{"id":1347,"date":"2024-12-29T09:00:00","date_gmt":"2024-12-29T17:00:00","guid":{"rendered":"https:\/\/biophotonics.bccrc.ca\/?p=1347"},"modified":"2025-01-13T12:41:30","modified_gmt":"2025-01-13T20:41:30","slug":"new-publication-on-machine-learning-tools-for-lung-cancer-management","status":"publish","type":"post","link":"https:\/\/biophotonics.bccrc.ca\/index.php\/2024\/12\/29\/new-publication-on-machine-learning-tools-for-lung-cancer-management\/","title":{"rendered":"New publication on machine learning tools for lung cancer management"},"content":{"rendered":"\n<p>Ian Janzen, a PhD student in our group has a <a href=\"https:\/\/doi.org\/10.3390\/cancers17010058\">new publication in <em>MDPI Cancers<\/em><\/a>.<\/p>\n\n\n\n<p>Lung cancer is the leading cause of cancer deaths in Canada. Most lung cancers are diagnosed at advanced stages, where treatment pathways are determined by target mutations. Current standard of care for patients with cancers with a high PD-L1 score is an immunotherapy regimen &#8211; however, nearly half of patients do not respond to this approach.<\/p>\n\n\n\n<p>Ian&#8217;s work develops a predictive risk model using a combination of imaging features (&#8216;radiomics&#8217;) derived from CT scans before treatment and clinical descriptors to determine which patient cohorts will not benefit from standard immunotherapy treatments. <\/p>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-28f84493 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/biophotonics.bccrc.ca\/wp-content\/uploads\/2025\/01\/cancers-17-00058-g001-701x1024.png\" alt=\"\" class=\"wp-image-1348\" width=\"426\" height=\"622\" srcset=\"https:\/\/biophotonics.bccrc.ca\/wp-content\/uploads\/2025\/01\/cancers-17-00058-g001-701x1024.png 701w, https:\/\/biophotonics.bccrc.ca\/wp-content\/uploads\/2025\/01\/cancers-17-00058-g001-205x300.png 205w, https:\/\/biophotonics.bccrc.ca\/wp-content\/uploads\/2025\/01\/cancers-17-00058-g001-768x1122.png 768w, https:\/\/biophotonics.bccrc.ca\/wp-content\/uploads\/2025\/01\/cancers-17-00058-g001-1052x1536.png 1052w, https:\/\/biophotonics.bccrc.ca\/wp-content\/uploads\/2025\/01\/cancers-17-00058-g001-1402x2048.png 1402w\" sizes=\"auto, (max-width: 426px) 100vw, 426px\" \/><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/biophotonics.bccrc.ca\/wp-content\/uploads\/2025\/01\/ianpaper-1-e1736800454732.png\" alt=\"\" class=\"wp-image-1346\" width=\"268\" height=\"544\"\/><\/figure>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Ian Janzen, a PhD student in our group has a new publication in MDPI Cancers. Lung cancer is the leading cause of cancer deaths in Canada. Most lung cancers are diagnosed at advanced stages, where treatment pathways are determined by target mutations. Current standard of care for patients with cancers with a high PD-L1 score [&hellip;]<\/p>\n","protected":false},"author":7,"featured_media":1346,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[13],"tags":[],"class_list":["post-1347","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-publications"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.0 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>New publication on machine learning tools for lung cancer management - Optical Cancer Imaging Lab<\/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:\/\/biophotonics.bccrc.ca\/index.php\/2024\/12\/29\/new-publication-on-machine-learning-tools-for-lung-cancer-management\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"New publication on machine learning tools for lung cancer management - Optical Cancer Imaging Lab\" \/>\n<meta property=\"og:description\" content=\"Ian Janzen, a PhD student in our group has a new publication in MDPI Cancers. Lung cancer is the leading cause of cancer deaths in Canada. Most lung cancers are diagnosed at advanced stages, where treatment pathways are determined by target mutations. Current standard of care for patients with cancers with a high PD-L1 score [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/biophotonics.bccrc.ca\/index.php\/2024\/12\/29\/new-publication-on-machine-learning-tools-for-lung-cancer-management\/\" \/>\n<meta property=\"og:site_name\" content=\"Optical Cancer Imaging Lab\" \/>\n<meta property=\"article:published_time\" content=\"2024-12-29T17:00:00+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-01-13T20:41:30+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/biophotonics.bccrc.ca\/wp-content\/uploads\/2025\/01\/ianpaper-1-e1736800454732.png\" \/>\n\t<meta property=\"og:image:width\" content=\"434\" \/>\n\t<meta property=\"og:image:height\" content=\"883\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Jeanie Malone\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Jeanie Malone\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 minute\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/biophotonics.bccrc.ca\/index.php\/2024\/12\/29\/new-publication-on-machine-learning-tools-for-lung-cancer-management\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/biophotonics.bccrc.ca\/index.php\/2024\/12\/29\/new-publication-on-machine-learning-tools-for-lung-cancer-management\/\"},\"author\":{\"name\":\"Jeanie Malone\",\"@id\":\"https:\/\/biophotonics.bccrc.ca\/#\/schema\/person\/9e356d8426688355c9d4b21bdb6eba2f\"},\"headline\":\"New publication on machine learning tools for lung cancer management\",\"datePublished\":\"2024-12-29T17:00:00+00:00\",\"dateModified\":\"2025-01-13T20:41:30+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/biophotonics.bccrc.ca\/index.php\/2024\/12\/29\/new-publication-on-machine-learning-tools-for-lung-cancer-management\/\"},\"wordCount\":117,\"publisher\":{\"@id\":\"https:\/\/biophotonics.bccrc.ca\/#organization\"},\"image\":{\"@id\":\"https:\/\/biophotonics.bccrc.ca\/index.php\/2024\/12\/29\/new-publication-on-machine-learning-tools-for-lung-cancer-management\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/biophotonics.bccrc.ca\/wp-content\/uploads\/2025\/01\/ianpaper-1-e1736800454732.png\",\"articleSection\":[\"Publications\"],\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/biophotonics.bccrc.ca\/index.php\/2024\/12\/29\/new-publication-on-machine-learning-tools-for-lung-cancer-management\/\",\"url\":\"https:\/\/biophotonics.bccrc.ca\/index.php\/2024\/12\/29\/new-publication-on-machine-learning-tools-for-lung-cancer-management\/\",\"name\":\"New publication on machine learning tools for lung cancer management - Optical Cancer Imaging Lab\",\"isPartOf\":{\"@id\":\"https:\/\/biophotonics.bccrc.ca\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/biophotonics.bccrc.ca\/index.php\/2024\/12\/29\/new-publication-on-machine-learning-tools-for-lung-cancer-management\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/biophotonics.bccrc.ca\/index.php\/2024\/12\/29\/new-publication-on-machine-learning-tools-for-lung-cancer-management\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/biophotonics.bccrc.ca\/wp-content\/uploads\/2025\/01\/ianpaper-1-e1736800454732.png\",\"datePublished\":\"2024-12-29T17:00:00+00:00\",\"dateModified\":\"2025-01-13T20:41:30+00:00\",\"breadcrumb\":{\"@id\":\"https:\/\/biophotonics.bccrc.ca\/index.php\/2024\/12\/29\/new-publication-on-machine-learning-tools-for-lung-cancer-management\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/biophotonics.bccrc.ca\/index.php\/2024\/12\/29\/new-publication-on-machine-learning-tools-for-lung-cancer-management\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/biophotonics.bccrc.ca\/index.php\/2024\/12\/29\/new-publication-on-machine-learning-tools-for-lung-cancer-management\/#primaryimage\",\"url\":\"https:\/\/biophotonics.bccrc.ca\/wp-content\/uploads\/2025\/01\/ianpaper-1-e1736800454732.png\",\"contentUrl\":\"https:\/\/biophotonics.bccrc.ca\/wp-content\/uploads\/2025\/01\/ianpaper-1-e1736800454732.png\",\"width\":434,\"height\":883},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/biophotonics.bccrc.ca\/index.php\/2024\/12\/29\/new-publication-on-machine-learning-tools-for-lung-cancer-management\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/biophotonics.bccrc.ca\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"New publication on machine learning tools for lung cancer management\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/biophotonics.bccrc.ca\/#website\",\"url\":\"https:\/\/biophotonics.bccrc.ca\/\",\"name\":\"Optical Cancer Imaging Lab\",\"description\":\"Screening, Diagnosis, and Therapy with Light\",\"publisher\":{\"@id\":\"https:\/\/biophotonics.bccrc.ca\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/biophotonics.bccrc.ca\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/biophotonics.bccrc.ca\/#organization\",\"name\":\"BC Cancer Research Center\",\"url\":\"https:\/\/biophotonics.bccrc.ca\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/biophotonics.bccrc.ca\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/biophotonics.bccrc.ca\/wp-content\/uploads\/2018\/10\/bccalogo.png\",\"contentUrl\":\"https:\/\/biophotonics.bccrc.ca\/wp-content\/uploads\/2018\/10\/bccalogo.png\",\"width\":212,\"height\":238,\"caption\":\"BC Cancer Research Center\"},\"image\":{\"@id\":\"https:\/\/biophotonics.bccrc.ca\/#\/schema\/logo\/image\/\"}},{\"@type\":\"Person\",\"@id\":\"https:\/\/biophotonics.bccrc.ca\/#\/schema\/person\/9e356d8426688355c9d4b21bdb6eba2f\",\"name\":\"Jeanie Malone\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/biophotonics.bccrc.ca\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/2e71918b05392de8e2a546a95314e39a3e755bf9f92b397422458cadde84642d?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/2e71918b05392de8e2a546a95314e39a3e755bf9f92b397422458cadde84642d?s=96&d=mm&r=g\",\"caption\":\"Jeanie Malone\"}}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"New publication on machine learning tools for lung cancer management - Optical Cancer Imaging Lab","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/biophotonics.bccrc.ca\/index.php\/2024\/12\/29\/new-publication-on-machine-learning-tools-for-lung-cancer-management\/","og_locale":"en_US","og_type":"article","og_title":"New publication on machine learning tools for lung cancer management - Optical Cancer Imaging Lab","og_description":"Ian Janzen, a PhD student in our group has a new publication in MDPI Cancers. Lung cancer is the leading cause of cancer deaths in Canada. Most lung cancers are diagnosed at advanced stages, where treatment pathways are determined by target mutations. Current standard of care for patients with cancers with a high PD-L1 score [&hellip;]","og_url":"https:\/\/biophotonics.bccrc.ca\/index.php\/2024\/12\/29\/new-publication-on-machine-learning-tools-for-lung-cancer-management\/","og_site_name":"Optical Cancer Imaging Lab","article_published_time":"2024-12-29T17:00:00+00:00","article_modified_time":"2025-01-13T20:41:30+00:00","og_image":[{"width":434,"height":883,"url":"https:\/\/biophotonics.bccrc.ca\/wp-content\/uploads\/2025\/01\/ianpaper-1-e1736800454732.png","type":"image\/png"}],"author":"Jeanie Malone","twitter_card":"summary_large_image","twitter_misc":{"Written by":"Jeanie Malone","Est. reading time":"1 minute"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/biophotonics.bccrc.ca\/index.php\/2024\/12\/29\/new-publication-on-machine-learning-tools-for-lung-cancer-management\/#article","isPartOf":{"@id":"https:\/\/biophotonics.bccrc.ca\/index.php\/2024\/12\/29\/new-publication-on-machine-learning-tools-for-lung-cancer-management\/"},"author":{"name":"Jeanie Malone","@id":"https:\/\/biophotonics.bccrc.ca\/#\/schema\/person\/9e356d8426688355c9d4b21bdb6eba2f"},"headline":"New publication on machine learning tools for lung cancer management","datePublished":"2024-12-29T17:00:00+00:00","dateModified":"2025-01-13T20:41:30+00:00","mainEntityOfPage":{"@id":"https:\/\/biophotonics.bccrc.ca\/index.php\/2024\/12\/29\/new-publication-on-machine-learning-tools-for-lung-cancer-management\/"},"wordCount":117,"publisher":{"@id":"https:\/\/biophotonics.bccrc.ca\/#organization"},"image":{"@id":"https:\/\/biophotonics.bccrc.ca\/index.php\/2024\/12\/29\/new-publication-on-machine-learning-tools-for-lung-cancer-management\/#primaryimage"},"thumbnailUrl":"https:\/\/biophotonics.bccrc.ca\/wp-content\/uploads\/2025\/01\/ianpaper-1-e1736800454732.png","articleSection":["Publications"],"inLanguage":"en-US"},{"@type":"WebPage","@id":"https:\/\/biophotonics.bccrc.ca\/index.php\/2024\/12\/29\/new-publication-on-machine-learning-tools-for-lung-cancer-management\/","url":"https:\/\/biophotonics.bccrc.ca\/index.php\/2024\/12\/29\/new-publication-on-machine-learning-tools-for-lung-cancer-management\/","name":"New publication on machine learning tools for lung cancer management - Optical Cancer Imaging Lab","isPartOf":{"@id":"https:\/\/biophotonics.bccrc.ca\/#website"},"primaryImageOfPage":{"@id":"https:\/\/biophotonics.bccrc.ca\/index.php\/2024\/12\/29\/new-publication-on-machine-learning-tools-for-lung-cancer-management\/#primaryimage"},"image":{"@id":"https:\/\/biophotonics.bccrc.ca\/index.php\/2024\/12\/29\/new-publication-on-machine-learning-tools-for-lung-cancer-management\/#primaryimage"},"thumbnailUrl":"https:\/\/biophotonics.bccrc.ca\/wp-content\/uploads\/2025\/01\/ianpaper-1-e1736800454732.png","datePublished":"2024-12-29T17:00:00+00:00","dateModified":"2025-01-13T20:41:30+00:00","breadcrumb":{"@id":"https:\/\/biophotonics.bccrc.ca\/index.php\/2024\/12\/29\/new-publication-on-machine-learning-tools-for-lung-cancer-management\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/biophotonics.bccrc.ca\/index.php\/2024\/12\/29\/new-publication-on-machine-learning-tools-for-lung-cancer-management\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/biophotonics.bccrc.ca\/index.php\/2024\/12\/29\/new-publication-on-machine-learning-tools-for-lung-cancer-management\/#primaryimage","url":"https:\/\/biophotonics.bccrc.ca\/wp-content\/uploads\/2025\/01\/ianpaper-1-e1736800454732.png","contentUrl":"https:\/\/biophotonics.bccrc.ca\/wp-content\/uploads\/2025\/01\/ianpaper-1-e1736800454732.png","width":434,"height":883},{"@type":"BreadcrumbList","@id":"https:\/\/biophotonics.bccrc.ca\/index.php\/2024\/12\/29\/new-publication-on-machine-learning-tools-for-lung-cancer-management\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/biophotonics.bccrc.ca\/"},{"@type":"ListItem","position":2,"name":"New publication on machine learning tools for lung cancer management"}]},{"@type":"WebSite","@id":"https:\/\/biophotonics.bccrc.ca\/#website","url":"https:\/\/biophotonics.bccrc.ca\/","name":"Optical Cancer Imaging Lab","description":"Screening, Diagnosis, and Therapy with Light","publisher":{"@id":"https:\/\/biophotonics.bccrc.ca\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/biophotonics.bccrc.ca\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/biophotonics.bccrc.ca\/#organization","name":"BC Cancer Research Center","url":"https:\/\/biophotonics.bccrc.ca\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/biophotonics.bccrc.ca\/#\/schema\/logo\/image\/","url":"https:\/\/biophotonics.bccrc.ca\/wp-content\/uploads\/2018\/10\/bccalogo.png","contentUrl":"https:\/\/biophotonics.bccrc.ca\/wp-content\/uploads\/2018\/10\/bccalogo.png","width":212,"height":238,"caption":"BC Cancer Research Center"},"image":{"@id":"https:\/\/biophotonics.bccrc.ca\/#\/schema\/logo\/image\/"}},{"@type":"Person","@id":"https:\/\/biophotonics.bccrc.ca\/#\/schema\/person\/9e356d8426688355c9d4b21bdb6eba2f","name":"Jeanie Malone","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/biophotonics.bccrc.ca\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/2e71918b05392de8e2a546a95314e39a3e755bf9f92b397422458cadde84642d?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/2e71918b05392de8e2a546a95314e39a3e755bf9f92b397422458cadde84642d?s=96&d=mm&r=g","caption":"Jeanie Malone"}}]}},"_links":{"self":[{"href":"https:\/\/biophotonics.bccrc.ca\/index.php\/wp-json\/wp\/v2\/posts\/1347","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/biophotonics.bccrc.ca\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/biophotonics.bccrc.ca\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/biophotonics.bccrc.ca\/index.php\/wp-json\/wp\/v2\/users\/7"}],"replies":[{"embeddable":true,"href":"https:\/\/biophotonics.bccrc.ca\/index.php\/wp-json\/wp\/v2\/comments?post=1347"}],"version-history":[{"count":4,"href":"https:\/\/biophotonics.bccrc.ca\/index.php\/wp-json\/wp\/v2\/posts\/1347\/revisions"}],"predecessor-version":[{"id":1353,"href":"https:\/\/biophotonics.bccrc.ca\/index.php\/wp-json\/wp\/v2\/posts\/1347\/revisions\/1353"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/biophotonics.bccrc.ca\/index.php\/wp-json\/wp\/v2\/media\/1346"}],"wp:attachment":[{"href":"https:\/\/biophotonics.bccrc.ca\/index.php\/wp-json\/wp\/v2\/media?parent=1347"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/biophotonics.bccrc.ca\/index.php\/wp-json\/wp\/v2\/categories?post=1347"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/biophotonics.bccrc.ca\/index.php\/wp-json\/wp\/v2\/tags?post=1347"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}