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Altered causal connectivity of resting state brain networks in amnesic MCI
Most neuroimaging studies of resting state networks in amnesic mild cognitive impairment (aMCI) have concentrated on functional connectivity (FC) based on instantaneous correlation in a single network. The purpose of the current study was to investigate effective connectivity in aMCI patients based...
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Published in: | PloS one 2014-03, Vol.9 (3), p.e88476 |
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description | Most neuroimaging studies of resting state networks in amnesic mild cognitive impairment (aMCI) have concentrated on functional connectivity (FC) based on instantaneous correlation in a single network. The purpose of the current study was to investigate effective connectivity in aMCI patients based on Granger causality of four important networks at resting state derived from functional magnetic resonance imaging data--default mode network (DMN), hippocampal cortical memory network (HCMN), dorsal attention network (DAN) and fronto-parietal control network (FPCN). Structural and functional MRI data were collected from 16 aMCI patients and 16 age, gender-matched healthy controls. Correlation-purged Granger causality analysis was used, taking gray matter atrophy as covariates, to compare the group difference between aMCI patients and healthy controls. We found that the causal connectivity between networks in aMCI patients was significantly altered with both increases and decreases in the aMCI group as compared to healthy controls. Some alterations were significantly correlated with the disease severity as measured by mini-mental state examination (MMSE), and California verbal learning test (CVLT) scores. When the whole-brain signal averaged over the entire brain was used as a nuisance co-variate, the within-group maps were significantly altered while the between-group difference maps did not. These results suggest that the alterations in causal influences may be one of the possible underlying substrates of cognitive impairments in aMCI. The present study extends and complements previous FC studies and demonstrates the coexistence of causal disconnection and compensation in aMCI patients, and thus might provide insights into biological mechanism of the disease. |
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The purpose of the current study was to investigate effective connectivity in aMCI patients based on Granger causality of four important networks at resting state derived from functional magnetic resonance imaging data--default mode network (DMN), hippocampal cortical memory network (HCMN), dorsal attention network (DAN) and fronto-parietal control network (FPCN). Structural and functional MRI data were collected from 16 aMCI patients and 16 age, gender-matched healthy controls. Correlation-purged Granger causality analysis was used, taking gray matter atrophy as covariates, to compare the group difference between aMCI patients and healthy controls. We found that the causal connectivity between networks in aMCI patients was significantly altered with both increases and decreases in the aMCI group as compared to healthy controls. Some alterations were significantly correlated with the disease severity as measured by mini-mental state examination (MMSE), and California verbal learning test (CVLT) scores. When the whole-brain signal averaged over the entire brain was used as a nuisance co-variate, the within-group maps were significantly altered while the between-group difference maps did not. These results suggest that the alterations in causal influences may be one of the possible underlying substrates of cognitive impairments in aMCI. The present study extends and complements previous FC studies and demonstrates the coexistence of causal disconnection and compensation in aMCI patients, and thus might provide insights into biological mechanism of the disease.</description><identifier>ISSN: 1932-6203</identifier><identifier>EISSN: 1932-6203</identifier><identifier>DOI: 10.1371/journal.pone.0088476</identifier><identifier>PMID: 24613934</identifier><language>eng</language><publisher>United States: Public Library of Science</publisher><subject>Activities of daily living ; Aged ; Aging ; Alzheimer's disease ; Amnesia - physiopathology ; Atrophy ; Attention ; Attention - physiology ; Biology ; Biomedical engineering ; Brain ; Brain - physiopathology ; Brain mapping ; Causality ; Cerebral Cortex - physiopathology ; Coexistence ; Cognition & reasoning ; Cognitive ability ; Cognitive Dysfunction - physiopathology ; Correlation ; Correlation analysis ; Cortex ; Dementia ; Demography ; Disease control ; Education ; Female ; Functional magnetic resonance imaging ; Head ; Hippocampus ; Hospitals ; Humans ; Informatics ; Laboratories ; Learning ; Magnetic resonance ; Magnetic resonance imaging ; Male ; Medical imaging ; Medical research ; Medicine ; Memory ; Memory - physiology ; Motion ; Nerve Net - physiopathology ; Networks ; Neural networks ; Neuroimaging ; Neurology ; Neuropsychological Tests ; Neurosciences ; NMR ; Nuclear magnetic resonance ; Patients ; Rest ; Structure-function relationships ; Studies ; Substantia grisea ; Substrates ; Time series</subject><ispartof>PloS one, 2014-03, Vol.9 (3), p.e88476</ispartof><rights>COPYRIGHT 2014 Public Library of Science</rights><rights>2014 Liang 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. 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The purpose of the current study was to investigate effective connectivity in aMCI patients based on Granger causality of four important networks at resting state derived from functional magnetic resonance imaging data--default mode network (DMN), hippocampal cortical memory network (HCMN), dorsal attention network (DAN) and fronto-parietal control network (FPCN). Structural and functional MRI data were collected from 16 aMCI patients and 16 age, gender-matched healthy controls. Correlation-purged Granger causality analysis was used, taking gray matter atrophy as covariates, to compare the group difference between aMCI patients and healthy controls. We found that the causal connectivity between networks in aMCI patients was significantly altered with both increases and decreases in the aMCI group as compared to healthy controls. Some alterations were significantly correlated with the disease severity as measured by mini-mental state examination (MMSE), and California verbal learning test (CVLT) scores. When the whole-brain signal averaged over the entire brain was used as a nuisance co-variate, the within-group maps were significantly altered while the between-group difference maps did not. These results suggest that the alterations in causal influences may be one of the possible underlying substrates of cognitive impairments in aMCI. The present study extends and complements previous FC studies and demonstrates the coexistence of causal disconnection and compensation in aMCI patients, and thus might provide insights into biological mechanism of the disease.</description><subject>Activities of daily living</subject><subject>Aged</subject><subject>Aging</subject><subject>Alzheimer's disease</subject><subject>Amnesia - physiopathology</subject><subject>Atrophy</subject><subject>Attention</subject><subject>Attention - physiology</subject><subject>Biology</subject><subject>Biomedical engineering</subject><subject>Brain</subject><subject>Brain - physiopathology</subject><subject>Brain mapping</subject><subject>Causality</subject><subject>Cerebral Cortex - physiopathology</subject><subject>Coexistence</subject><subject>Cognition & reasoning</subject><subject>Cognitive ability</subject><subject>Cognitive Dysfunction - physiopathology</subject><subject>Correlation</subject><subject>Correlation analysis</subject><subject>Cortex</subject><subject>Dementia</subject><subject>Demography</subject><subject>Disease control</subject><subject>Education</subject><subject>Female</subject><subject>Functional magnetic resonance imaging</subject><subject>Head</subject><subject>Hippocampus</subject><subject>Hospitals</subject><subject>Humans</subject><subject>Informatics</subject><subject>Laboratories</subject><subject>Learning</subject><subject>Magnetic resonance</subject><subject>Magnetic resonance imaging</subject><subject>Male</subject><subject>Medical imaging</subject><subject>Medical research</subject><subject>Medicine</subject><subject>Memory</subject><subject>Memory - physiology</subject><subject>Motion</subject><subject>Nerve Net - physiopathology</subject><subject>Networks</subject><subject>Neural networks</subject><subject>Neuroimaging</subject><subject>Neurology</subject><subject>Neuropsychological Tests</subject><subject>Neurosciences</subject><subject>NMR</subject><subject>Nuclear magnetic resonance</subject><subject>Patients</subject><subject>Rest</subject><subject>Structure-function relationships</subject><subject>Studies</subject><subject>Substantia grisea</subject><subject>Substrates</subject><subject>Time series</subject><issn>1932-6203</issn><issn>1932-6203</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2014</creationdate><recordtype>article</recordtype><sourceid>PIMPY</sourceid><sourceid>DOA</sourceid><recordid>eNqNkl2LEzEUhgdR3HX1H4gOCKIXrcnkY2ZuhFL8qKws-HUbzmTOtKnTpJukq_vvTe3s0pG9kAQSTp7zJufkzbKnlEwpK-mbtdt5C_106yxOCakqXsp72SmtWTGRBWH3j_Yn2aMQ1oQIVkn5MDspuKSsZvw0-zTrI3pscw27AH2unbWoo7ky8Tp3Xe4xRGOXeYgQMW88GJtbjL-c_xnytIeNxWB0_nm-eJw96KAP-GRYz7Lv7999m3-cnF98WMxn5xMt6yJOJHDRUSrbutEgq5oLoIWQHBCKsoFKUIEsRVvgVLcoeFlUum06BgXjiWdn2fOD7rZ3QQ1tCIoKIkkphCSJWByI1sFabb3ZgL9WDoz6G3B-qcBHo3tUlIKUrCVINOeVqKHWvEFWlUVdYJpJ6-1w267ZYKvRRg_9SHR8Ys1KLd2VSjVUteBJ4NUg4N3lLrVTbUzQ2Pdg0e0O7y5rmtiEvvgHvbu6gVpCKsDYzqV79V5UzXhZlWWRuERN76DSaHFj0i9jZ1J8lPB6lJCYiL_jMvkiqMXXL__PXvwYsy-P2BVCH1fB9btonA1jkB9A7V0IHrvbJlOi9pa_6YbaW14Nlk9pz44_6DbpxuPsD3Ea-lo</recordid><startdate>20140310</startdate><enddate>20140310</enddate><creator>Liang, Peipeng</creator><creator>Li, Zhihao</creator><creator>Deshpande, Gopikrishna</creator><creator>Wang, Zhiqun</creator><creator>Hu, Xiaoping</creator><creator>Li, Kuncheng</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>IOV</scope><scope>ISR</scope><scope>3V.</scope><scope>7QG</scope><scope>7QL</scope><scope>7QO</scope><scope>7RV</scope><scope>7SN</scope><scope>7SS</scope><scope>7T5</scope><scope>7TG</scope><scope>7TM</scope><scope>7U9</scope><scope>7X2</scope><scope>7X7</scope><scope>7XB</scope><scope>88E</scope><scope>8AO</scope><scope>8C1</scope><scope>8FD</scope><scope>8FE</scope><scope>8FG</scope><scope>8FH</scope><scope>8FI</scope><scope>8FJ</scope><scope>8FK</scope><scope>ABJCF</scope><scope>ABUWG</scope><scope>AEUYN</scope><scope>AFKRA</scope><scope>ARAPS</scope><scope>ATCPS</scope><scope>AZQEC</scope><scope>BBNVY</scope><scope>BENPR</scope><scope>BGLVJ</scope><scope>BHPHI</scope><scope>C1K</scope><scope>CCPQU</scope><scope>D1I</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>KB.</scope><scope>KB0</scope><scope>KL.</scope><scope>L6V</scope><scope>LK8</scope><scope>M0K</scope><scope>M0S</scope><scope>M1P</scope><scope>M7N</scope><scope>M7P</scope><scope>M7S</scope><scope>NAPCQ</scope><scope>P5Z</scope><scope>P62</scope><scope>P64</scope><scope>PATMY</scope><scope>PDBOC</scope><scope>PIMPY</scope><scope>PQEST</scope><scope>PQQKQ</scope><scope>PQUKI</scope><scope>PRINS</scope><scope>PTHSS</scope><scope>PYCSY</scope><scope>RC3</scope><scope>7X8</scope><scope>5PM</scope><scope>DOA</scope></search><sort><creationdate>20140310</creationdate><title>Altered causal connectivity of resting state brain networks in amnesic MCI</title><author>Liang, Peipeng ; Li, Zhihao ; Deshpande, Gopikrishna ; Wang, Zhiqun ; Hu, Xiaoping ; Li, Kuncheng</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c692t-6a45f116d9bca68945a12564aea27ba8515e3945da41cde54728cdbf3a2346893</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2014</creationdate><topic>Activities of daily living</topic><topic>Aged</topic><topic>Aging</topic><topic>Alzheimer's disease</topic><topic>Amnesia - physiopathology</topic><topic>Atrophy</topic><topic>Attention</topic><topic>Attention - physiology</topic><topic>Biology</topic><topic>Biomedical engineering</topic><topic>Brain</topic><topic>Brain - physiopathology</topic><topic>Brain mapping</topic><topic>Causality</topic><topic>Cerebral Cortex - physiopathology</topic><topic>Coexistence</topic><topic>Cognition & reasoning</topic><topic>Cognitive ability</topic><topic>Cognitive Dysfunction - physiopathology</topic><topic>Correlation</topic><topic>Correlation analysis</topic><topic>Cortex</topic><topic>Dementia</topic><topic>Demography</topic><topic>Disease control</topic><topic>Education</topic><topic>Female</topic><topic>Functional magnetic resonance imaging</topic><topic>Head</topic><topic>Hippocampus</topic><topic>Hospitals</topic><topic>Humans</topic><topic>Informatics</topic><topic>Laboratories</topic><topic>Learning</topic><topic>Magnetic resonance</topic><topic>Magnetic resonance imaging</topic><topic>Male</topic><topic>Medical imaging</topic><topic>Medical research</topic><topic>Medicine</topic><topic>Memory</topic><topic>Memory - 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The purpose of the current study was to investigate effective connectivity in aMCI patients based on Granger causality of four important networks at resting state derived from functional magnetic resonance imaging data--default mode network (DMN), hippocampal cortical memory network (HCMN), dorsal attention network (DAN) and fronto-parietal control network (FPCN). Structural and functional MRI data were collected from 16 aMCI patients and 16 age, gender-matched healthy controls. Correlation-purged Granger causality analysis was used, taking gray matter atrophy as covariates, to compare the group difference between aMCI patients and healthy controls. We found that the causal connectivity between networks in aMCI patients was significantly altered with both increases and decreases in the aMCI group as compared to healthy controls. Some alterations were significantly correlated with the disease severity as measured by mini-mental state examination (MMSE), and California verbal learning test (CVLT) scores. When the whole-brain signal averaged over the entire brain was used as a nuisance co-variate, the within-group maps were significantly altered while the between-group difference maps did not. These results suggest that the alterations in causal influences may be one of the possible underlying substrates of cognitive impairments in aMCI. The present study extends and complements previous FC studies and demonstrates the coexistence of causal disconnection and compensation in aMCI patients, and thus might provide insights into biological mechanism of the disease.</abstract><cop>United States</cop><pub>Public Library of Science</pub><pmid>24613934</pmid><doi>10.1371/journal.pone.0088476</doi><tpages>e88476</tpages><oa>free_for_read</oa></addata></record> |
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subjects | Activities of daily living Aged Aging Alzheimer's disease Amnesia - physiopathology Atrophy Attention Attention - physiology Biology Biomedical engineering Brain Brain - physiopathology Brain mapping Causality Cerebral Cortex - physiopathology Coexistence Cognition & reasoning Cognitive ability Cognitive Dysfunction - physiopathology Correlation Correlation analysis Cortex Dementia Demography Disease control Education Female Functional magnetic resonance imaging Head Hippocampus Hospitals Humans Informatics Laboratories Learning Magnetic resonance Magnetic resonance imaging Male Medical imaging Medical research Medicine Memory Memory - physiology Motion Nerve Net - physiopathology Networks Neural networks Neuroimaging Neurology Neuropsychological Tests Neurosciences NMR Nuclear magnetic resonance Patients Rest Structure-function relationships Studies Substantia grisea Substrates Time series |
title | Altered causal connectivity of resting state brain networks in amnesic MCI |
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