{"id":6969,"date":"2022-01-13T13:26:49","date_gmt":"2022-01-13T13:26:49","guid":{"rendered":"http:\/\/escience.sdu.dk\/?p=6969"},"modified":"2022-01-13T13:27:27","modified_gmt":"2022-01-13T13:27:27","slug":"neuroimaging-analysis-platform","status":"publish","type":"post","link":"http:\/\/escience.sdu.dk\/index.php\/2022\/01\/13\/neuroimaging-analysis-platform\/","title":{"rendered":"Neuroimaging Analysis Platform"},"content":{"rendered":"\n<p>PI: <a href=\"https:\/\/portal.findresearcher.sdu.dk\/en\/persons\/mojtaba-zarei\">Mojtaba Zarei<\/a>, Clinical Prof.,&nbsp;<a href=\"https:\/\/www.sdu.dk\/en\/om_sdu\/institutter_centre\/klinisk_institut\">Department of Clinical Research<\/a><\/p>\n\n\n\n<blockquote class=\"wp-block-quote\"><p>\u201cI started my work in SDU&nbsp;as&nbsp;Lundbeck Prof. of Neuroimaging from the beginning of&nbsp;this year. My job is to setup a&nbsp;Neuroimaging&nbsp;Research&nbsp;Team in SDU. To do this computational infrastructure is essential.&nbsp;This usually is costly and requires&nbsp;considerable&nbsp;expertise.&nbsp;The&nbsp;eScience team provided&nbsp;a&nbsp;superb&nbsp;service to&nbsp;my team and together we developed Neuroimaging Analysis Platform which is conveniently available to all UCloud users on site or remotely for my research collaborators. The platform makes&nbsp;the best use of considerable CPU and GPUs available in UCloud. This platform will only get better as more people use it and provide feedback. Without such infrastructure and expertise available at eScience, our research would be impossible.<\/p><p>We analysed data from AHBA and ENIGMA datasets to interrogate the transcription-imaging co-locations in deletion syndrome (D22), autism spectrum disorder (ASD), attention deficit hyperactivity disorder (ADHD), high risk psychosis (HRP), schizophrenia (SCz), bipolar disorder (BD), major depressive disorder (MDD) and obsessive-compulsive disorder (OCD).&nbsp;This study included MRI data from 30,000 subjects. Complex mathematical and statistical analysis was used to find combination of genes (among 20,000 genes) that are maximally covaried with brain MRI changes. For each PLS, bootstrapping (10,000 times) and spin permutation (10,000 times) were performed to avoid random associations. Such analysis would have taken (if at all possible) over 6 months on a high-power personal computer, but we used Neuroimaging Platform on UCloud and managed to seamlessly reach the result in two weeks.&#8221;&nbsp;<\/p><cite>Mojtaba Zarei, Clinical Prof.<\/cite><\/blockquote>\n\n\n\n<p><strong>Figure 1. Spatial association between gene expression and brain atrophy across psychiatric disorders.<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" src=\"http:\/\/escience.sdu.dk\/wp-content\/uploads\/2021\/12\/CrossDisorders-copy-608x1024.jpg\" alt=\"\" class=\"wp-image-7037\" width=\"NaN\" height=\"NaN\" srcset=\"http:\/\/escience.sdu.dk\/wp-content\/uploads\/2021\/12\/CrossDisorders-copy-608x1024.jpg 608w, http:\/\/escience.sdu.dk\/wp-content\/uploads\/2021\/12\/CrossDisorders-copy-178x300.jpg 178w, http:\/\/escience.sdu.dk\/wp-content\/uploads\/2021\/12\/CrossDisorders-copy-768x1294.jpg 768w, http:\/\/escience.sdu.dk\/wp-content\/uploads\/2021\/12\/CrossDisorders-copy-912x1536.jpg 912w, http:\/\/escience.sdu.dk\/wp-content\/uploads\/2021\/12\/CrossDisorders-copy-1216x2048.jpg 1216w, http:\/\/escience.sdu.dk\/wp-content\/uploads\/2021\/12\/CrossDisorders-copy-scaled.jpg 1520w\" sizes=\"(max-width: 608px) 100vw, 608px\" \/><\/figure>\n\n\n\n<p><strong>Figure 2. Gene expression similarity across different&nbsp;psychiatric disorders.<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" src=\"https:\/\/escience.sdu.dk\/wp-content\/uploads\/2021\/12\/Overlap_circos_CircosOverlapByGene-copy-1024x1024.jpg\" alt=\"\" class=\"wp-image-7038\" width=\"768\" height=\"768\" srcset=\"http:\/\/escience.sdu.dk\/wp-content\/uploads\/2021\/12\/Overlap_circos_CircosOverlapByGene-copy-1024x1024.jpg 1024w, http:\/\/escience.sdu.dk\/wp-content\/uploads\/2021\/12\/Overlap_circos_CircosOverlapByGene-copy-300x300.jpg 300w, http:\/\/escience.sdu.dk\/wp-content\/uploads\/2021\/12\/Overlap_circos_CircosOverlapByGene-copy-150x150.jpg 150w, http:\/\/escience.sdu.dk\/wp-content\/uploads\/2021\/12\/Overlap_circos_CircosOverlapByGene-copy-768x768.jpg 768w, http:\/\/escience.sdu.dk\/wp-content\/uploads\/2021\/12\/Overlap_circos_CircosOverlapByGene-copy-1536x1536.jpg 1536w, http:\/\/escience.sdu.dk\/wp-content\/uploads\/2021\/12\/Overlap_circos_CircosOverlapByGene-copy-2048x2048.jpg 2048w, http:\/\/escience.sdu.dk\/wp-content\/uploads\/2021\/12\/Overlap_circos_CircosOverlapByGene-copy-250x250.jpg 250w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>PI: Mojtaba Zarei, Clinical Prof.,&nbsp;Department of Clinical Research \u201cI started my work in SDU&nbsp;as&nbsp;Lundbeck Prof. of Neuroimaging from the beginning of&nbsp;this year. My job is to setup a&nbsp;Neuroimaging&nbsp;Research&nbsp;Team in SDU. To do this computational infrastructure<a class=\"moretag\" href=\"http:\/\/escience.sdu.dk\/index.php\/2022\/01\/13\/neuroimaging-analysis-platform\/\"> Read more&hellip;<\/a><\/p>\n","protected":false},"author":11,"featured_media":7037,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[],"tags":[],"_links":{"self":[{"href":"http:\/\/escience.sdu.dk\/index.php\/wp-json\/wp\/v2\/posts\/6969"}],"collection":[{"href":"http:\/\/escience.sdu.dk\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/escience.sdu.dk\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/escience.sdu.dk\/index.php\/wp-json\/wp\/v2\/users\/11"}],"replies":[{"embeddable":true,"href":"http:\/\/escience.sdu.dk\/index.php\/wp-json\/wp\/v2\/comments?post=6969"}],"version-history":[{"count":19,"href":"http:\/\/escience.sdu.dk\/index.php\/wp-json\/wp\/v2\/posts\/6969\/revisions"}],"predecessor-version":[{"id":7056,"href":"http:\/\/escience.sdu.dk\/index.php\/wp-json\/wp\/v2\/posts\/6969\/revisions\/7056"}],"wp:featuredmedia":[{"embeddable":true,"href":"http:\/\/escience.sdu.dk\/index.php\/wp-json\/wp\/v2\/media\/7037"}],"wp:attachment":[{"href":"http:\/\/escience.sdu.dk\/index.php\/wp-json\/wp\/v2\/media?parent=6969"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/escience.sdu.dk\/index.php\/wp-json\/wp\/v2\/categories?post=6969"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/escience.sdu.dk\/index.php\/wp-json\/wp\/v2\/tags?post=6969"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}