. S., Zalesky, A., Harding, I. H., Ramm, B. J., Cutmore, T. R. H., Shum, D., & Mattingley, J. B. (2013) · Cerebral Cortex · doi:10.1093/cercor/bht075 · Cited by 94
Honey, G. D. (2002) · NeuroImage · doi:10.1016/s1053-8119(02)91193-6 · Cited by 21
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Metadata
- Authors
- Liang, X., Zou, Q., He, Y., & Yang, Y.
- Affiliations
- National Institutes of Health (US)
- Peking University (CN)
- Corresponding author
- Liang, Xia
- Venue
- Cerebral Cortex
- Publisher
- Oxford University Press (OUP)
- Published
- 2015-01-16
- Volume
- 26
- Issue
- 4
- Pages
- 1501-1511
- ISSN
- 1047-3211 (ISSN-L)
- 1460-2199
- PMC
- PMC4785946
- OpenAlex
- W1968592137
- Cited by
- 261
- References
- 56
- Citations by year
- 2026: 11 · 2025: 31 · 2024: 26 · 2023: 22 · 2022: 19 · 2021: 31 · 2020: 17 · 2019: 24 · 2018: 28 · 2017: 21 · 2016: 25 · 2015: 6
- FWCI
- 16.05
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Licence
- public-domain
- Locations
- Cerebral Cortex (publishedVersion, public-domain)
- PubMed Central (publishedVersion, public-domain)
- PubMed (publishedVersion)
- HighWire Press Open Archive (submittedVersion)
- Funders
- National Natural Science Foundation of China (81201142, 81225012, 31221003, 81030028)
- National Institutes of Health
- National Science Fund for Distinguished Young Scholars (81225012)
- National Institute on Drug Abuse
- Topics
- Life Sciences › Neuroscience › Cognitive Neuroscience › Functional Brain Connectivity Studies
- Life Sciences › Neuroscience › Cognitive Neuroscience › Neural dynamics and brain function
- Life Sciences › Neuroscience › Cognitive Neuroscience › Neural and Behavioral Psychology Studies
- Keywords
- default mode network, frontoparietal network, salience network, working memory, cognitive load, functional connectivity, network topology, posterior cingulate cortex, superior parietal cortex
- MeSH terms
- Adult, Attention, Brain, Brain Mapping, Cognition, Female, Humans, Magnetic Resonance Imaging, Male, Memory, Short-Term, Neural Pathways, Young Adult, Executive Function
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