
{"id":17013,"date":"2023-05-22T16:05:07","date_gmt":"2023-05-22T16:05:07","guid":{"rendered":"https:\/\/www.sygnaturediscovery.com\/blog\/in-vitro-to-in-vivo-translation-in-lead-optimization\/"},"modified":"2023-05-22T16:05:07","modified_gmt":"2023-05-22T16:05:07","slug":"in-vitro-to-in-vivo-translation-in-lead-optimization","status":"publish","type":"blog","link":"https:\/\/www.sygnaturediscovery.com\/fr\/blog\/in-vitro-to-in-vivo-translation-in-lead-optimization\/","title":{"rendered":"<span style=\"font-style:italic;\">In Vitro<\/span> to <span style=\"font-style:italic;\">In Vivo<\/span> Translation in Lead Optimization: Bridging the Biology Gap"},"content":{"rendered":"<div id=\"attachment_14029\" style=\"width: 810px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-14029\" class=\"wp-image-14029 size-medium\" src=\"https:\/\/www.sygnaturediscovery.com\/wp-content\/uploads\/2025\/11\/II-image.jpg\" alt=\"\" width=\"800\" height=\"303\"><p id=\"caption-attachment-14029\" class=\"wp-caption-text\">A generic <em>in vitro\/in vivo<\/em> translational journey<\/p><\/div>\n<p>\u00a0<\/p>\n<p>Drug discovery is a complex and dynamic process that aims to identify and develop new therapeutic compounds to treat various diseases. One critical aspect of this journey is <em>in vitro<\/em> to <em>in vivo<\/em> translation: translating promising results from <em>in vitro<\/em> assays conducted in controlled laboratory environments to <em>in vivo<\/em> animal models and eventually to human clinical trials. This blog explores the significance of <em>in vitro<\/em> to <em>in vivo<\/em> translation in drug discovery, particularly the lead optimization phase, and highlights the challenges and strategies involved in this crucial process.<\/p>\n<h2><strong>The Importance of <em>In Vitro <\/em>to<em> In Vivo<\/em> Translation<\/strong><\/h2>\n<p><em>In vitro<\/em>\u00a0biological experiments play a fundamental role in the early stages of drug discovery. They involve screening potential drug candidates to support the DMT cycle using isolated cells, tissues, or biochemical assays to assess their activity, selectivity, species crossover, mechanism of action, <em>in vitro<\/em> ADME and safety. <em>In vitro<\/em> assays offer several advantages, including cost-effectiveness, reliability, high throughput and the ability to investigate specific molecular targets.<\/p>\n<p>In lead optimization, the focus is on using these assays to drive the DMT cycle, to iron out any undesirable drug properties, like poor selectivity and ensure species cross over into the desired animal disease model and pave the way for successful testing <em>in vivo<\/em>. Equally important is discovering suitable biomarkers to measure the target engagement of the test drug <em>in vivo<\/em> and its concomitant efficacy on the disease. For example, when testing anti-inflammatory drugs <em>in vivo<\/em>, it\u2019s common to measure specific blood cytokines as distal markers of target engagement and signs and symptoms (e.g., swelling, redness, body weight) as disease markers.<\/p>\n<p>However, the ultimate goal of drug discovery is to develop safe and effective therapies for patients. A good drug translation to <em>in vivo<\/em> helps maximize and predict future project success in later-stage, expensive clinical trials. <em>In vivo<\/em> translation is crucial to determine how potential drug candidates behave within living organisms and disease models. <em>In vivo<\/em> studies provide valuable insights into drug pharmacokinetics (ADME), pharmacodynamics (PD: drug effects on the body), and overall efficacy in a complex (patho)physiological context.<\/p>\n<p>For example, the acute LPS mouse inflammation model is ideal for testing the anti-inflammatory effect of a candidate drug on elevated blood and tissue pro-inflammatory cytokine levels to provide early insight into PK and PD. These <em>in vivo<\/em> studies are essential for assessing drug candidates\u2019 safety, efficacy, and potential side effects before they can progress to clinical trials.<\/p>\n<p>\u00a0<\/p>\n<h2><img loading=\"lazy\" decoding=\"async\" class=\"alignleft wp-image-14066 size-thumbnail\" src=\"https:\/\/www.sygnaturediscovery.com\/wp-content\/uploads\/2025\/11\/Lead_Optimization_Delivering_Molecules_Fit_For_Preclinical_Development_social-image1-150x150.jpg\" alt=\"\" width=\"150\" height=\"150\"><\/h2>\n<h2><\/h2>\n<h2><a href=\"https:\/\/info.sygnaturediscovery.com\/lead-optimization-ebook\" target=\"_blank\" rel=\"noopener\"><span style=\"color: #26bdef; font-size: 18pt;\"><strong>Learn more about lead optimisation in our latest eBook: \u2018Lead optimisation: Delivering molecules fit for preclinical development\u2019<\/strong><\/span><\/a><\/h2>\n<h2><\/h2>\n<h2><\/h2>\n<p>\u00a0<\/p>\n<h2><span style=\"font-size: 18pt;\">Challenges in <em>In vitro<\/em> to <em>In vivo<\/em> Translation<\/span><\/h2>\n<p>Even with our current knowledge and expertise in translational sciences, the success rate of drugs is only 7% in drug development in 2022<sup>1<\/sup>, mainly due to a lack of efficacy in the desired target patient groups.<\/p>\n<ol>\n<li><strong>Biological Complexity<\/strong>: Living organisms are far more intricate than <em>in vitro<\/em> models, with a complex interplay between organs, tissues, and various physiological factors. Translating results from simplified static <em>in vitro<\/em> systems to the complexity of <em>in vivo<\/em> to dynamic models can be challenging and, under the influence of multiple factors, especially interspecies differences. A key challenge is accurately predicting the efficacy and safety of new drugs before clinical trials.<\/li>\n<li><strong>Disease Model Validity<\/strong>: Selecting appropriate animal models or designing clinical trials that accurately reflect the disease pathology and treatment response in humans is crucial. The chosen models should possess sufficient similarity to human physiology and exhibit the desired disease characteristics and processes.<\/li>\n<\/ol>\n<p>\u00a0<\/p>\n<h2><span style=\"font-size: 18pt;\">Strategies for Successful Translation<\/span><\/h2>\n<ol>\n<li><strong>Integration of <em>In vitro<\/em> and <em>In vivo<\/em> Data and Project Disciplines<\/strong><br>\nEstablishing a close scientific connection between <em>in vitro<\/em> and <em>in vivo<\/em> studies is vital. Bioscientists should design experiments with translation in mind, using <em>in vitro<\/em> models that represent the specific disease or target of interest accurately. The knowledge gained from <em>in vitro<\/em> studies should inform the design of subsequent <em>in vivo <\/em>experiments. Also, successfully bridging <em>in vitro<\/em> to <em>in vivo<\/em> translation is greatly helped by the close integration of drug discovery disciplines and team members, in particular, <em>in vitro<\/em>\/<em>in vivo<\/em> pharmacologists and drug metabolism scientists.<\/li>\n<li><strong>Use of Predictive PK\/PD Models<\/strong>:<br>\nAdvanced computational modelling and simulation techniques can help predict human pharmacokinetics and the behaviour of drug candidates <em>in vivo<\/em> based on <em>in vitro<\/em> data. These models can aid in optimizing dosage regimens, predicting drug-drug interactions, and understanding potential side effects for human studies.<\/li>\n<li><strong>Use of More Predictive Animal Replacement I<em>n Vitro<\/em> Models:<br>\n<\/strong>The ascent of more complex <em>in vitro<\/em> cell systems that more closely mimic the human disease <em>in vivo<\/em> is certainly gaining traction, even with the FDA<sup>2<\/sup>. 3D organoids, organs-on-a-chip, bioengineered human iPSC-derived cells, biosystem modelling and microfluidics systems with higher clinical disease biomimicry, all have contributed to predicting the human response to a new drug better than animal models.<\/li>\n<li><strong>Biomarkers and Surrogate Endpoints:<\/strong><br>\nIdentifying and utilizing reliable biomarkers or surrogate endpoints can facilitate the translation process. These indicators can help predict the efficacy and safety of drug candidates, providing valuable insights into treatment response and patient outcomes.<\/li>\n<li><strong>Collaboration and Data Sharing:<\/strong><br>\nSharing data, resources, and expertise can foster innovation and ensure the development of safe and effective drugs. Applying clinical learnings to lead optimization is important to improve the future clinical success of new drug discovery projects.<\/li>\n<\/ol>\n<p>\u00a0<\/p>\n<p><em>In vitro<\/em> to <em>in vivo<\/em> translation is an integral part of the lead optimization process. It involves the translation of promising results obtained from a controlled laboratory <em>in vitro<\/em> experiments to more complex living organisms and, ultimately, to human clinical trials. Overcoming the challenges associated with this translation is essential to ensure the development and flow of safe and effective therapies for patients. Integrating <em>in vitro<\/em> and <em>in vivo<\/em> studies carefully, utilizing predictive PK\/PD models, and fostering new, more predictive in vitro assays, will all help improve the success of this key process.<\/p>\n<p>\u00a0<\/p>\n<ol>\n<li>Global Trends in R&amp;D 2023. https:\/\/www.iqvia.com\/insights\/the-iqvia-institute\/reports\/global-trends-in-r-and-d-2023.<\/li>\n<li>FDA no longer needs to require animal tests before human drug trials. https:\/\/www.science.org\/content\/article\/fda-no-longer-needs-require-animal-tests-human-drug-trials.<\/li>\n<\/ol>\n<p>\u00a0<\/p>\n<p><strong>About the author<\/strong><\/p>\n<p><a href=\"https:\/\/www.sygnaturediscovery.com\/team-members\/dr-john-unitt\/\">Dr John Unitt<\/a> is Sygnature Discovery\u2019s Vice President of Immunology and Inflammation Drug Discovery. John is a highly experienced pharmaceutical bioscientist and has worked in a broad range of drug discovery phases from biological target identification and validation, hit identification from multiple sources (e.g. HTS, natural products, fragment-based), novel assay development, hit to lead and lead optimisation.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-14027 alignleft\" src=\"https:\/\/www.sygnaturediscovery.com\/wp-content\/uploads\/2025\/11\/Screenshot-120.png\" alt=\"\" width=\"304\" height=\"177\"><\/p>\n","protected":false},"excerpt":{"rendered":"","protected":false},"featured_media":17014,"template":"","category":[819,992,850,816],"class_list":["post-17013","blog","type-blog","status-publish","has-post-thumbnail","hentry","category-decouverte-integree-de-medicaments","category-dmpk","category-optimisation-des-leads","category-pharmacologie-in-vivo"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>In Vitro to In Vivo Translation in Lead Optimization: Bridging the Biology Gap - Sygnature<\/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:\/\/www.sygnaturediscovery.com\/fr\/blog\/in-vitro-to-in-vivo-translation-in-lead-optimization\/\" \/>\n<meta property=\"og:locale\" content=\"fr_CA\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"In Vitro to In Vivo Translation in Lead Optimization: Bridging the Biology Gap - Sygnature\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.sygnaturediscovery.com\/fr\/blog\/in-vitro-to-in-vivo-translation-in-lead-optimization\/\" \/>\n<meta property=\"og:site_name\" content=\"Sygnature\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.sygnaturediscovery.com\/wp-content\/uploads\/2026\/02\/sygnature-hit-to-lead-team-collaboration-scaled.webp\" \/>\n\t<meta property=\"og:image:width\" content=\"2560\" \/>\n\t<meta property=\"og:image:height\" content=\"1707\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/webp\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Estimation du temps de lecture\" \/>\n\t<meta name=\"twitter:data1\" content=\"5 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/www.sygnaturediscovery.com\\\/fr\\\/blog\\\/in-vitro-to-in-vivo-translation-in-lead-optimization\\\/\",\"url\":\"https:\\\/\\\/www.sygnaturediscovery.com\\\/fr\\\/blog\\\/in-vitro-to-in-vivo-translation-in-lead-optimization\\\/\",\"name\":\"In Vitro to In Vivo Translation in Lead Optimization: Bridging the Biology Gap - Sygnature\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.sygnaturediscovery.com\\\/fr\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/www.sygnaturediscovery.com\\\/fr\\\/blog\\\/in-vitro-to-in-vivo-translation-in-lead-optimization\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/www.sygnaturediscovery.com\\\/fr\\\/blog\\\/in-vitro-to-in-vivo-translation-in-lead-optimization\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/www.sygnaturediscovery.com\\\/wp-content\\\/uploads\\\/2025\\\/11\\\/II-image.jpg\",\"datePublished\":\"2023-05-22T16:05:07+00:00\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/www.sygnaturediscovery.com\\\/fr\\\/blog\\\/in-vitro-to-in-vivo-translation-in-lead-optimization\\\/#breadcrumb\"},\"inLanguage\":\"fr-CA\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/www.sygnaturediscovery.com\\\/fr\\\/blog\\\/in-vitro-to-in-vivo-translation-in-lead-optimization\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"fr-CA\",\"@id\":\"https:\\\/\\\/www.sygnaturediscovery.com\\\/fr\\\/blog\\\/in-vitro-to-in-vivo-translation-in-lead-optimization\\\/#primaryimage\",\"url\":\"https:\\\/\\\/www.sygnaturediscovery.com\\\/wp-content\\\/uploads\\\/2025\\\/11\\\/II-image.jpg\",\"contentUrl\":\"https:\\\/\\\/www.sygnaturediscovery.com\\\/wp-content\\\/uploads\\\/2025\\\/11\\\/II-image.jpg\",\"width\":1264,\"height\":478},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/www.sygnaturediscovery.com\\\/fr\\\/blog\\\/in-vitro-to-in-vivo-translation-in-lead-optimization\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/www.sygnaturediscovery.com\\\/fr\\\/page-daccueil\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"In Vitro to In Vivo Translation in Lead Optimization: Bridging the Biology Gap\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/www.sygnaturediscovery.com\\\/fr\\\/#website\",\"url\":\"https:\\\/\\\/www.sygnaturediscovery.com\\\/fr\\\/\",\"name\":\"Sygnature Discovery\",\"description\":\"\",\"publisher\":{\"@id\":\"https:\\\/\\\/www.sygnaturediscovery.com\\\/fr\\\/#organization\"},\"alternateName\":\"Sygnature\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/www.sygnaturediscovery.com\\\/fr\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"fr-CA\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/www.sygnaturediscovery.com\\\/fr\\\/#organization\",\"name\":\"Sygnature\",\"url\":\"https:\\\/\\\/www.sygnaturediscovery.com\\\/fr\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"fr-CA\",\"@id\":\"https:\\\/\\\/www.sygnaturediscovery.com\\\/fr\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/www.sygnaturediscovery.com\\\/wp-content\\\/uploads\\\/2025\\\/11\\\/Logo.svg\",\"contentUrl\":\"https:\\\/\\\/www.sygnaturediscovery.com\\\/wp-content\\\/uploads\\\/2025\\\/11\\\/Logo.svg\",\"width\":1,\"height\":1,\"caption\":\"Sygnature\"},\"image\":{\"@id\":\"https:\\\/\\\/www.sygnaturediscovery.com\\\/fr\\\/#\\\/schema\\\/logo\\\/image\\\/\"}}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"In Vitro to In Vivo Translation in Lead Optimization: Bridging the Biology Gap - Sygnature","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.sygnaturediscovery.com\/fr\/blog\/in-vitro-to-in-vivo-translation-in-lead-optimization\/","og_locale":"fr_CA","og_type":"article","og_title":"In Vitro to In Vivo Translation in Lead Optimization: Bridging the Biology Gap - Sygnature","og_url":"https:\/\/www.sygnaturediscovery.com\/fr\/blog\/in-vitro-to-in-vivo-translation-in-lead-optimization\/","og_site_name":"Sygnature","og_image":[{"width":2560,"height":1707,"url":"https:\/\/www.sygnaturediscovery.com\/wp-content\/uploads\/2026\/02\/sygnature-hit-to-lead-team-collaboration-scaled.webp","type":"image\/webp"}],"twitter_card":"summary_large_image","twitter_misc":{"Estimation du temps de lecture":"5 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.sygnaturediscovery.com\/fr\/blog\/in-vitro-to-in-vivo-translation-in-lead-optimization\/","url":"https:\/\/www.sygnaturediscovery.com\/fr\/blog\/in-vitro-to-in-vivo-translation-in-lead-optimization\/","name":"In Vitro to In Vivo Translation in Lead Optimization: Bridging the Biology Gap - Sygnature","isPartOf":{"@id":"https:\/\/www.sygnaturediscovery.com\/fr\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.sygnaturediscovery.com\/fr\/blog\/in-vitro-to-in-vivo-translation-in-lead-optimization\/#primaryimage"},"image":{"@id":"https:\/\/www.sygnaturediscovery.com\/fr\/blog\/in-vitro-to-in-vivo-translation-in-lead-optimization\/#primaryimage"},"thumbnailUrl":"https:\/\/www.sygnaturediscovery.com\/wp-content\/uploads\/2025\/11\/II-image.jpg","datePublished":"2023-05-22T16:05:07+00:00","breadcrumb":{"@id":"https:\/\/www.sygnaturediscovery.com\/fr\/blog\/in-vitro-to-in-vivo-translation-in-lead-optimization\/#breadcrumb"},"inLanguage":"fr-CA","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.sygnaturediscovery.com\/fr\/blog\/in-vitro-to-in-vivo-translation-in-lead-optimization\/"]}]},{"@type":"ImageObject","inLanguage":"fr-CA","@id":"https:\/\/www.sygnaturediscovery.com\/fr\/blog\/in-vitro-to-in-vivo-translation-in-lead-optimization\/#primaryimage","url":"https:\/\/www.sygnaturediscovery.com\/wp-content\/uploads\/2025\/11\/II-image.jpg","contentUrl":"https:\/\/www.sygnaturediscovery.com\/wp-content\/uploads\/2025\/11\/II-image.jpg","width":1264,"height":478},{"@type":"BreadcrumbList","@id":"https:\/\/www.sygnaturediscovery.com\/fr\/blog\/in-vitro-to-in-vivo-translation-in-lead-optimization\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/www.sygnaturediscovery.com\/fr\/page-daccueil\/"},{"@type":"ListItem","position":2,"name":"In Vitro to In Vivo Translation in Lead Optimization: Bridging the Biology Gap"}]},{"@type":"WebSite","@id":"https:\/\/www.sygnaturediscovery.com\/fr\/#website","url":"https:\/\/www.sygnaturediscovery.com\/fr\/","name":"Sygnature Discovery","description":"","publisher":{"@id":"https:\/\/www.sygnaturediscovery.com\/fr\/#organization"},"alternateName":"Sygnature","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.sygnaturediscovery.com\/fr\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"fr-CA"},{"@type":"Organization","@id":"https:\/\/www.sygnaturediscovery.com\/fr\/#organization","name":"Sygnature","url":"https:\/\/www.sygnaturediscovery.com\/fr\/","logo":{"@type":"ImageObject","inLanguage":"fr-CA","@id":"https:\/\/www.sygnaturediscovery.com\/fr\/#\/schema\/logo\/image\/","url":"https:\/\/www.sygnaturediscovery.com\/wp-content\/uploads\/2025\/11\/Logo.svg","contentUrl":"https:\/\/www.sygnaturediscovery.com\/wp-content\/uploads\/2025\/11\/Logo.svg","width":1,"height":1,"caption":"Sygnature"},"image":{"@id":"https:\/\/www.sygnaturediscovery.com\/fr\/#\/schema\/logo\/image\/"}}]}},"_links":{"self":[{"href":"https:\/\/www.sygnaturediscovery.com\/fr\/wp-json\/wp\/v2\/blog\/17013","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.sygnaturediscovery.com\/fr\/wp-json\/wp\/v2\/blog"}],"about":[{"href":"https:\/\/www.sygnaturediscovery.com\/fr\/wp-json\/wp\/v2\/types\/blog"}],"version-history":[{"count":0,"href":"https:\/\/www.sygnaturediscovery.com\/fr\/wp-json\/wp\/v2\/blog\/17013\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.sygnaturediscovery.com\/fr\/wp-json\/wp\/v2\/media\/17014"}],"wp:attachment":[{"href":"https:\/\/www.sygnaturediscovery.com\/fr\/wp-json\/wp\/v2\/media?parent=17013"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.sygnaturediscovery.com\/fr\/wp-json\/wp\/v2\/category?post=17013"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}