{"id":570,"date":"2021-06-30T12:00:33","date_gmt":"2021-06-30T12:00:33","guid":{"rendered":"https:\/\/admin.acceleratingscience.com\/atomic-resolution\/2021\/06\/30\/expedited-cryo-em-structure-based-drug-design\/"},"modified":"2022-12-01T18:48:47","modified_gmt":"2022-12-01T18:48:47","slug":"expedited-cryo-em-structure-based-drug-design","status":"publish","type":"post","link":"https:\/\/www.thermofisher.com\/blog\/atomic-resolution\/expedited-cryo-em-structure-based-drug-design\/","title":{"rendered":"Expedited Cryo-EM Structure-Based Drug Design: From Gene to Novel Chemistry"},"content":{"rendered":"<p>Structure-based drug design involves uncovering the three-dimensional structure of therapeutically relevant targets for drug discovery and development.<\/p>\n<p>Compared to ligand-based methods, this type of drug design can accelerate the development process and make it possible to precisely design small molecules that either bring out or suppress a response in the human body.<\/p>\n<p>Historically, X-ray crystallography was a critical part of structure-based drug design and resulted in the development of potent inhibitors for the treatment of a wide variety of diseases from AIDS to cancer.<\/p>\n<p>Yet, due to the limits of this technique, many important drug targets\u2014including macromolecular assemblies and membrane proteins\u2014were left out of structure-based drug design efforts.<\/p>\n<p>The good news is that recent advances in protein production, coupled with the increasingly popular cryo-electron microscopy (cryo-EM) technique, are expanding the role of structure-based drug design for these critical targets.<\/p>\n<h2 style=\"font-size: 100%\"><strong>Modern structure-based drug design: a case study<\/strong><\/h2>\n<p>Using cryo-EM in combination with computational chemistry methods, researchers are poised to revolutionize structure-based drug design, which could lead to highly precise drugs that target a wider range of debilitating diseases. In other words, better drugs in less time.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-1879\" title=\"Expedited structure-based drug design using cryo-EM and the Schr\u00f6dinger platform\" src=\"http:\/\/admin.acceleratingscience.com\/atomic-resolution\/wp-content\/uploads\/sites\/22\/2022\/04\/Schrodinger-embed.jpg\" alt=\"Expedited structure-based drug design using cryo-EM and the Schr\u00f6dinger platform\" width=\"780\" height=\"187\" \/><\/p>\n<p style=\"text-align: center\"><em>Using Thermo Fisher Scientific&#8217;s gene-to-protein and cryo-EM solutions, in combination with the <\/em><em>Schr\u00f6dinger<\/em><em>\u00a0platform, it is possible to get from gene to novel, computationally designed small molecules in just three months.<\/em><\/p>\n<p>To demonstrate <a href=\"https:\/\/ter.li\/rsaqjp\">the potential of cryo-EM in the structure-based drug design process<\/a>, Thermo Fisher Scientific collaborated with Schr\u00f6dinger to create<a href=\"https:\/\/ter.li\/70cwwq\"> a white paper showcasing the expedited gene-to-drug approach, finding hits in only three months.<\/a> To do so, they utilized Thermo Fisher\u2019s high-powered cryo-EM solutions and Invitrogen GeneArt Gene-to-Protein Services in combination with the <a href=\"https:\/\/www.schrodinger.com\/platform\">Schr\u00f6dinger<strong>\u00a0<\/strong>Drug Discovery platform<\/a><strong>.<\/strong><\/p>\n<h2 style=\"font-size: 100%\"><strong>An expedited gene-to-drug approach<\/strong><\/h2>\n<p>Selection of targets for initiation of drug discovery depends on understanding the unmet medical need of focus, and evidence from clinical, genetic and preclinical studies inform therapeutic potential.<\/p>\n<p>According to the collaborators in this study, \u201cAll targets must be modeling enabled for structure-based drug design\u2026The Schr\u00f6dinger platform is used to analyze protein structure quality and binding site druggability, followed by an assessment of the amenability of the structures for use with the technology. Due to the lack of high-quality structures&#8230;[many] interesting targets that meet the criteria for biological rationale and therapeutic momentum need to be discarded. This is often because such targets are&#8230;often challenging for X-ray crystallography. Fortunately, these types of targets are often well suited for structural determination by cryo-EM and allow for modelling of previously unreachable targets.\u201d<\/p>\n<ul>\n<li>After a target was selected for the purpose of this study, Thermo Fisher&#8217;s GeneArt Gene-to-Protein services team produced a purified protein starting with a digital sequence in just six weeks. This was made possible by harnessing the power of <a href=\"https:\/\/ter.li\/ki8dit\">gene optimization<\/a>, our <a href=\"https:\/\/ter.li\/apduc0\">synthetic gene expertize<\/a> and advanced <a href=\"https:\/\/ter.li\/u14xcl\">Gibco expression systems<\/a> to produce maximum yields of correctly folded protein. The protein was obtained with a concentration sufficient for creating dense micrographs and with the quantity needed to supply a cryo-EM-based structure determination pipeline for months.<\/li>\n<li>Using the <a href=\"https:\/\/ter.li\/vfgozj\">Thermo Scientific iSPA Workflow<\/a>, including the Thermo Scientific <a href=\"https:\/\/ter.li\/t6xu0a\">Vitrobot System<\/a>, <a href=\"https:\/\/ter.li\/vmr25v\">Krios Rx Cryo-TEM<\/a>, and <a href=\"https:\/\/ter.li\/4y7ktu\">EPU software<\/a>, it was possible to complete the entire process from vitrifying the protein sample to collecting the required data. Using this workflow, it took just three days to go from sample preparation to the high-resolution reconstruction of the first complex structure\u2014with the ability to solve additional ligand structures within a similar timeframe.<\/li>\n<li>Once protein-ligand complex structures were obtained, atomic models were prepared with the Schr\u00f6dinger\u00a0platform, which integrates predictive physics-based methods with machine learning techniques to accelerate drug discovery. Using this platform, it was possible to virtually screen massive numbers of diverse compounds to exploit opportunities and remove known liabilities. The atomic models were refined to be of sufficiently high quality to be used in a structure-based drug design program within just three weeks.<\/li>\n<\/ul>\n<p>Using Thermo Fisher solutions in combination with the Schr\u00f6dinger platform, it took just three months to get from gene to novel, computationally designed small molecules. As the white paper demonstrates, this method can play a critical role in structure-based drug design\u2014accelerating drug discovery and the path to the high-efficacy drugs needed to combat a wide range of today\u2019s debilitating diseases.<\/p>\n<p><em>To learn more, read our white paper, <\/em><a href=\"https:\/\/ter.li\/70cwwq\"><em>An Expedited Gene-to-Drug Approach Using Thermo Scientific Cryo-EM and the Schr\u00f6dinger<strong>\u00a0<\/strong>Platform<\/em><\/a>.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Structure-based drug design involves uncovering the three-dimensional structure of therapeutically relevant targets for drug discovery and development. Compared to ligand-based methods, this type of drug design can accelerate the development process and make it possible to precisely design small molecules that either bring out or suppress a response in the human body. Historically, X-ray crystallography<\/p>\n","protected":false},"author":1347,"featured_media":573,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_kad_blocks_custom_css":"","_kad_blocks_head_custom_js":"","_kad_blocks_body_custom_js":"","_kad_blocks_footer_custom_js":"","_monsterinsights_skip_tracking":false,"_genesis_hide_title":false,"_genesis_hide_breadcrumbs":false,"_genesis_hide_singular_image":false,"_genesis_hide_footer_widgets":false,"_genesis_custom_body_class":"","_genesis_custom_post_class":"","_genesis_layout":"","_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_feature_clip_id":0,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_post_was_ever_published":false},"categories":[24,33],"tags":[15,16,117],"division":[],"class_list":{"0":"post-570","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-cryo-electron-microscopy-cryo-em","8":"category-general","9":"tag-cryo-electron-microscopy","10":"tag-cryo-em","11":"tag-drug-discovery","12":"entry"},"_selected_authors":"","_selected_reviewers":"","acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.8 (Yoast SEO v27.8) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Cryo-EM - Structure-Based Drug Design - Life in Atomic Resolution<\/title>\n<meta name=\"description\" content=\"Thermo Fisher Scientific and Schr\u00f6dinger combine cryo-EM and computational chemistry methods to accelerate structure-based drug design.\" \/>\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.thermofisher.com\/blog\/atomic-resolution\/expedited-cryo-em-structure-based-drug-design\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Expedited Cryo-EM Structure-Based Drug Design: From Gene to Novel Chemistry\" \/>\n<meta property=\"og:description\" content=\"Thermo Fisher Scientific and Schr\u00f6dinger combine cryo-EM and computational chemistry methods to accelerate structure-based drug design.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/admin.acceleratingscience.com\/atomic-resolution\/expedited-cryo-em-structure-based-drug-design\/\" \/>\n<meta property=\"og:site_name\" content=\"Life in Atomic Resolution\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/thermofisher\" \/>\n<meta property=\"article:published_time\" content=\"2021-06-30T12:00:33+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2022-12-01T18:48:47+00:00\" \/>\n<meta property=\"og:image\" content=\"http:\/\/admin.acceleratingscience.com\/atomic-resolution\/wp-content\/uploads\/sites\/22\/2022\/04\/Schrodinger-1200x630-2.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1200\" \/>\n\t<meta property=\"og:image:height\" content=\"630\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Hans Raaijmakers, PhD\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@thermofisher\" \/>\n<meta name=\"twitter:site\" content=\"@thermofisher\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Hans Raaijmakers, PhD\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"4 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/admin.acceleratingscience.com\\\/atomic-resolution\\\/expedited-cryo-em-structure-based-drug-design\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/admin.acceleratingscience.com\\\/atomic-resolution\\\/expedited-cryo-em-structure-based-drug-design\\\/\"},\"author\":{\"name\":\"Hans Raaijmakers, PhD\",\"@id\":\"https:\\\/\\\/admin.acceleratingscience.com\\\/atomic-resolution\\\/#\\\/schema\\\/person\\\/aa6d62159714ef94af1f7a9323ffe4a2\"},\"headline\":\"Expedited Cryo-EM Structure-Based Drug Design: From Gene to Novel Chemistry\",\"datePublished\":\"2021-06-30T12:00:33+00:00\",\"dateModified\":\"2022-12-01T18:48:47+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/admin.acceleratingscience.com\\\/atomic-resolution\\\/expedited-cryo-em-structure-based-drug-design\\\/\"},\"wordCount\":738,\"commentCount\":0,\"image\":{\"@id\":\"https:\\\/\\\/admin.acceleratingscience.com\\\/atomic-resolution\\\/expedited-cryo-em-structure-based-drug-design\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/admin.acceleratingscience.com\\\/atomic-resolution\\\/wp-content\\\/uploads\\\/sites\\\/22\\\/2022\\\/04\\\/Schrodinger-1200x630-2.jpg\",\"keywords\":[\"cryo-electron microscopy\",\"cryo-EM\",\"drug discovery\"],\"articleSection\":[\"Cryo-Electron Microscopy (Cryo-EM)\",\"General\"],\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/admin.acceleratingscience.com\\\/atomic-resolution\\\/expedited-cryo-em-structure-based-drug-design\\\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/admin.acceleratingscience.com\\\/atomic-resolution\\\/expedited-cryo-em-structure-based-drug-design\\\/\",\"url\":\"https:\\\/\\\/admin.acceleratingscience.com\\\/atomic-resolution\\\/expedited-cryo-em-structure-based-drug-design\\\/\",\"name\":\"Cryo-EM - Structure-Based Drug Design - Life in Atomic Resolution\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/admin.acceleratingscience.com\\\/atomic-resolution\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/admin.acceleratingscience.com\\\/atomic-resolution\\\/expedited-cryo-em-structure-based-drug-design\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/admin.acceleratingscience.com\\\/atomic-resolution\\\/expedited-cryo-em-structure-based-drug-design\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/admin.acceleratingscience.com\\\/atomic-resolution\\\/wp-content\\\/uploads\\\/sites\\\/22\\\/2022\\\/04\\\/Schrodinger-1200x630-2.jpg\",\"datePublished\":\"2021-06-30T12:00:33+00:00\",\"dateModified\":\"2022-12-01T18:48:47+00:00\",\"author\":{\"@id\":\"https:\\\/\\\/admin.acceleratingscience.com\\\/atomic-resolution\\\/#\\\/schema\\\/person\\\/aa6d62159714ef94af1f7a9323ffe4a2\"},\"description\":\"Thermo Fisher Scientific and Schr\u00f6dinger combine cryo-EM and computational chemistry methods to accelerate structure-based drug design.\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/admin.acceleratingscience.com\\\/atomic-resolution\\\/expedited-cryo-em-structure-based-drug-design\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/admin.acceleratingscience.com\\\/atomic-resolution\\\/expedited-cryo-em-structure-based-drug-design\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/admin.acceleratingscience.com\\\/atomic-resolution\\\/expedited-cryo-em-structure-based-drug-design\\\/#primaryimage\",\"url\":\"https:\\\/\\\/admin.acceleratingscience.com\\\/atomic-resolution\\\/wp-content\\\/uploads\\\/sites\\\/22\\\/2022\\\/04\\\/Schrodinger-1200x630-2.jpg\",\"contentUrl\":\"https:\\\/\\\/admin.acceleratingscience.com\\\/atomic-resolution\\\/wp-content\\\/uploads\\\/sites\\\/22\\\/2022\\\/04\\\/Schrodinger-1200x630-2.jpg\",\"width\":1200,\"height\":630,\"caption\":\"Expedited structure-based drug design with cryo-EM and the Schr\u00f6dinger platform\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/admin.acceleratingscience.com\\\/atomic-resolution\\\/expedited-cryo-em-structure-based-drug-design\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/admin.acceleratingscience.com\\\/atomic-resolution\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Expedited Cryo-EM Structure-Based Drug Design: From Gene to Novel Chemistry\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/admin.acceleratingscience.com\\\/atomic-resolution\\\/#website\",\"url\":\"https:\\\/\\\/admin.acceleratingscience.com\\\/atomic-resolution\\\/\",\"name\":\"Life in Atomic Resolution\",\"description\":\"Electron and cryo-electron microscopy stories and solutions about the advancement of cellular and structural biology\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/admin.acceleratingscience.com\\\/atomic-resolution\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/admin.acceleratingscience.com\\\/atomic-resolution\\\/#\\\/schema\\\/person\\\/aa6d62159714ef94af1f7a9323ffe4a2\",\"name\":\"Hans Raaijmakers, PhD\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/f51090b0e6d3bbf8248cd428224e16a0941d0e3b9075e28e17161f76b073d9bb?s=96&d=mm&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/f51090b0e6d3bbf8248cd428224e16a0941d0e3b9075e28e17161f76b073d9bb?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/f51090b0e6d3bbf8248cd428224e16a0941d0e3b9075e28e17161f76b073d9bb?s=96&d=mm&r=g\",\"caption\":\"Hans Raaijmakers, PhD\"},\"url\":\"https:\\\/\\\/admin.acceleratingscience.com\\\/author\\\/hansraaijmakers\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"Cryo-EM - Structure-Based Drug Design - Life in Atomic Resolution","description":"Thermo Fisher Scientific and Schr\u00f6dinger combine cryo-EM and computational chemistry methods to accelerate structure-based drug design.","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.thermofisher.com\/blog\/atomic-resolution\/expedited-cryo-em-structure-based-drug-design\/","og_locale":"en_US","og_type":"article","og_title":"Expedited Cryo-EM Structure-Based Drug Design: From Gene to Novel Chemistry","og_description":"Thermo Fisher Scientific and Schr\u00f6dinger combine cryo-EM and computational chemistry methods to accelerate structure-based drug design.","og_url":"https:\/\/admin.acceleratingscience.com\/atomic-resolution\/expedited-cryo-em-structure-based-drug-design\/","og_site_name":"Life in Atomic Resolution","article_publisher":"https:\/\/www.facebook.com\/thermofisher","article_published_time":"2021-06-30T12:00:33+00:00","article_modified_time":"2022-12-01T18:48:47+00:00","og_image":[{"width":1200,"height":630,"url":"http:\/\/admin.acceleratingscience.com\/atomic-resolution\/wp-content\/uploads\/sites\/22\/2022\/04\/Schrodinger-1200x630-2.jpg","type":"image\/jpeg"}],"author":"Hans Raaijmakers, PhD","twitter_card":"summary_large_image","twitter_creator":"@thermofisher","twitter_site":"@thermofisher","twitter_misc":{"Written by":"Hans Raaijmakers, PhD","Est. reading time":"4 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/admin.acceleratingscience.com\/atomic-resolution\/expedited-cryo-em-structure-based-drug-design\/#article","isPartOf":{"@id":"https:\/\/admin.acceleratingscience.com\/atomic-resolution\/expedited-cryo-em-structure-based-drug-design\/"},"author":{"name":"Hans Raaijmakers, PhD","@id":"https:\/\/admin.acceleratingscience.com\/atomic-resolution\/#\/schema\/person\/aa6d62159714ef94af1f7a9323ffe4a2"},"headline":"Expedited Cryo-EM Structure-Based Drug Design: From Gene to Novel Chemistry","datePublished":"2021-06-30T12:00:33+00:00","dateModified":"2022-12-01T18:48:47+00:00","mainEntityOfPage":{"@id":"https:\/\/admin.acceleratingscience.com\/atomic-resolution\/expedited-cryo-em-structure-based-drug-design\/"},"wordCount":738,"commentCount":0,"image":{"@id":"https:\/\/admin.acceleratingscience.com\/atomic-resolution\/expedited-cryo-em-structure-based-drug-design\/#primaryimage"},"thumbnailUrl":"https:\/\/admin.acceleratingscience.com\/atomic-resolution\/wp-content\/uploads\/sites\/22\/2022\/04\/Schrodinger-1200x630-2.jpg","keywords":["cryo-electron microscopy","cryo-EM","drug discovery"],"articleSection":["Cryo-Electron Microscopy (Cryo-EM)","General"],"inLanguage":"en-US","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/admin.acceleratingscience.com\/atomic-resolution\/expedited-cryo-em-structure-based-drug-design\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/admin.acceleratingscience.com\/atomic-resolution\/expedited-cryo-em-structure-based-drug-design\/","url":"https:\/\/admin.acceleratingscience.com\/atomic-resolution\/expedited-cryo-em-structure-based-drug-design\/","name":"Cryo-EM - Structure-Based Drug Design - Life in Atomic Resolution","isPartOf":{"@id":"https:\/\/admin.acceleratingscience.com\/atomic-resolution\/#website"},"primaryImageOfPage":{"@id":"https:\/\/admin.acceleratingscience.com\/atomic-resolution\/expedited-cryo-em-structure-based-drug-design\/#primaryimage"},"image":{"@id":"https:\/\/admin.acceleratingscience.com\/atomic-resolution\/expedited-cryo-em-structure-based-drug-design\/#primaryimage"},"thumbnailUrl":"https:\/\/admin.acceleratingscience.com\/atomic-resolution\/wp-content\/uploads\/sites\/22\/2022\/04\/Schrodinger-1200x630-2.jpg","datePublished":"2021-06-30T12:00:33+00:00","dateModified":"2022-12-01T18:48:47+00:00","author":{"@id":"https:\/\/admin.acceleratingscience.com\/atomic-resolution\/#\/schema\/person\/aa6d62159714ef94af1f7a9323ffe4a2"},"description":"Thermo Fisher Scientific and Schr\u00f6dinger combine cryo-EM and computational chemistry methods to accelerate structure-based drug design.","breadcrumb":{"@id":"https:\/\/admin.acceleratingscience.com\/atomic-resolution\/expedited-cryo-em-structure-based-drug-design\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/admin.acceleratingscience.com\/atomic-resolution\/expedited-cryo-em-structure-based-drug-design\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/admin.acceleratingscience.com\/atomic-resolution\/expedited-cryo-em-structure-based-drug-design\/#primaryimage","url":"https:\/\/admin.acceleratingscience.com\/atomic-resolution\/wp-content\/uploads\/sites\/22\/2022\/04\/Schrodinger-1200x630-2.jpg","contentUrl":"https:\/\/admin.acceleratingscience.com\/atomic-resolution\/wp-content\/uploads\/sites\/22\/2022\/04\/Schrodinger-1200x630-2.jpg","width":1200,"height":630,"caption":"Expedited structure-based drug design with cryo-EM and the Schr\u00f6dinger platform"},{"@type":"BreadcrumbList","@id":"https:\/\/admin.acceleratingscience.com\/atomic-resolution\/expedited-cryo-em-structure-based-drug-design\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/admin.acceleratingscience.com\/atomic-resolution\/"},{"@type":"ListItem","position":2,"name":"Expedited Cryo-EM Structure-Based Drug Design: From Gene to Novel Chemistry"}]},{"@type":"WebSite","@id":"https:\/\/admin.acceleratingscience.com\/atomic-resolution\/#website","url":"https:\/\/admin.acceleratingscience.com\/atomic-resolution\/","name":"Life in Atomic Resolution","description":"Electron and cryo-electron microscopy stories and solutions about the advancement of cellular and structural biology","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/admin.acceleratingscience.com\/atomic-resolution\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Person","@id":"https:\/\/admin.acceleratingscience.com\/atomic-resolution\/#\/schema\/person\/aa6d62159714ef94af1f7a9323ffe4a2","name":"Hans Raaijmakers, PhD","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/secure.gravatar.com\/avatar\/f51090b0e6d3bbf8248cd428224e16a0941d0e3b9075e28e17161f76b073d9bb?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/f51090b0e6d3bbf8248cd428224e16a0941d0e3b9075e28e17161f76b073d9bb?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/f51090b0e6d3bbf8248cd428224e16a0941d0e3b9075e28e17161f76b073d9bb?s=96&d=mm&r=g","caption":"Hans Raaijmakers, PhD"},"url":"https:\/\/admin.acceleratingscience.com\/author\/hansraaijmakers\/"}]}},"taxonomy_info":{"category":[{"value":24,"label":"Cryo-Electron Microscopy (Cryo-EM)"},{"value":33,"label":"General"}],"post_tag":[{"value":15,"label":"cryo-electron microscopy"},{"value":16,"label":"cryo-EM"},{"value":117,"label":"drug discovery"}]},"featured_image_src_large":["https:\/\/admin.acceleratingscience.com\/atomic-resolution\/wp-content\/uploads\/sites\/22\/2022\/04\/Schrodinger-1200x630-2-1024x538.jpg",760,399,true],"author_info":{"display_name":"Hans Raaijmakers, PhD","author_link":"https:\/\/admin.acceleratingscience.com\/author\/hansraaijmakers\/"},"comment_info":10,"category_info":[{"term_id":24,"name":"Cryo-Electron Microscopy (Cryo-EM)","slug":"cryo-electron-microscopy-cryo-em","term_group":0,"term_taxonomy_id":24,"taxonomy":"category","description":"","parent":0,"count":78,"filter":"raw","meta":[],"cat_ID":24,"category_count":78,"category_description":"","cat_name":"Cryo-Electron Microscopy (Cryo-EM)","category_nicename":"cryo-electron-microscopy-cryo-em","category_parent":0},{"term_id":33,"name":"General","slug":"general","term_group":0,"term_taxonomy_id":33,"taxonomy":"category","description":"","parent":0,"count":59,"filter":"raw","meta":[],"cat_ID":33,"category_count":59,"category_description":"","cat_name":"General","category_nicename":"general","category_parent":0}],"tag_info":[{"term_id":15,"name":"cryo-electron microscopy","slug":"cryo-electron-microscopy","term_group":0,"term_taxonomy_id":15,"taxonomy":"post_tag","description":"","parent":0,"count":62,"filter":"raw","meta":[]},{"term_id":16,"name":"cryo-EM","slug":"cryo-em","term_group":0,"term_taxonomy_id":16,"taxonomy":"post_tag","description":"","parent":0,"count":63,"filter":"raw","meta":[]},{"term_id":117,"name":"drug discovery","slug":"drug-discovery","term_group":0,"term_taxonomy_id":117,"taxonomy":"post_tag","description":"","parent":0,"count":18,"filter":"raw","meta":[]}],"jetpack-related-posts":[{"id":1935,"url":"https:\/\/www.thermofisher.com\/blog\/atomic-resolution\/fragment-based-drug-discovery-of-drug-targets-membrane-proteins-with-cryo-em\/","url_meta":{"origin":570,"position":0},"title":"Fragment based drug discovery meets challenging drug targets with high-throughput cryo-EM\u00a0","author":"Swarnim Rawat","date":"December 12, 2025","format":false,"excerpt":"Benefits of FBDD in the search for novel therapeutics\u00a0 Fragment-based drug discovery (FBDD) is a method that screens a large quantity of protein fragments for their potential as small molecule therapeutics. This approach was previously hampered by the slow throughput of crystallization for the characterization of potential leads. The increasing\u2026","rel":"","context":"In &quot;Cryo EM Drug Discovery&quot;","block_context":{"text":"Cryo EM Drug Discovery","link":"https:\/\/admin.acceleratingscience.com\/atomic-resolution\/cryo-electron-microscopy-cryo-em\/cryo-em-drug-discovery\/"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/admin.acceleratingscience.com\/atomic-resolution\/wp-content\/uploads\/sites\/22\/2025\/12\/blog-8-banner-1920x450-1.jpg?resize=350%2C200&ssl=1","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/admin.acceleratingscience.com\/atomic-resolution\/wp-content\/uploads\/sites\/22\/2025\/12\/blog-8-banner-1920x450-1.jpg?resize=350%2C200&ssl=1 1x, https:\/\/i0.wp.com\/admin.acceleratingscience.com\/atomic-resolution\/wp-content\/uploads\/sites\/22\/2025\/12\/blog-8-banner-1920x450-1.jpg?resize=525%2C300&ssl=1 1.5x, https:\/\/i0.wp.com\/admin.acceleratingscience.com\/atomic-resolution\/wp-content\/uploads\/sites\/22\/2025\/12\/blog-8-banner-1920x450-1.jpg?resize=700%2C400&ssl=1 2x, https:\/\/i0.wp.com\/admin.acceleratingscience.com\/atomic-resolution\/wp-content\/uploads\/sites\/22\/2025\/12\/blog-8-banner-1920x450-1.jpg?resize=1050%2C600&ssl=1 3x, https:\/\/i0.wp.com\/admin.acceleratingscience.com\/atomic-resolution\/wp-content\/uploads\/sites\/22\/2025\/12\/blog-8-banner-1920x450-1.jpg?resize=1400%2C800&ssl=1 4x"},"classes":[]},{"id":1854,"url":"https:\/\/www.thermofisher.com\/blog\/atomic-resolution\/advances-in-100-kv-high-resolution-cryo-em-single-particle-analysis\/","url_meta":{"origin":570,"position":1},"title":"Advances in high-resolution cryo-EM at 100 kV","author":"Swarnim Rawat","date":"February 5, 2026","format":false,"excerpt":"100 kV cryo-TEM enables high-resolution single particle analysis Within the past decade, cryo-electron microscopy (cryo-EM) techniques have revolutionized structural biology by enabling the visualization of challenging molecular and sub-cellular structures in their near-native states at high resolution. These valuable observations have, until recently, been relegated to advanced 300 kV instruments\u2026","rel":"","context":"In &quot;Cryo-Electron Microscopy (Cryo-EM)&quot;","block_context":{"text":"Cryo-Electron Microscopy (Cryo-EM)","link":"https:\/\/admin.acceleratingscience.com\/atomic-resolution\/cryo-electron-microscopy-cryo-em\/"},"img":{"alt_text":"Advances in high-resolution cryo-EM at 100 kV","src":"https:\/\/i0.wp.com\/admin.acceleratingscience.com\/atomic-resolution\/wp-content\/uploads\/sites\/22\/2025\/08\/Blog-Tundra-Preprint-1858725-1920x450-1.jpg?resize=350%2C200&ssl=1","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/admin.acceleratingscience.com\/atomic-resolution\/wp-content\/uploads\/sites\/22\/2025\/08\/Blog-Tundra-Preprint-1858725-1920x450-1.jpg?resize=350%2C200&ssl=1 1x, https:\/\/i0.wp.com\/admin.acceleratingscience.com\/atomic-resolution\/wp-content\/uploads\/sites\/22\/2025\/08\/Blog-Tundra-Preprint-1858725-1920x450-1.jpg?resize=525%2C300&ssl=1 1.5x, https:\/\/i0.wp.com\/admin.acceleratingscience.com\/atomic-resolution\/wp-content\/uploads\/sites\/22\/2025\/08\/Blog-Tundra-Preprint-1858725-1920x450-1.jpg?resize=700%2C400&ssl=1 2x, https:\/\/i0.wp.com\/admin.acceleratingscience.com\/atomic-resolution\/wp-content\/uploads\/sites\/22\/2025\/08\/Blog-Tundra-Preprint-1858725-1920x450-1.jpg?resize=1050%2C600&ssl=1 3x, https:\/\/i0.wp.com\/admin.acceleratingscience.com\/atomic-resolution\/wp-content\/uploads\/sites\/22\/2025\/08\/Blog-Tundra-Preprint-1858725-1920x450-1.jpg?resize=1400%2C800&ssl=1 4x"},"classes":[]},{"id":2016,"url":"https:\/\/www.thermofisher.com\/blog\/atomic-resolution\/how-artificial-intelligence-ai-improves-image-analysis-workflows-in-life-sciences\/","url_meta":{"origin":570,"position":2},"title":"How artificial intelligence (AI) improves image analysis workflows in life sciences","author":"Vinay S","date":"June 2, 2026","format":false,"excerpt":"Image acquisition is not the end of the story\u2014it is the starting point. Once images are captured, researchers typically move into preprocessing to improve quality, then they perform visualization, segmentation, and quantitative analysis to extract meaningful measurements. The goal is simple: turn images into understanding. In practice, however, image analysis\u2026","rel":"","context":"In &quot;Amira Software&quot;","block_context":{"text":"Amira Software","link":"https:\/\/admin.acceleratingscience.com\/atomic-resolution\/cryo-electron-microscopy-cryo-em\/amira-software\/"},"img":{"alt_text":"How artificial intelligence (AI) improves image analysis workflows in life sciences","src":"https:\/\/i0.wp.com\/admin.acceleratingscience.com\/atomic-resolution\/wp-content\/uploads\/sites\/22\/2026\/06\/amira-ai-tools-blog-header-1920x450-1.png?resize=350%2C200&ssl=1","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/admin.acceleratingscience.com\/atomic-resolution\/wp-content\/uploads\/sites\/22\/2026\/06\/amira-ai-tools-blog-header-1920x450-1.png?resize=350%2C200&ssl=1 1x, https:\/\/i0.wp.com\/admin.acceleratingscience.com\/atomic-resolution\/wp-content\/uploads\/sites\/22\/2026\/06\/amira-ai-tools-blog-header-1920x450-1.png?resize=525%2C300&ssl=1 1.5x, https:\/\/i0.wp.com\/admin.acceleratingscience.com\/atomic-resolution\/wp-content\/uploads\/sites\/22\/2026\/06\/amira-ai-tools-blog-header-1920x450-1.png?resize=700%2C400&ssl=1 2x, https:\/\/i0.wp.com\/admin.acceleratingscience.com\/atomic-resolution\/wp-content\/uploads\/sites\/22\/2026\/06\/amira-ai-tools-blog-header-1920x450-1.png?resize=1050%2C600&ssl=1 3x, https:\/\/i0.wp.com\/admin.acceleratingscience.com\/atomic-resolution\/wp-content\/uploads\/sites\/22\/2026\/06\/amira-ai-tools-blog-header-1920x450-1.png?resize=1400%2C800&ssl=1 4x"},"classes":[]},{"id":1953,"url":"https:\/\/www.thermofisher.com\/blog\/atomic-resolution\/3d-tissue-histology-light-sheet-microscopy-for-nondestructive-microglia-structure-analysis\/","url_meta":{"origin":570,"position":3},"title":"3D Tissue Histology with Light-Sheet Microscopy Enables Nondestructive Analysis of Microglia","author":"Vinay S","date":"January 21, 2026","format":false,"excerpt":"3D tissue analysis offers critical benefits for neuroscience research The imaging and analysis of tissues is vital across a number of biological fields, particularly neuroscience, where the accurate characterization of neural tissue plays an important role in our understanding of the nervous system. Historically, these samples were imaged as thin\u2026","rel":"","context":"In &quot;Amira Software&quot;","block_context":{"text":"Amira Software","link":"https:\/\/admin.acceleratingscience.com\/atomic-resolution\/cryo-electron-microscopy-cryo-em\/amira-software\/"},"img":{"alt_text":"3D Tissue Histology with Light-Sheet Microscopy Enables Nondestructive Analysis of Microglia","src":"https:\/\/i0.wp.com\/admin.acceleratingscience.com\/atomic-resolution\/wp-content\/uploads\/sites\/22\/2026\/01\/neuroscience-blog-header-1920x450-1.png?resize=350%2C200&ssl=1","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/admin.acceleratingscience.com\/atomic-resolution\/wp-content\/uploads\/sites\/22\/2026\/01\/neuroscience-blog-header-1920x450-1.png?resize=350%2C200&ssl=1 1x, https:\/\/i0.wp.com\/admin.acceleratingscience.com\/atomic-resolution\/wp-content\/uploads\/sites\/22\/2026\/01\/neuroscience-blog-header-1920x450-1.png?resize=525%2C300&ssl=1 1.5x, https:\/\/i0.wp.com\/admin.acceleratingscience.com\/atomic-resolution\/wp-content\/uploads\/sites\/22\/2026\/01\/neuroscience-blog-header-1920x450-1.png?resize=700%2C400&ssl=1 2x, https:\/\/i0.wp.com\/admin.acceleratingscience.com\/atomic-resolution\/wp-content\/uploads\/sites\/22\/2026\/01\/neuroscience-blog-header-1920x450-1.png?resize=1050%2C600&ssl=1 3x, https:\/\/i0.wp.com\/admin.acceleratingscience.com\/atomic-resolution\/wp-content\/uploads\/sites\/22\/2026\/01\/neuroscience-blog-header-1920x450-1.png?resize=1400%2C800&ssl=1 4x"},"classes":[]}],"jetpack_sharing_enabled":true,"jetpack_featured_media_url":"https:\/\/admin.acceleratingscience.com\/atomic-resolution\/wp-content\/uploads\/sites\/22\/2022\/04\/Schrodinger-1200x630-2.jpg","_links":{"self":[{"href":"https:\/\/www.thermofisher.com\/blog\/atomic-resolution\/wp-json\/wp\/v2\/posts\/570","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.thermofisher.com\/blog\/atomic-resolution\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.thermofisher.com\/blog\/atomic-resolution\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.thermofisher.com\/blog\/atomic-resolution\/wp-json\/wp\/v2\/users\/1347"}],"replies":[{"embeddable":true,"href":"https:\/\/www.thermofisher.com\/blog\/atomic-resolution\/wp-json\/wp\/v2\/comments?post=570"}],"version-history":[{"count":0,"href":"https:\/\/www.thermofisher.com\/blog\/atomic-resolution\/wp-json\/wp\/v2\/posts\/570\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.thermofisher.com\/blog\/atomic-resolution\/wp-json\/wp\/v2\/media\/573"}],"wp:attachment":[{"href":"https:\/\/www.thermofisher.com\/blog\/atomic-resolution\/wp-json\/wp\/v2\/media?parent=570"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.thermofisher.com\/blog\/atomic-resolution\/wp-json\/wp\/v2\/categories?post=570"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.thermofisher.com\/blog\/atomic-resolution\/wp-json\/wp\/v2\/tags?post=570"},{"taxonomy":"division","embeddable":true,"href":"https:\/\/www.thermofisher.com\/blog\/atomic-resolution\/wp-json\/wp\/v2\/division?post=570"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}