{"id":19013,"date":"2025-08-12T08:00:00","date_gmt":"2025-08-12T08:00:00","guid":{"rendered":"https:\/\/www.thermofisher.com\/blog\/behindthebench\/?p=19013"},"modified":"2025-08-28T15:13:14","modified_gmt":"2025-08-28T15:13:14","slug":"scaling-nucleic-acid-therapeutic-manufacturing-the-promise-of-raman","status":"publish","type":"post","link":"https:\/\/www.thermofisher.com\/blog\/behindthebench\/scaling-nucleic-acid-therapeutic-manufacturing-the-promise-of-raman\/","title":{"rendered":"Scaling Nucleic Acid Therapeutic Manufacturing: The Promise of Raman"},"content":{"rendered":"\n<p>In the fast-evolving world of nucleic acid therapeutics, scientists and manufacturers are constantly in search of analytical techniques that deliver accuracy, speed, and cost-efficiency. From DNA and RNA to their modified derivatives, these therapies are transforming medicine\u2014powering mRNA vaccines, gene therapies, and CAR-T treatments. Yet, scaling these breakthroughs from research to production is often impacted by expensive, time-consuming quality control steps.<\/p>\n\n\n\n<p>Traditional tools like HPLC, MS, and NMR are well-established for characterizing nucleic acid therapeutics\u2014but each comes with trade-offs in speed, sample prep, or cost. <a href=\"https:\/\/www.thermofisher.com\/us\/en\/home\/industrial\/spectroscopy-elemental-isotope-analysis\/molecular-spectroscopy\/raman-microscopy\/resources\/raman-spectroscopy-academy.html?icid=CAD_blog_LSM_2025July\">Raman spectroscopy<\/a> is emerging as a compelling alternative. Already proven in protein therapeutic manufacturing for its non-destructive nature and minimal sample preparation, Raman spectroscopy offers molecular specificity and speed that could dramatically streamline analytics for nucleic acid-based drugs.<\/p>\n\n\n\n<p>But what is Raman spectroscopy? It\u2019s a vibrational spectroscopic technique that detects changes in light scattered off molecules. When a laser interacts with a sample, most light is elastically scattered (Rayleigh scattering), but a tiny fraction undergoes inelastic scattering\u2014shifting in energy based on molecular vibrations. This shift forms a unique spectral fingerprint, enabling the identification of chemical bonds and molecular structures. In nucleic acids, the base components\u2014adenine, thymine, guanine, and cytosine\u2014generate strong Raman signals, allowing researchers to extract rich structural and compositional information. Raman is a Process Analytical Technology, or PAT, which enhances capabilities in scaling bioprocesses, optimizing upstream processes to ensure efficient and consistent processing. Read our compendium on <em><a href=\"https:\/\/www.thermofisher.com\/us\/en\/home\/global\/forms\/industrial\/mmaio-dynadrive-appnote.html?icid=CAD_blog_LSM_2025July\">PAT-enabled scaling and optimization of upstream bioprocesses.<\/a><\/em><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-a-proof-of-concept-measuring-polya-tail-length-with-raman\"><strong>A Proof of Concept: Measuring PolyA Tail Length with Raman<\/strong><\/h2>\n\n\n\n<p>To explore Raman\u2019s capabilities in nucleic acid analysis, we performed a proof-of-concept study targeting one critical quality attribute: the number of adenine bases in the polyA tail of oligonucleotides. Using a <a href=\"https:\/\/www.thermofisher.com\/order\/catalog\/product\/MARQMETRIXAIO?icid=CAD_blog_LSM_2025July\">process Raman analyzer<\/a>, the team analyzed synthetic DNA strands with varying lengths of polyA tails.<\/p>\n\n\n\n<p>The study employed chemometric models\u2014including principal component analysis (PCA) and principal component regression (PCR)\u2014to classify the sequences and quantify adenine content based on their Raman spectra. Spectral preprocessing steps, like baseline correction and normalization, were used to fine-tune the data for modeling. The model was then validated using independent test samples, achieving strong performance metrics: an R\u00b2 of 0.93 and a prediction error of just \u00b11 adenine.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-why-this-matters-for-the-future-of-nucleic-acid-therapeutics\"><strong>Why This Matters for the Future of Nucleic Acid Therapeutics<\/strong><\/h2>\n\n\n\n<p>This proof-of-concept study shows that Raman spectroscopy can be a powerful tool for identifying oligonucleotide sequences and quantifying adenine content\u2014two critical capabilities in the development and manufacturing of nucleic acid therapeutics. The ability to distinguish oligonucleotides based on their sequence allows researchers and manufacturers to ensure the identity and integrity of therapeutic candidates early in the development process. This is particularly important given that even minor sequence deviations can significantly impact a therapy\u2019s function, stability, or immunogenicity.<\/p>\n\n\n\n<p>Quantifying the number of adenines in the polyA tail is also a vital quality attribute, especially in messenger RNA (mRNA) therapeutics. The polyA tail plays a key role in enhancing mRNA stability, nuclear export, and translational efficiency. A tail that is too short can result in reduced protein expression, while one that is too long can impact regulatory mechanisms. Therefore, accurately measuring polyA tail length is essential for ensuring consistent therapeutic performance.<\/p>\n\n\n\n<p>Currently, techniques like ion-pair reversed-phase HPLC are used for polyA quantification, but they often require labor-intensive protocols and are not well suited for real-time or in-process applications. Raman spectroscopy, by contrast, enables rapid, label-free, and non-destructive analysis that can be integrated directly into manufacturing workflows. This shift toward real-time analytics opens the door to improved process control, reduced batch failures, and accelerated product release timelines.<\/p>\n\n\n\n<p>This study also speaks to a larger trend in biopharma: the growing demand for Raman-based chemometric models that are robust, transferable, and applicable across diverse upstream workflows. Raman spectroscopy has already been successfully applied to monitor critical parameters across multiple cell lines and media types. Read our <a href=\"https:\/\/www.thermofisher.com\/us\/en\/home\/global\/forms\/industrial\/mcs-marqmetrix-aio-chemometric-model-transferability-appnote-form.html?icid=CAD_blog_LSM_2025July\" target=\"_blank\" rel=\"noreferrer noopener\">application note<\/a> to see how transferable models can enhance upstream bioprocess monitoring for a variety of biologics.<\/p>\n\n\n\n<p>As the industry pushes toward more scalable and efficient production of DNA and RNA-based drugs, Raman spectroscopy offers a promising path forward\u2014one that aligns with the growing demand for speed, specificity, and cost-effective quality assurance in biopharma manufacturing.<\/p>\n\n\n\n<p>Want to dive deeper into the data and methodology? Read the full article on <a href=\"https:\/\/www.spectroscopyonline.com\/view\/quantification-of-adenine-residues-in-the-polya-tail-of-oligonucleotides-using-raman-spectroscopy?icid=CAD_blog_LSM_2025July\">Raman-based analytics for nucleic acid therapeutics<\/a>.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-a-new-frontier-real-time-monitoring-of-ivt-with-raman\"><strong>A New Frontier: Real-Time Monitoring of IVT with Raman<\/strong><\/h2>\n\n\n\n<p>The study also draws attention to Patent\u202f<a href=\"https:\/\/patents.google.com\/patent\/WO2024074726A1\/en\">WO2024074726A1<\/a>, which introduces a method for\u202fspectral monitoring of in vitro transcription (IVT)\u202freactions using Raman spectroscopy. This patent demonstrates how biopharmaceutical companies are leveraging Raman spectroscopy to\u202ftrack IVT reactions in real time\u202fby comparing the spectral signatures of reactants and products during RNA synthesis. The ability to monitor changes in IVT enables\u202fautomation through feedback control, improving both the\u202fquantity and quality of mRNA\u202fwhile reducing\u202fbatch-to-batch variability.<\/p>\n\n\n\n<p>Notably, similar experimental feasibility has been previously demonstrated by the authors, reinforcing the practical value of Raman-based monitoring in RNA manufacturing.<\/p>\n\n\n\n<p>This innovation has the potential to\u202fstreamline manufacturing workflows,\u202freduce costs, and\u202fenhance reproducibility\u202fin RNA-based therapeutics.<\/p>\n\n\n\n<p>As the field of nucleic acid therapeutics continues to expand,\u202fRaman spectroscopy is poised to be a game-changer\u2014delivering faster, more efficient, and more accessible treatments, while offering mutual benefits in cost and time for manufacturers.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-additional-resources\">Additional Resources<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Application Note: <em><a href=\"https:\/\/www.thermofisher.com\/us\/en\/home\/global\/forms\/industrial\/mcs-marqmetrix-aio-chemometric-model-transferability-appnote-form.html?icid=CAD_blog_LSM_2025July\">Demonstrating chemometric model transferability and monitoring upstream bioprocesses<\/a><\/em><\/li>\n\n\n\n<li>Compendium: <em><a href=\"https:\/\/www.thermofisher.com\/us\/en\/home\/global\/forms\/industrial\/mmaio-dynadrive-appnote.html?icid=CAD_blog_LSM_2025July\">PAT-enabled scaling and optimization of upstream bioprocesses.<\/a><\/em><\/li>\n\n\n\n<li>Article: <a href=\"https:\/\/www.spectroscopyonline.com\/view\/quantification-of-adenine-residues-in-the-polya-tail-of-oligonucleotides-using-raman-spectroscopy?icid=CAD_blog_LSM_2025July\"><em>Raman-based analytics for nucleic acid therapeutics<\/em><\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.thermofisher.com\/us\/en\/home\/industrial\/spectroscopy-elemental-isotope-analysis\/molecular-spectroscopy\/raman-microscopy\/instruments.html?icid=CAD_blog_LSM_2025July\">Raman Spectroscopy Instrumentation<\/a><\/li>\n<\/ul>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>In the fast-evolving world of nucleic acid therapeutics, scientists and manufacturers are constantly in search of analytical techniques that deliver accuracy, speed, and cost-efficiency. From DNA and RNA to their modified derivatives, these therapies are transforming medicine\u2014powering mRNA vaccines, gene therapies, and CAR-T treatments. Yet, scaling these breakthroughs from research to production is often impacted<\/p>\n","protected":false},"author":38,"featured_media":19014,"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":[2382,2499,2500,2486,2383],"division":[2350],"class_list":{"0":"post-19013","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-pharmamfg","8":"tag-biopharma-manufacturing","9":"tag-mrna-manufacturing","10":"tag-nucleic-acid-therapeutics","11":"tag-raman","12":"tag-raman-spectroscopy","13":"division-cad","14":"entry"},"_selected_authors":[948],"_selected_reviewers":[],"acf":[],"yoast_head":"<!-- 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Biomanufacturing is the use of biological systems, like microorganisms or cells, to produce commercially valuable products. These products can include pharmaceuticals, food ingredients, biofuels, and more. Biomanufacturing intentionally applies biological processes (for example, fermentation) to transform raw materials into desired outputs (for example, to convert malt extract\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":"concepts of Experiments in the laboratory","src":"https:\/\/i0.wp.com\/admin.acceleratingscience.com\/behindthebench\/wp-content\/uploads\/sites\/9\/2025\/08\/iStock-852585992_biopharma.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\/08\/iStock-852585992_biopharma.jpg?resize=350%2C200&ssl=1 1x, https:\/\/i0.wp.com\/admin.acceleratingscience.com\/behindthebench\/wp-content\/uploads\/sites\/9\/2025\/08\/iStock-852585992_biopharma.jpg?resize=525%2C300&ssl=1 1.5x, https:\/\/i0.wp.com\/admin.acceleratingscience.com\/behindthebench\/wp-content\/uploads\/sites\/9\/2025\/08\/iStock-852585992_biopharma.jpg?resize=700%2C400&ssl=1 2x, https:\/\/i0.wp.com\/admin.acceleratingscience.com\/behindthebench\/wp-content\/uploads\/sites\/9\/2025\/08\/iStock-852585992_biopharma.jpg?resize=1050%2C600&ssl=1 3x, https:\/\/i0.wp.com\/admin.acceleratingscience.com\/behindthebench\/wp-content\/uploads\/sites\/9\/2025\/08\/iStock-852585992_biopharma.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":19013,"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. 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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. 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The A260\/A280 ratio can indicate potential protein contamination, while the A260\/A230 ratio can reveal residual salts, phenol, guanidine compounds, and other extraction-related contaminants. For a more complete assessment, purity ratios should be evaluated alongside\u2026","rel":"","context":"In &quot;General&quot;","block_context":{"text":"General","link":"https:\/\/admin.acceleratingscience.com\/behindthebench\/general\/"},"img":{"alt_text":"mRNA Technology - Messenger RNA - Two Strands of mRNA on Abstract Technology Background - Development of New Therapies and Vaccines Based on mRNA Technology - Conceptual Illustration","src":"https:\/\/i0.wp.com\/admin.acceleratingscience.com\/behindthebench\/wp-content\/uploads\/sites\/9\/2026\/08\/iStock-1366552805_mrna.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\/08\/iStock-1366552805_mrna.jpg?resize=350%2C200&ssl=1 1x, https:\/\/i0.wp.com\/admin.acceleratingscience.com\/behindthebench\/wp-content\/uploads\/sites\/9\/2026\/08\/iStock-1366552805_mrna.jpg?resize=525%2C300&ssl=1 1.5x, https:\/\/i0.wp.com\/admin.acceleratingscience.com\/behindthebench\/wp-content\/uploads\/sites\/9\/2026\/08\/iStock-1366552805_mrna.jpg?resize=700%2C400&ssl=1 2x, https:\/\/i0.wp.com\/admin.acceleratingscience.com\/behindthebench\/wp-content\/uploads\/sites\/9\/2026\/08\/iStock-1366552805_mrna.jpg?resize=1050%2C600&ssl=1 3x, https:\/\/i0.wp.com\/admin.acceleratingscience.com\/behindthebench\/wp-content\/uploads\/sites\/9\/2026\/08\/iStock-1366552805_mrna.jpg?resize=1400%2C800&ssl=1 4x"},"classes":[]},{"id":19883,"url":"https:\/\/www.thermofisher.com\/blog\/behindthebench\/building-a-better-sample-qc-workflow-from-extraction-to-sequencing\/","url_meta":{"origin":19013,"position":4},"title":"Building a Better Sample QC Workflow: From Extraction to Sequencing","author":"Marlene Gasdia-Cochrane","date":"August 25, 2026","format":false,"excerpt":"Article Summary Successful genomics experiments don't begin with sequencing\u2014they begin with sample quality. Every downstream application, from PCR to next-generation sequencing (NGS), depends on starting with nucleic acids that are accurately quantified and free from contaminants that could compromise results. Establishing a consistent quality control workflow helps laboratories improve reproducibility\u2026","rel":"","context":"In &quot;General&quot;","block_context":{"text":"General","link":"https:\/\/admin.acceleratingscience.com\/behindthebench\/general\/"},"img":{"alt_text":"A pipette drops a liquid into a petri dish with a dna sequence background, science concept. 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A standardized workflow combining reliable extraction, concentration and purity assessment, application-appropriate quantification, and consistent laboratory practices can help identify sample issues early, improve reproducibility,\u2026","rel":"","context":"In &quot;General&quot;","block_context":{"text":"General","link":"https:\/\/admin.acceleratingscience.com\/behindthebench\/general\/"},"img":{"alt_text":"Close-up shot of a dna sequence on a screen, a digital representation of genetic code, used for analysis.","src":"https:\/\/i0.wp.com\/admin.acceleratingscience.com\/behindthebench\/wp-content\/uploads\/sites\/9\/2026\/09\/iStock-2212923489_dnasequence-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\/09\/iStock-2212923489_dnasequence-scaled.jpg?resize=350%2C200&ssl=1 1x, https:\/\/i0.wp.com\/admin.acceleratingscience.com\/behindthebench\/wp-content\/uploads\/sites\/9\/2026\/09\/iStock-2212923489_dnasequence-scaled.jpg?resize=525%2C300&ssl=1 1.5x, https:\/\/i0.wp.com\/admin.acceleratingscience.com\/behindthebench\/wp-content\/uploads\/sites\/9\/2026\/09\/iStock-2212923489_dnasequence-scaled.jpg?resize=700%2C400&ssl=1 2x, https:\/\/i0.wp.com\/admin.acceleratingscience.com\/behindthebench\/wp-content\/uploads\/sites\/9\/2026\/09\/iStock-2212923489_dnasequence-scaled.jpg?resize=1050%2C600&ssl=1 3x, https:\/\/i0.wp.com\/admin.acceleratingscience.com\/behindthebench\/wp-content\/uploads\/sites\/9\/2026\/09\/iStock-2212923489_dnasequence-scaled.jpg?resize=1400%2C800&ssl=1 4x"},"classes":[]}],"jetpack_sharing_enabled":true,"jetpack_featured_media_url":"https:\/\/admin.acceleratingscience.com\/behindthebench\/wp-content\/uploads\/sites\/9\/2025\/07\/iStock-663578188-scaled.jpg","_links":{"self":[{"href":"https:\/\/www.thermofisher.com\/blog\/behindthebench\/wp-json\/wp\/v2\/posts\/19013","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=19013"}],"version-history":[{"count":0,"href":"https:\/\/www.thermofisher.com\/blog\/behindthebench\/wp-json\/wp\/v2\/posts\/19013\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.thermofisher.com\/blog\/behindthebench\/wp-json\/wp\/v2\/media\/19014"}],"wp:attachment":[{"href":"https:\/\/www.thermofisher.com\/blog\/behindthebench\/wp-json\/wp\/v2\/media?parent=19013"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.thermofisher.com\/blog\/behindthebench\/wp-json\/wp\/v2\/categories?post=19013"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.thermofisher.com\/blog\/behindthebench\/wp-json\/wp\/v2\/tags?post=19013"},{"taxonomy":"division","embeddable":true,"href":"https:\/\/www.thermofisher.com\/blog\/behindthebench\/wp-json\/wp\/v2\/division?post=19013"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}