Physicochemical failure modes for first-line therapy Narrow Therapeutic Index (NTI) drugs: a call for attention NTI risk classification and New Prior Knowledge
[easy-total-shares align="center" share_text="SHARES" url="https://www.europeanpharmaceuticalreview.com/article/157918/physicochemical-failure-modes-for-first-line-therapy-narrow-therapeutic-index-nti-drugs-a-call-for-attention-nti-risk-classification-and-new-prior-knowledge/"][easy-social-share buttons="facebook,twitter,linkedin,print,mail,more,pinterest,stumbleupon,reddit,buffer,xing,whatsapp,flipboard" morebutton="3" morebutton_icon="plus" counters=0 style="icon" column="yes" columns="6" url="https://www.europeanpharmaceuticalreview.com/article/157918/physicochemical-failure-modes-for-first-line-therapy-narrow-therapeutic-index-nti-drugs-a-call-for-attention-nti-risk-classification-and-new-prior-knowledge/" text="Physicochemical failure modes for first-line therapy Narrow Therapeutic Index (NTI) drugs: a call for attention NTI risk classification and New Prior Knowledge"]
In this article, Dr Harsh Shah and colleagues summarise their research into the importance of characterising physicochemical characteristics that can result in stress-induced solid-state changes in Narrow Therapeutic Index (NTI) drugs.
Abstract
Historically, categorisation of Narrow Therapeutic Index (NTI) drugs has primarily focused on a therapeutic index – a quantitative safety measure calculated by comparing of the median lethal dose to the median therapeutic dose of a drug. Drugs with narrow therapeutic windows (ie, a small range of dosages which can treat disease effectively without having toxic effects) demand precise control of stability and bioavailability because small variations in strength and/or delivery can directly impact safety and efficacy, resulting in clinical failures. NTI drug substances prone to stress-induced solid-state changes can be at the root of clinical failures and not acknowledged because they are often not characterised. Here, Dr Harsh Shah, Dr Kaushalendra Chaturvedi, Dr Ajaz Hussain and Dr Kenneth Morris summarise their research which highlights this gap with three NTI drugs – levothyroxine, warfarin and phenytoin – to call attention to the need to improve the classification of NTI drugs by considering physicochemical failure modes. They also propose a border solution conceptualised as “New Prior Knowledge” to enhance the efficacy of generic drug development and the US Food and Drug Administration (FDA) review process.
Introduction
Levothyroxine sodium (hypothyroidism treatment), warfarin sodium (anti-coagulant) and phenytoin sodium (anti-epileptic agent) are first-line therapy NTI drugs. Each is prescribed to a large segment of the population; for instance, in the US in 2018, levothyroxine sodium was prescribed over 105 million times, warfarin sodium almost 15 million times and phenytoin sodium over 1.6 million times.1 As a result, failure of products to meet specification and stability failures result in recurring recalls. The situation is also complicated as the assurance of therapeutic equivalence is variable.
Hypothyroidism is the inability of someone to produce thyroid hormones. This deficiency affects patients across the spectrum of the American population; however, is more consequential in African Americans, American Indians/Alaska Natives and Pacific Islanders. Despite the availability of levothyroxine sodium for over half a century, these products still suffer from recurring, unresolved quality and safety issues, as evidenced in an April 2021) recall of 35 lots of Acella Pharmaceuticals’ NP Thyroid® tablets (containing levothyroxine and liothyronine).2 During that recall Acella received 43 reports of serious adverse events.3 There are approximately 26.4 million patients who take levothyroxine sodium and almost four million patients still suffer from refractory hypothyroidism – a condition in which the physicians continue prescribing the next higher dose of levothyroxine sodium to gauge the effective hypothyroidism treatment in the patients. Shah et al. suggest monitoring therapeutic drug concentrations is also impacted by quality compliance issues during manufacturing and storage.
Are you looking to explore how lipid formulations in softgels can enhance drug absorption and bioavailability. Register for our upcoming webinar to find out!
3 September 2025 | 3:00 PM BST | FREE Webinar
This webinar will delve into the different types of lipid formulations, such as solutions, suspensions, emulsions, and self-(micro)emulsifying systems. Applications span diverse therapeutic areas including HIV therapy, oncology, immunosuppressants, and emerging treatments like medicinal cannabis (eg, CBD).
What You’ll Learn:
Lipid formulation development and screening tools for optimisation
Key steps in scale-up and industrialisation to ensure consistency and efficiency
Impact of lipid-based softgels on drug delivery and patient outcomes.
Solid-state instability and physicochemical properties of drug substances
In their work Shah et al. speak to fundamental aspects of solid-state instability linking to physicochemical properties of drug substances during the manufacture of drug products and storage that then lead to chemical degradation. For instance, dehydration of the levothyroxine sodium pentahydrate precedes chemical degradation.4 Dehydration of levothyroxine sodium pentahydrate can occur under stress conditions in manufacturing, such as high temperatures, low humidity conditions and mechanically induced stress.5 In their studies, Shah et al. found this degradation can lead to a sub-potent drug product.4, 6, 7 For example, a prescription of 100µg dose will deliver only 80µg, with 20 percent chemical degradation – which is closer to the next lower marketed dose, potentially decreasing the therapeutic effect contributing to continuing hypothyroidism.
Levothyroxine sodium has been available as a pentahydrate8 for drug product manufacturing. Similarly, warfarin sodium as 2-propanol solvate9 and phenytoin sodium in its anhydrate form.10 Shah et al.’s research points to several different solid forms for each of these NTI drug substances and uses advancements in computational materials science to predict the physicochemical properties of a drug substance using a single-crystal structure.
Their research elucidates single-crystal structures of anhydrate levothyroxine sodium, anhydrate warfarin sodium and phenytoin sodium mixed methanol hydrate.4, 11, 12 In addition, it integrates predictive modelling, statistical analysis and qualitative analysis to characterise the solid form of drugs in the final products. Beyond new drug development, their work offers tools to evaluate marketed products and improve investigations of quality failures.
For instance, a case study on the anti-coagulant drug warfarin sodium demonstrates that this drug, a crystalline 2-propanol solvate, can undergo solid-state changes under high humidity and/or elevated temperatures to form a desolvated form and a non-crystalline form. These solid forms have significantly different solid-state properties11, 13 and can lead to variability in drug solubility and incomplete dissolution due to disproportionation of the salt form. The sodium salt with a very high solubility de-protonates to a unionised free acid with a limited aqueous solubility raising questions and concerns about variable bioavailability and monitoring of warfarin treatment.14 The maintenance of appropriate in vivo warfarin levels is critical, as variances can be consequential in healthcare practice and may result in fatalities. A third case study is that of phenytoin sodium. This anti-epilepsy drug can form a hydrate at high humidity conditions and is very hygroscopic (ie, it tends to absorb moisture from the air).12 The hydrate form of phenytoin sodium had a limited solubility. Like warfarin sodium, phenytoin sodium also disproportionates to phenytoin free acid leading to decreased dissolution.15
New Prior Knowledge – a border solution
Characterisation of solid-state physicochemical characteristics discussed here ideally occurs during the pre-formulation phase to inform and guide the development of stable and bioavailable products. These attributes are curated in public drug monographs to be part of prior knowledge for effective generics drug development and FDA assessment of generic applications identifying failure modes (areas of potential product failure), assessing risks and ensuring quality by design. Attention on all relevant failure modes will aid in more reliable delivery of successful therapies to treat or cure incurable diseases such as autoimmune diseases, cancer diseases (eg, lung cancer, mesothelioma and neuroblastoma), cardiovascular diseases, lung disorders, cystic fibrosis and hormonal deficiency disorders.
Figure 1: Decision tree for managing drug product recalls with the help of “New Prior Knowledge.”
However, the current system for physicochemical corrections in the context of pre-formulation, formulation development and knowledge curation continues to be neglected even for NTI drugs. This research also serves as an indicator for the urgent need to improve the classification of NTI drugs considering physicochemical failure modes and proposes a border solution conceptualised as “New Prior Knowledge” to enhance the efficacy of generic drug development and FDA review process.16
Characterising solid forms at the molecular level is foundational to a chemistry, manufacturing and control classification system for NTI drugs. Such a classification system can evolve from a process, conceptualised in Figure 1, for investigating quality failures to correct and prevent reoccurring failures and generate New Prior Knowledge. Publicly available New Prior Knowledge will facilitate efficient development of generic drugs, reduce product failures and recalls and improve assurance of therapeutic equivalence for NTI drug products. A pharmaceutical product development report (eg, ICH CTD P2 Section) identifying solid-state physicochemical failure modes and a control strategy to mitigate the risk of failure will improve product risk assessment, ensure quality by design, reduce batch rejection, product recalls and give patients, the public and practitioners the assurance of therapeutic equivalence they need for NTI drugs products.
Overall, this award winning doctoral dissertation is an important source of new knowledge and novel solutions, correcting assumptions and contributing to New Prior Knowledge.17 It highlights the current gaps in the characterisation process for NTI drugs, as well as posing a potential solution for the problem in the concept of New Prior Knowledge.
About the authors
Dr Harsh S. Shah has more than 10 years of experience in pharmaceutical field with his expertise in identifying solid forms with improved physico-chemical properties, drug product risk assessment and formulation studies. He is currently working as a senior scientist at J-Star Research Inc. in the US where he leads “fit-to-purpose” projects in drug discovery and drug product design. His prior experience includes the Lachman Institute for Pharmaceutical analysis at Long Island University, collaborative projects with the United States Food & Drug Administration (FDA), Bristol Myers Squibb, Triclinic Labs, Vertex Pharmaceuticals and Amneal Pharmaceuticals.
Dr Kaushalendra Chaturvedi is currently working as a Senior Research Scientist at J-Star Research. He is an experienced pharmaceutical scientist with the skills supporting pre-formulation and materials science activities. Dr Chaturvedi received his PhD in Pharmaceutics and Drug Design from the Long Island University (LIU) in 2019 and MS in Pharmaceutical Sciences and Bachelor in Pharmacy from Pune University in 2011 and 2009 respectively. During his doctoral study he worked on multiple FDA, pharmaceutical and excipient industry sponsored projects.
Dr Ajaz Hussain’s career spans academia, FDA, industry and private practice. A Fellow of AAPS and the Swiss Society of Pharmaceutical Science, he currently explores life-in-science in his writings and advising companies. Previously, the President of the National Institute for Pharmaceutical Technology and Education, Deputy Director in the Office of Pharmaceutical Science at CDER, VP and Global Head Biopharmaceutical Development at Sandoz, Chief Scientific Officer at Philip Morris International Scientific Officer and President Biotechnology at Wockhardt. His career started in academia after completing his doctoral degree from the University of Cincinnati. He trained as a pharmacist in Mumbai.
Dr Kenneth Morris has worked in the field of pharmaceutical materials science for more than 30 years. This area can be described as the study of the impact of the physico-chemical properties of formulation components on the performance of the final pharmaceutical dosage form with a focus on the use of advanced analytical techniques to follow these properties throughout the manufacturing process. He was a chemist at the US EPA, a research scientist at BMS, then a Professor and associate department head in the IPPH department at Purdue University. He is a retired University Professor and Director of the Lachman Institute for Pharmaceutical Analysis at Long Island University, a Professor emeritus at the University of Hawaii at Hilo, a special government employee of the US FDA-CDER-OPQ and an adjunct Professor at Purdue University.
United States Food and Drug Administration, Acella Pharmaceuticals, LLC, Issues Voluntary Nationwide Recall of Certain Lots of NP Thyroid® (Thyroid Tablets, USP) Due to Sub Potency. https://www.fda.gov/safety/recalls-market-withdrawals… [Accessed 21 May 2021]
Shah HS, Chaturvedi K, Hamad M, Bates S, et al. New Insights on Solid-State Changes in the Levothyroxine Sodium Pentahydrate during Dehydration and its Relationship to Chemical Instability. AAPS PharmSciTech 2019, 20, (1), 39.
Collier JW, Shah RB, Gupta A, Sayeed V, et al. Influence of Formulation and Processing Factors on Stability of Levothyroxine Sodium pentahydrate. Aaps Pharmscitech 2010, 11, (2), 818-825.
Kaur N, Young Jr VG, Su Y, Suryanarayanan R. Partial Dehydration of Levothyroxine Sodium Pentahydrate in a Drug Product Environment: Structural Insights into Stability. Molecular pharmaceutics 2020, 17, (10), 3915-3929.
Patel H, Stalcup A, Dansereau R, Sakr A. The Effect of Excipients on the Stability of Levothyroxine Sodium Pentahydrate tablets. International journal of pharmaceutics 2003, 264, (1-2), 35-43.
Katrusiak A, Katrusiak A. Thyroxine Revisited. Journal of pharmaceutical sciences 2004, 93, (12), 3066-3075.
Sheth AR, Young Jr VG, Grant DJ. Warfarin Sodium 2-propanol Solvate. Acta Crystallographica Section E: Structure Reports Online 2002, 58, (5), m197-m199.
Camerman A, Camerman N. The Stereochemical Basis of Anticonvulsant Drug Action. I. The Crystal and Molecular Structure of Diphenylhydantoin, a Noncentrosymmetric Structure Solved by Centric Symbolic Addition. Acta Crystallographica Section B: Structural Crystallography and Crystal Chemistry 1971, 27, (11), 2205-2211.
Shah HS, Chaturvedi K, Dave RH, et al. New Insights on Warfarin Sodium 2-Propanol Solvate Solid-State Changes Using a Multivariate Approach. Crystal Growth & Design 2020, 20, (11), 7328-7340.
Shah HS, Chaturvedi K, Zeller M, et al. A Threefold Superstructure of the Anti-epileptic Drug Phenytoin Sodium as a Mixed Methanol Solvate Hydrate. Acta Crystallographica Section C: Structural Chemistry 2019, 75, (9), 1213-1219.
Sheth AR, Brennessel WW, Young VG, et al. Solid‐state Properties of Warfarin Sodium 2‐propanol Solvate. Journal of pharmaceutical sciences 2004, 93, (11), 2669-2680.
Shah HS, Chaturvedi K, Dave RH, Morris KR. Molecular Insights into Warfarin Sodium 2-Propanol Solvate Solid Form Changes and Disproportionation Using a Low Volume Two-Stage Dissolution Approach. Molecular Pharmaceutics 2021, 18, (4), 1779-1791.
Rahman Z, Dharani S, Ali SFB, Afrooz H, et al. Effect of Processing Parameters and Controlled Environment Storage on the Disproportionation and Dissolution of Extended-release Capsule of Phenytoin Sodium. International journal of pharmaceutics 2018, 550, (1-2), 290-299.
Hussain AS, Gurvich VJ, Morris K. Pharmaceutical “New Prior Knowledge”: Twenty-First Century Assurance of Therapeutic Equivalence. AAPS PharmSciTech 2019, 20, (3), 140.
Shah HS. Understanding and Classifying the Solid-State Properties of Selected Narrow Therapeutic Index Drug Substances and Modeling the Contribution of Stress Induced Changes on Drug Product Failure Modes. Long Island University, The Brooklyn Center, 2019.
This website uses cookies to enable, optimise and analyse site operations, as well as to provide personalised content and allow you to connect to social media. By clicking "I agree" you consent to the use of cookies for non-essential functions and the related processing of personal data. You can adjust your cookie and associated data processing preferences at any time via our "Cookie Settings". Please view our Cookie Policy to learn more about the use of cookies on our website.
This website uses cookies to improve your experience while you navigate through the website. Out of these cookies, the cookies that are categorised as ”Necessary” are stored on your browser as they are as essential for the working of basic functionalities of the website. For our other types of cookies “Advertising & Targeting”, “Analytics” and “Performance”, these help us analyse and understand how you use this website. These cookies will be stored in your browser only with your consent. You also have the option to opt-out of these different types of cookies. But opting out of some of these cookies may have an effect on your browsing experience. You can adjust the available sliders to ‘Enabled’ or ‘Disabled’, then click ‘Save and Accept’. View our Cookie Policy page.
Necessary cookies are absolutely essential for the website to function properly. This category only includes cookies that ensures basic functionalities and security features of the website. These cookies do not store any personal information.
Cookie
Description
cookielawinfo-checkbox-advertising-targeting
The cookie is set by GDPR cookie consent to record the user consent for the cookies in the category "Advertising & Targeting".
cookielawinfo-checkbox-analytics
This cookie is set by GDPR Cookie Consent WordPress Plugin. The cookie is used to remember the user consent for the cookies under the category "Analytics".
cookielawinfo-checkbox-necessary
This cookie is set by GDPR Cookie Consent plugin. The cookie is used to store the user consent for the cookies in the category "Necessary".
cookielawinfo-checkbox-performance
This cookie is set by GDPR Cookie Consent WordPress Plugin. The cookie is used to remember the user consent for the cookies under the category "Performance".
PHPSESSID
This cookie is native to PHP applications. The cookie is used to store and identify a users' unique session ID for the purpose of managing user session on the website. The cookie is a session cookies and is deleted when all the browser windows are closed.
viewed_cookie_policy
The cookie is set by the GDPR Cookie Consent plugin and is used to store whether or not user has consented to the use of cookies. It does not store any personal data.
zmember_logged
This session cookie is served by our membership/subscription system and controls whether you are able to see content which is only available to logged in users.
Performance cookies are includes cookies that deliver enhanced functionalities of the website, such as caching. These cookies do not store any personal information.
Cookie
Description
cf_ob_info
This cookie is set by Cloudflare content delivery network and, in conjunction with the cookie 'cf_use_ob', is used to determine whether it should continue serving “Always Online” until the cookie expires.
cf_use_ob
This cookie is set by Cloudflare content delivery network and is used to determine whether it should continue serving “Always Online” until the cookie expires.
free_subscription_only
This session cookie is served by our membership/subscription system and controls which types of content you are able to access.
ls_smartpush
This cookie is set by Litespeed Server and allows the server to store settings to help improve performance of the site.
one_signal_sdk_db
This cookie is set by OneSignal push notifications and is used for storing user preferences in connection with their notification permission status.
YSC
This cookie is set by Youtube and is used to track the views of embedded videos.
Analytics cookies collect information about your use of the content, and in combination with previously collected information, are used to measure, understand, and report on your usage of this website.
Cookie
Description
bcookie
This cookie is set by LinkedIn. The purpose of the cookie is to enable LinkedIn functionalities on the page.
GPS
This cookie is set by YouTube and registers a unique ID for tracking users based on their geographical location
lang
This cookie is set by LinkedIn and is used to store the language preferences of a user to serve up content in that stored language the next time user visit the website.
lidc
This cookie is set by LinkedIn and used for routing.
lissc
This cookie is set by LinkedIn share Buttons and ad tags.
vuid
We embed videos from our official Vimeo channel. When you press play, Vimeo will drop third party cookies to enable the video to play and to see how long a viewer has watched the video. This cookie does not track individuals.
wow.anonymousId
This cookie is set by Spotler and tracks an anonymous visitor ID.
wow.schedule
This cookie is set by Spotler and enables it to track the Load Balance Session Queue.
wow.session
This cookie is set by Spotler to track the Internet Information Services (IIS) session state.
wow.utmvalues
This cookie is set by Spotler and stores the UTM values for the session. UTM values are specific text strings that are appended to URLs that allow Communigator to track the URLs and the UTM values when they get clicked on.
_ga
This cookie is set by Google Analytics and is used to calculate visitor, session, campaign data and keep track of site usage for the site's analytics report. It stores information anonymously and assign a randomly generated number to identify unique visitors.
_gat
This cookies is set by Google Universal Analytics to throttle the request rate to limit the collection of data on high traffic sites.
_gid
This cookie is set by Google Analytics and is used to store information of how visitors use a website and helps in creating an analytics report of how the website is doing. The data collected including the number visitors, the source where they have come from, and the pages visited in an anonymous form.
Advertising and targeting cookies help us provide our visitors with relevant ads and marketing campaigns.
Cookie
Description
advanced_ads_browser_width
This cookie is set by Advanced Ads and measures the browser width.
advanced_ads_page_impressions
This cookie is set by Advanced Ads and measures the number of previous page impressions.
advanced_ads_pro_server_info
This cookie is set by Advanced Ads and sets geo-location, user role and user capabilities. It is used by cache busting in Advanced Ads Pro when the appropriate visitor conditions are used.
advanced_ads_pro_visitor_referrer
This cookie is set by Advanced Ads and sets the referrer URL.
bscookie
This cookie is a browser ID cookie set by LinkedIn share Buttons and ad tags.
IDE
This cookie is set by Google DoubleClick and stores information about how the user uses the website and any other advertisement before visiting the website. This is used to present users with ads that are relevant to them according to the user profile.
li_sugr
This cookie is set by LinkedIn and is used for tracking.
UserMatchHistory
This cookie is set by Linkedin and is used to track visitors on multiple websites, in order to present relevant advertisement based on the visitor's preferences.
VISITOR_INFO1_LIVE
This cookie is set by YouTube. Used to track the information of the embedded YouTube videos on a website.