{"id":18180,"date":"2023-11-14T08:00:14","date_gmt":"2023-11-14T08:00:14","guid":{"rendered":"https:\/\/www.thermofisher.com\/blog\/behindthebench\/?p=18180"},"modified":"2023-11-08T13:37:56","modified_gmt":"2023-11-08T13:37:56","slug":"how-data-integrity-factors-into-compliance-for-spectroscopy-solution","status":"publish","type":"post","link":"https:\/\/www.thermofisher.com\/blog\/behindthebench\/how-data-integrity-factors-into-compliance-for-spectroscopy-solution\/","title":{"rendered":"How Data Integrity Factors into Compliance for Spectroscopy Solution"},"content":{"rendered":"<p>Data integrity is essential for compliance with pharmacopoeia tests. The tests set quality benchmarks for raw pharmaceutical materials, active ingredients (APIs), excipients, and finished drugs.<\/p>\n<h2>Understanding OQs and Pharmacopoeia Tests<\/h2>\n<p>Operational qualifications (OQs) are vital for pharmacopoeia tests. While different pharmacopoeias\u2014such as those from the US, European, Japanese, and Chinese\u2014have specific protocols, many tests are now automated in software, streamlining the process. For instance, in FTIR (Fourier transform infrared spectroscopy), software not only automates these tests but also includes traceable NIST standards.<\/p>\n<p>Modern <a href=\"https:\/\/www.thermofisher.com\/us\/en\/home\/industrial\/spectroscopy-elemental-isotope-analysis\/molecular-spectroscopy\/fourier-transform-infrared-spectroscopy\/features.html\">spectroscopy solutions<\/a> rely heavily on software. It&#8217;s crucial to ensure these tools undergo both operational qualification (OQ) and installation qualification (IQ). The software tests various components, ensuring that algorithms, especially those for identity and purity, function correctly.<\/p>\n<h2>How OQs Factor into Data Integrity<\/h2>\n<p>Operational qualifications (OQ) and data integrity are intertwined and essential for compliance and quality assurance, especially in sectors like <a href=\"https:\/\/www.thermofisher.com\/us\/en\/home\/industrial\/spectroscopy-elemental-isotope-analysis\/molecular-spectroscopy\/fourier-transform-infrared-spectroscopy\/applications.html?icid=CAD_blog_LSM_2023Nov#pharmaceutical-analysis\">pharmaceuticals<\/a>, <a href=\"https:\/\/www.thermofisher.com\/us\/en\/home\/industrial\/spectroscopy-elemental-isotope-analysis\/molecular-spectroscopy\/fourier-transform-infrared-spectroscopy\/applications.html?icid=CAD_blog_LSM_2023Nov#life-sciences\">biotechnology,<\/a> and medical devices. Here&#8217;s how they interrelate:<\/p>\n<h3>1. Definition and Purpose<\/h3>\n<ul>\n<li>Operational Qualifications (OQ): OQ demonstrates and documents that equipment operates consistently and as intended within predetermined limits. It ensures that the equipment, systems, or software can perform effectively in real-world conditions.<\/li>\n<li>Data Integrity: This term refers to data&#8217;s accuracy, consistency, and reliability throughout the lifecycle of the data. It ensures that values, facts and other information remain unaltered and retrievable in their original form.<\/li>\n<\/ul>\n<h3>2. OQ as a Foundation for Data Integrity<\/h3>\n<ul>\n<li>Ensuring Reliable Data Collection: If a piece of equipment or software isn&#8217;t operating as it should (as verified by OQ), the data it produces can&#8217;t be trusted. OQ ensures that systems are functioning correctly, which is the first step in ensuring data integrity.<\/li>\n<li>Setting Operational Parameters: OQ establishes the operational boundaries for equipment or systems. When these boundaries are adhered to, it ensures that the data generated are consistent and reliable.<\/li>\n<\/ul>\n<h3>3. Data Integrity Validates OQ<\/h3>\n<ul>\n<li>Continuous Monitoring: Data integrity isn&#8217;t just about the data acquisition but also about monitoring and logging how and when data are accessed or altered. This continuous monitoring can serve as a real-time check on the operational status of equipment or systems.<\/li>\n<li>Audit Trails: One of the pillars of data integrity is maintaining a comprehensive audit trail. This can be used to verify that equipment or systems were operating within the parameters set out in the OQ during data collection.<\/li>\n<\/ul>\n<h3>4. Regulatory Implications<\/h3>\n<ul>\n<li>Both OQ and data integrity are often mandated by regulatory bodies. For instance, in the pharmaceutical industry, regulators require rigorous OQ for equipment and systems involved in drug production. At the same time, they mandate strict data integrity standards to ensure that the data supporting drug safety and efficacy are trustworthy.<\/li>\n<li>A lapse in OQ can lead to data integrity issues, which can, in turn, result in regulatory sanctions, recalls, or even reputational damage.<\/li>\n<\/ul>\n<h3>5. Feedback Loop<\/h3>\n<ul>\n<li>The relationship between OQ and data integrity is cyclical. While OQ ensures that equipment or systems are operating correctly to produce reliable data, the principles of data integrity, especially continuous monitoring and audit trails, can provide feedback on the equipment&#8217;s operational status. If data integrity checks reveal inconsistencies in data, it might indicate a need to revisit and revalidate the OQ of the equipment or system in question.<\/li>\n<\/ul>\n<h2>Data Integrity: The Cornerstone of Compliance<\/h2>\n<p>Data integrity is foundational for compliance, especially where information accuracy is paramount. The U.S. Food and Drug Administration (FDA) emphasizes data integrity in the 21 CFR Part 11 compliance, which addresses electronic records and signatures. These are a few key aspects to consider:<\/p>\n<ul>\n<li><strong>Electronic Records<\/strong>: Proper record keeping ensures accuracy, reliability, and longevity.<\/li>\n<li><strong>Audit Trails<\/strong>: Any changes or access to the original data can be traced.<\/li>\n<li><strong>Access Controls<\/strong>: Unauthorized access or alterations must be prevented.<\/li>\n<li><strong>Operational System Checks<\/strong>: Regular checks ensure orderly sequencing of steps.<\/li>\n<li><strong>Electronic Signatures<\/strong>: A signer&#8217;s identity needs to be verifiable.<\/li>\n<\/ul>\n<p>Data integrity is, therefore, not just a regulatory requirement but a commitment to ensuring that key information remains uncompromised, accurate, and reliable throughout its lifecycle. With the increasing reliance on electronic records in various industries, especially in <a href=\"https:\/\/www.thermofisher.com\/us\/en\/home\/industrial\/spectroscopy-elemental-isotope-analysis\/molecular-spectroscopy\/fourier-transform-infrared-spectroscopy\/applications.html?icid=CAD_blog_LSM_2023Nov#pharmaceutical-analysis\">pharmaceuticals<\/a> and <a href=\"https:\/\/www.thermofisher.com\/us\/en\/home\/industrial\/spectroscopy-elemental-isotope-analysis\/molecular-spectroscopy\/fourier-transform-infrared-spectroscopy\/applications.html?icid=CAD_blog_LSM_2023Nov#life-sciences\">biotechnology<\/a>, adhering to standards like the 21 CFR Part 11 is not just about compliance but about ensuring trust in the data&#8217;s veracity and reliability.<\/p>\n<p>Ensuring compliance and data integrity is a significant responsibility. Whether you&#8217;re in the <a href=\"https:\/\/www.thermofisher.com\/us\/en\/home\/industrial\/spectroscopy-elemental-isotope-analysis\/molecular-spectroscopy\/fourier-transform-infrared-spectroscopy\/applications.html?icid=CAD_blog_LSM_2023Nov#pharmaceutical-analysis\">pharmaceutical<\/a> industry or another sector, these standards ensure that data remains accurate, complete, and consistent. If you\u2019d like to learn more about keeping up with modern compliance requirements, <a href=\"https:\/\/www.thermofisher.com\/us\/en\/home\/global\/forms\/industrial\/ask-the-experts-pharma-webinar-series.html?icid=CAD_blog_LSM_2023Nov\">explore our ask the experts webinar series<\/a>.<\/p>\n<h2>Additional Resources<\/h2>\n<ul>\n<li>Ask the Experts Webinar Series: <a href=\"https:\/\/www.thermofisher.com\/us\/en\/home\/global\/forms\/industrial\/ask-the-experts-pharma-webinar-series.html?icid=CAD_blog_LSM_2023Nov\">Solutions for Safely Accelerating Drug Discovery<\/a><\/li>\n<li><a href=\"https:\/\/www.thermofisher.com\/us\/en\/home\/industrial\/spectroscopy-elemental-isotope-analysis\/molecular-spectroscopy\/fourier-transform-infrared-spectroscopy.html?icid=CAD_blog_LSM_2023Nov\">FTIR Spectrometer and Microscope Overview<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>Data integrity is essential for compliance with pharmacopoeia tests. The tests set quality benchmarks for raw pharmaceutical materials, active ingredients (APIs), excipients, and finished drugs. Understanding OQs and Pharmacopoeia Tests Operational qualifications (OQs) are vital for pharmacopoeia tests. While different pharmacopoeias\u2014such as those from the US, European, Japanese, and Chinese\u2014have specific protocols, many tests are<\/p>\n","protected":false},"author":38,"featured_media":18181,"comment_status":"open","ping_status":"closed","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_memberships_contains_paid_content":false,"footnotes":""},"categories":[1087],"tags":[2359,2368,2326,2349,2347,2370,2369],"division":[],"class_list":{"0":"post-18180","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-pharmamfg","8":"tag-ftir","9":"tag-pharma-compliance","10":"tag-pharmaceutical-manufacturing","11":"tag-pharmaceutical-quality","12":"tag-pharmaceuticals","13":"tag-pharmacopoeia","14":"tag-spectroscopy","15":"entry"},"_selected_authors":"","_selected_reviewers":"","acf":[],"yoast_head":"<!-- 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Manufacturing Using Raman Spectroscopy","author":"Marlene Gasdia-Cochrane","date":"April 21, 2026","format":false,"excerpt":"Article Summary Pharmaceutical manufacturing relies on strict quality control to ensure that every product released to the market is safe, effective, and compliant with regulatory standards. Analytical testing plays a critical role in verifying product identity, composition, and consistency. Among modern analytical techniques, Raman spectroscopy stands out as a powerful\u2026","rel":"","context":"In &quot;General&quot;","block_context":{"text":"General","link":"https:\/\/admin.acceleratingscience.com\/behindthebench\/general\/"},"img":{"alt_text":"Syringes, injection bottles and tablets lying on the table. Close-up, indoors, view from above. Day light, studio photo. Healthcare concept","src":"https:\/\/i0.wp.com\/admin.acceleratingscience.com\/behindthebench\/wp-content\/uploads\/sites\/9\/2026\/04\/iStock-1355152090.jpg?resize=350%2C200&ssl=1","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/admin.acceleratingscience.com\/behindthebench\/wp-content\/uploads\/sites\/9\/2026\/04\/iStock-1355152090.jpg?resize=350%2C200&ssl=1 1x, https:\/\/i0.wp.com\/admin.acceleratingscience.com\/behindthebench\/wp-content\/uploads\/sites\/9\/2026\/04\/iStock-1355152090.jpg?resize=525%2C300&ssl=1 1.5x, https:\/\/i0.wp.com\/admin.acceleratingscience.com\/behindthebench\/wp-content\/uploads\/sites\/9\/2026\/04\/iStock-1355152090.jpg?resize=700%2C400&ssl=1 2x, https:\/\/i0.wp.com\/admin.acceleratingscience.com\/behindthebench\/wp-content\/uploads\/sites\/9\/2026\/04\/iStock-1355152090.jpg?resize=1050%2C600&ssl=1 3x, https:\/\/i0.wp.com\/admin.acceleratingscience.com\/behindthebench\/wp-content\/uploads\/sites\/9\/2026\/04\/iStock-1355152090.jpg?resize=1400%2C800&ssl=1 4x"},"classes":[]},{"id":19658,"url":"https:\/\/www.thermofisher.com\/blog\/behindthebench\/is-raman-spectroscopy-a-better-verification-method-in-pharmaceutical-manufacturing\/","url_meta":{"origin":18180,"position":1},"title":"Is Raman Spectroscopy a Better Verification Method in Pharmaceutical Manufacturing?","author":"Marlene Gasdia-Cochrane","date":"May 5, 2026","format":false,"excerpt":"Article Summary Verification testing is a critical step in pharmaceutical manufacturing, helping to ensure that every product released meets strict safety, quality, and regulatory standards. Verification helps ensure that products contain the correct active ingredients, meet concentration specifications, are free from contamination, and maintain structural and chemical integrity. This process\u2026","rel":"","context":"In &quot;Pharma &amp; Biotech Manufacturing&quot;","block_context":{"text":"Pharma &amp; Biotech Manufacturing","link":"https:\/\/admin.acceleratingscience.com\/behindthebench\/pharmamfg\/"},"img":{"alt_text":"Yellow pill and red check mark sitting on brown wood surface in front of abstract defocused background. Horizontal composition with selective focus and copy space. Front view. Drug approval concept.","src":"https:\/\/i0.wp.com\/admin.acceleratingscience.com\/behindthebench\/wp-content\/uploads\/sites\/9\/2026\/04\/iStock-1223991858.jpg?resize=350%2C200&ssl=1","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/admin.acceleratingscience.com\/behindthebench\/wp-content\/uploads\/sites\/9\/2026\/04\/iStock-1223991858.jpg?resize=350%2C200&ssl=1 1x, https:\/\/i0.wp.com\/admin.acceleratingscience.com\/behindthebench\/wp-content\/uploads\/sites\/9\/2026\/04\/iStock-1223991858.jpg?resize=525%2C300&ssl=1 1.5x, https:\/\/i0.wp.com\/admin.acceleratingscience.com\/behindthebench\/wp-content\/uploads\/sites\/9\/2026\/04\/iStock-1223991858.jpg?resize=700%2C400&ssl=1 2x, https:\/\/i0.wp.com\/admin.acceleratingscience.com\/behindthebench\/wp-content\/uploads\/sites\/9\/2026\/04\/iStock-1223991858.jpg?resize=1050%2C600&ssl=1 3x, https:\/\/i0.wp.com\/admin.acceleratingscience.com\/behindthebench\/wp-content\/uploads\/sites\/9\/2026\/04\/iStock-1223991858.jpg?resize=1400%2C800&ssl=1 4x"},"classes":[]},{"id":19801,"url":"https:\/\/www.thermofisher.com\/blog\/behindthebench\/how-process-analytical-technology-enables-real-time-quality-control-in-pharmaceutical-manufacturing\/","url_meta":{"origin":18180,"position":2},"title":"How Process Analytical Technology Enables Real-time Quality Control in Pharmaceutical Manufacturing","author":"Marlene Gasdia-Cochrane","date":"July 7, 2026","format":false,"excerpt":"Article Summary Process analytical technology (PAT) is transforming pharmaceutical manufacturing by enabling real-time monitoring, process understanding, and quality control throughout the production lifecycle. By combining advanced analytics, in-line sensors, data modeling, and automation, PAT helps manufacturers identify critical process parameters (CPPs), improve product quality, reduce deviations, and support real-time release\u2026","rel":"","context":"In &quot;Pharma &amp; Biotech Manufacturing&quot;","block_context":{"text":"Pharma &amp; Biotech Manufacturing","link":"https:\/\/admin.acceleratingscience.com\/behindthebench\/pharmamfg\/"},"img":{"alt_text":"test tubes and pharmaceutical products","src":"https:\/\/i0.wp.com\/admin.acceleratingscience.com\/behindthebench\/wp-content\/uploads\/sites\/9\/2026\/06\/iStock-1025828074_pat-scaled.jpg?resize=350%2C200&ssl=1","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/admin.acceleratingscience.com\/behindthebench\/wp-content\/uploads\/sites\/9\/2026\/06\/iStock-1025828074_pat-scaled.jpg?resize=350%2C200&ssl=1 1x, https:\/\/i0.wp.com\/admin.acceleratingscience.com\/behindthebench\/wp-content\/uploads\/sites\/9\/2026\/06\/iStock-1025828074_pat-scaled.jpg?resize=525%2C300&ssl=1 1.5x, https:\/\/i0.wp.com\/admin.acceleratingscience.com\/behindthebench\/wp-content\/uploads\/sites\/9\/2026\/06\/iStock-1025828074_pat-scaled.jpg?resize=700%2C400&ssl=1 2x, https:\/\/i0.wp.com\/admin.acceleratingscience.com\/behindthebench\/wp-content\/uploads\/sites\/9\/2026\/06\/iStock-1025828074_pat-scaled.jpg?resize=1050%2C600&ssl=1 3x, https:\/\/i0.wp.com\/admin.acceleratingscience.com\/behindthebench\/wp-content\/uploads\/sites\/9\/2026\/06\/iStock-1025828074_pat-scaled.jpg?resize=1400%2C800&ssl=1 4x"},"classes":[]},{"id":19168,"url":"https:\/\/www.thermofisher.com\/blog\/behindthebench\/understanding-dna-melting-analysis-using-uv-visible-spectroscopy\/","url_meta":{"origin":18180,"position":3},"title":"Understanding DNA Melting Analysis Using UV-Visible Spectroscopy","author":"Marlene Gasdia-Cochrane","date":"October 14, 2025","format":false,"excerpt":"DNA melting analysis is a vital molecular biology technique used to study the stability and properties of DNA by monitoring its transition from double-stranded to single-stranded form with increasing temperature. UV-visible spectroscopy measures changes in DNA absorbance during this process, providing insights into DNA stability, sequence composition, and molecular interactions.\u2026","rel":"","context":"In &quot;Pharma &amp; Biotech Manufacturing&quot;","block_context":{"text":"Pharma &amp; Biotech Manufacturing","link":"https:\/\/admin.acceleratingscience.com\/behindthebench\/pharmamfg\/"},"img":{"alt_text":"Close-up Of Dna Molecule On Blue Background","src":"https:\/\/i0.wp.com\/admin.acceleratingscience.com\/behindthebench\/wp-content\/uploads\/sites\/9\/2025\/10\/iStock-2200215349.jpg?resize=350%2C200&ssl=1","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/admin.acceleratingscience.com\/behindthebench\/wp-content\/uploads\/sites\/9\/2025\/10\/iStock-2200215349.jpg?resize=350%2C200&ssl=1 1x, https:\/\/i0.wp.com\/admin.acceleratingscience.com\/behindthebench\/wp-content\/uploads\/sites\/9\/2025\/10\/iStock-2200215349.jpg?resize=525%2C300&ssl=1 1.5x, https:\/\/i0.wp.com\/admin.acceleratingscience.com\/behindthebench\/wp-content\/uploads\/sites\/9\/2025\/10\/iStock-2200215349.jpg?resize=700%2C400&ssl=1 2x, https:\/\/i0.wp.com\/admin.acceleratingscience.com\/behindthebench\/wp-content\/uploads\/sites\/9\/2025\/10\/iStock-2200215349.jpg?resize=1050%2C600&ssl=1 3x, https:\/\/i0.wp.com\/admin.acceleratingscience.com\/behindthebench\/wp-content\/uploads\/sites\/9\/2025\/10\/iStock-2200215349.jpg?resize=1400%2C800&ssl=1 4x"},"classes":[]},{"id":19783,"url":"https:\/\/www.thermofisher.com\/blog\/behindthebench\/what-does-scale-up-look-like-when-volume-is-not-the-goal\/","url_meta":{"origin":18180,"position":4},"title":"What Does Scale-Up Look Like When Volume is Not the Goal?","author":"Marlene Gasdia-Cochrane","date":"June 9, 2026","format":false,"excerpt":"Overview Pharmaceutical scale-up should not always be judged based on increased production volume. While traditional manufacturing focuses on larger equipment and higher throughput, many specialized pharmaceutical programs utilize continuous manufacturing and face different constraints. In these cases, successful scale-up is measured by maintaining process consistency, reproducibility, and control rather than\u2026","rel":"","context":"In &quot;Pharma &amp; Biotech Manufacturing&quot;","block_context":{"text":"Pharma &amp; Biotech Manufacturing","link":"https:\/\/admin.acceleratingscience.com\/behindthebench\/pharmamfg\/"},"img":{"alt_text":"A pill on blue background","src":"https:\/\/i0.wp.com\/admin.acceleratingscience.com\/behindthebench\/wp-content\/uploads\/sites\/9\/2026\/06\/iStock-1218800138.jpg?resize=350%2C200&ssl=1","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/admin.acceleratingscience.com\/behindthebench\/wp-content\/uploads\/sites\/9\/2026\/06\/iStock-1218800138.jpg?resize=350%2C200&ssl=1 1x, https:\/\/i0.wp.com\/admin.acceleratingscience.com\/behindthebench\/wp-content\/uploads\/sites\/9\/2026\/06\/iStock-1218800138.jpg?resize=525%2C300&ssl=1 1.5x, https:\/\/i0.wp.com\/admin.acceleratingscience.com\/behindthebench\/wp-content\/uploads\/sites\/9\/2026\/06\/iStock-1218800138.jpg?resize=700%2C400&ssl=1 2x, https:\/\/i0.wp.com\/admin.acceleratingscience.com\/behindthebench\/wp-content\/uploads\/sites\/9\/2026\/06\/iStock-1218800138.jpg?resize=1050%2C600&ssl=1 3x, https:\/\/i0.wp.com\/admin.acceleratingscience.com\/behindthebench\/wp-content\/uploads\/sites\/9\/2026\/06\/iStock-1218800138.jpg?resize=1400%2C800&ssl=1 4x"},"classes":[]},{"id":19538,"url":"https:\/\/www.thermofisher.com\/blog\/behindthebench\/why-continuous-real-time-raman-pat-outperforms-discrete-pat-in-bioprocessing\/","url_meta":{"origin":18180,"position":5},"title":"Why Continuous Real-Time Raman PAT Outperforms Discrete PAT in Bioprocessing","author":"Marlene Gasdia-Cochrane","date":"April 7, 2026","format":false,"excerpt":"Overview Continuous, in-line, real-time process Raman spectroscopy significantly outperforms discrete PAT approaches in bioprocessing. By enabling deeper process understanding and proactive control, Raman spectroscopy can monitor upstream monoclonal antibody production through real-time measurements of glucose and lactate, which enables automated feedback control that significantly increased titer and reduced glycation (as\u2026","rel":"","context":"In &quot;Pharma &amp; Biotech Manufacturing&quot;","block_context":{"text":"Pharma &amp; Biotech Manufacturing","link":"https:\/\/admin.acceleratingscience.com\/behindthebench\/pharmamfg\/"},"img":{"alt_text":"bioprocessing facility","src":"https:\/\/i0.wp.com\/admin.acceleratingscience.com\/behindthebench\/wp-content\/uploads\/sites\/9\/2026\/04\/cropped_1236x350.png?resize=350%2C200&ssl=1","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/admin.acceleratingscience.com\/behindthebench\/wp-content\/uploads\/sites\/9\/2026\/04\/cropped_1236x350.png?resize=350%2C200&ssl=1 1x, https:\/\/i0.wp.com\/admin.acceleratingscience.com\/behindthebench\/wp-content\/uploads\/sites\/9\/2026\/04\/cropped_1236x350.png?resize=525%2C300&ssl=1 1.5x, https:\/\/i0.wp.com\/admin.acceleratingscience.com\/behindthebench\/wp-content\/uploads\/sites\/9\/2026\/04\/cropped_1236x350.png?resize=700%2C400&ssl=1 2x, https:\/\/i0.wp.com\/admin.acceleratingscience.com\/behindthebench\/wp-content\/uploads\/sites\/9\/2026\/04\/cropped_1236x350.png?resize=1050%2C600&ssl=1 3x"},"classes":[]}],"jetpack_sharing_enabled":true,"jetpack_featured_media_url":"https:\/\/admin.acceleratingscience.com\/behindthebench\/wp-content\/uploads\/sites\/9\/2023\/11\/iStock-1025828074-e1699395389975.jpg","_links":{"self":[{"href":"https:\/\/www.thermofisher.com\/blog\/behindthebench\/wp-json\/wp\/v2\/posts\/18180","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.thermofisher.com\/blog\/behindthebench\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.thermofisher.com\/blog\/behindthebench\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.thermofisher.com\/blog\/behindthebench\/wp-json\/wp\/v2\/users\/38"}],"replies":[{"embeddable":true,"href":"https:\/\/www.thermofisher.com\/blog\/behindthebench\/wp-json\/wp\/v2\/comments?post=18180"}],"version-history":[{"count":0,"href":"https:\/\/www.thermofisher.com\/blog\/behindthebench\/wp-json\/wp\/v2\/posts\/18180\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.thermofisher.com\/blog\/behindthebench\/wp-json\/wp\/v2\/media\/18181"}],"wp:attachment":[{"href":"https:\/\/www.thermofisher.com\/blog\/behindthebench\/wp-json\/wp\/v2\/media?parent=18180"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.thermofisher.com\/blog\/behindthebench\/wp-json\/wp\/v2\/categories?post=18180"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.thermofisher.com\/blog\/behindthebench\/wp-json\/wp\/v2\/tags?post=18180"},{"taxonomy":"division","embeddable":true,"href":"https:\/\/www.thermofisher.com\/blog\/behindthebench\/wp-json\/wp\/v2\/division?post=18180"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}