Sondos Ayyash , Andrew D. Davis , Gésine L. Alders , Glenda MacQueen , Stephen C. Strother , Stefanie Hassel , Mojdeh Zamyadi , Stephen R. Arnott , Jacqueline K. Harris , Raymond W. Lam , Roumen Milev , Daniel J. Müller , Sidney H. Kennedy , Susan Rotzinger , Benicio N. Frey , Luciano Minuzzi , Geoffrey B. Hall , CAN-BIND Investigator Team
{"title":"使用功能-结构数据融合管道评估重度抑郁障碍的缓解情况:CAN-BIND-1 研究","authors":"Sondos Ayyash , Andrew D. Davis , Gésine L. Alders , Glenda MacQueen , Stephen C. Strother , Stefanie Hassel , Mojdeh Zamyadi , Stephen R. Arnott , Jacqueline K. Harris , Raymond W. Lam , Roumen Milev , Daniel J. Müller , Sidney H. Kennedy , Susan Rotzinger , Benicio N. Frey , Luciano Minuzzi , Geoffrey B. Hall , CAN-BIND Investigator Team","doi":"10.1016/j.ibneur.2023.12.011","DOIUrl":null,"url":null,"abstract":"<div><p>Neural network-level changes underlying symptom remission in major depressive disorder (MDD) are often studied from a single perspective. Multimodal approaches to assess neuropsychiatric disorders are evolving, as they offer richer information about brain networks. A <em>FATCAT-awFC</em> pipeline was developed to integrate a computationally intense data fusion method with a toolbox, to produce a faster and more intuitive pipeline for combining functional connectivity with structural connectivity (denoted as anatomically weighted functional connectivity (<em>awFC</em>)). Ninety-three participants from the Canadian Biomarker Integration Network for Depression study (CAN-BIND-1) were included. Patients with MDD were treated with 8 weeks of escitalopram and adjunctive aripiprazole for another 8 weeks. Between-group connectivity (SC, FC, <em>awFC</em>) comparisons contrasted remitters (REM) with non-remitters (NREM) at baseline and 8 weeks. Additionally, a longitudinal study analysis was performed to compare connectivity changes across time for REM, from baseline to week-8. Association between cognitive variables and connectivity were also assessed. REM were distinguished from NREM by lower <em>awFC</em> within the default mode, frontoparietal, and ventral attention networks. Compared to REM at baseline, REM at week-8 revealed increased <em>awFC</em> within the dorsal attention network and decreased awFC within the frontoparietal network. A medium effect size was observed for most results. <em>AwFC</em> in the frontoparietal network was associated with neurocognitive index and cognitive flexibility for the NREM group at week-8. In conclusion, the <em>FATCAT-awFC</em> pipeline has the benefit of providing insight on the ‘full picture’ of connectivity changes for REMs and NREMs while making for an easy intuitive approach.</p></div>","PeriodicalId":13195,"journal":{"name":"IBRO Neuroscience Reports","volume":"16 ","pages":"Pages 135-146"},"PeriodicalIF":2.0000,"publicationDate":"2024-01-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2667242123022996/pdfft?md5=35645af27b50a928e289812dc83b6088&pid=1-s2.0-S2667242123022996-main.pdf","citationCount":"0","resultStr":"{\"title\":\"Assessing remission in major depressive disorder using a functional-structural data fusion pipeline: A CAN-BIND-1 study\",\"authors\":\"Sondos Ayyash , Andrew D. Davis , Gésine L. Alders , Glenda MacQueen , Stephen C. Strother , Stefanie Hassel , Mojdeh Zamyadi , Stephen R. Arnott , Jacqueline K. Harris , Raymond W. Lam , Roumen Milev , Daniel J. Müller , Sidney H. Kennedy , Susan Rotzinger , Benicio N. Frey , Luciano Minuzzi , Geoffrey B. Hall , CAN-BIND Investigator Team\",\"doi\":\"10.1016/j.ibneur.2023.12.011\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><p>Neural network-level changes underlying symptom remission in major depressive disorder (MDD) are often studied from a single perspective. Multimodal approaches to assess neuropsychiatric disorders are evolving, as they offer richer information about brain networks. A <em>FATCAT-awFC</em> pipeline was developed to integrate a computationally intense data fusion method with a toolbox, to produce a faster and more intuitive pipeline for combining functional connectivity with structural connectivity (denoted as anatomically weighted functional connectivity (<em>awFC</em>)). Ninety-three participants from the Canadian Biomarker Integration Network for Depression study (CAN-BIND-1) were included. Patients with MDD were treated with 8 weeks of escitalopram and adjunctive aripiprazole for another 8 weeks. Between-group connectivity (SC, FC, <em>awFC</em>) comparisons contrasted remitters (REM) with non-remitters (NREM) at baseline and 8 weeks. Additionally, a longitudinal study analysis was performed to compare connectivity changes across time for REM, from baseline to week-8. Association between cognitive variables and connectivity were also assessed. REM were distinguished from NREM by lower <em>awFC</em> within the default mode, frontoparietal, and ventral attention networks. Compared to REM at baseline, REM at week-8 revealed increased <em>awFC</em> within the dorsal attention network and decreased awFC within the frontoparietal network. A medium effect size was observed for most results. <em>AwFC</em> in the frontoparietal network was associated with neurocognitive index and cognitive flexibility for the NREM group at week-8. In conclusion, the <em>FATCAT-awFC</em> pipeline has the benefit of providing insight on the ‘full picture’ of connectivity changes for REMs and NREMs while making for an easy intuitive approach.</p></div>\",\"PeriodicalId\":13195,\"journal\":{\"name\":\"IBRO Neuroscience Reports\",\"volume\":\"16 \",\"pages\":\"Pages 135-146\"},\"PeriodicalIF\":2.0000,\"publicationDate\":\"2024-01-04\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://www.sciencedirect.com/science/article/pii/S2667242123022996/pdfft?md5=35645af27b50a928e289812dc83b6088&pid=1-s2.0-S2667242123022996-main.pdf\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"IBRO Neuroscience Reports\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S2667242123022996\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q3\",\"JCRName\":\"NEUROSCIENCES\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"IBRO Neuroscience Reports","FirstCategoryId":"1085","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S2667242123022996","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"NEUROSCIENCES","Score":null,"Total":0}
Assessing remission in major depressive disorder using a functional-structural data fusion pipeline: A CAN-BIND-1 study
Neural network-level changes underlying symptom remission in major depressive disorder (MDD) are often studied from a single perspective. Multimodal approaches to assess neuropsychiatric disorders are evolving, as they offer richer information about brain networks. A FATCAT-awFC pipeline was developed to integrate a computationally intense data fusion method with a toolbox, to produce a faster and more intuitive pipeline for combining functional connectivity with structural connectivity (denoted as anatomically weighted functional connectivity (awFC)). Ninety-three participants from the Canadian Biomarker Integration Network for Depression study (CAN-BIND-1) were included. Patients with MDD were treated with 8 weeks of escitalopram and adjunctive aripiprazole for another 8 weeks. Between-group connectivity (SC, FC, awFC) comparisons contrasted remitters (REM) with non-remitters (NREM) at baseline and 8 weeks. Additionally, a longitudinal study analysis was performed to compare connectivity changes across time for REM, from baseline to week-8. Association between cognitive variables and connectivity were also assessed. REM were distinguished from NREM by lower awFC within the default mode, frontoparietal, and ventral attention networks. Compared to REM at baseline, REM at week-8 revealed increased awFC within the dorsal attention network and decreased awFC within the frontoparietal network. A medium effect size was observed for most results. AwFC in the frontoparietal network was associated with neurocognitive index and cognitive flexibility for the NREM group at week-8. In conclusion, the FATCAT-awFC pipeline has the benefit of providing insight on the ‘full picture’ of connectivity changes for REMs and NREMs while making for an easy intuitive approach.