{"id":2028,"date":"2021-06-30T16:16:43","date_gmt":"2021-06-30T16:16:43","guid":{"rendered":"https:\/\/www.thermofisher.com\/blog\/connectedlab\/?p=2028"},"modified":"2024-11-11T09:05:05","modified_gmt":"2024-11-11T09:05:05","slug":"data-integrity-and-pharma-4-0","status":"publish","type":"post","link":"https:\/\/www.thermofisher.com\/blog\/connectedlab\/data-integrity-and-pharma-4-0\/","title":{"rendered":"Data Integrity and Pharma 4.0"},"content":{"rendered":"

Many of our customers are embarking on a digital transformation journey or driving toward an Industry 4.0 strategy. We partner with these organizations to help them apply digital capabilities to realize transformational changes to their business. The term Pharma 4.0\u2122 is a pharma industry focused interpretation of Industry 4.0 \u2013 focused around adopting innovative methods to deliver higher quality treatments to patients<\/a>. In this blog, we\u2019ll examine the intrinsic link between Pharma 4.0 and data integrity \u2013 and therefore the systems and technologies which organizations can use to drive these strategies.<\/p>\n

Critical issues facing pharmaceutical manufacturers<\/h2>\n

To help understand the need for Pharma 4.0, let\u2019s review the critical issues that pharma manufacturers<\/a> have faced in recent years. Increasing compliance and validation requirements lead to more processes and documentation to provide evidence of the who, what, where and when of each action. There needs to be a way for analysts to be guided through complex processes, as well as an easy method to show that SOPs were correctly followed.<\/p>\n

Connectivity is essential to bring together all the pieces of relevant data and information that could be helpful in successfully and safely bringing a drug product to market. The production and lab systems both hold critical data which are far more valuable as a complete piece \u2013 and providing all the relevant people in your organization with access to that data ensures that people are able to make fast, informed decisions.<\/p>\n

There is an increased sense of urgency to deliver high quality drug products in as short a timeframe as possible. More tests are required but with the same number of analysts. This drives a real need to decrease the level of manual intervention that scientists are required to make throughout all processes, and to move toward modular manufacturing where continuous adjustments and improvements can be made based on in-line sensors and process monitoring.<\/p>\n

Innovative technologies require new methods and increased regulatory checks \u2013 there is a need to ensure manufacturing organizations remain agile and able to adopt new capabilities to optimize manufacturing and deliver high quality products \u2013 and that\u2019s where the data comes in.<\/p>\n

The pharmaceutical ecosystem is also changing, especially considering what can be achieved with new capabilities. If we consider vaccine manufacturing as an example, the mRNA vaccines that we\u2019re relying on to enable us to return to a new normal simply wouldn\u2019t have been possible only a few short years ago, without the introduction of lipid nanoparticles as a drug delivery vehicle. Numerous other advancements including things like 3D printing have enabled more personalized treatments to be delivered to patients.<\/p>\n

In combination with that, the increased use and reliance on digital technologies by various industries is clear. Our lives, our homes, our work, as well as science, continue to change rapidly as a result of technological advancements.<\/p>\n

Pharma 4.0 refers to the specific application of digital capabilities to advance pharma manufacturing and deliver better products through innovative processes and techniques.<\/p>\n

What is Pharma 4.0?<\/h2>\n

The Pharma 4.0 concept builds on Quality by Design and process analytical technology. Instead of waiting to check the product only at the end of the manufacturing process, Pharma 4.0 moves to real-time monitoring, using connected systems to enable a truly agile continuous manufacturing system where processes self-adjust based on the data being collected. Since data is at the heart of this system, it\u2019s important to apply the latest data analysis techniques such as AI, ML and DL to enable simulations through which the system can learn and optimize product quality.<\/p>\n

\"Pharma<\/p>\n

Pharma 4.0 looks to automate<\/a> and eliminate any human or manual intervention by leveraging software to make decisions based on information collected from the connected systems and, where possible, automatically drive any actions such as changes to the manufacturing process.<\/p>\n

This complete system creates a far more intelligent scenario, where pharmaceutical products are manufactured in a process which is constantly learning and proposing solutions to any issues that arise to enable optimum product quality.<\/p>\n

Role of data integrity and digital maturity in Pharma 4.0<\/h2>\n

There are several things an organization needs to move to Pharma 4.0. This is the structure as defined by the International Society for Pharmaceutical Engineering (ISPE). The system is built on a certain level of digital maturity and has data integrity at its roots.\u00a0\"Data<\/p>\n

Looking at the resources required to achieve Pharma 4.0 and of course we are looking at a culture of digitalization to enable such an intelligent system. The workforce must be ready to accept this way of working, with an openness to change. The organization needs to have qualified experts ready to drive science forward.<\/p>\n

The tools, devices, and IT systems need to be on an open platform to connect the necessary instruments and equipment, with common data standards and likely cloud-based<\/a> to enable data sharing. The information systems are the basis of integration and traceability as well as automation, eliminating unnecessary manual or human intervention and reducing regulatory oversight.<\/p>\n

A culture of strong communication, with a leadership keen to drive positive experiences through technology is also key.<\/p>\n

Above all, data integrity is the common theme throughout Pharma 4.0, so organizations need to look at how this can be driven using the technologies and processes available.<\/p>\n

Learning more on Pharma 4.0<\/h2>\n

If you want to learn more about Pharma 4.0 and data integrity, watch our Using Data Integrity to Drive a Pharma 4.0 Strategy in your Organization webinar\u00a0on demand. Don’t forget to check back to the Connected Lab blog for future content on Pharma 4.0.<\/p>\n","protected":false},"excerpt":{"rendered":"

Many of our customers are embarking on a digital transformation journey or driving toward an Industry 4.0 strategy. We partner with these organizations to help them apply digital capabilities to realize transformational changes to their business. The term Pharma 4.0\u2122 is a pharma industry focused interpretation of Industry 4.0 \u2013 focused around adopting innovative methods<\/p>\n","protected":false},"author":1216,"featured_media":2032,"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":[106],"tags":[330,112,95,1051,499,1048],"division":[],"class_list":{"0":"post-2028","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-biopharma","8":"tag-data-integrity","9":"tag-digital-transformation","10":"tag-lab-data-management","11":"tag-lab-information-management-systems","12":"tag-lab-of-the-future","13":"tag-pharma-4-0","14":"entry"},"_selected_authors":"","_selected_reviewers":"","acf":[],"yoast_head":"\nData Integrity and Pharma 4.0<\/title>\n<meta name=\"description\" content=\"Examining the intrinsic link between Pharma 4.0 and data integrity, and the systems and technologies organizations can use to drive these strategies.\" \/>\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\/connectedlab\/data-integrity-and-pharma-4-0\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Data Integrity and Pharma 4.0\" \/>\n<meta property=\"og:description\" content=\"Examining the intrinsic link between Pharma 4.0 and data integrity, and the systems and technologies organizations can use to drive these strategies.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.thermofisher.com\/blog\/connectedlab\/data-integrity-and-pharma-4-0\/\" \/>\n<meta property=\"og:site_name\" content=\"The Connected Lab\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/thermofisher\" \/>\n<meta property=\"article:published_time\" content=\"2021-06-30T16:16:43+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-11-11T09:05:05+00:00\" \/>\n<meta property=\"og:image\" content=\"http:\/\/admin.acceleratingscience.com\/connectedlab\/wp-content\/uploads\/sites\/14\/2021\/06\/pharma_40_featured-1.png\" \/>\n\t<meta property=\"og:image:width\" content=\"412\" \/>\n\t<meta property=\"og:image:height\" content=\"379\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Nicola Gardner\" \/>\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=\"Nicola Gardner\" \/>\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:\\\/\\\/www.thermofisher.com\\\/blog\\\/connectedlab\\\/data-integrity-and-pharma-4-0\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.thermofisher.com\\\/blog\\\/connectedlab\\\/data-integrity-and-pharma-4-0\\\/\"},\"author\":{\"name\":\"Nicola Gardner\",\"@id\":\"https:\\\/\\\/admin.acceleratingscience.com\\\/connectedlab\\\/#\\\/schema\\\/person\\\/f68385cc477705c52fff7c65f246b20e\"},\"headline\":\"Data Integrity and Pharma 4.0\",\"datePublished\":\"2021-06-30T16:16:43+00:00\",\"dateModified\":\"2024-11-11T09:05:05+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/www.thermofisher.com\\\/blog\\\/connectedlab\\\/data-integrity-and-pharma-4-0\\\/\"},\"wordCount\":909,\"commentCount\":0,\"image\":{\"@id\":\"https:\\\/\\\/www.thermofisher.com\\\/blog\\\/connectedlab\\\/data-integrity-and-pharma-4-0\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/admin.acceleratingscience.com\\\/connectedlab\\\/wp-content\\\/uploads\\\/sites\\\/14\\\/2021\\\/06\\\/pharma_40_featured-1.png\",\"keywords\":[\"Data Integrity\",\"Digital Transformation\",\"Lab Data Management\",\"Lab information management systems\",\"Lab of the future\",\"Pharma 4.0\"],\"articleSection\":[\"Biopharma\"],\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/www.thermofisher.com\\\/blog\\\/connectedlab\\\/data-integrity-and-pharma-4-0\\\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/www.thermofisher.com\\\/blog\\\/connectedlab\\\/data-integrity-and-pharma-4-0\\\/\",\"url\":\"https:\\\/\\\/www.thermofisher.com\\\/blog\\\/connectedlab\\\/data-integrity-and-pharma-4-0\\\/\",\"name\":\"Data Integrity and Pharma 4.0\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/admin.acceleratingscience.com\\\/connectedlab\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/www.thermofisher.com\\\/blog\\\/connectedlab\\\/data-integrity-and-pharma-4-0\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/www.thermofisher.com\\\/blog\\\/connectedlab\\\/data-integrity-and-pharma-4-0\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/admin.acceleratingscience.com\\\/connectedlab\\\/wp-content\\\/uploads\\\/sites\\\/14\\\/2021\\\/06\\\/pharma_40_featured-1.png\",\"datePublished\":\"2021-06-30T16:16:43+00:00\",\"dateModified\":\"2024-11-11T09:05:05+00:00\",\"author\":{\"@id\":\"https:\\\/\\\/admin.acceleratingscience.com\\\/connectedlab\\\/#\\\/schema\\\/person\\\/f68385cc477705c52fff7c65f246b20e\"},\"description\":\"Examining the intrinsic link between Pharma 4.0 and data integrity, and the systems and technologies organizations can use to drive these strategies.\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/www.thermofisher.com\\\/blog\\\/connectedlab\\\/data-integrity-and-pharma-4-0\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/www.thermofisher.com\\\/blog\\\/connectedlab\\\/data-integrity-and-pharma-4-0\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/www.thermofisher.com\\\/blog\\\/connectedlab\\\/data-integrity-and-pharma-4-0\\\/#primaryimage\",\"url\":\"https:\\\/\\\/admin.acceleratingscience.com\\\/connectedlab\\\/wp-content\\\/uploads\\\/sites\\\/14\\\/2021\\\/06\\\/pharma_40_featured-1.png\",\"contentUrl\":\"https:\\\/\\\/admin.acceleratingscience.com\\\/connectedlab\\\/wp-content\\\/uploads\\\/sites\\\/14\\\/2021\\\/06\\\/pharma_40_featured-1.png\",\"width\":412,\"height\":379},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/www.thermofisher.com\\\/blog\\\/connectedlab\\\/data-integrity-and-pharma-4-0\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/admin.acceleratingscience.com\\\/connectedlab\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Data Integrity and Pharma 4.0\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/admin.acceleratingscience.com\\\/connectedlab\\\/#website\",\"url\":\"https:\\\/\\\/admin.acceleratingscience.com\\\/connectedlab\\\/\",\"name\":\"The Connected Lab\",\"description\":\"Making the digital transformation of the lab meaningful, relatable and accessible for scientists and researchers across all industries and fields of study\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/admin.acceleratingscience.com\\\/connectedlab\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/admin.acceleratingscience.com\\\/connectedlab\\\/#\\\/schema\\\/person\\\/f68385cc477705c52fff7c65f246b20e\",\"name\":\"Nicola Gardner\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/c60f03ef1478a7d71367c3df7a288f62b8b53f949c0bf989c2bca7974113eb9f?s=96&d=mm&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/c60f03ef1478a7d71367c3df7a288f62b8b53f949c0bf989c2bca7974113eb9f?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/c60f03ef1478a7d71367c3df7a288f62b8b53f949c0bf989c2bca7974113eb9f?s=96&d=mm&r=g\",\"caption\":\"Nicola Gardner\"},\"description\":\"Nicola Gardner is a Marketing Manager for Digital Science at Thermo Fisher Scientific. Nicola outlines initiatives to help organizations work toward digital transformation, with a focus on Digital Science capabilities built to enhance compliance and productivity in process industries and manufacturing QA\\\/QC.\",\"sameAs\":[\"https:\\\/\\\/admin.acceleratingscience.com\\\/connectedlab\"],\"url\":\"https:\\\/\\\/admin.acceleratingscience.com\\\/author\\\/nicolagardner\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"Data Integrity and Pharma 4.0","description":"Examining the intrinsic link between Pharma 4.0 and data integrity, and the systems and technologies organizations can use to drive these strategies.","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\/connectedlab\/data-integrity-and-pharma-4-0\/","og_locale":"en_US","og_type":"article","og_title":"Data Integrity and Pharma 4.0","og_description":"Examining the intrinsic link between Pharma 4.0 and data integrity, and the systems and technologies organizations can use to drive these strategies.","og_url":"https:\/\/www.thermofisher.com\/blog\/connectedlab\/data-integrity-and-pharma-4-0\/","og_site_name":"The Connected Lab","article_publisher":"https:\/\/www.facebook.com\/thermofisher","article_published_time":"2021-06-30T16:16:43+00:00","article_modified_time":"2024-11-11T09:05:05+00:00","og_image":[{"width":412,"height":379,"url":"http:\/\/admin.acceleratingscience.com\/connectedlab\/wp-content\/uploads\/sites\/14\/2021\/06\/pharma_40_featured-1.png","type":"image\/png"}],"author":"Nicola Gardner","twitter_card":"summary_large_image","twitter_creator":"@thermofisher","twitter_site":"@thermofisher","twitter_misc":{"Written by":"Nicola Gardner","Est. reading time":"5 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/www.thermofisher.com\/blog\/connectedlab\/data-integrity-and-pharma-4-0\/#article","isPartOf":{"@id":"https:\/\/www.thermofisher.com\/blog\/connectedlab\/data-integrity-and-pharma-4-0\/"},"author":{"name":"Nicola Gardner","@id":"https:\/\/admin.acceleratingscience.com\/connectedlab\/#\/schema\/person\/f68385cc477705c52fff7c65f246b20e"},"headline":"Data Integrity and Pharma 4.0","datePublished":"2021-06-30T16:16:43+00:00","dateModified":"2024-11-11T09:05:05+00:00","mainEntityOfPage":{"@id":"https:\/\/www.thermofisher.com\/blog\/connectedlab\/data-integrity-and-pharma-4-0\/"},"wordCount":909,"commentCount":0,"image":{"@id":"https:\/\/www.thermofisher.com\/blog\/connectedlab\/data-integrity-and-pharma-4-0\/#primaryimage"},"thumbnailUrl":"https:\/\/admin.acceleratingscience.com\/connectedlab\/wp-content\/uploads\/sites\/14\/2021\/06\/pharma_40_featured-1.png","keywords":["Data Integrity","Digital Transformation","Lab Data Management","Lab information management systems","Lab of the future","Pharma 4.0"],"articleSection":["Biopharma"],"inLanguage":"en-US","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/www.thermofisher.com\/blog\/connectedlab\/data-integrity-and-pharma-4-0\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/www.thermofisher.com\/blog\/connectedlab\/data-integrity-and-pharma-4-0\/","url":"https:\/\/www.thermofisher.com\/blog\/connectedlab\/data-integrity-and-pharma-4-0\/","name":"Data Integrity and Pharma 4.0","isPartOf":{"@id":"https:\/\/admin.acceleratingscience.com\/connectedlab\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.thermofisher.com\/blog\/connectedlab\/data-integrity-and-pharma-4-0\/#primaryimage"},"image":{"@id":"https:\/\/www.thermofisher.com\/blog\/connectedlab\/data-integrity-and-pharma-4-0\/#primaryimage"},"thumbnailUrl":"https:\/\/admin.acceleratingscience.com\/connectedlab\/wp-content\/uploads\/sites\/14\/2021\/06\/pharma_40_featured-1.png","datePublished":"2021-06-30T16:16:43+00:00","dateModified":"2024-11-11T09:05:05+00:00","author":{"@id":"https:\/\/admin.acceleratingscience.com\/connectedlab\/#\/schema\/person\/f68385cc477705c52fff7c65f246b20e"},"description":"Examining the intrinsic link between Pharma 4.0 and data integrity, and the systems and technologies organizations can use to drive these strategies.","breadcrumb":{"@id":"https:\/\/www.thermofisher.com\/blog\/connectedlab\/data-integrity-and-pharma-4-0\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.thermofisher.com\/blog\/connectedlab\/data-integrity-and-pharma-4-0\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.thermofisher.com\/blog\/connectedlab\/data-integrity-and-pharma-4-0\/#primaryimage","url":"https:\/\/admin.acceleratingscience.com\/connectedlab\/wp-content\/uploads\/sites\/14\/2021\/06\/pharma_40_featured-1.png","contentUrl":"https:\/\/admin.acceleratingscience.com\/connectedlab\/wp-content\/uploads\/sites\/14\/2021\/06\/pharma_40_featured-1.png","width":412,"height":379},{"@type":"BreadcrumbList","@id":"https:\/\/www.thermofisher.com\/blog\/connectedlab\/data-integrity-and-pharma-4-0\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/admin.acceleratingscience.com\/connectedlab\/"},{"@type":"ListItem","position":2,"name":"Data Integrity and Pharma 4.0"}]},{"@type":"WebSite","@id":"https:\/\/admin.acceleratingscience.com\/connectedlab\/#website","url":"https:\/\/admin.acceleratingscience.com\/connectedlab\/","name":"The Connected Lab","description":"Making the digital transformation of the lab meaningful, relatable and accessible for scientists and researchers across all industries and fields of study","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/admin.acceleratingscience.com\/connectedlab\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Person","@id":"https:\/\/admin.acceleratingscience.com\/connectedlab\/#\/schema\/person\/f68385cc477705c52fff7c65f246b20e","name":"Nicola Gardner","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/secure.gravatar.com\/avatar\/c60f03ef1478a7d71367c3df7a288f62b8b53f949c0bf989c2bca7974113eb9f?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/c60f03ef1478a7d71367c3df7a288f62b8b53f949c0bf989c2bca7974113eb9f?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/c60f03ef1478a7d71367c3df7a288f62b8b53f949c0bf989c2bca7974113eb9f?s=96&d=mm&r=g","caption":"Nicola Gardner"},"description":"Nicola Gardner is a Marketing Manager for Digital Science at Thermo Fisher Scientific. Nicola outlines initiatives to help organizations work toward digital transformation, with a focus on Digital Science capabilities built to enhance compliance and productivity in process industries and manufacturing QA\/QC.","sameAs":["https:\/\/admin.acceleratingscience.com\/connectedlab"],"url":"https:\/\/admin.acceleratingscience.com\/author\/nicolagardner\/"}]}},"taxonomy_info":{"category":[{"value":106,"label":"Biopharma"}],"post_tag":[{"value":330,"label":"Data Integrity"},{"value":112,"label":"Digital Transformation"},{"value":95,"label":"Lab Data Management"},{"value":1051,"label":"Lab information management systems"},{"value":499,"label":"Lab of the future"},{"value":1048,"label":"Pharma 4.0"}]},"featured_image_src_large":["https:\/\/admin.acceleratingscience.com\/connectedlab\/wp-content\/uploads\/sites\/14\/2021\/06\/pharma_40_featured-1.png",412,379,false],"author_info":{"display_name":"Nicola Gardner","author_link":"https:\/\/admin.acceleratingscience.com\/author\/nicolagardner\/"},"comment_info":0,"category_info":[{"term_id":106,"name":"Biopharma","slug":"biopharma","term_group":0,"term_taxonomy_id":106,"taxonomy":"category","description":"","parent":0,"count":56,"filter":"raw","meta":[],"cat_ID":106,"category_count":56,"category_description":"","cat_name":"Biopharma","category_nicename":"biopharma","category_parent":0}],"tag_info":[{"term_id":330,"name":"Data Integrity","slug":"data-integrity","term_group":0,"term_taxonomy_id":330,"taxonomy":"post_tag","description":"","parent":0,"count":7,"filter":"raw","meta":[]},{"term_id":112,"name":"Digital Transformation","slug":"digital-transformation","term_group":0,"term_taxonomy_id":112,"taxonomy":"post_tag","description":"","parent":0,"count":62,"filter":"raw","meta":[]},{"term_id":95,"name":"Lab Data Management","slug":"lab-data-management","term_group":0,"term_taxonomy_id":95,"taxonomy":"post_tag","description":"","parent":0,"count":75,"filter":"raw","meta":[]},{"term_id":1051,"name":"Lab information management systems","slug":"lab-information-management-systems","term_group":0,"term_taxonomy_id":1051,"taxonomy":"post_tag","description":"","parent":0,"count":11,"filter":"raw","meta":[]},{"term_id":499,"name":"Lab of the future","slug":"lab-of-the-future","term_group":0,"term_taxonomy_id":499,"taxonomy":"post_tag","description":"","parent":0,"count":44,"filter":"raw","meta":[]},{"term_id":1048,"name":"Pharma 4.0","slug":"pharma-4-0","term_group":0,"term_taxonomy_id":1048,"taxonomy":"post_tag","description":"","parent":0,"count":14,"filter":"raw","meta":[]}],"jetpack-related-posts":[{"id":3724,"url":"https:\/\/www.thermofisher.com\/blog\/connectedlab\/why-replacing-your-legacy-lims-isnt-the-point-anymore\/","url_meta":{"origin":2028,"position":0},"title":"Why replacing your legacy LIMS isn\u2019t the point anymore","author":"Gemma Fulton","date":"August 11, 2026","format":false,"excerpt":"The successful implementation of a modern pharmaceutical LIMS is about much more than replacing legacy software; it\u2019s about creating the digital foundation for a more connected, compliant and future-ready QA\/QC laboratory Spend enough time talking to pharmaceutical QA\/QC laboratories and you\u2019ll notice a familiar pattern. When organizations begin discussing modernization,\u2026","rel":"","context":"In "Pharma"","block_context":{"text":"Pharma","link":"https:\/\/admin.acceleratingscience.com\/connectedlab\/pharma\/"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/admin.acceleratingscience.com\/connectedlab\/wp-content\/uploads\/sites\/14\/2026\/08\/Pharma-Blog-AI-edited-image.jpg?resize=350%2C200&ssl=1","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/admin.acceleratingscience.com\/connectedlab\/wp-content\/uploads\/sites\/14\/2026\/08\/Pharma-Blog-AI-edited-image.jpg?resize=350%2C200&ssl=1 1x, https:\/\/i0.wp.com\/admin.acceleratingscience.com\/connectedlab\/wp-content\/uploads\/sites\/14\/2026\/08\/Pharma-Blog-AI-edited-image.jpg?resize=525%2C300&ssl=1 1.5x, https:\/\/i0.wp.com\/admin.acceleratingscience.com\/connectedlab\/wp-content\/uploads\/sites\/14\/2026\/08\/Pharma-Blog-AI-edited-image.jpg?resize=700%2C400&ssl=1 2x, https:\/\/i0.wp.com\/admin.acceleratingscience.com\/connectedlab\/wp-content\/uploads\/sites\/14\/2026\/08\/Pharma-Blog-AI-edited-image.jpg?resize=1050%2C600&ssl=1 3x, https:\/\/i0.wp.com\/admin.acceleratingscience.com\/connectedlab\/wp-content\/uploads\/sites\/14\/2026\/08\/Pharma-Blog-AI-edited-image.jpg?resize=1400%2C800&ssl=1 4x"},"classes":[]},{"id":3719,"url":"https:\/\/www.thermofisher.com\/blog\/connectedlab\/how-equipment-utilization-data-helps-labs-support-sustainability-goals\/","url_meta":{"origin":2028,"position":1},"title":"How equipment utilization data helps labs support sustainability goals","author":"Elisabeth Perez","date":"August 17, 2026","format":false,"excerpt":"Labs are under growing pressure to reduce their environmental impact without compromising scientific outcomes. As organizations pursue sustainability, digital transformation, and operational excellence, independent frameworks such as My Green Lab\u00ae can help laboratories identify opportunities to reduce waste, improve energy efficiency, and adopt more sustainable practices.* Equipment utilization data can\u2026","rel":"","context":"In "Technology"","block_context":{"text":"Technology","link":"https:\/\/admin.acceleratingscience.com\/connectedlab\/technology\/"},"img":{"alt_text":"photo of lab scientists","src":"https:\/\/i0.wp.com\/admin.acceleratingscience.com\/connectedlab\/wp-content\/uploads\/sites\/14\/2024\/05\/lab-scientists.jpg?resize=350%2C200&ssl=1","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/admin.acceleratingscience.com\/connectedlab\/wp-content\/uploads\/sites\/14\/2024\/05\/lab-scientists.jpg?resize=350%2C200&ssl=1 1x, https:\/\/i0.wp.com\/admin.acceleratingscience.com\/connectedlab\/wp-content\/uploads\/sites\/14\/2024\/05\/lab-scientists.jpg?resize=525%2C300&ssl=1 1.5x, https:\/\/i0.wp.com\/admin.acceleratingscience.com\/connectedlab\/wp-content\/uploads\/sites\/14\/2024\/05\/lab-scientists.jpg?resize=700%2C400&ssl=1 2x, https:\/\/i0.wp.com\/admin.acceleratingscience.com\/connectedlab\/wp-content\/uploads\/sites\/14\/2024\/05\/lab-scientists.jpg?resize=1050%2C600&ssl=1 3x"},"classes":[]},{"id":3585,"url":"https:\/\/www.thermofisher.com\/blog\/connectedlab\/cloud-based-lims-for-regulated-laboratories-modernization-without-compromise\/","url_meta":{"origin":2028,"position":2},"title":"Cloud Based LIMS for Regulated Laboratories: Modernization Without Compromise","author":"Gemma Fulton","date":"April 20, 2026","format":false,"excerpt":"Cloud adoption is transforming how laboratories operate\u2014but in regulated environments, it comes with a unique set of requirements. Modernization cannot come at the expense of compliance, data integrity, or system control. This is where Thermo Scientific\u2122 SampleManager\u2122 LIMS cloud-hosted offers a strategic advantage. What is SampleManager LIMS cloud-hosted? SampleManager LIMS\u2026","rel":"","context":"In "Cloud"","block_context":{"text":"Cloud","link":"https:\/\/admin.acceleratingscience.com\/connectedlab\/cloud\/"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/admin.acceleratingscience.com\/connectedlab\/wp-content\/uploads\/sites\/14\/2026\/04\/iStock-1293773012-2-scaled.jpg?resize=350%2C200&ssl=1","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/admin.acceleratingscience.com\/connectedlab\/wp-content\/uploads\/sites\/14\/2026\/04\/iStock-1293773012-2-scaled.jpg?resize=350%2C200&ssl=1 1x, https:\/\/i0.wp.com\/admin.acceleratingscience.com\/connectedlab\/wp-content\/uploads\/sites\/14\/2026\/04\/iStock-1293773012-2-scaled.jpg?resize=525%2C300&ssl=1 1.5x, https:\/\/i0.wp.com\/admin.acceleratingscience.com\/connectedlab\/wp-content\/uploads\/sites\/14\/2026\/04\/iStock-1293773012-2-scaled.jpg?resize=700%2C400&ssl=1 2x, https:\/\/i0.wp.com\/admin.acceleratingscience.com\/connectedlab\/wp-content\/uploads\/sites\/14\/2026\/04\/iStock-1293773012-2-scaled.jpg?resize=1050%2C600&ssl=1 3x, https:\/\/i0.wp.com\/admin.acceleratingscience.com\/connectedlab\/wp-content\/uploads\/sites\/14\/2026\/04\/iStock-1293773012-2-scaled.jpg?resize=1400%2C800&ssl=1 4x"},"classes":[]},{"id":3741,"url":"https:\/\/www.thermofisher.com\/blog\/connectedlab\/windows-11-instrument-workstation-upgrade\/","url_meta":{"origin":2028,"position":3},"title":"Preparing for Windows 11: An upgrade guide for your laboratory instrument","author":"Sarah Tiller","date":"September 1, 2026","format":false,"excerpt":"Replacing an instrument workstation involves more than swapping out a PC. From software compatibility and data backup to instrument configuration and performance verification, thoughtful planning can help minimize downtime and support a smoother transition. An instrument workstation is more than just a PC Every laboratory eventually reaches the point where\u2026","rel":"","context":"In "Technology"","block_context":{"text":"Technology","link":"https:\/\/admin.acceleratingscience.com\/connectedlab\/technology\/"},"img":{"alt_text":"Two scientists in an unreal environment looking at a computer that is getting a Windows 11 Upgrade","src":"https:\/\/i0.wp.com\/admin.acceleratingscience.com\/connectedlab\/wp-content\/uploads\/sites\/14\/2026\/09\/FLY-15460350_Social.png?resize=350%2C200&ssl=1","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/admin.acceleratingscience.com\/connectedlab\/wp-content\/uploads\/sites\/14\/2026\/09\/FLY-15460350_Social.png?resize=350%2C200&ssl=1 1x, https:\/\/i0.wp.com\/admin.acceleratingscience.com\/connectedlab\/wp-content\/uploads\/sites\/14\/2026\/09\/FLY-15460350_Social.png?resize=525%2C300&ssl=1 1.5x"},"classes":[]}],"jetpack_sharing_enabled":true,"jetpack_featured_media_url":"https:\/\/admin.acceleratingscience.com\/connectedlab\/wp-content\/uploads\/sites\/14\/2021\/06\/pharma_40_featured-1.png","_links":{"self":[{"href":"https:\/\/www.thermofisher.com\/blog\/connectedlab\/wp-json\/wp\/v2\/posts\/2028","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.thermofisher.com\/blog\/connectedlab\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.thermofisher.com\/blog\/connectedlab\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.thermofisher.com\/blog\/connectedlab\/wp-json\/wp\/v2\/users\/1216"}],"replies":[{"embeddable":true,"href":"https:\/\/www.thermofisher.com\/blog\/connectedlab\/wp-json\/wp\/v2\/comments?post=2028"}],"version-history":[{"count":0,"href":"https:\/\/www.thermofisher.com\/blog\/connectedlab\/wp-json\/wp\/v2\/posts\/2028\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.thermofisher.com\/blog\/connectedlab\/wp-json\/wp\/v2\/media\/2032"}],"wp:attachment":[{"href":"https:\/\/www.thermofisher.com\/blog\/connectedlab\/wp-json\/wp\/v2\/media?parent=2028"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.thermofisher.com\/blog\/connectedlab\/wp-json\/wp\/v2\/categories?post=2028"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.thermofisher.com\/blog\/connectedlab\/wp-json\/wp\/v2\/tags?post=2028"},{"taxonomy":"division","embeddable":true,"href":"https:\/\/www.thermofisher.com\/blog\/connectedlab\/wp-json\/wp\/v2\/division?post=2028"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}