{"id":2310,"date":"2021-08-27T08:40:28","date_gmt":"2021-08-27T08:40:28","guid":{"rendered":"https:\/\/medgift.hevs.ch\/wordpress\/?p=2310"},"modified":"2021-08-27T08:40:29","modified_gmt":"2021-08-27T08:40:29","slug":"paper-published-in-journal-of-personalized-medicine","status":"publish","type":"post","link":"https:\/\/medgift.hevs.ch\/wordpress\/paper-published-in-journal-of-personalized-medicine\/","title":{"rendered":"Paper published in Journal of Personalized Medicine"},"content":{"rendered":"\n<p>Our review paper on harmonization methods in radiomics, in collaboration with the School for Oncology, Maastricht University, has been published in the Journal of Personalized Medicine.<\/p>\n\n\n\n<p>The paper is now available online: &#8220;<a href=\"https:\/\/www.mdpi.com\/2075-4426\/11\/9\/842\/htm\">Making Radiomics More Reproducible across Scanner and Imaging Protocol Variations: A Review of Harmonization Methods<\/a>&#8220;, Shruti Atul Mali et al.<\/p>\n\n\n\n<p><\/p>\n\n\n\n<p>Radiomics aims to extract quantitative features from medical images to improve decision support. In this work, we discuss various <strong>harmonization<\/strong> solutions to make the <strong>radiomic features more reproducible<\/strong> across various scanners and protocol settings. The different harmonization solutions are divided into two main categories: <strong>image domain<\/strong> (including <meta http-equiv=\"content-type\" content=\"text\/html; charset=utf-8\">image acquisition, post-processing of raw sensor-level image data, data augmentation, and style transfer) and <strong>feature domain<\/strong> (including <meta http-equiv=\"content-type\" content=\"text\/html; charset=utf-8\">statistical normalization, intensity harmonization, ComBat and deep learning harmonization). <\/p>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/medgift.hevs.ch\/wordpress\/wp-content\/uploads\/2021\/08\/Screenshot-from-2021-08-27-10-37-15-1024x649.png\" alt=\"\" class=\"wp-image-2311\" width=\"512\" height=\"325\" srcset=\"https:\/\/medgift.hevs.ch\/wordpress\/wp-content\/uploads\/2021\/08\/Screenshot-from-2021-08-27-10-37-15-1024x649.png 1024w, https:\/\/medgift.hevs.ch\/wordpress\/wp-content\/uploads\/2021\/08\/Screenshot-from-2021-08-27-10-37-15-300x190.png 300w, https:\/\/medgift.hevs.ch\/wordpress\/wp-content\/uploads\/2021\/08\/Screenshot-from-2021-08-27-10-37-15-768x486.png 768w, https:\/\/medgift.hevs.ch\/wordpress\/wp-content\/uploads\/2021\/08\/Screenshot-from-2021-08-27-10-37-15.png 1219w\" sizes=\"auto, (max-width: 512px) 100vw, 512px\" \/><figcaption>Overview of harmonization methods at different stages of medical imaging. <\/figcaption><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>Our review paper on harmonization methods in radiomics, in collaboration with the School for Oncology, Maastricht University, has been published in the Journal of Personalized Medicine. The paper is now available online: &#8220;Making Radiomics More Reproducible across Scanner and Imaging Protocol Variations: A Review of Harmonization Methods&#8220;, Shruti Atul Mali et al. Radiomics aims to &hellip; <\/p>\n<p class=\"link-more\"><a href=\"https:\/\/medgift.hevs.ch\/wordpress\/paper-published-in-journal-of-personalized-medicine\/\" class=\"more-link\">Continue reading<span class=\"screen-reader-text\"> &#8220;Paper published in Journal of Personalized Medicine&#8221;<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[1],"tags":[],"class_list":["post-2310","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"jetpack_featured_media_url":"","jetpack_shortlink":"https:\/\/wp.me\/p8AP2d-Bg","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/medgift.hevs.ch\/wordpress\/wp-json\/wp\/v2\/posts\/2310","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/medgift.hevs.ch\/wordpress\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/medgift.hevs.ch\/wordpress\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/medgift.hevs.ch\/wordpress\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/medgift.hevs.ch\/wordpress\/wp-json\/wp\/v2\/comments?post=2310"}],"version-history":[{"count":2,"href":"https:\/\/medgift.hevs.ch\/wordpress\/wp-json\/wp\/v2\/posts\/2310\/revisions"}],"predecessor-version":[{"id":2313,"href":"https:\/\/medgift.hevs.ch\/wordpress\/wp-json\/wp\/v2\/posts\/2310\/revisions\/2313"}],"wp:attachment":[{"href":"https:\/\/medgift.hevs.ch\/wordpress\/wp-json\/wp\/v2\/media?parent=2310"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/medgift.hevs.ch\/wordpress\/wp-json\/wp\/v2\/categories?post=2310"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/medgift.hevs.ch\/wordpress\/wp-json\/wp\/v2\/tags?post=2310"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}