Abnormal segments of right uncinate fasciculus and left anterior thalamic radiation in major and bipolar depression
Differential brain structural abnormalities between bipolar disorder (BD) and major depressive disorder (MDD) may reflect different pathological mechanisms underlying these two brain disorders. However, few studies have directly compared the brain structural properties, especially in white matter (W...
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creator | Deng, Feng Wang, Ying Huang, Huiyuan Niu, Meiqi Zhong, Shuming Zhao, Ling Qi, Zhangzhang Wu, Xiaoyan Sun, Yao Niu, Chen He, Yuan Huang, Li Huang, Ruiwang |
description | Differential brain structural abnormalities between bipolar disorder (BD) and major depressive disorder (MDD) may reflect different pathological mechanisms underlying these two brain disorders. However, few studies have directly compared the brain structural properties, especially in white matter (WM) tracts, between BD and MDD. Using automated fiber-tract quantification (AFQ), we utilized diffusion tensor images (DTI) from 67 unmedicated depressed patients, including 31 BD and 36 MDD, and 45 healthy controls (HC) to create fractional anisotropy (FA) tract profiles along 20 major WM tracts. Then, we compared between-group differences in FA values at each node along the fiber tracts. To differentiate the BD and the MDD, we enrolled the diffusion measures of the tract profiles into support vector machine (SVM), a type of machine learning algorithm. The BD showed lower FA in the insular cortex portion of the right uncinate fasciculus (UF) compared to the MDD and in the prefrontal lobe portion of the right UF compared to the HC. The MDD showed lower FA in the prefrontal lobe portion of the left anterior thalamic radiation (ATR) compared to the HC. Using the SVM approach, we found the FA tract profile of the left ATR can be used to differentiate the BD and the MDD at an accuracy up to 68.33% (p=0.018). These findings suggested that the BD and the MDD may be characterized by different abnormalities in specific segments of brain WM tracts, especially in two frontal-situated tracts, the right UF and the left ATR.
•Analyzed major WM tracts in unmedicated depressed BD and MDD using AFQ.•Found lower FA in specific segments in right UF and left ATR in BD and MDD.•Detected differences in FA in insular cortex part of right UF between BD and MDD.•SVM analysis revealed FA tract profile of left ATR can differentiate BD from MDD. |
doi_str_mv | 10.1016/j.pnpbp.2017.09.006 |
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•Analyzed major WM tracts in unmedicated depressed BD and MDD using AFQ.•Found lower FA in specific segments in right UF and left ATR in BD and MDD.•Detected differences in FA in insular cortex part of right UF between BD and MDD.•SVM analysis revealed FA tract profile of left ATR can differentiate BD from MDD.</description><identifier>ISSN: 0278-5846</identifier><identifier>EISSN: 1878-4216</identifier><identifier>DOI: 10.1016/j.pnpbp.2017.09.006</identifier><identifier>PMID: 28912043</identifier><language>eng</language><publisher>England: Elsevier Inc</publisher><subject>Adult ; Automatic fiber-tract quantification (AFQ) ; Bipolar Disorder - diagnostic imaging ; Brain - diagnostic imaging ; Depression ; Depressive Disorder, Major - diagnostic imaging ; Diagnosis, Differential ; Diffusion tensor images (DTI) ; Diffusion Tensor Imaging - methods ; Female ; Humans ; Image Processing, Computer-Assisted - methods ; Male ; Neural Pathways - diagnostic imaging ; Pattern Recognition, Automated - methods ; Psychiatric Status Rating Scales ; Support Vector Machine ; Support vector machine (SVM) ; White Matter - diagnostic imaging</subject><ispartof>Progress in neuro-psychopharmacology & biological psychiatry, 2018-02, Vol.81, p.340-349</ispartof><rights>2017 Elsevier Inc.</rights><rights>Copyright © 2017 Elsevier Inc. All rights reserved.</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c425t-229ff998eab41fb20384c06c4d32cd0482b9d8a9dec4d9b4221942abd1b38a913</citedby><cites>FETCH-LOGICAL-c425t-229ff998eab41fb20384c06c4d32cd0482b9d8a9dec4d9b4221942abd1b38a913</cites><orcidid>0000-0001-5945-9586</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://dx.doi.org/10.1016/j.pnpbp.2017.09.006$$EHTML$$P50$$Gelsevier$$H</linktohtml><link.rule.ids>314,780,784,3550,27924,27925,45995</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/28912043$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Deng, Feng</creatorcontrib><creatorcontrib>Wang, Ying</creatorcontrib><creatorcontrib>Huang, Huiyuan</creatorcontrib><creatorcontrib>Niu, Meiqi</creatorcontrib><creatorcontrib>Zhong, Shuming</creatorcontrib><creatorcontrib>Zhao, Ling</creatorcontrib><creatorcontrib>Qi, Zhangzhang</creatorcontrib><creatorcontrib>Wu, Xiaoyan</creatorcontrib><creatorcontrib>Sun, Yao</creatorcontrib><creatorcontrib>Niu, Chen</creatorcontrib><creatorcontrib>He, Yuan</creatorcontrib><creatorcontrib>Huang, Li</creatorcontrib><creatorcontrib>Huang, Ruiwang</creatorcontrib><title>Abnormal segments of right uncinate fasciculus and left anterior thalamic radiation in major and bipolar depression</title><title>Progress in neuro-psychopharmacology & biological psychiatry</title><addtitle>Prog Neuropsychopharmacol Biol Psychiatry</addtitle><description>Differential brain structural abnormalities between bipolar disorder (BD) and major depressive disorder (MDD) may reflect different pathological mechanisms underlying these two brain disorders. However, few studies have directly compared the brain structural properties, especially in white matter (WM) tracts, between BD and MDD. Using automated fiber-tract quantification (AFQ), we utilized diffusion tensor images (DTI) from 67 unmedicated depressed patients, including 31 BD and 36 MDD, and 45 healthy controls (HC) to create fractional anisotropy (FA) tract profiles along 20 major WM tracts. Then, we compared between-group differences in FA values at each node along the fiber tracts. To differentiate the BD and the MDD, we enrolled the diffusion measures of the tract profiles into support vector machine (SVM), a type of machine learning algorithm. The BD showed lower FA in the insular cortex portion of the right uncinate fasciculus (UF) compared to the MDD and in the prefrontal lobe portion of the right UF compared to the HC. The MDD showed lower FA in the prefrontal lobe portion of the left anterior thalamic radiation (ATR) compared to the HC. Using the SVM approach, we found the FA tract profile of the left ATR can be used to differentiate the BD and the MDD at an accuracy up to 68.33% (p=0.018). These findings suggested that the BD and the MDD may be characterized by different abnormalities in specific segments of brain WM tracts, especially in two frontal-situated tracts, the right UF and the left ATR.
•Analyzed major WM tracts in unmedicated depressed BD and MDD using AFQ.•Found lower FA in specific segments in right UF and left ATR in BD and MDD.•Detected differences in FA in insular cortex part of right UF between BD and MDD.•SVM analysis revealed FA tract profile of left ATR can differentiate BD from MDD.</description><subject>Adult</subject><subject>Automatic fiber-tract quantification (AFQ)</subject><subject>Bipolar Disorder - diagnostic imaging</subject><subject>Brain - diagnostic imaging</subject><subject>Depression</subject><subject>Depressive Disorder, Major - diagnostic imaging</subject><subject>Diagnosis, Differential</subject><subject>Diffusion tensor images (DTI)</subject><subject>Diffusion Tensor Imaging - methods</subject><subject>Female</subject><subject>Humans</subject><subject>Image Processing, Computer-Assisted - methods</subject><subject>Male</subject><subject>Neural Pathways - diagnostic imaging</subject><subject>Pattern Recognition, Automated - methods</subject><subject>Psychiatric Status Rating Scales</subject><subject>Support Vector Machine</subject><subject>Support vector machine (SVM)</subject><subject>White Matter - diagnostic imaging</subject><issn>0278-5846</issn><issn>1878-4216</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2018</creationdate><recordtype>article</recordtype><sourceid>EIF</sourceid><recordid>eNp9kE1v2zAMQIVhxZqm_QUDBh13iUfJqmMddiiKtisQYJf2LOiDThXYkifJA_bvqzTdjjuRIB9J8BHymUHDgHXfDs0cZjM3HNi2AdkAdB_IivXbfiM46z6SFfCaX_eiOycXOR8AgLXQfiLnvJeMg2hXJN-YENOkR5pxP2EomcaBJr9_KXQJ1gddkA46W2-XcclUB0dHHEpNCiYfEy0vetSTtzRp53XxMVAf6KQPtXekjZ_jqBN1OCfMufYvydmgx4xX73FNnu_vnm5_bHY_Hx5vb3YbK_h12XAuh0HKHrURbDAc2l5Y6KxwLbcORM-NdL2WDmtJGsE5k4Jr45hpa5m1a_L1tHdO8deCuajJZ4vjqAPGJauKQ10jt6Ki7Qm1KeaccFBz8pNOfxQDdbStDurNtjraViBVtV2nvrwfWMyE7t_MX70V-H4CsL7522NSVSQGi84ntEW56P974BW69pPn</recordid><startdate>20180202</startdate><enddate>20180202</enddate><creator>Deng, Feng</creator><creator>Wang, Ying</creator><creator>Huang, Huiyuan</creator><creator>Niu, Meiqi</creator><creator>Zhong, Shuming</creator><creator>Zhao, Ling</creator><creator>Qi, Zhangzhang</creator><creator>Wu, Xiaoyan</creator><creator>Sun, Yao</creator><creator>Niu, Chen</creator><creator>He, Yuan</creator><creator>Huang, Li</creator><creator>Huang, Ruiwang</creator><general>Elsevier Inc</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><orcidid>https://orcid.org/0000-0001-5945-9586</orcidid></search><sort><creationdate>20180202</creationdate><title>Abnormal segments of right uncinate fasciculus and left anterior thalamic radiation in major and bipolar depression</title><author>Deng, Feng ; Wang, Ying ; Huang, Huiyuan ; Niu, Meiqi ; Zhong, Shuming ; Zhao, Ling ; Qi, Zhangzhang ; Wu, Xiaoyan ; Sun, Yao ; Niu, Chen ; He, Yuan ; Huang, Li ; Huang, Ruiwang</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c425t-229ff998eab41fb20384c06c4d32cd0482b9d8a9dec4d9b4221942abd1b38a913</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2018</creationdate><topic>Adult</topic><topic>Automatic fiber-tract quantification (AFQ)</topic><topic>Bipolar Disorder - diagnostic imaging</topic><topic>Brain - diagnostic imaging</topic><topic>Depression</topic><topic>Depressive Disorder, Major - diagnostic imaging</topic><topic>Diagnosis, Differential</topic><topic>Diffusion tensor images (DTI)</topic><topic>Diffusion Tensor Imaging - methods</topic><topic>Female</topic><topic>Humans</topic><topic>Image Processing, Computer-Assisted - methods</topic><topic>Male</topic><topic>Neural Pathways - diagnostic imaging</topic><topic>Pattern Recognition, Automated - methods</topic><topic>Psychiatric Status Rating Scales</topic><topic>Support Vector Machine</topic><topic>Support vector machine (SVM)</topic><topic>White Matter - diagnostic imaging</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Deng, Feng</creatorcontrib><creatorcontrib>Wang, Ying</creatorcontrib><creatorcontrib>Huang, Huiyuan</creatorcontrib><creatorcontrib>Niu, Meiqi</creatorcontrib><creatorcontrib>Zhong, Shuming</creatorcontrib><creatorcontrib>Zhao, Ling</creatorcontrib><creatorcontrib>Qi, Zhangzhang</creatorcontrib><creatorcontrib>Wu, Xiaoyan</creatorcontrib><creatorcontrib>Sun, Yao</creatorcontrib><creatorcontrib>Niu, Chen</creatorcontrib><creatorcontrib>He, Yuan</creatorcontrib><creatorcontrib>Huang, Li</creatorcontrib><creatorcontrib>Huang, Ruiwang</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><jtitle>Progress in neuro-psychopharmacology & biological psychiatry</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Deng, Feng</au><au>Wang, Ying</au><au>Huang, Huiyuan</au><au>Niu, Meiqi</au><au>Zhong, Shuming</au><au>Zhao, Ling</au><au>Qi, Zhangzhang</au><au>Wu, Xiaoyan</au><au>Sun, Yao</au><au>Niu, Chen</au><au>He, Yuan</au><au>Huang, Li</au><au>Huang, Ruiwang</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Abnormal segments of right uncinate fasciculus and left anterior thalamic radiation in major and bipolar depression</atitle><jtitle>Progress in neuro-psychopharmacology & biological psychiatry</jtitle><addtitle>Prog Neuropsychopharmacol Biol Psychiatry</addtitle><date>2018-02-02</date><risdate>2018</risdate><volume>81</volume><spage>340</spage><epage>349</epage><pages>340-349</pages><issn>0278-5846</issn><eissn>1878-4216</eissn><abstract>Differential brain structural abnormalities between bipolar disorder (BD) and major depressive disorder (MDD) may reflect different pathological mechanisms underlying these two brain disorders. However, few studies have directly compared the brain structural properties, especially in white matter (WM) tracts, between BD and MDD. Using automated fiber-tract quantification (AFQ), we utilized diffusion tensor images (DTI) from 67 unmedicated depressed patients, including 31 BD and 36 MDD, and 45 healthy controls (HC) to create fractional anisotropy (FA) tract profiles along 20 major WM tracts. Then, we compared between-group differences in FA values at each node along the fiber tracts. To differentiate the BD and the MDD, we enrolled the diffusion measures of the tract profiles into support vector machine (SVM), a type of machine learning algorithm. The BD showed lower FA in the insular cortex portion of the right uncinate fasciculus (UF) compared to the MDD and in the prefrontal lobe portion of the right UF compared to the HC. The MDD showed lower FA in the prefrontal lobe portion of the left anterior thalamic radiation (ATR) compared to the HC. Using the SVM approach, we found the FA tract profile of the left ATR can be used to differentiate the BD and the MDD at an accuracy up to 68.33% (p=0.018). These findings suggested that the BD and the MDD may be characterized by different abnormalities in specific segments of brain WM tracts, especially in two frontal-situated tracts, the right UF and the left ATR.
•Analyzed major WM tracts in unmedicated depressed BD and MDD using AFQ.•Found lower FA in specific segments in right UF and left ATR in BD and MDD.•Detected differences in FA in insular cortex part of right UF between BD and MDD.•SVM analysis revealed FA tract profile of left ATR can differentiate BD from MDD.</abstract><cop>England</cop><pub>Elsevier Inc</pub><pmid>28912043</pmid><doi>10.1016/j.pnpbp.2017.09.006</doi><tpages>10</tpages><orcidid>https://orcid.org/0000-0001-5945-9586</orcidid></addata></record> |
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subjects | Adult Automatic fiber-tract quantification (AFQ) Bipolar Disorder - diagnostic imaging Brain - diagnostic imaging Depression Depressive Disorder, Major - diagnostic imaging Diagnosis, Differential Diffusion tensor images (DTI) Diffusion Tensor Imaging - methods Female Humans Image Processing, Computer-Assisted - methods Male Neural Pathways - diagnostic imaging Pattern Recognition, Automated - methods Psychiatric Status Rating Scales Support Vector Machine Support vector machine (SVM) White Matter - diagnostic imaging |
title | Abnormal segments of right uncinate fasciculus and left anterior thalamic radiation in major and bipolar depression |
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