{"id":136823,"date":"2026-11-03T02:00:00","date_gmt":"2026-11-03T08:00:00","guid":{"rendered":"https:\/\/www.unmc.edu\/newsroom\/?p=136823"},"modified":"2026-11-02T13:50:51","modified_gmt":"2026-11-02T19:50:51","slug":"researchers-develop-tool-to-predict-breast-cancer-subtypes","status":"publish","type":"post","link":"https:\/\/www.unmc.edu\/newsroom\/2026\/11\/03\/researchers-develop-tool-to-predict-breast-cancer-subtypes\/","title":{"rendered":"Researchers develop tool to predict breast cancer subtypes"},"content":{"rendered":"<div class=\"panel body-content\"><div class=\"panel__container\">\n<p class=\"wp-block-paragraph\">Breast cancer is not one uniform disease. It has several molecular subtypes, each exhibiting a distinct behavior and responding differently to treatment. Knowing the specific subtype early can help physicians choose more personalized therapies with less trial and error.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">UNMC researchers have now developed an artificial intelligence tool that predicts breast cancer subtype using only DNA mutation data. The study addresses a difficult problem: mutations vary widely among the patients, and the hidden patterns that distinguish one cancer subtype from another can be hard to detect. The work was published in September in Genome Biology. <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The study was led by Babu Guda, PhD, associate dean for research development in the UNMC College of Medicine and professor and vice chair for bioinformatics in the UNMC Department of Genetics, Cell Biology and Anatomy. First author Sushil Shakyawar, PhD, an instructor in the department, specializes in applying computational and machine learning techniques to cancer genomics and multi-omics research.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The tool, called <a href=\"https:\/\/link.springer.com\/article\/10.1186\/s13059-026-04275-9\">ViSTA<\/a> (Variant-integrated Sequence Transformer Architecture), treats genomic DNA sequences as a language and specific mutation patterns as words. The team adopted a Google language-model algorithm known as BERT (Bidirectional Encoder Representations from Transformers) that finds word patterns in text to develop a novel method for finding patterns in mutations instead.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Dr. Guda, a member of the NCI-designated Fred &amp; Pamela Buffett Cancer Center, said cancer subtyping isn&#8217;t new, but molecular subtyping has typically relied on gene expression data, and combining several matching data types from patients can be costly or infeasible. ViSTA uses mutation data alone. &#8220;We use only mutation data, which is very cheap to obtain, relatively,&#8221; he said. The tool&#8217;s accuracy was extremely high given only the mutation data, which pleasantly surprised the team.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The scale of the genomic data and advanced computing power made this kind of work possible only recently. A single patient&#8217;s genome has 3.2 billion base pairs with tens of thousands of unique mutations. Processing mutation data from thousands of tumor samples using large language models (LLMs) is still a computational challenge. To circumvent this problem, Dr. Shakyawar designed a DNA language model using a high-value window screening approach that examines only the DNA segments surrounding mutations. Even so, training the foundation model took about three weeks for each iteration on high-end graphics processing unit (GPU) servers acquired by Dr. Guda&#8217;s lab. He trained a breast cancer specific foundation model using mutation data from the coding regions of thousands of breast cancer tumors and fine-tuned subtype specific data.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">ViSTA also identified subtype-specific &#8220;hotspots,&#8221; regions of DNA that are repeatedly mutated in one subtype but not others. Because those regions can affect how a tumor responds to drugs, perhaps they could help guide precision medicine for each subtype, although Dr. Shakyawar said the team is not making any clinical claims yet.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The lab is computational, so ViSTA remains a research tool. The team tested it on data from two independent breast cancer cohorts and has made the model publicly available for other researchers. Laboratory scientists at UNMC have already requested for the hotspot data, Dr. Guda said, which could lead to testing drugs in cell lines and, eventually, patients.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><em>The project was supported by multiple National Institutes of Health awards, with computing from the UNMC Bioinformatics and Systems Biology Core and the Holland Computing Center at the University of Nebraska.<\/em><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n<\/div><\/div>","protected":false},"excerpt":{"rendered":"<p>The team used an AI model and DNA mutation data to arrive at conclusions.<\/p>\n","protected":false},"author":27,"featured_media":136824,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_relevanssi_hide_post":"","_relevanssi_hide_content":"","_relevanssi_pin_for_all":"","_relevanssi_pin_keywords":"","_relevanssi_unpin_keywords":"","_relevanssi_related_keywords":"","_relevanssi_related_include_ids":"","_relevanssi_related_exclude_ids":"","_relevanssi_related_no_append":"","_relevanssi_related_not_related":"","_relevanssi_related_posts":"118751,65836,98084,115760,56841,32473","_relevanssi_noindex_reason":"","footnotes":""},"categories":[1],"tags":[],"class_list":["post-136823","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-uncategorized","topic-research","topic-unmc-community","department-college-of-medicine","department-fred-pamela-buffett-cancer-center","department-genetics-cell-biology-and-anatomy","department-unmc-today-todays-headlines","department-vice-chancellor-research","author_override-sarah-hankin-unmc-strategic-communications"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.8 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Researchers develop tool to predict breast cancer subtypes<\/title>\n<meta name=\"description\" content=\"The team used an AI model and DNA mutation data to arrive at conclusions.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.unmc.edu\/newsroom\/2026\/11\/03\/researchers-develop-tool-to-predict-breast-cancer-subtypes\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Researchers develop tool to predict breast cancer subtypes\" \/>\n<meta property=\"og:description\" content=\"The team used an AI model and DNA mutation data to arrive at conclusions.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.unmc.edu\/newsroom\/2026\/11\/03\/researchers-develop-tool-to-predict-breast-cancer-subtypes\/\" \/>\n<meta property=\"og:site_name\" content=\"Newsroom\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/unmcedu\" \/>\n<meta property=\"article:published_time\" content=\"2026-11-03T08:00:00+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.unmc.edu\/newsroom\/wp-content\/uploads\/2026\/10\/Guda_Shakyawar.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"900\" \/>\n\t<meta property=\"og:image:height\" content=\"600\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"John Keenan\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@unmc\" \/>\n<meta name=\"twitter:site\" content=\"@unmc\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"John Keenan\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/www.unmc.edu\\\/newsroom\\\/2026\\\/11\\\/03\\\/researchers-develop-tool-to-predict-breast-cancer-subtypes\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.unmc.edu\\\/newsroom\\\/2026\\\/11\\\/03\\\/researchers-develop-tool-to-predict-breast-cancer-subtypes\\\/\"},\"author\":{\"name\":\"John Keenan\",\"@id\":\"https:\\\/\\\/www.unmc.edu\\\/newsroom\\\/#\\\/schema\\\/person\\\/22aaa97fc8a965e5fb8555e8ecb753f5\"},\"headline\":\"Researchers develop tool to predict breast cancer subtypes\",\"datePublished\":\"2026-11-03T08:00:00+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/www.unmc.edu\\\/newsroom\\\/2026\\\/11\\\/03\\\/researchers-develop-tool-to-predict-breast-cancer-subtypes\\\/\"},\"wordCount\":564,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\\\/\\\/www.unmc.edu\\\/newsroom\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/www.unmc.edu\\\/newsroom\\\/2026\\\/11\\\/03\\\/researchers-develop-tool-to-predict-breast-cancer-subtypes\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/www.unmc.edu\\\/newsroom\\\/wp-content\\\/uploads\\\/2026\\\/10\\\/Guda_Shakyawar.jpg\",\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/www.unmc.edu\\\/newsroom\\\/2026\\\/11\\\/03\\\/researchers-develop-tool-to-predict-breast-cancer-subtypes\\\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/www.unmc.edu\\\/newsroom\\\/2026\\\/11\\\/03\\\/researchers-develop-tool-to-predict-breast-cancer-subtypes\\\/\",\"url\":\"https:\\\/\\\/www.unmc.edu\\\/newsroom\\\/2026\\\/11\\\/03\\\/researchers-develop-tool-to-predict-breast-cancer-subtypes\\\/\",\"name\":\"Researchers develop tool to predict breast cancer subtypes\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.unmc.edu\\\/newsroom\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/www.unmc.edu\\\/newsroom\\\/2026\\\/11\\\/03\\\/researchers-develop-tool-to-predict-breast-cancer-subtypes\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/www.unmc.edu\\\/newsroom\\\/2026\\\/11\\\/03\\\/researchers-develop-tool-to-predict-breast-cancer-subtypes\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/www.unmc.edu\\\/newsroom\\\/wp-content\\\/uploads\\\/2026\\\/10\\\/Guda_Shakyawar.jpg\",\"datePublished\":\"2026-11-03T08:00:00+00:00\",\"description\":\"The team used an AI model and DNA mutation data to arrive at conclusions.\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/www.unmc.edu\\\/newsroom\\\/2026\\\/11\\\/03\\\/researchers-develop-tool-to-predict-breast-cancer-subtypes\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/www.unmc.edu\\\/newsroom\\\/2026\\\/11\\\/03\\\/researchers-develop-tool-to-predict-breast-cancer-subtypes\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/www.unmc.edu\\\/newsroom\\\/2026\\\/11\\\/03\\\/researchers-develop-tool-to-predict-breast-cancer-subtypes\\\/#primaryimage\",\"url\":\"https:\\\/\\\/www.unmc.edu\\\/newsroom\\\/wp-content\\\/uploads\\\/2026\\\/10\\\/Guda_Shakyawar.jpg\",\"contentUrl\":\"https:\\\/\\\/www.unmc.edu\\\/newsroom\\\/wp-content\\\/uploads\\\/2026\\\/10\\\/Guda_Shakyawar.jpg\",\"width\":900,\"height\":600,\"caption\":\"Guda Shakyawar\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/www.unmc.edu\\\/newsroom\\\/2026\\\/11\\\/03\\\/researchers-develop-tool-to-predict-breast-cancer-subtypes\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/www.unmc.edu\\\/newsroom\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Researchers develop tool to predict breast cancer subtypes\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/www.unmc.edu\\\/newsroom\\\/#website\",\"url\":\"https:\\\/\\\/www.unmc.edu\\\/newsroom\\\/\",\"name\":\"Newsroom\",\"description\":\"\",\"publisher\":{\"@id\":\"https:\\\/\\\/www.unmc.edu\\\/newsroom\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/www.unmc.edu\\\/newsroom\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/www.unmc.edu\\\/newsroom\\\/#organization\",\"name\":\"University of Nebraska Medical Center\",\"url\":\"https:\\\/\\\/www.unmc.edu\\\/newsroom\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/www.unmc.edu\\\/newsroom\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/www.unmc.edu\\\/newsroom\\\/wp-content\\\/uploads\\\/2022\\\/08\\\/overview-1.png\",\"contentUrl\":\"https:\\\/\\\/www.unmc.edu\\\/newsroom\\\/wp-content\\\/uploads\\\/2022\\\/08\\\/overview-1.png\",\"width\":500,\"height\":153,\"caption\":\"University of Nebraska Medical Center\"},\"image\":{\"@id\":\"https:\\\/\\\/www.unmc.edu\\\/newsroom\\\/#\\\/schema\\\/logo\\\/image\\\/\"},\"sameAs\":[\"https:\\\/\\\/www.facebook.com\\\/unmcedu\",\"https:\\\/\\\/x.com\\\/unmc\",\"https:\\\/\\\/instagram.com\\\/iamunmc\",\"https:\\\/\\\/www.youtube.com\\\/user\\\/UNMCEDU\"]},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/www.unmc.edu\\\/newsroom\\\/#\\\/schema\\\/person\\\/22aaa97fc8a965e5fb8555e8ecb753f5\",\"name\":\"John Keenan\",\"url\":\"https:\\\/\\\/www.unmc.edu\\\/newsroom\\\/author\\\/02e74f10e0327ad868d138f2b4fdd6f0\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Researchers develop tool to predict breast cancer subtypes","description":"The team used an AI model and DNA mutation data to arrive at conclusions.","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:\/\/www.unmc.edu\/newsroom\/2026\/11\/03\/researchers-develop-tool-to-predict-breast-cancer-subtypes\/","og_locale":"en_US","og_type":"article","og_title":"Researchers develop tool to predict breast cancer subtypes","og_description":"The team used an AI model and DNA mutation data to arrive at conclusions.","og_url":"https:\/\/www.unmc.edu\/newsroom\/2026\/11\/03\/researchers-develop-tool-to-predict-breast-cancer-subtypes\/","og_site_name":"Newsroom","article_publisher":"https:\/\/www.facebook.com\/unmcedu","article_published_time":"2026-11-03T08:00:00+00:00","og_image":[{"width":900,"height":600,"url":"https:\/\/www.unmc.edu\/newsroom\/wp-content\/uploads\/2026\/10\/Guda_Shakyawar.jpg","type":"image\/jpeg"}],"author":"John Keenan","twitter_card":"summary_large_image","twitter_creator":"@unmc","twitter_site":"@unmc","twitter_misc":{"Written by":"John Keenan","Est. reading time":"3 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/www.unmc.edu\/newsroom\/2026\/11\/03\/researchers-develop-tool-to-predict-breast-cancer-subtypes\/#article","isPartOf":{"@id":"https:\/\/www.unmc.edu\/newsroom\/2026\/11\/03\/researchers-develop-tool-to-predict-breast-cancer-subtypes\/"},"author":{"name":"John Keenan","@id":"https:\/\/www.unmc.edu\/newsroom\/#\/schema\/person\/22aaa97fc8a965e5fb8555e8ecb753f5"},"headline":"Researchers develop tool to predict breast cancer subtypes","datePublished":"2026-11-03T08:00:00+00:00","mainEntityOfPage":{"@id":"https:\/\/www.unmc.edu\/newsroom\/2026\/11\/03\/researchers-develop-tool-to-predict-breast-cancer-subtypes\/"},"wordCount":564,"commentCount":0,"publisher":{"@id":"https:\/\/www.unmc.edu\/newsroom\/#organization"},"image":{"@id":"https:\/\/www.unmc.edu\/newsroom\/2026\/11\/03\/researchers-develop-tool-to-predict-breast-cancer-subtypes\/#primaryimage"},"thumbnailUrl":"https:\/\/www.unmc.edu\/newsroom\/wp-content\/uploads\/2026\/10\/Guda_Shakyawar.jpg","inLanguage":"en-US","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/www.unmc.edu\/newsroom\/2026\/11\/03\/researchers-develop-tool-to-predict-breast-cancer-subtypes\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/www.unmc.edu\/newsroom\/2026\/11\/03\/researchers-develop-tool-to-predict-breast-cancer-subtypes\/","url":"https:\/\/www.unmc.edu\/newsroom\/2026\/11\/03\/researchers-develop-tool-to-predict-breast-cancer-subtypes\/","name":"Researchers develop tool to predict breast cancer subtypes","isPartOf":{"@id":"https:\/\/www.unmc.edu\/newsroom\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.unmc.edu\/newsroom\/2026\/11\/03\/researchers-develop-tool-to-predict-breast-cancer-subtypes\/#primaryimage"},"image":{"@id":"https:\/\/www.unmc.edu\/newsroom\/2026\/11\/03\/researchers-develop-tool-to-predict-breast-cancer-subtypes\/#primaryimage"},"thumbnailUrl":"https:\/\/www.unmc.edu\/newsroom\/wp-content\/uploads\/2026\/10\/Guda_Shakyawar.jpg","datePublished":"2026-11-03T08:00:00+00:00","description":"The team used an AI model and DNA mutation data to arrive at conclusions.","breadcrumb":{"@id":"https:\/\/www.unmc.edu\/newsroom\/2026\/11\/03\/researchers-develop-tool-to-predict-breast-cancer-subtypes\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.unmc.edu\/newsroom\/2026\/11\/03\/researchers-develop-tool-to-predict-breast-cancer-subtypes\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.unmc.edu\/newsroom\/2026\/11\/03\/researchers-develop-tool-to-predict-breast-cancer-subtypes\/#primaryimage","url":"https:\/\/www.unmc.edu\/newsroom\/wp-content\/uploads\/2026\/10\/Guda_Shakyawar.jpg","contentUrl":"https:\/\/www.unmc.edu\/newsroom\/wp-content\/uploads\/2026\/10\/Guda_Shakyawar.jpg","width":900,"height":600,"caption":"Guda Shakyawar"},{"@type":"BreadcrumbList","@id":"https:\/\/www.unmc.edu\/newsroom\/2026\/11\/03\/researchers-develop-tool-to-predict-breast-cancer-subtypes\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/www.unmc.edu\/newsroom\/"},{"@type":"ListItem","position":2,"name":"Researchers develop tool to predict breast cancer subtypes"}]},{"@type":"WebSite","@id":"https:\/\/www.unmc.edu\/newsroom\/#website","url":"https:\/\/www.unmc.edu\/newsroom\/","name":"Newsroom","description":"","publisher":{"@id":"https:\/\/www.unmc.edu\/newsroom\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.unmc.edu\/newsroom\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/www.unmc.edu\/newsroom\/#organization","name":"University of Nebraska Medical Center","url":"https:\/\/www.unmc.edu\/newsroom\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.unmc.edu\/newsroom\/#\/schema\/logo\/image\/","url":"https:\/\/www.unmc.edu\/newsroom\/wp-content\/uploads\/2022\/08\/overview-1.png","contentUrl":"https:\/\/www.unmc.edu\/newsroom\/wp-content\/uploads\/2022\/08\/overview-1.png","width":500,"height":153,"caption":"University of Nebraska Medical Center"},"image":{"@id":"https:\/\/www.unmc.edu\/newsroom\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/unmcedu","https:\/\/x.com\/unmc","https:\/\/instagram.com\/iamunmc","https:\/\/www.youtube.com\/user\/UNMCEDU"]},{"@type":"Person","@id":"https:\/\/www.unmc.edu\/newsroom\/#\/schema\/person\/22aaa97fc8a965e5fb8555e8ecb753f5","name":"John Keenan","url":"https:\/\/www.unmc.edu\/newsroom\/author\/02e74f10e0327ad868d138f2b4fdd6f0\/"}]}},"_links":{"self":[{"href":"https:\/\/www.unmc.edu\/newsroom\/wp-json\/wp\/v2\/posts\/136823","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.unmc.edu\/newsroom\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.unmc.edu\/newsroom\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.unmc.edu\/newsroom\/wp-json\/wp\/v2\/users\/27"}],"replies":[{"embeddable":true,"href":"https:\/\/www.unmc.edu\/newsroom\/wp-json\/wp\/v2\/comments?post=136823"}],"version-history":[{"count":1,"href":"https:\/\/www.unmc.edu\/newsroom\/wp-json\/wp\/v2\/posts\/136823\/revisions"}],"predecessor-version":[{"id":136827,"href":"https:\/\/www.unmc.edu\/newsroom\/wp-json\/wp\/v2\/posts\/136823\/revisions\/136827"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.unmc.edu\/newsroom\/wp-json\/wp\/v2\/media\/136824"}],"wp:attachment":[{"href":"https:\/\/www.unmc.edu\/newsroom\/wp-json\/wp\/v2\/media?parent=136823"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.unmc.edu\/newsroom\/wp-json\/wp\/v2\/categories?post=136823"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.unmc.edu\/newsroom\/wp-json\/wp\/v2\/tags?post=136823"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}