﻿{"id":1190,"date":"2025-03-09T21:08:32","date_gmt":"2025-03-09T15:38:32","guid":{"rendered":"https:\/\/blogs.infosys.com\/engineering-services\/?p=1190"},"modified":"2025-03-09T21:08:32","modified_gmt":"2025-03-09T15:38:32","slug":"ai-driven-stability-testing-for-the-pharma-industry","status":"publish","type":"post","link":"https:\/\/blogs.infosys.com\/engineering-services\/industrial-iot\/ai-driven-stability-testing-for-the-pharma-industry.html","title":{"rendered":"AI DRIVEN STABILITY TESTING FOR THE PHARMA INDUSTRY"},"content":{"rendered":"<p>Stability Testing in the pharmaceutical industry refers to the inspection\/monitoring of the quality of drug products as per the defined guidelines of the various regulatory bodies over a period of time.\u00a0 This ensures that the products retain its quality over the period.\u00a0 It also ascertains the shelf-life and storage conditions of the products.\u00a0 It is to be ensured that the product efficacy related to the quality and safety remains the same throughout the defined shelf-life.\u00a0 The acceptance and the subsequent approval of the product is governed by it\u2019s efficacy.<\/p>\n<p>Mainly it is designed for monitoring and evaluating the quality of API (Active Pharmaceutical Ingredients) and FP (Finished Products) over a period under the influence of various factors such as:<\/p>\n<p>\u00b7\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 Packaging Materials\/Methodology<\/p>\n<p>\u00b7\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 Ambient Temperature<\/p>\n<p>\u00b7\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 Humidity \/ Moisture<\/p>\n<p>\u00b7\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 Light<\/p>\n<p>\u00b7\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 Container Orientation<\/p>\n<p>The process of Stability Testing is initiated with the inception of a Stability Study which is driven by Protocol (can also be referred as Study Plan).\u00a0 The Stability Protocol has four key elements, viz. Orientation, Timepoint Conditions and Formulations.<\/p>\n<p><strong>Types of Stability Studies:<\/strong><\/p>\n<p>As per USP, the different types of Stability Studies at a high level that should be conducted are as follows:<\/p>\n<p>\u00b7\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 Physical stability \u2013 The physical stability may affect the uniformity and the release rate.\u00a0 Properties such as color, dissolution, palatability, appearance etc. should be retained.<\/p>\n<p>\u00b7\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 Chemical stability \u2013 Resistance to the decomposition in the drug (or it\u2019s API) due to reactions occurring due to atmospheric and temperature changes.<\/p>\n<p>\u00b7\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 Microbiological stability \u2013 It\u2019s the tendency to resist the microbial growth.\u00a0 Certain antimicrobial agents are used during the preparation of the drug in defined limits.\u00a0 These agents maintain the effectiveness of the drug for the period.<\/p>\n<p><strong>Why Stability Studies:<\/strong><\/p>\n<p>\u00b7\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 Stability Study is largely used to provide data to support clinical trials and for the registration submission.<\/p>\n<p>\u00b7\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 Developers can make any adjustments to the formulation if required.<\/p>\n<p>\u00b7\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 Determine the requisite condition requirement for the storage of the product.<\/p>\n<p>\u00b7\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 To ensure that any probable issues are identified upfront during the development of the formulation.<\/p>\n<p>\u00b7\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 Determine and establish the expiry date for the product.<\/p>\n<p>&nbsp;<\/p>\n<p><strong>Life Cycle of Stability Study in Development of a New Drug Product:<\/strong><\/p>\n<p>&nbsp;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-1202 size-full\" src=\"https:\/\/blogs.infosys.com\/engineering-services\/wp-content\/uploads\/2025\/03\/Life-Cycle-StabilityStudy.png\" alt=\"\" width=\"745\" height=\"626\" \/><strong>Different Stages of Stability Testing:<\/strong><\/p>\n<p>From a broader perspective, the different types of Stability Studies Trial Design are as below:<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-1212\" src=\"https:\/\/blogs.infosys.com\/engineering-services\/wp-content\/uploads\/2025\/03\/StagesOfStabilityTesting.jpg\" alt=\"\" width=\"948\" height=\"520\" \/><\/p>\n<p><strong>Typical Stability Workflow:<\/strong><\/p>\n<p>A typical Stability Workflow consists of the following steps:<\/p>\n<p>\u00b7\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 Creation of Stability Study \u2013 The request is usually initiated by the Lab QA for respective Lots (for Finished Products, Raw and Packaging Materials in Manufacturing Process) and for respective new Products (during Formulation Development).<\/p>\n<p>\u00b7\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 Designing and Approval of Protocol \u2013 The Protocol is the cornerstone of the Stability process and usually defines the combination of Orientation, Conditions and Timepoint for Stability Testing.\u00a0 It\u2019s also a critical part of the Inventory required for the Study.\u00a0 Once a Protocol is approved, any modifications to it requires an Amendment to the study.<\/p>\n<p>\u00b7\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 Charging and Initiating the Study \u2013 Charging of a Stability Study requires pulling the requisite amount of Inventory for the entire Study and storing it in various Storage Chambers as per the Conditions defined in the Protocol.<\/p>\n<p>\u00b7\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 Testing of Samples \u2013 Once the respective timepoints defined in the Protocol are reached, certain amounts of Samples are pulled from the Storage Chambers for testing of the Samples.<\/p>\n<p>\u00b7\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 Data Review \u2013 After the completion of the Testing and capture of the analysis results, the data is sent for review where it can be Approved, Rejected or sent for any additional or retesting, if required.<\/p>\n<p>\u00b7\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 Submission \u2013 The Stability Summary Report is generated after the Approval of the analysis result and sent to the concerned authorities as required.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-1204\" src=\"https:\/\/blogs.infosys.com\/engineering-services\/wp-content\/uploads\/2025\/03\/StabilityWorkflow.png\" alt=\"\" width=\"638\" height=\"536\" \/><\/p>\n<p><strong>AI in Stability:<\/strong><\/p>\n<p>AI is used to analyze the historical data of the product to predict the potential stability issues, identify trends, and optimize formulations.\u00a0 This enables faster and accurate assessment of the\u00a0 product&#8217;s shelf life often by leveraging ML algorithms to identify patterns which might go undetected to human analysis.\u00a0 Enablement of AI leads to quicker &amp; improved development cycles, cost reductions, and reduced TAT to market.<\/p>\n<p>Common Applicability of AI in Stability:<\/p>\n<p>\u00b7\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 Predictive modelling analyzes the historical data of various formulations and their attributes.\u00a0 AI can assist in predicting how a new drug might perform under various conditions.<\/p>\n<p>\u00b7\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 Accelerated Testing helps analyze data for extreme conditions (high temperature, humidity) to extrapolate results and predict the long term stability.\u00a0 This reduces the time required for testing by extrapolating the results.<\/p>\n<p>\u00b7\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 Data analysis on various ingredient combinations leads to Formulation Optimization.\u00a0 The optimal formulation design helps in maximizing the shelf life and assists in minimizing the product degradation.<\/p>\n<p>\u00b7\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 Sending alerts on Real Time Monitoring of Storage Chambers for parameters like temperature and humidity, when integrated assists in managing any deviations and enabling corrective actions.<\/p>\n<p><strong>Conclusion:<\/strong><\/p>\n<p>In the dynamic landscape of pharmaceutical stability testing, it ensures the well-being of patients by establishing the accuracy of the shelf-life and storage conditions of the medicinal properties.\u00a0 It is one of the guiding tool for the drug developers success.\u00a0 Thorough understanding of the Stability Testing process is a must to understand the details of the physical, chemical and microbiological aspects of any formulation.\u00a0 Conceptual understanding of the different Stability types helps in the initiation of the innovations to transform a patient\u2019s life and maintains the standard towards drug excellence.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Stability Testing in the pharmaceutical industry refers to the inspection\/monitoring of the quality of [&hellip;]<\/p>\n","protected":false},"author":729,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"inline_featured_image":false,"footnotes":""},"categories":[4,35],"tags":[108,107,86,106],"coauthors":[76],"class_list":["post-1190","post","type-post","status-publish","format-standard","hentry","category-industrial-iot","category-iot","tag-aiml","tag-life-sciences","tag-lims","tag-pharma"],"acf":[],"_links":{"self":[{"href":"https:\/\/blogs.infosys.com\/engineering-services\/wp-json\/wp\/v2\/posts\/1190","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/blogs.infosys.com\/engineering-services\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/blogs.infosys.com\/engineering-services\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/blogs.infosys.com\/engineering-services\/wp-json\/wp\/v2\/users\/729"}],"replies":[{"embeddable":true,"href":"https:\/\/blogs.infosys.com\/engineering-services\/wp-json\/wp\/v2\/comments?post=1190"}],"version-history":[{"count":12,"href":"https:\/\/blogs.infosys.com\/engineering-services\/wp-json\/wp\/v2\/posts\/1190\/revisions"}],"predecessor-version":[{"id":1243,"href":"https:\/\/blogs.infosys.com\/engineering-services\/wp-json\/wp\/v2\/posts\/1190\/revisions\/1243"}],"wp:attachment":[{"href":"https:\/\/blogs.infosys.com\/engineering-services\/wp-json\/wp\/v2\/media?parent=1190"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blogs.infosys.com\/engineering-services\/wp-json\/wp\/v2\/categories?post=1190"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blogs.infosys.com\/engineering-services\/wp-json\/wp\/v2\/tags?post=1190"},{"taxonomy":"author","embeddable":true,"href":"https:\/\/blogs.infosys.com\/engineering-services\/wp-json\/wp\/v2\/coauthors?post=1190"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}