Siegfried Schmitt offers some steps that manufacturing companies can take to ensure data integrity.
Siegfried Schmitt offers some steps that manufacturing companies can take to ensure data integrity.
In general, media tend to report on the most serious data integrity violations uncovered by regulators. Often when companies find similar issues through their own internal investigations, they remain confidential and unreported. It would, therefore, be presumptuous to assume violations reported on by the press are representative of the industry as a whole.
Siegfried Schmitt
What inspections have triggered, however, is increased attention toward potential data integrity issues lurking across the industry. Few companies would have data integrity verification activities integrated into their quality oversight programs before these examples of serious violations of healthcare regulations became public knowledge in the form of warning letters, consent decrees, or reports in the European EudraGMDP database.
Conscientious companies have taken these potential data integrity issues seriously by starting internal investigations, incorporating data integrity assessments into their quality assurance oversight programs, and in some cases, establishing a special data integrity office. Companies - even those in good standing with regulators - have initiated such activities regardless of existing or anticipated compliance concerns.
The question is: what have these internal investigations uncovered, if anything? The answer, surprisingly, is that they have uncovered a significant amount.
Once you start studying analytical data, root cause analyses, logbooks, and any other data source, gaps are repeatedly found in data traceability and trustworthiness.
A few data-related issues include: uncertainty where the data originated from and who created it (e.g., where several analysts use the same user ID and password on a set of similar instruments); which raw information produced the reported data (e.g., where a summary table reports stability data results, but all raw data on the chromatography instrument have since been deleted); and whether these are the original data (e.g., where there is no audit trail on the analytical instrument). These issues are not necessarily the result of willful malpractice, but are often caused by insufficiently controlled processes, poor documentation practices, suboptimal quality oversight, and often enough, professional ignorance.
Occasionally people do intentionally falsify data. This is unfortunate but, thankfully, still a rarity.
The following are some steps companies should take to ensure data integrity:
Siegfried Schmitt is Principal Consultant, PAREXEL International.
For the full version of this article, click on to Pharmaceutical Technology.
Addressing Disparities in Psoriasis Trials: Takeda's Strategies for Inclusivity in Clinical Research
April 14th 2025LaShell Robinson, Head of Global Feasibility and Trial Equity at Takeda, speaks about the company's strategies to engage patients in underrepresented populations in its phase III psoriasis trials.
Beyond the Prescription: Pharma's Role in Digital Health Conversations
April 1st 2025Join us for an insightful conversation with Jennifer Harakal, Head of Regulatory Affairs at Canopy Life Sciences, as we unpack the evolving intersection of social media and healthcare decisions. Discover how pharmaceutical companies can navigate regulatory challenges while meaningfully engaging with consumers in digital spaces. Jennifer shares expert strategies for responsible marketing, working with influencers, and creating educational content that bridges the gap between patients and healthcare providers. A must-listen for pharma marketers looking to build trust and compliance in today's social media landscape.
Pfizer, GSK Gain ACIP Recommendations for RSV and Meningococcal Vaccines
April 18th 2025The Centers for Disease Control and Prevention’s Advisory Committee on Immunization Practices voted to expand access to Pfizer’s respiratory syncytial virus vaccine Abrysvo for high-risk adults in their 50s and voted in favor of GSK’s meningococcal vaccine, Penmenvy, for streamlined adolescent protection.