{"id":3219,"date":"2025-10-01T16:49:32","date_gmt":"2025-10-01T14:49:32","guid":{"rendered":"https:\/\/vbhi-institute.org\/?p=3219"},"modified":"2025-10-01T16:54:13","modified_gmt":"2025-10-01T14:54:13","slug":"using-ai-to-improve-the-differential-diagnosis-of-neurodegenerative-diseases","status":"publish","type":"post","link":"https:\/\/vbhi-institute.org\/en\/using-ai-to-improve-the-differential-diagnosis-of-neurodegenerative-diseases\/","title":{"rendered":"Using AI to improve the differential diagnosis of neurodegenerative diseases"},"content":{"rendered":"
[vc_row][vc_column][vc_column_text css=”” el_class=”intro”]CNRS Research Director at LaBRI (Bordeaux Computer Science Research Laboratory) and member of the VBHI management committee, Pierrick Coup\u00e9<\/a> and his team of researchers have just published a study on a new method based on brain imaging and artificial intelligence, called the lifespan tree of brain anatomy, for the simultaneous differential diagnosis of several neurodegenerative diseases. Interview.[\/vc_column_text][vc_column_text css=””]\n

What is your research about?<\/h2>\n

My research field focuses on neuroimaging<\/strong>, particularly on developing new artificial intelligence methods to support radiologists and neurologists<\/strong>.<\/p>\n

In this specific study, we developed a new tool based on magnetic resonance imaging (MRI) and artificial intelligence, called the lifespan tree of brain anatomy<\/strong>.<\/p>\n

This tool models the evolution of brain structures throughout life (from childhood to old age) by analysing a very large number of subjects.<\/p>\n

The idea is to<\/strong> understand how the brain normally changes with age, and how it changes differently in the case of neurodegenerative diseases<\/strong> (such as Alzheimer\u2019s, Parkinson\u2019s, or other forms of dementia).<\/p>\n

Once the average evolution for each pathology is known as a function of age, this knowledge can be represented in the form of a tree.<\/p>\n

A subject can then simply be projected into this space, and by looking at the nearest branches one can identify the potential diseases based on the changes observed on the MRI.<\/p>\n

\"\"
Brain lifespan tree\u00a9Pierrick Coup\u00e9<\/figcaption><\/figure>\n

Why focus on the evolution of brain structures to diagnose neurodegenerative diseases?<\/h2>\n

Neurodegenerative diseases<\/strong> often present with overlapping symptoms<\/strong> (cognitive or motor), which makes clinical diagnosis difficult.<\/p>\n

Brain imaging, and particularly the evolution of brain structures<\/strong> across the lifespan, contains potentially useful information for distinguishing between these diseases<\/strong>.<\/p>\n

This study introduces a method that models these anatomical changes (volumes of brain structures obtained via MRI) throughout life, to aid in the differential diagnosis of multiple pathologies at once.<\/p>\n

Specifically, this new method models changes in the volume of 124 brain structures across the lifespan in order to obtain interpretable representations of brain anatomy during disease progression.<\/p>\n

What is differential diagnosis?<\/h2>\n

In medicine, differential diagnosis consists in determining which specific disease explains a patient\u2019s symptoms<\/strong>, especially when several conditions appear similar. For example, certain memory problems may be linked to Alzheimer\u2019s, but also to other disorders.<\/p>\n

The role of differential diagnosis is to avoid confusion<\/strong> and guide patients towards the correct treatment<\/strong>.<\/p>\n

In this case, it means distinguishing, for instance, between different forms of dementia or different causes of parkinsonism, to identify which disease is most likely based on brain anatomical signatures.<\/p>\n

Why is this a major breakthrough?<\/h2>\n

At present, the vast majority of available tools only distinguish patients with a specific disease from healthy individuals (binary classification).<\/p>\n

Yet for clinicians, the real challenge is not to determine whether a patient is ill or not, but to identify which exact disease they have.<\/p>\n

This is precisely where our new tool<\/strong> offers something truly useful: it helps to differentiate between several diseases<\/strong> (multi-class classification), a field still rarely explored in research. This is why we filed a patent for our approach last February.<\/p>\n

Moreover, the model is based on the evolution of the brain over the entire lifespan, which provides a richer representation than looking at a single MRI at a given time.<\/p>\n

Our tool is therefore not an incomprehensible \u201cblack box\u201d: it provides clear, visual representations that are easy for doctors to interpret<\/strong>.<\/p>\n

The problem of explainability is one of the main current limitations in the use of AI in medicine. This is what motivated us to choose a readily interpretable representation in the form of a lifespan tree of brain anatomy.<\/p>\n

What is the next step?<\/h2>\n

First, we will make our tool freely available<\/strong> in the coming days on the volBrain platform<\/strong> (www.volbrain.net<\/a>).<\/p>\n

This open-access platform allows brain images to be automatically processed using all the tools developed from our research.<\/p>\n

Used by more than 10,000 researchers worldwide, it has already processed over 730,000 MRIs since its creation (volbrain.net\/users<\/a>).<\/p>\n

Next, we are working on combining MRI with other medical information (blood tests, cognitive assessments, genetics, etc.) to make the diagnosis even more precise.<\/p>\n

 <\/p>\n

Scientific article: Coup\u00e9, P., B. Mansencal, J. V. Manj\u00f3n, et al. 2025. Lifespan Tree of Brain Anatomy: Diagnostic Values for Motor and Cognitive Neurodegenerative Diseases. <\/strong>Human Brain Mapping 46, no. 13: e70336. https:\/\/doi.org\/10.1002\/hbm.70336<\/a><\/p>\n

 <\/p>\n

EM[\/vc_column_text][\/vc_column][\/vc_row]\n<\/div>","protected":false},"excerpt":{"rendered":"

Meeting with Pierrick Coup\u00e9, who tells us about his latest study: the lifespan tree of brain anatomy, for the simultaneous differential diagnosis of several neurodegenerative diseases.<\/p>\n","protected":false},"author":1024,"featured_media":3248,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[45,72],"tags":[],"class_list":["post-3219","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-research","category-scientific-publication","entry","has-media"],"yoast_head":"\nUsing AI to improve the differential diagnosis of neurodegenerative diseases - VBHI<\/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:\/\/vbhi-institute.org\/en\/using-ai-to-improve-the-differential-diagnosis-of-neurodegenerative-diseases\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Using AI to improve the differential diagnosis of neurodegenerative diseases - VBHI\" \/>\n<meta property=\"og:description\" content=\"Meeting with Pierrick Coup\u00e9, who tells us about his latest study: the lifespan tree of brain anatomy, for the simultaneous differential diagnosis of several neurodegenerative diseases.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/vbhi-institute.org\/en\/using-ai-to-improve-the-differential-diagnosis-of-neurodegenerative-diseases\/\" \/>\n<meta property=\"og:site_name\" content=\"VBHI\" \/>\n<meta property=\"article:published_time\" content=\"2025-10-01T14:49:32+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-10-01T14:54:13+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/vbhi-institute.org\/wp-content\/uploads\/2025\/10\/homme-sourire-micro-noir-blanc-gris-polo-tribune.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1200\" \/>\n\t<meta property=\"og:image:height\" content=\"800\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"bY8mK9uD2pZ8xM1u\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"bY8mK9uD2pZ8xM1u\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"5 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/vbhi-institute.org\\\/en\\\/using-ai-to-improve-the-differential-diagnosis-of-neurodegenerative-diseases\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/vbhi-institute.org\\\/en\\\/using-ai-to-improve-the-differential-diagnosis-of-neurodegenerative-diseases\\\/\"},\"author\":{\"name\":\"bY8mK9uD2pZ8xM1u\",\"@id\":\"https:\\\/\\\/vbhi-institute.org\\\/en\\\/#\\\/schema\\\/person\\\/57d498a4677fac44f4332ee25d8c7dd3\"},\"headline\":\"Using AI to improve the differential diagnosis of neurodegenerative diseases\",\"datePublished\":\"2025-10-01T14:49:32+00:00\",\"dateModified\":\"2025-10-01T14:54:13+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/vbhi-institute.org\\\/en\\\/using-ai-to-improve-the-differential-diagnosis-of-neurodegenerative-diseases\\\/\"},\"wordCount\":758,\"publisher\":{\"@id\":\"https:\\\/\\\/vbhi-institute.org\\\/en\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/vbhi-institute.org\\\/en\\\/using-ai-to-improve-the-differential-diagnosis-of-neurodegenerative-diseases\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/vbhi-institute.org\\\/wp-content\\\/uploads\\\/2025\\\/10\\\/homme-sourire-micro-noir-blanc-gris-polo-tribune.png\",\"articleSection\":[\"Research\",\"Scientific publication\"],\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/vbhi-institute.org\\\/en\\\/using-ai-to-improve-the-differential-diagnosis-of-neurodegenerative-diseases\\\/\",\"url\":\"https:\\\/\\\/vbhi-institute.org\\\/en\\\/using-ai-to-improve-the-differential-diagnosis-of-neurodegenerative-diseases\\\/\",\"name\":\"Using AI to improve the differential diagnosis of neurodegenerative diseases - VBHI\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/vbhi-institute.org\\\/en\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/vbhi-institute.org\\\/en\\\/using-ai-to-improve-the-differential-diagnosis-of-neurodegenerative-diseases\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/vbhi-institute.org\\\/en\\\/using-ai-to-improve-the-differential-diagnosis-of-neurodegenerative-diseases\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/vbhi-institute.org\\\/wp-content\\\/uploads\\\/2025\\\/10\\\/homme-sourire-micro-noir-blanc-gris-polo-tribune.png\",\"datePublished\":\"2025-10-01T14:49:32+00:00\",\"dateModified\":\"2025-10-01T14:54:13+00:00\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/vbhi-institute.org\\\/en\\\/using-ai-to-improve-the-differential-diagnosis-of-neurodegenerative-diseases\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/vbhi-institute.org\\\/en\\\/using-ai-to-improve-the-differential-diagnosis-of-neurodegenerative-diseases\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/vbhi-institute.org\\\/en\\\/using-ai-to-improve-the-differential-diagnosis-of-neurodegenerative-diseases\\\/#primaryimage\",\"url\":\"https:\\\/\\\/vbhi-institute.org\\\/wp-content\\\/uploads\\\/2025\\\/10\\\/homme-sourire-micro-noir-blanc-gris-polo-tribune.png\",\"contentUrl\":\"https:\\\/\\\/vbhi-institute.org\\\/wp-content\\\/uploads\\\/2025\\\/10\\\/homme-sourire-micro-noir-blanc-gris-polo-tribune.png\",\"width\":1200,\"height\":800,\"caption\":\"Pierrick Coup\u00e9 \u00a9Pierrick Coup\u00e9\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/vbhi-institute.org\\\/en\\\/using-ai-to-improve-the-differential-diagnosis-of-neurodegenerative-diseases\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/vbhi-institute.org\\\/en\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Using AI to improve the differential diagnosis of neurodegenerative diseases\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/vbhi-institute.org\\\/en\\\/#website\",\"url\":\"https:\\\/\\\/vbhi-institute.org\\\/en\\\/\",\"name\":\"VBHI\",\"description\":\"L'institut pour la sant\u00e9 vasculaire c\u00e9r\u00e9brale\",\"publisher\":{\"@id\":\"https:\\\/\\\/vbhi-institute.org\\\/en\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/vbhi-institute.org\\\/en\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/vbhi-institute.org\\\/en\\\/#organization\",\"name\":\"VBHI\",\"url\":\"https:\\\/\\\/vbhi-institute.org\\\/en\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/vbhi-institute.org\\\/en\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/vbhi-institute.org\\\/wp-content\\\/uploads\\\/2024\\\/04\\\/vbhi-logo.svg\",\"contentUrl\":\"https:\\\/\\\/vbhi-institute.org\\\/wp-content\\\/uploads\\\/2024\\\/04\\\/vbhi-logo.svg\",\"caption\":\"VBHI\"},\"image\":{\"@id\":\"https:\\\/\\\/vbhi-institute.org\\\/en\\\/#\\\/schema\\\/logo\\\/image\\\/\"}},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/vbhi-institute.org\\\/en\\\/#\\\/schema\\\/person\\\/57d498a4677fac44f4332ee25d8c7dd3\",\"name\":\"bY8mK9uD2pZ8xM1u\",\"sameAs\":[\"https:\\\/\\\/vbhi-institute.org\"]}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Using AI to improve the differential diagnosis of neurodegenerative diseases - VBHI","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:\/\/vbhi-institute.org\/en\/using-ai-to-improve-the-differential-diagnosis-of-neurodegenerative-diseases\/","og_locale":"en_US","og_type":"article","og_title":"Using AI to improve the differential diagnosis of neurodegenerative diseases - VBHI","og_description":"Meeting with Pierrick Coup\u00e9, who tells us about his latest study: the lifespan tree of brain anatomy, for the simultaneous differential diagnosis of several neurodegenerative diseases.","og_url":"https:\/\/vbhi-institute.org\/en\/using-ai-to-improve-the-differential-diagnosis-of-neurodegenerative-diseases\/","og_site_name":"VBHI","article_published_time":"2025-10-01T14:49:32+00:00","article_modified_time":"2025-10-01T14:54:13+00:00","og_image":[{"width":1200,"height":800,"url":"https:\/\/vbhi-institute.org\/wp-content\/uploads\/2025\/10\/homme-sourire-micro-noir-blanc-gris-polo-tribune.png","type":"image\/png"}],"author":"bY8mK9uD2pZ8xM1u","twitter_card":"summary_large_image","twitter_misc":{"Written by":"bY8mK9uD2pZ8xM1u","Est. reading time":"5 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/vbhi-institute.org\/en\/using-ai-to-improve-the-differential-diagnosis-of-neurodegenerative-diseases\/#article","isPartOf":{"@id":"https:\/\/vbhi-institute.org\/en\/using-ai-to-improve-the-differential-diagnosis-of-neurodegenerative-diseases\/"},"author":{"name":"bY8mK9uD2pZ8xM1u","@id":"https:\/\/vbhi-institute.org\/en\/#\/schema\/person\/57d498a4677fac44f4332ee25d8c7dd3"},"headline":"Using AI to improve the differential diagnosis of neurodegenerative diseases","datePublished":"2025-10-01T14:49:32+00:00","dateModified":"2025-10-01T14:54:13+00:00","mainEntityOfPage":{"@id":"https:\/\/vbhi-institute.org\/en\/using-ai-to-improve-the-differential-diagnosis-of-neurodegenerative-diseases\/"},"wordCount":758,"publisher":{"@id":"https:\/\/vbhi-institute.org\/en\/#organization"},"image":{"@id":"https:\/\/vbhi-institute.org\/en\/using-ai-to-improve-the-differential-diagnosis-of-neurodegenerative-diseases\/#primaryimage"},"thumbnailUrl":"https:\/\/vbhi-institute.org\/wp-content\/uploads\/2025\/10\/homme-sourire-micro-noir-blanc-gris-polo-tribune.png","articleSection":["Research","Scientific publication"],"inLanguage":"en-US"},{"@type":"WebPage","@id":"https:\/\/vbhi-institute.org\/en\/using-ai-to-improve-the-differential-diagnosis-of-neurodegenerative-diseases\/","url":"https:\/\/vbhi-institute.org\/en\/using-ai-to-improve-the-differential-diagnosis-of-neurodegenerative-diseases\/","name":"Using AI to improve the differential diagnosis of neurodegenerative diseases - VBHI","isPartOf":{"@id":"https:\/\/vbhi-institute.org\/en\/#website"},"primaryImageOfPage":{"@id":"https:\/\/vbhi-institute.org\/en\/using-ai-to-improve-the-differential-diagnosis-of-neurodegenerative-diseases\/#primaryimage"},"image":{"@id":"https:\/\/vbhi-institute.org\/en\/using-ai-to-improve-the-differential-diagnosis-of-neurodegenerative-diseases\/#primaryimage"},"thumbnailUrl":"https:\/\/vbhi-institute.org\/wp-content\/uploads\/2025\/10\/homme-sourire-micro-noir-blanc-gris-polo-tribune.png","datePublished":"2025-10-01T14:49:32+00:00","dateModified":"2025-10-01T14:54:13+00:00","breadcrumb":{"@id":"https:\/\/vbhi-institute.org\/en\/using-ai-to-improve-the-differential-diagnosis-of-neurodegenerative-diseases\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/vbhi-institute.org\/en\/using-ai-to-improve-the-differential-diagnosis-of-neurodegenerative-diseases\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/vbhi-institute.org\/en\/using-ai-to-improve-the-differential-diagnosis-of-neurodegenerative-diseases\/#primaryimage","url":"https:\/\/vbhi-institute.org\/wp-content\/uploads\/2025\/10\/homme-sourire-micro-noir-blanc-gris-polo-tribune.png","contentUrl":"https:\/\/vbhi-institute.org\/wp-content\/uploads\/2025\/10\/homme-sourire-micro-noir-blanc-gris-polo-tribune.png","width":1200,"height":800,"caption":"Pierrick Coup\u00e9 \u00a9Pierrick Coup\u00e9"},{"@type":"BreadcrumbList","@id":"https:\/\/vbhi-institute.org\/en\/using-ai-to-improve-the-differential-diagnosis-of-neurodegenerative-diseases\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/vbhi-institute.org\/en\/"},{"@type":"ListItem","position":2,"name":"Using AI to improve the differential diagnosis of neurodegenerative diseases"}]},{"@type":"WebSite","@id":"https:\/\/vbhi-institute.org\/en\/#website","url":"https:\/\/vbhi-institute.org\/en\/","name":"VBHI","description":"L'institut pour la sant\u00e9 vasculaire c\u00e9r\u00e9brale","publisher":{"@id":"https:\/\/vbhi-institute.org\/en\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/vbhi-institute.org\/en\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/vbhi-institute.org\/en\/#organization","name":"VBHI","url":"https:\/\/vbhi-institute.org\/en\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/vbhi-institute.org\/en\/#\/schema\/logo\/image\/","url":"https:\/\/vbhi-institute.org\/wp-content\/uploads\/2024\/04\/vbhi-logo.svg","contentUrl":"https:\/\/vbhi-institute.org\/wp-content\/uploads\/2024\/04\/vbhi-logo.svg","caption":"VBHI"},"image":{"@id":"https:\/\/vbhi-institute.org\/en\/#\/schema\/logo\/image\/"}},{"@type":"Person","@id":"https:\/\/vbhi-institute.org\/en\/#\/schema\/person\/57d498a4677fac44f4332ee25d8c7dd3","name":"bY8mK9uD2pZ8xM1u","sameAs":["https:\/\/vbhi-institute.org"]}]}},"_links":{"self":[{"href":"https:\/\/vbhi-institute.org\/en\/wp-json\/wp\/v2\/posts\/3219","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/vbhi-institute.org\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/vbhi-institute.org\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/vbhi-institute.org\/en\/wp-json\/wp\/v2\/users\/1024"}],"replies":[{"embeddable":true,"href":"https:\/\/vbhi-institute.org\/en\/wp-json\/wp\/v2\/comments?post=3219"}],"version-history":[{"count":5,"href":"https:\/\/vbhi-institute.org\/en\/wp-json\/wp\/v2\/posts\/3219\/revisions"}],"predecessor-version":[{"id":3256,"href":"https:\/\/vbhi-institute.org\/en\/wp-json\/wp\/v2\/posts\/3219\/revisions\/3256"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/vbhi-institute.org\/en\/wp-json\/wp\/v2\/media\/3248"}],"wp:attachment":[{"href":"https:\/\/vbhi-institute.org\/en\/wp-json\/wp\/v2\/media?parent=3219"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/vbhi-institute.org\/en\/wp-json\/wp\/v2\/categories?post=3219"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/vbhi-institute.org\/en\/wp-json\/wp\/v2\/tags?post=3219"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}