{"id":669,"date":"2020-02-07T10:36:00","date_gmt":"2020-02-07T09:36:00","guid":{"rendered":"http:\/\/wp.unil.ch\/mial\/?page_id=669"},"modified":"2022-05-10T16:09:22","modified_gmt":"2022-05-10T14:09:22","slug":"machine-learning-multiple-sclerosis","status":"publish","type":"page","link":"https:\/\/wp.unil.ch\/mial\/research\/projects\/machine-learning-multiple-sclerosis\/","title":{"rendered":"Machine learning methods for 3T &amp; 7T MRI analysis of white matter and cortical lesions in Multiple Sclerosis"},"content":{"rendered":"<p><a href=\"https:\/\/wp.unil.ch\/mial\/files\/2022\/05\/Overview_ML_MRI_MS_MIAL.png\" target=\"_blank\" rel=\"noopener noreferrer\"><img alt=\"\" loading=\"lazy\" decoding=\"async\" class=\"wp-image-1598  alignright\" src=\"https:\/\/wp.unil.ch\/mial\/files\/2022\/05\/Overview_ML_MRI_MS_MIAL.png\" alt=\"\" width=\"585\" height=\"317\" srcset=\"https:\/\/wp.unil.ch\/mial\/files\/2022\/05\/Overview_ML_MRI_MS_MIAL.png 1149w, https:\/\/wp.unil.ch\/mial\/files\/2022\/05\/Overview_ML_MRI_MS_MIAL-300x163.png 300w, https:\/\/wp.unil.ch\/mial\/files\/2022\/05\/Overview_ML_MRI_MS_MIAL-1024x555.png 1024w, https:\/\/wp.unil.ch\/mial\/files\/2022\/05\/Overview_ML_MRI_MS_MIAL-768x416.png 768w\" sizes=\"auto, (max-width: 585px) 100vw, 585px\" \/><\/a><\/p>\n<p><strong>Description:<\/strong> We have developed jointly with our collaborators many machine learning methods for the detection and segmentation of white matter and cortical lesions based on MRI of Multiple Sclerosis. Our major contribution has been the development of a partial-volume method to detect small lesions, even in the earliest stages of the disease. Our methods have been developed for clinical MRI setting and also for more advanced MRI sequences at 3T and 7T. Furthermore, we also investigate support diagnosis and prognostic tools based on advanced MRI-based biomarkers (central vein sign and rim sign). This project is supported by European Union\u2019s Horizon 2020 research and innovation program under the Marie Sklodowska-Curie project TRABIT (agreement No 765148).<em><br \/>\n<\/em><\/p>\n<p><strong>Investigators:<\/strong> \u00a0Nataliia Molchanova (<em>CHUV\/UNIL<\/em>), Maxence Wynen (UNIL\/UCL Louvain), Meritxell Bach Cuadra (<em>UNIL)<\/em><\/p>\n<p><strong>Collaborators:<\/strong> Prof. C. Granziera (University Hospital Basel and University of Basel), Prof. P. Maggi (Hopitaux Universitaires Saint-Luc), Prof B. Macq (UCLouvain), Prof. R. Du Pasquier (CHUV), Prof. M. Absinta (Johns Hopkins University &amp; Vita-Salute San Raffaele University), Dr F. La Rosa &amp; Prof E. Beck (Mount Sinai), Dr\u00a0O Al-Louzi &amp;\u00a0Prof. P. Sati (Cedars-Sinai), Prof. D. Reich (Translational Neuroradiology Section \u2013 NIH), Dr. T. Kober (Siemens Healthcare).<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Description: We have developed jointly with our collaborators many machine learning methods for the detection and segmentation of white matter and cortical lesions based on MRI of Multiple Sclerosis. Our major contribution has been the development of a partial-volume method<\/p>\n","protected":false},"author":1001937,"featured_media":0,"parent":162,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_seopress_robots_primary_cat":"","_seopress_titles_title":"","_seopress_titles_desc":"","_seopress_robots_index":"","footnotes":""},"class_list":["post-669","page","type-page","status-publish"],"_links":{"self":[{"href":"https:\/\/wp.unil.ch\/mial\/wp-json\/wp\/v2\/pages\/669","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/wp.unil.ch\/mial\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/wp.unil.ch\/mial\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/wp.unil.ch\/mial\/wp-json\/wp\/v2\/users\/1001937"}],"replies":[{"embeddable":true,"href":"https:\/\/wp.unil.ch\/mial\/wp-json\/wp\/v2\/comments?post=669"}],"version-history":[{"count":0,"href":"https:\/\/wp.unil.ch\/mial\/wp-json\/wp\/v2\/pages\/669\/revisions"}],"up":[{"embeddable":true,"href":"https:\/\/wp.unil.ch\/mial\/wp-json\/wp\/v2\/pages\/162"}],"wp:attachment":[{"href":"https:\/\/wp.unil.ch\/mial\/wp-json\/wp\/v2\/media?parent=669"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}