{"id":2486,"date":"2025-11-04T05:12:02","date_gmt":"2025-11-04T05:12:02","guid":{"rendered":"https://www.lunit.io/en/?post_type=publication&#038;p=2486"},"modified":"2025-11-14T05:15:47","modified_gmt":"2025-11-14T05:15:47","slug":"unveiling-spatial-correlation-between-cell-surface-targets-and-lymphocytes-via-artificial-intelligence-ai-powered-quantitative-immunohistochemistry-ihc-analysis","status":"publish","type":"publication","link":"https://lunit.supremeclients.com/en/publication/unveiling-spatial-correlation-between-cell-surface-targets-and-lymphocytes-via-artificial-intelligence-ai-powered-quantitative-immunohistochemistry-ihc-analysis/","title":{"rendered":"Unveiling spatial correlation between cell surface targets and lymphocytes via artificial intelligence (AI)-powered quantitative immunohistochemistry (IHC) analysis"},"content":{"rendered":"<div class=\"col-span-12 mt-2 bg-white md:mt-0\">\n<div class=\"hero-title\">\n<h3 id=\"article-title-1\" class=\"text-bmj-silver-800 mb-6 text-center text-[28px] font-normal leading-[34px] md:text-left md:text-[38px] md:leading-[48px]\" style=\"text-align: left;\" data-testid=\"title\">Unveiling spatial correlation between cell surface targets and lymphocytes via artificial intelligence (AI)-powered quantitative immunohistochemistry (IHC) analysis</h3>\n</div>\n</div>\n<div class=\"bg-white\">\n<div id=\"xref-fn-1-1\" class=\"relative mb-[20px]\" data-testid=\"author-affiliations-list\"></div>\n</div>\n<p>Gahee Park, Jiho Park, Sukjun Kim, Sanghoon Song, Hosik Kim, Chang Ho Ahn, Siraj Ali, Chan-Young Ock</p>\n<p><strong>SITC, 2025</strong></p>\n<p><strong>Abstract</strong></p>\n<div class=\"abstract-section\">\n<p class=\"section-title\"><strong>Background </strong>With increasing emphasis on the relationship of lymphocyte distribution with cell surface targets in immunotherapy, a standardized and reproducible analytical Methods is essential. We propose an AI-powered Methods to assess the relationship of lymphocyte distribution with 74 membrane-specific targets in development by quantifying the density of lymphocytes and target expression.</p>\n<p class=\"section-title\"><strong>Methods </strong>A total of 47,591 cancer and normal tissue IHC images from Human Protein Atlas were analyzed on 74 target genes. The AI model trained on pathologists-annotated whole-slide images (WSIs) analyzed intra-tumoral/extra-tumoral infiltrating lymphocyte (iTIL/exTIL) densities and tumor proportion score (TPS) of surface targets using the IHC WSI. iTIL, exTIL densities were compared between the TPS ≥1% and TPS &lt;1% samples according to cancer types (pan-cancer and each cancer types respectively). Positive/negative correlation with TIL with protein expression are defined as statistically significant (p &lt;0.05) 2-fold increase/decrease in average TIL in TPS ≥1% samples. Targets not meeting the above criteria were considered non-significantly different.</p>\n<p class=\"section-title\"><strong>Results </strong>The IHC analyzer examined 174M cells including 109M cancer cells in 34 cancer types. Among 74 targets analyzed, mean TPS of all targets was 17.4%(± 16.4%), with 49.0% of WSIs (12,939) classified as TPS ≥ 1% and 51.0% (13,443) classified as TPS &lt;1%. In pan-cancer analysis, TIL density was mostly either decreased (23.0%) or not significantly changed (74.3%) in the TPS ≥ 1% group, but only 2 (2.7%) targets including PD-L1 were positively correlated with total TIL (iTIL+exTIL). Moreover, iTIL significantly increased in the tumor tissues with PD-L1 TPS ≥ 1% in pan-cancer analysis (mean iTIL 510.2/mm2 vs 237.5/mm2, p &lt;0.001). In subgroup analysis by cancer type, a positive correlation is observed in 24 pairs of target-cancer type. Among these FGFR4 showed positive correlation with iTIL in colorectal cancer (mean iTIL 88.2/mm2 vs 8.1/mm2, p = 0.011), non-squamous lung cancer (75.0/mm2 vs 25.9/mm2, p = 0.015) and uterine carcinoma (225.4/mm2 vs 31.7/mm2, p = 0.003) but not in other cancer types that highly express FGFR4 such as of hepatocellular carcinoma or squamous lung cancer.</p>\n<p class=\"section-title\"><strong>Conclusions </strong>This correlative pipeline reveals a lack of pan-cancer correlation for cell surface targets and TIL infiltration, with the exception of PD-L1. However, expression of FGFR4 was linked to TIL presence in select cancer types which suggests the possible utility of a FGFR4 T cell engager bi-specific.</p>\n</div>\n<p style=\"text-align: center;\"><a href=\"https://jitc.bmj.com/content/13/Suppl_2/A1250\"><b>View Abstract</b></a></p>\n","protected":false},"featured_media":0,"template":"","publication-oncology":[95,136,85],"publication-region":[91],"publication-type":[],"radiology":[],"class_list":["post-2486","publication","type-publication","status-publish","hentry","publication-oncology-conference-posters","publication-oncology-lunit-scope-uihc","publication-oncology-pan-cancer","publication-region-north-america"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.6 - https://yoast.com/product/yoast-seo-wordpress/ -->\n<title>Unveiling spatial correlation between cell surface targets and lymphocytes via artificial intelligence (AI)-powered quantitative immunohistochemistry (IHC) analysis - Lunit</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://fr.lunit.supremeclients.com/publication/unveiling-spatial-correlation-between-cell-surface-targets-and-lymphocytes-via-artificial-intelligence-ai-powered-quantitative-immunohistochemistry-ihc-analysis/\">\n<meta property=\"og:locale\" content=\"en_US\">\n<meta property=\"og:type\" content=\"article\">\n<meta property=\"og:title\" content=\"Unveiling spatial correlation between cell surface targets and lymphocytes via artificial intelligence (AI)-powered quantitative immunohistochemistry (IHC) analysis - Lunit\">\n<meta property=\"og:description\" content=\"Unveiling spatial correlation between cell surface targets and lymphocytes via artificial intelligence (AI)-powered quantitative immunohistochemistry (IHC) analysis Gahee Park, Jiho Park, Sukjun Kim, Sanghoon Song, Hosik Kim, Chang Ho Ahn, Siraj Ali, Chan-Young Ock SITC, 2025 Abstract Background With increasing emphasis on the relationship of lymphocyte distribution with cell surface targets in immunotherapy, a standardized […]\">\n<meta property=\"og:url\" content=\"https://fr.lunit.supremeclients.com/publication/unveiling-spatial-correlation-between-cell-surface-targets-and-lymphocytes-via-artificial-intelligence-ai-powered-quantitative-immunohistochemistry-ihc-analysis/\">\n<meta property=\"og:site_name\" content=\"Lunit\">\n<meta property=\"article:modified_time\" content=\"2025-11-14T05:15:47+00:00\">\n<meta name=\"twitter:card\" content=\"summary_large_image\">\n<meta name=\"twitter:site\" content=\"@lunit_ai\">\n<meta name=\"twitter:label1\" content=\"Est. reading time\">\n\t<meta name=\"twitter:data1\" content=\"2 minutes\">\n<script type=\"application/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https://schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https://fr.lunit.supremeclients.com/publication/unveiling-spatial-correlation-between-cell-surface-targets-and-lymphocytes-via-artificial-intelligence-ai-powered-quantitative-immunohistochemistry-ihc-analysis/\",\"url\":\"https://fr.lunit.supremeclients.com/publication/unveiling-spatial-correlation-between-cell-surface-targets-and-lymphocytes-via-artificial-intelligence-ai-powered-quantitative-immunohistochemistry-ihc-analysis/\",\"name\":\"Unveiling spatial correlation between cell surface targets and lymphocytes via artificial intelligence (AI)-powered quantitative immunohistochemistry (IHC) analysis - Lunit\",\"isPartOf\":{\"@id\":\"https://fr.lunit.supremeclients.com/en/#website\"},\"datePublished\":\"2025-11-04T05:12:02+00:00\",\"dateModified\":\"2025-11-14T05:15:47+00:00\",\"breadcrumb\":{\"@id\":\"https://fr.lunit.supremeclients.com/publication/unveiling-spatial-correlation-between-cell-surface-targets-and-lymphocytes-via-artificial-intelligence-ai-powered-quantitative-immunohistochemistry-ihc-analysis/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https://fr.lunit.supremeclients.com/publication/unveiling-spatial-correlation-between-cell-surface-targets-and-lymphocytes-via-artificial-intelligence-ai-powered-quantitative-immunohistochemistry-ihc-analysis/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https://fr.lunit.supremeclients.com/publication/unveiling-spatial-correlation-between-cell-surface-targets-and-lymphocytes-via-artificial-intelligence-ai-powered-quantitative-immunohistochemistry-ihc-analysis/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https://fr.lunit.supremeclients.com/en/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Unveiling spatial correlation between cell surface targets and lymphocytes via artificial intelligence (AI)-powered quantitative immunohistochemistry (IHC) analysis\"}]},{\"@type\":\"WebSite\",\"@id\":\"https://fr.lunit.supremeclients.com/en/#website\",\"url\":\"https://fr.lunit.supremeclients.com/en/\",\"name\":\"Lunit\",\"description\":\"\",\"publisher\":{\"@id\":\"https://fr.lunit.supremeclients.com/en/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https://fr.lunit.supremeclients.com/en/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https://fr.lunit.supremeclients.com/en/#organization\",\"name\":\"Lunit\",\"url\":\"https://fr.lunit.supremeclients.com/en/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https://fr.lunit.supremeclients.com/en/#/schema/logo/image/\",\"url\":\"https://lunit.supremeclients.com/en/wp-content/uploads/2025/10/Logo-black.svg\",\"contentUrl\":\"https://lunit.supremeclients.com/en/wp-content/uploads/2025/10/Logo-black.svg\",\"width\":189,\"height\":52,\"caption\":\"Lunit\"},\"image\":{\"@id\":\"https://fr.lunit.supremeclients.com/en/#/schema/logo/image/\"},\"sameAs\":[\"https://x.com/lunit_ai\",\"https://www.linkedin.com/company/lunit-inc\",\"https://x.com/lunitoncology\"]}]}</script>\n<!-- / Yoast SEO plugin. -->","yoast_head_json":{"title":"Unveiling spatial correlation between cell surface targets and lymphocytes via artificial intelligence (AI)-powered quantitative immunohistochemistry (IHC) analysis - Lunit","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://lunit.supremeclients.com/publication/unveiling-spatial-correlation-between-cell-surface-targets-and-lymphocytes-via-artificial-intelligence-ai-powered-quantitative-immunohistochemistry-ihc-analysis/","og_locale":"en_US","og_type":"article","og_title":"Unveiling spatial correlation between cell surface targets and lymphocytes via artificial intelligence (AI)-powered quantitative immunohistochemistry (IHC) analysis - Lunit","og_description":"Unveiling spatial correlation between cell surface targets and lymphocytes via artificial intelligence (AI)-powered quantitative immunohistochemistry (IHC) analysis Gahee Park, Jiho Park, Sukjun Kim, Sanghoon Song, Hosik Kim, Chang Ho Ahn, Siraj Ali, Chan-Young Ock SITC, 2025 Abstract Background With increasing emphasis on the relationship of lymphocyte distribution with cell surface targets in immunotherapy, a standardized [&hellip;]","og_url":"https://lunit.supremeclients.com/publication/unveiling-spatial-correlation-between-cell-surface-targets-and-lymphocytes-via-artificial-intelligence-ai-powered-quantitative-immunohistochemistry-ihc-analysis/","og_site_name":"Lunit","article_modified_time":"2025-11-14T05:15:47+00:00","twitter_card":"summary_large_image","twitter_site":"@lunit_ai","twitter_misc":{"Est. reading time":"2 minutes"},"schema":{"@context":"https://schema.org","@graph":[{"@type":"WebPage","@id":"https://lunit.supremeclients.com/publication/unveiling-spatial-correlation-between-cell-surface-targets-and-lymphocytes-via-artificial-intelligence-ai-powered-quantitative-immunohistochemistry-ihc-analysis/","url":"https://fr.lunit.supremeclients.com/publication/unveiling-spatial-correlation-between-cell-surface-targets-and-lymphocytes-via-artificial-intelligence-ai-powered-quantitative-immunohistochemistry-ihc-analysis/","name":"Unveiling spatial correlation between cell surface targets and lymphocytes via artificial intelligence (AI)-powered quantitative immunohistochemistry (IHC) analysis - Lunit","isPartOf":{"@id":"https://lunit.supremeclients.com/en/#website"},"datePublished":"2025-11-04T05:12:02+00:00","dateModified":"2025-11-14T05:15:47+00:00","breadcrumb":{"@id":"https://lunit.supremeclients.com/publication/unveiling-spatial-correlation-between-cell-surface-targets-and-lymphocytes-via-artificial-intelligence-ai-powered-quantitative-immunohistochemistry-ihc-analysis/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https://lunit.supremeclients.com/publication/unveiling-spatial-correlation-between-cell-surface-targets-and-lymphocytes-via-artificial-intelligence-ai-powered-quantitative-immunohistochemistry-ihc-analysis/"]}]},{"@type":"BreadcrumbList","@id":"https://lunit.supremeclients.com/publication/unveiling-spatial-correlation-between-cell-surface-targets-and-lymphocytes-via-artificial-intelligence-ai-powered-quantitative-immunohistochemistry-ihc-analysis/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https://lunit.supremeclients.com/en/"},{"@type":"ListItem","position":2,"name":"Unveiling spatial correlation between cell surface targets and lymphocytes via artificial intelligence (AI)-powered quantitative immunohistochemistry (IHC) analysis"}]},{"@type":"WebSite","@id":"https://lunit.supremeclients.com/en/#website","url":"https://fr.lunit.supremeclients.com/en/","name":"Lunit","description":"","publisher":{"@id":"https://lunit.supremeclients.com/en/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https://lunit.supremeclients.com/en/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https://lunit.supremeclients.com/en/#organization","name":"Lunit","url":"https://fr.lunit.supremeclients.com/en/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https://lunit.supremeclients.com/en/#/schema/logo/image/","url":"https://lunit.supremeclients.com/en/wp-content/uploads/2025/10/Logo-black.svg","contentUrl":"https://lunit.supremeclients.com/en/wp-content/uploads/2025/10/Logo-black.svg","width":189,"height":52,"caption":"Lunit"},"image":{"@id":"https://lunit.supremeclients.com/en/#/schema/logo/image/"},"sameAs":["https://x.com/lunit_ai","https://www.linkedin.com/company/lunit-inc","https://x.com/lunitoncology"]}]}},"_links":{"self":[{"href":"https://lunit.supremeclients.com/en/wp-json/wp/v2/publication/2486","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https://lunit.supremeclients.com/en/wp-json/wp/v2/publication"}],"about":[{"href":"https://lunit.supremeclients.com/en/wp-json/wp/v2/types/publication"}],"wp:attachment":[{"href":"https://lunit.supremeclients.com/en/wp-json/wp/v2/media?parent=2486"}],"wp:term":[{"taxonomy":"publication-oncology","embeddable":true,"href":"https://lunit.supremeclients.com/en/wp-json/wp/v2/publication-oncology?post=2486"},{"taxonomy":"publication-region","embeddable":true,"href":"https://lunit.supremeclients.com/en/wp-json/wp/v2/publication-region?post=2486"},{"taxonomy":"publication-type","embeddable":true,"href":"https://lunit.supremeclients.com/en/wp-json/wp/v2/publication-type?post=2486"},{"taxonomy":"radiology","embeddable":true,"href":"https://lunit.supremeclients.com/en/wp-json/wp/v2/radiology?post=2486"}],"curies":[{"name":"wp","href":"https://api.w.org/{rel}","templated":true}]}}