Network localization of heterogeneous neuroimaging findings
Studies of the same disease often implicate different brain regions, contributing to a perceived reproducibility crisis in neuroimaging. Using neurodegenerative disease as an example, Darby et al. report that different brain regions highlighted in different studies actually belong to common disease-...
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Veröffentlicht in: | Brain (London, England : 1878) England : 1878), 2019-01, Vol.142 (1), p.70-79 |
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creator | Darby, R Ryan Joutsa, Juho Fox, Michael D |
description | Studies of the same disease often implicate different brain regions, contributing to a perceived reproducibility crisis in neuroimaging. Using neurodegenerative disease as an example, Darby et al. report that different brain regions highlighted in different studies actually belong to common disease-specific networks, with specific symptoms localizing to common symptom-specific networks.
Abstract
Studies of the same disease often implicate different brain regions, contributing to a perceived reproducibility crisis in neuroimaging. Here, we leverage the normative human brain connectome to test whether seemingly heterogeneous neuroimaging findings localize to connected brain networks. We use neurodegenerative disease, and specifically Alzheimer's disease, as our example as it is one of the diseases that has been studied the most using neuroimaging. First, we show that neuroimaging findings in Alzheimer's disease occur in different brain regions across different studies but localize to the same functionally connected brain network. Second, we show that neuroimaging findings across different neurodegenerative diseases (Alzheimer's disease, frontotemporal dementia, corticobasal syndrome, and progressive non-fluent aphasia) localize to different disease-specific brain networks. Finally, we show that neuroimaging findings for a specific symptom within a disease (delusions in Alzheimer's disease) localize to a symptom-specific brain network. Our results suggest that neuroimaging studies that appear poorly reproducible may identify different regions within the same connected brain network. Human connectome data can be used to link heterogeneous neuroimaging findings to common neuroanatomy, improving localization of neuropsychiatric diseases and symptoms. |
doi_str_mv | 10.1093/brain/awy292 |
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Abstract
Studies of the same disease often implicate different brain regions, contributing to a perceived reproducibility crisis in neuroimaging. Here, we leverage the normative human brain connectome to test whether seemingly heterogeneous neuroimaging findings localize to connected brain networks. We use neurodegenerative disease, and specifically Alzheimer's disease, as our example as it is one of the diseases that has been studied the most using neuroimaging. First, we show that neuroimaging findings in Alzheimer's disease occur in different brain regions across different studies but localize to the same functionally connected brain network. Second, we show that neuroimaging findings across different neurodegenerative diseases (Alzheimer's disease, frontotemporal dementia, corticobasal syndrome, and progressive non-fluent aphasia) localize to different disease-specific brain networks. Finally, we show that neuroimaging findings for a specific symptom within a disease (delusions in Alzheimer's disease) localize to a symptom-specific brain network. Our results suggest that neuroimaging studies that appear poorly reproducible may identify different regions within the same connected brain network. Human connectome data can be used to link heterogeneous neuroimaging findings to common neuroanatomy, improving localization of neuropsychiatric diseases and symptoms.</description><identifier>ISSN: 0006-8950</identifier><identifier>EISSN: 1460-2156</identifier><identifier>DOI: 10.1093/brain/awy292</identifier><identifier>PMID: 30551186</identifier><language>eng</language><publisher>England: Oxford University Press</publisher><subject>Alzheimer Disease - pathology ; Atrophy - pathology ; Brain - pathology ; Connectome ; Delusions - pathology ; Humans ; Neural Pathways - pathology ; Neurodegenerative Diseases - pathology ; Neuroimaging - statistics & numerical data ; Original</subject><ispartof>Brain (London, England : 1878), 2019-01, Vol.142 (1), p.70-79</ispartof><rights>The Author(s) (2018). Published by Oxford University Press on behalf of the Guarantors of Brain. All rights reserved. For permissions, please email: journals.permissions@oup.com 2018</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c416t-543fea7fd65c8e7e5fcb0b24051bc42a17b84097b57aa4616b0aaf00e9356b433</citedby><cites>FETCH-LOGICAL-c416t-543fea7fd65c8e7e5fcb0b24051bc42a17b84097b57aa4616b0aaf00e9356b433</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>230,314,780,784,885,1583,27923,27924</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/30551186$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Darby, R Ryan</creatorcontrib><creatorcontrib>Joutsa, Juho</creatorcontrib><creatorcontrib>Fox, Michael D</creatorcontrib><title>Network localization of heterogeneous neuroimaging findings</title><title>Brain (London, England : 1878)</title><addtitle>Brain</addtitle><description>Studies of the same disease often implicate different brain regions, contributing to a perceived reproducibility crisis in neuroimaging. Using neurodegenerative disease as an example, Darby et al. report that different brain regions highlighted in different studies actually belong to common disease-specific networks, with specific symptoms localizing to common symptom-specific networks.
Abstract
Studies of the same disease often implicate different brain regions, contributing to a perceived reproducibility crisis in neuroimaging. Here, we leverage the normative human brain connectome to test whether seemingly heterogeneous neuroimaging findings localize to connected brain networks. We use neurodegenerative disease, and specifically Alzheimer's disease, as our example as it is one of the diseases that has been studied the most using neuroimaging. First, we show that neuroimaging findings in Alzheimer's disease occur in different brain regions across different studies but localize to the same functionally connected brain network. Second, we show that neuroimaging findings across different neurodegenerative diseases (Alzheimer's disease, frontotemporal dementia, corticobasal syndrome, and progressive non-fluent aphasia) localize to different disease-specific brain networks. Finally, we show that neuroimaging findings for a specific symptom within a disease (delusions in Alzheimer's disease) localize to a symptom-specific brain network. Our results suggest that neuroimaging studies that appear poorly reproducible may identify different regions within the same connected brain network. Human connectome data can be used to link heterogeneous neuroimaging findings to common neuroanatomy, improving localization of neuropsychiatric diseases and symptoms.</description><subject>Alzheimer Disease - pathology</subject><subject>Atrophy - pathology</subject><subject>Brain - pathology</subject><subject>Connectome</subject><subject>Delusions - pathology</subject><subject>Humans</subject><subject>Neural Pathways - pathology</subject><subject>Neurodegenerative Diseases - pathology</subject><subject>Neuroimaging - statistics & numerical data</subject><subject>Original</subject><issn>0006-8950</issn><issn>1460-2156</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2019</creationdate><recordtype>article</recordtype><sourceid>EIF</sourceid><recordid>eNp9kD1PwzAQhi0EoqWwMaNsMBB6jj-SCAkJVXxJFSwwW3bqtIbULnZCVX49oSkVLEw33KP33nsQOsZwgSEnQ-WlsUO5XCV5soP6mHKIE8z4LuoDAI-znEEPHYTwCoApSfg-6hFgDOOM99Hlo66Xzr9FlStkZT5lbZyNXBnNdK29m2qrXRMiqxvvzFxOjZ1GpbGTdoZDtFfKKuijzRygl9ub59F9PH66exhdj-OCYl7HjJJSy7SccFZkOtWsLBSohALDqqCJxKnKKOSpYqmUlGOuQMoSQOeEcUUJGaCrLnfRqLmeFNrWXlZi4dtCfiWcNOLvxpqZmLoPwQlkBOM24GwT4N17o0Mt5iYUuqrk-jvR6ko5h5zzFj3v0MK7ELwut2cwiG_fYu1bdL5b_OR3tS38I7gFTjvANYv_o74AjU6Mxg</recordid><startdate>20190101</startdate><enddate>20190101</enddate><creator>Darby, R Ryan</creator><creator>Joutsa, Juho</creator><creator>Fox, Michael D</creator><general>Oxford University Press</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>7X8</scope><scope>5PM</scope></search><sort><creationdate>20190101</creationdate><title>Network localization of heterogeneous neuroimaging findings</title><author>Darby, R Ryan ; Joutsa, Juho ; Fox, Michael D</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c416t-543fea7fd65c8e7e5fcb0b24051bc42a17b84097b57aa4616b0aaf00e9356b433</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2019</creationdate><topic>Alzheimer Disease - pathology</topic><topic>Atrophy - pathology</topic><topic>Brain - pathology</topic><topic>Connectome</topic><topic>Delusions - pathology</topic><topic>Humans</topic><topic>Neural Pathways - pathology</topic><topic>Neurodegenerative Diseases - pathology</topic><topic>Neuroimaging - statistics & numerical data</topic><topic>Original</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Darby, R Ryan</creatorcontrib><creatorcontrib>Joutsa, Juho</creatorcontrib><creatorcontrib>Fox, Michael D</creatorcontrib><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>MEDLINE - Academic</collection><collection>PubMed Central (Full Participant titles)</collection><jtitle>Brain (London, England : 1878)</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Darby, R Ryan</au><au>Joutsa, Juho</au><au>Fox, Michael D</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Network localization of heterogeneous neuroimaging findings</atitle><jtitle>Brain (London, England : 1878)</jtitle><addtitle>Brain</addtitle><date>2019-01-01</date><risdate>2019</risdate><volume>142</volume><issue>1</issue><spage>70</spage><epage>79</epage><pages>70-79</pages><issn>0006-8950</issn><eissn>1460-2156</eissn><abstract>Studies of the same disease often implicate different brain regions, contributing to a perceived reproducibility crisis in neuroimaging. Using neurodegenerative disease as an example, Darby et al. report that different brain regions highlighted in different studies actually belong to common disease-specific networks, with specific symptoms localizing to common symptom-specific networks.
Abstract
Studies of the same disease often implicate different brain regions, contributing to a perceived reproducibility crisis in neuroimaging. Here, we leverage the normative human brain connectome to test whether seemingly heterogeneous neuroimaging findings localize to connected brain networks. We use neurodegenerative disease, and specifically Alzheimer's disease, as our example as it is one of the diseases that has been studied the most using neuroimaging. First, we show that neuroimaging findings in Alzheimer's disease occur in different brain regions across different studies but localize to the same functionally connected brain network. Second, we show that neuroimaging findings across different neurodegenerative diseases (Alzheimer's disease, frontotemporal dementia, corticobasal syndrome, and progressive non-fluent aphasia) localize to different disease-specific brain networks. Finally, we show that neuroimaging findings for a specific symptom within a disease (delusions in Alzheimer's disease) localize to a symptom-specific brain network. Our results suggest that neuroimaging studies that appear poorly reproducible may identify different regions within the same connected brain network. Human connectome data can be used to link heterogeneous neuroimaging findings to common neuroanatomy, improving localization of neuropsychiatric diseases and symptoms.</abstract><cop>England</cop><pub>Oxford University Press</pub><pmid>30551186</pmid><doi>10.1093/brain/awy292</doi><tpages>10</tpages><oa>free_for_read</oa></addata></record> |
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subjects | Alzheimer Disease - pathology Atrophy - pathology Brain - pathology Connectome Delusions - pathology Humans Neural Pathways - pathology Neurodegenerative Diseases - pathology Neuroimaging - statistics & numerical data Original |
title | Network localization of heterogeneous neuroimaging findings |
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