An altered balance of integrated and segregated brain activity is a marker of cognitive deficits following sleep deprivation
Sleep deprivation (SD) leads to impairments in cognitive function. Here, we tested the hypothesis that cognitive changes in the sleep-deprived brain can be explained by information processing within and between large-scale cortical networks. We acquired functional magnetic resonance imaging (fMRI) s...
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creator | Cross, Nathan E Pomares, Florence B Nguyen, Alex Perrault, Aurore A Jegou, Aude Uji, Makoto Lee, Kangjoo Razavipour, Fatemeh Ali, Obaï Bin Ka'b Aydin, Umit Benali, Habib Grova, Christophe Dang-Vu, Thien Thanh |
description | Sleep deprivation (SD) leads to impairments in cognitive function. Here, we tested the hypothesis that cognitive changes in the sleep-deprived brain can be explained by information processing within and between large-scale cortical networks. We acquired functional magnetic resonance imaging (fMRI) scans of 20 healthy volunteers during attention and executive tasks following a regular night of sleep, a night of SD, and a recovery nap containing nonrapid eye movement (NREM) sleep. Overall, SD was associated with increased cortex-wide functional integration, driven by a rise of integration within cortical networks. The ratio of within versus between network integration in the cortex increased further in the recovery nap, suggesting that prolonged wakefulness drives the cortex towards a state resembling sleep. This balance of integration and segregation in the sleep-deprived state was tightly associated with deficits in cognitive performance. This was a distinct and better marker of cognitive impairment than conventional indicators of homeostatic sleep pressure, as well as the pronounced thalamocortical connectivity changes that occurs towards falling asleep. Importantly, restoration of the balance between segregation and integration of cortical activity was also related to performance recovery after the nap, demonstrating a bidirectional effect. These results demonstrate that intra- and interindividual differences in cortical network integration and segregation during task performance may play a critical role in vulnerability to cognitive impairment in the sleep-deprived state. |
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Here, we tested the hypothesis that cognitive changes in the sleep-deprived brain can be explained by information processing within and between large-scale cortical networks. We acquired functional magnetic resonance imaging (fMRI) scans of 20 healthy volunteers during attention and executive tasks following a regular night of sleep, a night of SD, and a recovery nap containing nonrapid eye movement (NREM) sleep. Overall, SD was associated with increased cortex-wide functional integration, driven by a rise of integration within cortical networks. The ratio of within versus between network integration in the cortex increased further in the recovery nap, suggesting that prolonged wakefulness drives the cortex towards a state resembling sleep. This balance of integration and segregation in the sleep-deprived state was tightly associated with deficits in cognitive performance. This was a distinct and better marker of cognitive impairment than conventional indicators of homeostatic sleep pressure, as well as the pronounced thalamocortical connectivity changes that occurs towards falling asleep. Importantly, restoration of the balance between segregation and integration of cortical activity was also related to performance recovery after the nap, demonstrating a bidirectional effect. These results demonstrate that intra- and interindividual differences in cortical network integration and segregation during task performance may play a critical role in vulnerability to cognitive impairment in the sleep-deprived state.</description><identifier>ISSN: 1545-7885</identifier><identifier>ISSN: 1544-9173</identifier><identifier>EISSN: 1545-7885</identifier><identifier>DOI: 10.1371/journal.pbio.3001232</identifier><identifier>PMID: 34735431</identifier><language>eng</language><publisher>United States: Public Library of Science</publisher><subject>Behavior ; Biology and Life Sciences ; Biomarkers - metabolism ; Brain ; Brain - physiopathology ; Brain mapping ; Cerebral Cortex - physiopathology ; Cluster Analysis ; Cognition Disorders - physiopathology ; Cognitive ability ; Cognitive tasks ; Consciousness ; Cortex ; Data processing ; Electroencephalography ; Eye movements ; Female ; Functional integration ; Functional magnetic resonance imaging ; Humans ; Image acquisition ; Impairment ; Information processing ; Integration ; Magnetic resonance imaging ; Male ; Markers ; Medicine and Health Sciences ; Memory ; Nerve Net - physiopathology ; Neural networks ; Neuroimaging ; Night ; NREM sleep ; Recovery ; Research and Analysis Methods ; Scanners ; Sleep (NREM) ; Sleep and wakefulness ; Sleep deprivation ; Sleep Deprivation - physiopathology ; Social Sciences ; Thalamus ; Time series ; Wakefulness ; Wakefulness - physiology ; Young Adult</subject><ispartof>PLoS biology, 2021-11, Vol.19 (11), p.e3001232-e3001232</ispartof><rights>2021 Cross et al. This is an open access article distributed under the terms of the Creative Commons Attribution License: http://creativecommons.org/licenses/by/4.0/ (the “License”), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.</rights><rights>2021 Cross et al 2021 Cross et al</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c526t-10a7655cfc70745c2e593b91563ab3ed058e942263ccccc393e9e0331f8d29a53</citedby><cites>FETCH-LOGICAL-c526t-10a7655cfc70745c2e593b91563ab3ed058e942263ccccc393e9e0331f8d29a53</cites><orcidid>0000-0001-7158-1218 ; 0000-0002-1139-9825 ; 0000-0003-2839-610X ; 0000-0002-4253-4284 ; 0000-0002-6327-7811 ; 0000-0002-9445-6353 ; 0000-0001-9773-3515 ; 0000-0002-7325-7646</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC8568176/pdf/$$EPDF$$P50$$Gpubmedcentral$$Hfree_for_read</linktopdf><linktohtml>$$Uhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC8568176/$$EHTML$$P50$$Gpubmedcentral$$Hfree_for_read</linktohtml><link.rule.ids>230,314,723,776,780,860,881,2096,2915,23845,27901,27902,53766,53768,79569,79570</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/34735431$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Cross, Nathan E</creatorcontrib><creatorcontrib>Pomares, Florence B</creatorcontrib><creatorcontrib>Nguyen, Alex</creatorcontrib><creatorcontrib>Perrault, Aurore A</creatorcontrib><creatorcontrib>Jegou, Aude</creatorcontrib><creatorcontrib>Uji, Makoto</creatorcontrib><creatorcontrib>Lee, Kangjoo</creatorcontrib><creatorcontrib>Razavipour, Fatemeh</creatorcontrib><creatorcontrib>Ali, Obaï Bin Ka'b</creatorcontrib><creatorcontrib>Aydin, Umit</creatorcontrib><creatorcontrib>Benali, Habib</creatorcontrib><creatorcontrib>Grova, Christophe</creatorcontrib><creatorcontrib>Dang-Vu, Thien Thanh</creatorcontrib><title>An altered balance of integrated and segregated brain activity is a marker of cognitive deficits following sleep deprivation</title><title>PLoS biology</title><addtitle>PLoS Biol</addtitle><description>Sleep deprivation (SD) leads to impairments in cognitive function. Here, we tested the hypothesis that cognitive changes in the sleep-deprived brain can be explained by information processing within and between large-scale cortical networks. We acquired functional magnetic resonance imaging (fMRI) scans of 20 healthy volunteers during attention and executive tasks following a regular night of sleep, a night of SD, and a recovery nap containing nonrapid eye movement (NREM) sleep. Overall, SD was associated with increased cortex-wide functional integration, driven by a rise of integration within cortical networks. The ratio of within versus between network integration in the cortex increased further in the recovery nap, suggesting that prolonged wakefulness drives the cortex towards a state resembling sleep. This balance of integration and segregation in the sleep-deprived state was tightly associated with deficits in cognitive performance. This was a distinct and better marker of cognitive impairment than conventional indicators of homeostatic sleep pressure, as well as the pronounced thalamocortical connectivity changes that occurs towards falling asleep. Importantly, restoration of the balance between segregation and integration of cortical activity was also related to performance recovery after the nap, demonstrating a bidirectional effect. 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physiopathology</subject><subject>Neural networks</subject><subject>Neuroimaging</subject><subject>Night</subject><subject>NREM sleep</subject><subject>Recovery</subject><subject>Research and Analysis Methods</subject><subject>Scanners</subject><subject>Sleep (NREM)</subject><subject>Sleep and wakefulness</subject><subject>Sleep deprivation</subject><subject>Sleep Deprivation - physiopathology</subject><subject>Social Sciences</subject><subject>Thalamus</subject><subject>Time series</subject><subject>Wakefulness</subject><subject>Wakefulness - physiology</subject><subject>Young Adult</subject><issn>1545-7885</issn><issn>1544-9173</issn><issn>1545-7885</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2021</creationdate><recordtype>article</recordtype><sourceid>EIF</sourceid><sourceid>BENPR</sourceid><sourceid>DOA</sourceid><recordid>eNptUl1vFCEUnRiNrav_wCiJL77syscwDC8mTVO1SRNf9JkwcGdkZWEFdpsm_vgy3W3TGnmBe-85h3vgNs1bgleECfJpHXcpaL_aDi6uGMaEMvqsOSW85UvR9_z5o_NJ8yrnNcaUStq_bE5YKxhvGTlt_p4FpH2BBBYN2utgAMURuVBgSrrUrA4W5RrAdBcOSbtKMcXtXblBLiONNjr9hjTzTJyCqyVAFkZnXMlojN7HaxcmlD3Atha2ye11cTG8bl6M2md4c9wXzc8vFz_Ovy2vvn-9PD-7WhpOu7IkWIuOczMagUXLDQUu2SAJ75geGFjMe5AtpR0z82KSgQTMGBl7S6XmbNG8P-hufczq-HBZ0Y5gyWTfk4q4PCBs1GtVG6yWblTUTt0lYpqUTsUZD6pl7TBKsENLREss1ZSYkdBeGiGG0XZV6_Pxtt2wAWsglKT9E9GnleB-qSnuVc-7nohZ4ONRIMU_O8hFbVw24OvvQNzVvnl1K4msn7hoPvwD_b-79oAyKeacYHxohmA1D9M9S83DpI7DVGnvHht5IN1PD7sFnrXJ5Q</recordid><startdate>20211101</startdate><enddate>20211101</enddate><creator>Cross, Nathan E</creator><creator>Pomares, Florence B</creator><creator>Nguyen, Alex</creator><creator>Perrault, Aurore A</creator><creator>Jegou, Aude</creator><creator>Uji, Makoto</creator><creator>Lee, Kangjoo</creator><creator>Razavipour, Fatemeh</creator><creator>Ali, Obaï Bin Ka'b</creator><creator>Aydin, Umit</creator><creator>Benali, Habib</creator><creator>Grova, Christophe</creator><creator>Dang-Vu, Thien Thanh</creator><general>Public Library of Science</general><general>Public Library of Science (PLoS)</general><scope>CGR</scope><scope>CUY</scope><scope>CVF</scope><scope>ECM</scope><scope>EIF</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>3V.</scope><scope>7QG</scope><scope>7QL</scope><scope>7SN</scope><scope>7SS</scope><scope>7T5</scope><scope>7TK</scope><scope>7TM</scope><scope>7X7</scope><scope>7XB</scope><scope>88E</scope><scope>8FD</scope><scope>8FE</scope><scope>8FH</scope><scope>8FI</scope><scope>8FJ</scope><scope>8FK</scope><scope>ABUWG</scope><scope>AEUYN</scope><scope>AFKRA</scope><scope>ATCPS</scope><scope>AZQEC</scope><scope>BBNVY</scope><scope>BENPR</scope><scope>BHPHI</scope><scope>C1K</scope><scope>CCPQU</scope><scope>DWQXO</scope><scope>FR3</scope><scope>FYUFA</scope><scope>GHDGH</scope><scope>GNUQQ</scope><scope>H94</scope><scope>HCIFZ</scope><scope>K9.</scope><scope>LK8</scope><scope>M0S</scope><scope>M1P</scope><scope>M7N</scope><scope>M7P</scope><scope>P64</scope><scope>PATMY</scope><scope>PHGZM</scope><scope>PHGZT</scope><scope>PIMPY</scope><scope>PJZUB</scope><scope>PKEHL</scope><scope>PPXIY</scope><scope>PQEST</scope><scope>PQGLB</scope><scope>PQQKQ</scope><scope>PQUKI</scope><scope>PRINS</scope><scope>PYCSY</scope><scope>RC3</scope><scope>7X8</scope><scope>5PM</scope><scope>DOA</scope><scope>CZG</scope><orcidid>https://orcid.org/0000-0001-7158-1218</orcidid><orcidid>https://orcid.org/0000-0002-1139-9825</orcidid><orcidid>https://orcid.org/0000-0003-2839-610X</orcidid><orcidid>https://orcid.org/0000-0002-4253-4284</orcidid><orcidid>https://orcid.org/0000-0002-6327-7811</orcidid><orcidid>https://orcid.org/0000-0002-9445-6353</orcidid><orcidid>https://orcid.org/0000-0001-9773-3515</orcidid><orcidid>https://orcid.org/0000-0002-7325-7646</orcidid></search><sort><creationdate>20211101</creationdate><title>An altered balance of integrated and segregated brain activity is a marker of cognitive deficits following sleep deprivation</title><author>Cross, Nathan E ; Pomares, Florence B ; Nguyen, Alex ; Perrault, Aurore A ; Jegou, Aude ; Uji, Makoto ; Lee, Kangjoo ; Razavipour, Fatemeh ; Ali, Obaï Bin Ka'b ; Aydin, Umit ; Benali, Habib ; Grova, Christophe ; Dang-Vu, Thien Thanh</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c526t-10a7655cfc70745c2e593b91563ab3ed058e942263ccccc393e9e0331f8d29a53</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2021</creationdate><topic>Behavior</topic><topic>Biology and Life Sciences</topic><topic>Biomarkers - 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Here, we tested the hypothesis that cognitive changes in the sleep-deprived brain can be explained by information processing within and between large-scale cortical networks. We acquired functional magnetic resonance imaging (fMRI) scans of 20 healthy volunteers during attention and executive tasks following a regular night of sleep, a night of SD, and a recovery nap containing nonrapid eye movement (NREM) sleep. Overall, SD was associated with increased cortex-wide functional integration, driven by a rise of integration within cortical networks. The ratio of within versus between network integration in the cortex increased further in the recovery nap, suggesting that prolonged wakefulness drives the cortex towards a state resembling sleep. This balance of integration and segregation in the sleep-deprived state was tightly associated with deficits in cognitive performance. This was a distinct and better marker of cognitive impairment than conventional indicators of homeostatic sleep pressure, as well as the pronounced thalamocortical connectivity changes that occurs towards falling asleep. Importantly, restoration of the balance between segregation and integration of cortical activity was also related to performance recovery after the nap, demonstrating a bidirectional effect. 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subjects | Behavior Biology and Life Sciences Biomarkers - metabolism Brain Brain - physiopathology Brain mapping Cerebral Cortex - physiopathology Cluster Analysis Cognition Disorders - physiopathology Cognitive ability Cognitive tasks Consciousness Cortex Data processing Electroencephalography Eye movements Female Functional integration Functional magnetic resonance imaging Humans Image acquisition Impairment Information processing Integration Magnetic resonance imaging Male Markers Medicine and Health Sciences Memory Nerve Net - physiopathology Neural networks Neuroimaging Night NREM sleep Recovery Research and Analysis Methods Scanners Sleep (NREM) Sleep and wakefulness Sleep deprivation Sleep Deprivation - physiopathology Social Sciences Thalamus Time series Wakefulness Wakefulness - physiology Young Adult |
title | An altered balance of integrated and segregated brain activity is a marker of cognitive deficits following sleep deprivation |
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