{"id":12548,"date":"2023-07-12T13:41:20","date_gmt":"2023-07-12T11:41:20","guid":{"rendered":"https:\/\/new.sano.science\/?post_type=research&#038;p=12548"},"modified":"2024-02-27T15:29:14","modified_gmt":"2024-02-27T14:29:14","slug":"predictive-value-of-imaging-markers-at-multiple-sclerosis-disease-onset-based-on-gadolinium-and-uspio-enhanced-mri-and-machine-learning","status":"publish","type":"research","link":"https:\/\/sano.science\/research\/predictive-value-of-imaging-markers-at-multiple-sclerosis-disease-onset-based-on-gadolinium-and-uspio-enhanced-mri-and-machine-learning\/","title":{"rendered":"Predictive Value of Imaging Markers at Multiple Sclerosis Disease Onset Based on Gadolinium- and USPIO-Enhanced MRI and Machine Learning\u00a0"},"content":{"rendered":"\n<h2 class=\"wp-block-heading eplus-wrapper\">Crimi, Alessandro; Commowick, Olivier; Maarouf, Adil; Ferr\u00e9, Jean-Christophe; Bannier, Elise; Tourbah, Ayman; Berry, Isabelle; Ranjeva, Jean-Philippe; Edan, Gilles; Barillot, Christian<\/h2>\n\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer eplus-wrapper\"><\/div>\n\n\n\n<p class=\" eplus-wrapper\">A novel characterization of Clinically Isolated Syndrome (CIS) patients according to lesion patterns is proposed. More specifically, patients are classified according to the nature of inflammatory lesions patterns. It is expected that this characterization can infer new prospective figures from the earliest imaging signs of Multiple Sclerosis (MS), since it can provide a classification of different types of lesions across patients.<\/p>\n\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer eplus-wrapper\"><\/div>\n\n\n\n\t\n    \n        \n\t\t\t<a href=\"https:\/\/journals.plos.org\/plosone\/article?id=10.1371\/journal.pone.0093024\" target=\"_blank\" rel= \"noopener noreferrer nofollow\" class=\"button primary \">\n\n\t\t\t\t<span>\n\t\t\t\t\tREAD HERE\n\t\t\t\t<\/span>\n\n\t\t\t<\/a>\n\n        \n    \n","protected":false},"excerpt":{"rendered":"<p>In: 2014.<\/p>\n","protected":false},"featured_media":0,"template":"","research_type":[],"research_team":[],"class_list":["post-12548","research","type-research","status-publish","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.5 (Yoast SEO v27.5) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Predictive Value of Imaging Markers at Multiple Sclerosis Disease Onset Based on Gadolinium- and USPIO-Enhanced MRI and Machine Learning\u00a0 - Centre for Computational Personalized Medicine<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/sano.science\/research\/predictive-value-of-imaging-markers-at-multiple-sclerosis-disease-onset-based-on-gadolinium-and-uspio-enhanced-mri-and-machine-learning\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Predictive Value of Imaging Markers at Multiple Sclerosis Disease Onset Based on Gadolinium- and USPIO-Enhanced MRI and Machine Learning\u00a0\" \/>\n<meta property=\"og:description\" content=\"In: 2014.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/sano.science\/research\/predictive-value-of-imaging-markers-at-multiple-sclerosis-disease-onset-based-on-gadolinium-and-uspio-enhanced-mri-and-machine-learning\/\" \/>\n<meta property=\"og:site_name\" content=\"Centre for Computational Personalized Medicine\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/sano.science\/\" \/>\n<meta property=\"article:modified_time\" content=\"2024-02-27T14:29:14+00:00\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:site\" content=\"@sanoscience\" \/>\n<meta name=\"twitter:label1\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data1\" content=\"1 minute\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/sano.science\\\/research\\\/predictive-value-of-imaging-markers-at-multiple-sclerosis-disease-onset-based-on-gadolinium-and-uspio-enhanced-mri-and-machine-learning\\\/\",\"url\":\"https:\\\/\\\/sano.science\\\/research\\\/predictive-value-of-imaging-markers-at-multiple-sclerosis-disease-onset-based-on-gadolinium-and-uspio-enhanced-mri-and-machine-learning\\\/\",\"name\":\"Predictive Value of Imaging Markers at Multiple Sclerosis Disease Onset Based on Gadolinium- and USPIO-Enhanced MRI and Machine Learning\u00a0 - 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