{"id":8279,"date":"2025-08-22T09:14:04","date_gmt":"2025-08-22T07:14:04","guid":{"rendered":"https:\/\/www.isrec.ch\/?post_type=recherche&#038;p=8279"},"modified":"2026-04-20T16:23:49","modified_gmt":"2026-04-20T14:23:49","slug":"diagnostics-of-a-rare-lymphoma-through-integrative-ai-prof-davide-rossi-ior-usi-prof-luca-mazzucchelli-eoc-and-prof-alessandro-giusti-supsi","status":"publish","type":"recherche","link":"https:\/\/www.isrec.ch\/en\/research\/diagnostics-of-a-rare-lymphoma-through-integrative-ai-prof-davide-rossi-ior-usi-prof-luca-mazzucchelli-eoc-and-prof-alessandro-giusti-supsi\/","title":{"rendered":"<strong>Improving lymphoma diagnosis<\/strong> &#8211; Prof. Davide Rossi (IOR\/USI), Prof. Luca Mazzucchelli (EOC) and Prof. Alessandro Giusti (SUPSI)"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">Diagnostics of a rare lymphoma through integrative AI<\/h2>\n\n\n\n<h4 class=\"wp-block-heading\"><em>Transforming the Diagnostics of Nodal Marginal Zone Lymphomas by Integrating Digital Pathology, Molecular Biology, and Artificial Intelligence<\/em><\/h4>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1810\" height=\"1048\" src=\"https:\/\/www.isrec.ch\/app\/uploads\/2025\/08\/Screenshot-2025-08-22-at-13.00.37-2.png\" alt=\"\" class=\"wp-image-8390\" srcset=\"https:\/\/www.isrec.ch\/app\/uploads\/2025\/08\/Screenshot-2025-08-22-at-13.00.37-2.png 1810w, https:\/\/www.isrec.ch\/app\/uploads\/2025\/08\/Screenshot-2025-08-22-at-13.00.37-2-300x174.png 300w, https:\/\/www.isrec.ch\/app\/uploads\/2025\/08\/Screenshot-2025-08-22-at-13.00.37-2-1024x593.png 1024w, https:\/\/www.isrec.ch\/app\/uploads\/2025\/08\/Screenshot-2025-08-22-at-13.00.37-2-768x445.png 768w, https:\/\/www.isrec.ch\/app\/uploads\/2025\/08\/Screenshot-2025-08-22-at-13.00.37-2-1536x889.png 1536w, https:\/\/www.isrec.ch\/app\/uploads\/2025\/08\/Screenshot-2025-08-22-at-13.00.37-2-500x290.png 500w\" sizes=\"auto, (max-width: 1810px) 100vw, 1810px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">Nodal marginal zone lymphoma (NMZL) is a rare and difficult to identify B-cell malignancy that is often wrongly diagnosed. The applicants propose a digital pathology approach that they hope surpasses expert pathologists in correctly diagnosing NMZL. They will use deep learning to integrate imaging, clinical and molecular data, generating a classifier that will allow clinicians to upload all their slide scans and get a correct NMZL diagnosis. Based on 900 cases, samples and data obtained across Europe, they hope to provide a clinically applicable, yet technically sophisticated way to identify a rare lymphoma subtype.<\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe loading=\"lazy\" title=\"Lymphome - Projet TANDEM 2025\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/kzh_YQ_Kg6s?list=PLoenJlsXpAeOR8xvFTSiJBNzVPDwiesLb\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>\n<\/div><\/figure>\n","protected":false},"featured_media":0,"template":"","cat-recherche":[110],"class_list":["post-8279","recherche","type-recherche","status-publish","hentry","cat-recherche-tandem-2025-en"],"acf":[],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 4.9.9 - aioseo.com -->\n\t<meta name=\"description\" content=\"Diagnostics of a rare lymphoma through integrative AI Transforming the Diagnostics of Nodal Marginal Zone Lymphomas by Integrating Digital Pathology, Molecular Biology, and Artificial Intelligence Nodal marginal zone lymphoma (NMZL) is a rare and difficult to identify B-cell malignancy that is often wrongly diagnosed. The applicants propose a digital pathology approach that they hope surpasses\" \/>\n\t<meta name=\"robots\" content=\"max-image-preview:large\" \/>\n\t<link rel=\"canonical\" href=\"https:\/\/www.isrec.ch\/en\/research\/diagnostics-of-a-rare-lymphoma-through-integrative-ai-prof-davide-rossi-ior-usi-prof-luca-mazzucchelli-eoc-and-prof-alessandro-giusti-supsi\/\" \/>\n\t<meta name=\"generator\" content=\"All in One SEO (AIOSEO) 4.9.9\" \/>\n\t\t<meta property=\"og:locale\" content=\"en_US\" \/>\n\t\t<meta property=\"og:site_name\" content=\"Fondation ISREC -\" \/>\n\t\t<meta property=\"og:type\" content=\"article\" \/>\n\t\t<meta property=\"og:title\" content=\"Improving lymphoma diagnosis \u2013 Prof. Davide Rossi (IOR\/USI), Prof. Luca Mazzucchelli (EOC) and Prof. Alessandro Giusti (SUPSI) - Fondation ISREC\" \/>\n\t\t<meta property=\"og:description\" content=\"Diagnostics of a rare lymphoma through integrative AI Transforming the Diagnostics of Nodal Marginal Zone Lymphomas by Integrating Digital Pathology, Molecular Biology, and Artificial Intelligence Nodal marginal zone lymphoma (NMZL) is a rare and difficult to identify B-cell malignancy that is often wrongly diagnosed. The applicants propose a digital pathology approach that they hope surpasses\" \/>\n\t\t<meta property=\"og:url\" content=\"https:\/\/www.isrec.ch\/en\/research\/diagnostics-of-a-rare-lymphoma-through-integrative-ai-prof-davide-rossi-ior-usi-prof-luca-mazzucchelli-eoc-and-prof-alessandro-giusti-supsi\/\" \/>\n\t\t<meta property=\"og:image\" content=\"https:\/\/www.isrec.ch\/app\/uploads\/2023\/11\/ISREC_logo_rvb.jpg\" \/>\n\t\t<meta property=\"og:image:secure_url\" content=\"https:\/\/www.isrec.ch\/app\/uploads\/2023\/11\/ISREC_logo_rvb.jpg\" \/>\n\t\t<meta property=\"og:image:width\" content=\"2362\" \/>\n\t\t<meta property=\"og:image:height\" content=\"1181\" \/>\n\t\t<meta property=\"article:published_time\" content=\"2025-08-22T07:14:04+00:00\" \/>\n\t\t<meta property=\"article:modified_time\" content=\"2026-04-20T14:23:49+00:00\" \/>\n\t\t<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/FondationISREC?locale=fr_FR\" \/>\n\t\t<meta name=\"twitter:card\" content=\"summary\" \/>\n\t\t<meta name=\"twitter:site\" content=\"@FondationIsrec\" \/>\n\t\t<meta name=\"twitter:title\" content=\"Improving lymphoma diagnosis \u2013 Prof. Davide Rossi (IOR\/USI), Prof. Luca Mazzucchelli (EOC) and Prof. Alessandro Giusti (SUPSI) - Fondation ISREC\" \/>\n\t\t<meta name=\"twitter:description\" content=\"Diagnostics of a rare lymphoma through integrative AI Transforming the Diagnostics of Nodal Marginal Zone Lymphomas by Integrating Digital Pathology, Molecular Biology, and Artificial Intelligence Nodal marginal zone lymphoma (NMZL) is a rare and difficult to identify B-cell malignancy that is often wrongly diagnosed. The applicants propose a digital pathology approach that they hope surpasses\" \/>\n\t\t<meta name=\"twitter:image\" content=\"https:\/\/www.isrec.ch\/app\/uploads\/2023\/11\/ISREC_logo_rvb.jpg\" \/>\n\t\t<script type=\"application\/ld+json\" class=\"aioseo-schema\">\n\t\t\t{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/www.isrec.ch\\\/en\\\/research\\\/diagnostics-of-a-rare-lymphoma-through-integrative-ai-prof-davide-rossi-ior-usi-prof-luca-mazzucchelli-eoc-and-prof-alessandro-giusti-supsi\\\/#breadcrumblist\",\"itemListElement\":[{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/www.isrec.ch\\\/en\\\/#listItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/www.isrec.ch\\\/en\\\/\",\"nextItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/www.isrec.ch\\\/en\\\/cat-recherche\\\/tandem-en\\\/#listItem\",\"name\":\"Tandem\"}},{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/www.isrec.ch\\\/en\\\/cat-recherche\\\/tandem-en\\\/#listItem\",\"position\":2,\"name\":\"Tandem\",\"item\":\"https:\\\/\\\/www.isrec.ch\\\/en\\\/cat-recherche\\\/tandem-en\\\/\",\"nextItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/www.isrec.ch\\\/en\\\/cat-recherche\\\/tandem-en\\\/tandem-2025-en\\\/#listItem\",\"name\":\"TANDEM 2025\"},\"previousItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/www.isrec.ch\\\/en\\\/#listItem\",\"name\":\"Home\"}},{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/www.isrec.ch\\\/en\\\/cat-recherche\\\/tandem-en\\\/tandem-2025-en\\\/#listItem\",\"position\":3,\"name\":\"TANDEM 2025\",\"item\":\"https:\\\/\\\/www.isrec.ch\\\/en\\\/cat-recherche\\\/tandem-en\\\/tandem-2025-en\\\/\",\"nextItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/www.isrec.ch\\\/en\\\/research\\\/diagnostics-of-a-rare-lymphoma-through-integrative-ai-prof-davide-rossi-ior-usi-prof-luca-mazzucchelli-eoc-and-prof-alessandro-giusti-supsi\\\/#listItem\",\"name\":\"Improving lymphoma diagnosis &#8211; Prof. Davide Rossi (IOR\\\/USI), Prof. Luca Mazzucchelli (EOC) and Prof. Alessandro Giusti (SUPSI)\"},\"previousItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/www.isrec.ch\\\/en\\\/cat-recherche\\\/tandem-en\\\/#listItem\",\"name\":\"Tandem\"}},{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/www.isrec.ch\\\/en\\\/research\\\/diagnostics-of-a-rare-lymphoma-through-integrative-ai-prof-davide-rossi-ior-usi-prof-luca-mazzucchelli-eoc-and-prof-alessandro-giusti-supsi\\\/#listItem\",\"position\":4,\"name\":\"Improving lymphoma diagnosis &#8211; Prof. Davide Rossi (IOR\\\/USI), Prof. Luca Mazzucchelli (EOC) and Prof. Alessandro Giusti (SUPSI)\",\"previousItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/www.isrec.ch\\\/en\\\/cat-recherche\\\/tandem-en\\\/tandem-2025-en\\\/#listItem\",\"name\":\"TANDEM 2025\"}}]},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/www.isrec.ch\\\/en\\\/#organization\",\"name\":\"Fondation ISREC\",\"url\":\"https:\\\/\\\/www.isrec.ch\\\/en\\\/\",\"sameAs\":[\"https:\\\/\\\/twitter.com\\\/FondationIsrec\",\"https:\\\/\\\/www.instagram.com\\\/fondation_isrec_lausanne\\\/\",\"https:\\\/\\\/www.youtube.com\\\/@fondationisrec8946\",\"https:\\\/\\\/www.linkedin.com\\\/company\\\/fondation-isrec\\\/\"]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/www.isrec.ch\\\/en\\\/research\\\/diagnostics-of-a-rare-lymphoma-through-integrative-ai-prof-davide-rossi-ior-usi-prof-luca-mazzucchelli-eoc-and-prof-alessandro-giusti-supsi\\\/#webpage\",\"url\":\"https:\\\/\\\/www.isrec.ch\\\/en\\\/research\\\/diagnostics-of-a-rare-lymphoma-through-integrative-ai-prof-davide-rossi-ior-usi-prof-luca-mazzucchelli-eoc-and-prof-alessandro-giusti-supsi\\\/\",\"name\":\"Improving lymphoma diagnosis \\u2013 Prof. Davide Rossi (IOR\\\/USI), Prof. Luca Mazzucchelli (EOC) and Prof. Alessandro Giusti (SUPSI) - Fondation ISREC\",\"description\":\"Diagnostics of a rare lymphoma through integrative AI Transforming the Diagnostics of Nodal Marginal Zone Lymphomas by Integrating Digital Pathology, Molecular Biology, and Artificial Intelligence Nodal marginal zone lymphoma (NMZL) is a rare and difficult to identify B-cell malignancy that is often wrongly diagnosed. 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