• Skip to primary navigation
  • Skip to main content
  • Skip to primary sidebar
  • Skip to footer
  • Blog
  • News & Events
  • Videos
  • Resources

main-logo-small

Compliance Architects

Consulting Technology Outsourcing

  • About Us
    • Senior Staff
    • Why Us
    • Mission And Vision
    • Clients
    • Partners
    • Career Opportunities
  • Services
    • Inspection Readiness & Enforcement
      • FDA Inspection Readiness
      • Audits & Assessments
      • FDA Enforcement Response/Remediation
    • FDA Quality Consulting
      • Quality System & Compliance Turnarounds / Restructuring
      • Training / Coaching
      • Quality & Compliance Computer-Based Systems
      • External Supply Chain Compliance
      • Part 11 & Computer Systems Validation
      • Turnkey Quality Systems
    • Quality Assurance and Engineering
      • CRPN Quality Roadmap®
      • Quality Culture Assessment
      • Product Quality Consulting
      • Operational Efficiency/Compliance Effectiveness
      • Project/Program Management
    • FDA Regulatory Consultants
      • Product Development / Submissions / Commercialization
      • REMS (Risk Evaluation And Mitigation Strategies)
      • Mergers / Acquisitions / Licensing
    • Quality, Compliance, Regulatory & Operations’ Staffing
      • Staffing
      • Talent Management
      • Rapid Turnaround
  • Innovative Solutions
    • Writing for Compliance®
    • CRPN Quality Roadmap®
    • Quality Pulse®
  • Success Stories
  • Industries
    • Biopharmaceuticals
    • Cannabis/CBD
    • Cell & Gene Therapies
    • Combination Products
    • Cosmetics
    • Dietary Supplements
    • Medical Devices and Diagnostics
    • Pharmaceuticals
  • Contact Us

FDA Data Integrity: The Secrets We Keep

By now, most everyone in FDA regulated industry is aware of Theranos, the Wall Street Journal’s John Carryrou, and his award-winning book Bad Blood: Secrets and Lies Inside a Silicon Valley Startup. But have you seen HBO’s new documentary, “The Inventor: Out for Blood in Silicon Valley?”

I was lucky enough to come across the documentary while doing my usual evening channel surfing, and I decided to tune in. While most of the information covered in the documentary has already been told, being able to observe the tone, mannerisms, and delivery of everyone’s story was truly fascinating. To see the people involved discuss a story with such scope, scale and unrealized promise was both sad and riveting.

Some still find it baffling that Theranos was able to raise upwards of $900 million without any tangible evidence that their marquee product, the Edison, worked. Even more puzzling, at least to me, was how many high-profile investors were eager to support the company. These were well-respected, high-net-worth individuals and venture capital (VC) funds with hundreds of years of collective investing expertise. How could they be SO FAR OFF?

Table of Contents

  • The Motive? Ego and Money
  • Why VCs Should Care About FDA Data Integrity
  • A Fundamental Cause of Data Integrity Issues? Poor Quality (and Compliance) Culture
  • A Comprehensive Approach to Solving FDA Data Integrity (and FDA Quality Culture) Problems
    • 7 Element Program
      • Element 1
      • Element 2
      • Element 3
      • Element 4
      • Element 5
      • Element 6
      • Element 7

The Motive? Ego and Money

Take a look at the Theranos pitch, it’s easy to see the allure:

“The Pitch: It was a marvelous pitch. A black box, capable of running upward of 240 blood tests — diabetes, HIV, cholesterol, cocaine — a la carte, from just a single drop of blood. Think about the level of industry disruption. Labs, doctors, Big Pharma, all brought to their knees and consolidated into a Macintosh-like box in the back of your Walgreens.

Patient-consumer data at the prick of a fingertip, with far less blood and funding needed to make things happen. We’d beat a gatekeeping, profiteering healthcare system overnight. This could save untold millions of lives with early detection. And who wouldn’t want to see that in their lifetime? Developments in nanotechnology, modern medical innovation, and Silicon Valley gumption seem like perfect excuses for an idea like this to be within reach.”[1]

data integrity

Who wouldn’t want to ride this wave? “Disruption”, “Macintosh-like”, “save untold millions of lives”, “nanotechnology,” the Theranos pitch had it all. If there’s one thing that makes investors drool its buzzwords. Especially when delivered with a slick presentation backed up by an all-star board of directors. Despite some of the brightest minds in science stating the idea was technologically unfeasible, investors continued to throw money at the company. In due time, everyone learned exactly what the problem was…the box (and the company’s culture) didn’t work.

Why VCs Should Care About FDA Data Integrity

Data integrity continues to be a hot topic in our industry. Despite all that’s been written and spoken about it, bad data (or downright fraudulent data) is still being produced daily. For life sciences companies to accurately represent their products, procedures and processes, data needs to be accuracy, reliable and reproducible. For the investors, the quality of such data is foundational to the value placed on a funded company. When journalists, industry experts and, most recently documentarians, dug into the Theranos story — fabricated data and data manipulation was a central tenet. Incredibly, the high-profile VCs who continued to pour money into the company didn’t even want to do a casual assessment regarding the integrity of the data.

One scene in the documentary describes a particularly egregious example of data manipulation. Theranos would bring investors into a conference room and ask someone to volunteer a blood sample. Theranos executives would insert the sample into the Edison machine, and while they were “waiting for the results,” take the VCs out of the conference room for a tour of the facility. While investors were away, other Theranos employees took the blood sample elsewhere for diagnostics and then manually input data into the Edison machine.

While this sounds crazy, it was relatively common practice according to Business Insider:

“The first incident…involved a blood test ordered in 2013 for a patient using the company’s proprietary Edison lab machine. The lab worker assigned to the test reportedly found problems that indicted accuracy problems with the device. When the lab worker told superiors, the report said, an employee in research and development came to the lab and deleted the data. In the second incident…an employee sent an email to CEO Elizabeth Holmes in 2014 suggesting the company ‘cherry-picked’ data when comparing the Edison machines to traditional blood-testing machines to make the machines look more accurate.”

The article goes on,

“…for one test, the device’s accuracy rate increased sharply after some information was deleted and manipulated, the employee wrote. Edison machines also allegedly failed daily quality-control checks often.”[2]

A Fundamental Cause of Data Integrity Issues? Poor Quality (and Compliance) Culture

FDA Quality Culture starts at the top. As we learned from the above examples, regardless of how great the potential of a patent, technology, or scientific innovation, it is impossible to assign value to a company’s potential when Senior Management willingly participates in generation of fraudulent data – or – turns a blind eye to making sure the data “works” regardless of its validity. This failure is fundamentally the result of a company’s poor Quality Culture.

When Theranos was questioned about the above occurrences, “Theranos representative Brooke Buchanan told the Wall Street Journal she didn’t believe the first incident ever happened. In the second incident, Buchanan put the blame on the employee, who she said was too inexperienced to ‘make these types of comments.’” [3]

Compliance Architects®’ CEO, Jack Garvey, has been on the cutting edge of FDA Data Integrity program development and FDA Quality Culture assessment. At a recent conference, Jack was quoted:

“Understanding the drivers of behavior behind quality and compliance outcomes can be frustrating and challenging. Stated corporate intent and policy can be disconnected from actual employee conduct. Pockets of information can lead to lack of transparency, and to personnel not working together as a team towards common goals, and with common understandings.”

Jack often states that “quality culture trumps quality systems when you need to improve quality and compliance performance and outcomes.”

A Comprehensive Approach to Solving FDA Data Integrity (and FDA Quality Culture) Problems

To address problems with FDA Quality Culture leading to non-compliant and possibly fraudulent Data Integrity outcomes, Compliance Architects®  has developed a 7-element program that considers culture and data integrity together to ensure an effective, lasting outcome for a data integrity improvement or remediation program.

7 Element Program

Although comprehensive in nature, the program can be summarized as follows:

Element 1

Regulations, Enforcement, Guidances, Industry Standards: Review and develop a consolidated requirements document from the various guidances and model approaches that reflect external stakeholder expectations. Consolidated requirements must reflect local market expectations and should be consistent across the enterprise.

Element 2

Policy, Expectation, Culture, Incentives & Punishment: Ensure all personnel understand the Corporate intent, requirements and expectations; to create positive culture and incent proper conduct; and to establish the significant ramifications from failure to adhere to Corporate principles.

Element 3

Quality System / Positive Compliance Controls: Establish a rigorous quality system and related control framework that incorporates data integrity considerations throughout all operational processes. Positive controls are an expansive term encompassing the quality system control framework and discrete, individual controls over focus activities and functions.

Element 4

Data Integrity Focus Areas: Identify those operational, quality and support activities that have particular risk for data integrity concerns and ensure both activity execution controls and proactive challenges are implemented rigorously.

Element 5

Data Lifecycle Management Controls: Establish comprehensive data lifecycle management controls that create clear, unequivocal requirements for how to record, migrate, report, repurpose and forward-migrate data to ensure integrity of data and information.

Element 6

Proactive Challenges: Establish a program that regularly challenges, probes and identifies occurrences of data mishandling and that will seek out and identify, to the extent possible, possibly fraudulent activity.

Element 7

Governance: Develop and implement an appropriate governance approach that ensures regular reporting of data integrity assurance practices performance, and that serves as an escalation point for deviations from directed practices and is responsible for maintaining the contemporary value of the overall program.

If Theranos had embraced such a comprehensive program, and if the Theranos technology actually worked, the company might have achieved transformational medical innovation. We can only hope the next Theranos considers this cautionary tale and embraces these principles before patients are put at risk, and investors lose their shirts on “snake oil” investments.

More information on Compliance Architects®’ 7-element data integrity program can be found here.

Bad data and quality culture are like the plague — they can spread and quickly overwhelm your organization. If you are concerned about your data integrity practices, call us before the FDA shows up at your door and identifies the negative outcomes that can occur.

For further information or for help on how to improve your organization’s quality and compliance operations, please contact Jeff Grizzel at jeff.grizzel@compliancearchitects.com or at 703-587-8990.

[1] https://consequenceofsound.net/2019/03/film-review-the-inventor-hbo/

[2] https://www.businessinsider.com/bombshell-report-alleges-theranos-deleted-data-to-make-technology-look-more-accurate-2015-12

[3] https://www.wsj.com/video/elizabeth-holmes-discusses-theranos-at-wsjdlive-2015/20CE68A0-CAEE-48E0-BAB4-FD6C47D283BE.html?mod=e2tw

Filed Under: Achieving Compliance

Primary Sidebar

Compliance Architects®

  • Contact Us
  • (888) 734-9778
  • info@compliancearchitects.com

You May Also Like

The Road to Poor Quality

The Road to Poor Quality 

“How did you go bankrupt?” Bill asked.   “Two ways,” Mike said. “Gradually and then suddenly.”   -Ernest Hemingway, The Sun Also Rises.  Gradually, Then SuddenlyA Slow, Rippling,
What Makes Quality Pulse Unique?

What Makes Quality Pulse Unique?

The following article is a transcript from the "How is Quality Pulse different from other tools on the market?" video with Teresa, Kenneth, and Jerry.

Quality Pulse: What Type of Companies Could Benefit?

The Quality Pulse® culture diagnostic tool is appropriate for all companies in biopharma and pharma, in regulated consumer products, in devices, and in combination products.

Footer

Compliance Architects®

  • Contact Us
  • (888) 734-9778
  • info@compliancearchitects.com

Quick Links

  • About Us
    • Senior Staff
    • Why Us
    • Mission And Vision
    • Clients
    • Partners
    • Career Opportunities
  • Services
    • Inspection Readiness & Enforcement
      • FDA Inspection Readiness
      • Audits & Assessments
      • FDA Enforcement Response/Remediation
    • FDA Quality Consulting
      • Quality System & Compliance Turnarounds / Restructuring
      • Training / Coaching
      • Quality & Compliance Computer-Based Systems
      • External Supply Chain Compliance
      • Part 11 & Computer Systems Validation
      • Turnkey Quality Systems
    • Quality Assurance and Engineering
      • CRPN Quality Roadmap®
      • Quality Culture Assessment
      • Product Quality Consulting
      • Operational Efficiency/Compliance Effectiveness
      • Project/Program Management
    • FDA Regulatory Consultants
      • Product Development / Submissions / Commercialization
      • REMS (Risk Evaluation And Mitigation Strategies)
      • Mergers / Acquisitions / Licensing
    • Quality, Compliance, Regulatory & Operations’ Staffing
      • Staffing
      • Talent Management
      • Rapid Turnaround
  • Innovative Solutions
    • Writing for Compliance®
    • CRPN Quality Roadmap®
    • Quality Pulse®
  • Success Stories
  • Industries
    • Biopharmaceuticals
    • Cannabis/CBD
    • Cell & Gene Therapies
    • Combination Products
    • Cosmetics
    • Dietary Supplements
    • Medical Devices and Diagnostics
    • Pharmaceuticals
  • Contact Us

Our Services

  • Inspection Readiness & Enforcement
  • FDA Quality Consulting – Systems and Training
  • Quality Assurance and Engineering
  • Corporate Compliance and Litigation Services
  • FDA Regulatory Consultants – Due Diligence
  • Quality, Compliance, Regulatory & Operations’ Staffing Services

Proprietary Solutions

  • Writing for Compliance®
  • Quality Pulse®
  • CRPN Quality Roadmap®

© 2009-2025 Compliance Architects Holdings LLC – used by permission. All copyrights, trademarks and other intellectual property are the property of Compliance Architects Holdings LLC and are used by permission.

  • Debarment Certification Statement
  • Privacy Policy
  • Terms of Use

Contact Us Today

We use cookies on our website to give you the most relevant experience by remembering your preferences and repeat visits. By clicking “Accept”, you consent to the use of ALL the cookies.
Do not sell my personal information.
Cookie SettingsAccept
Manage consent

Privacy Overview

This website uses cookies to improve your experience while you navigate through the website. Out of these, the cookies that are categorized as necessary are stored on your browser as they are essential for the working of basic functionalities of the website. We also use third-party cookies that help us analyze 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 cookies. But opting out of some of these cookies may affect your browsing experience.
Necessary
Always Enabled
Necessary cookies are absolutely essential for the website to function properly. These cookies ensure basic functionalities and security features of the website, anonymously.
CookieDurationDescription
cookielawinfo-checkbox-analytics11 monthsThis cookie is set by GDPR Cookie Consent plugin. The cookie is used to store the user consent for the cookies in the category "Analytics".
cookielawinfo-checkbox-analytics11 monthsThis cookie is set by GDPR Cookie Consent plugin. The cookie is used to store the user consent for the cookies in the category "Analytics".
cookielawinfo-checkbox-functional11 monthsThe cookie is set by GDPR cookie consent to record the user consent for the cookies in the category "Functional".
cookielawinfo-checkbox-functional11 monthsThe cookie is set by GDPR cookie consent to record the user consent for the cookies in the category "Functional".
cookielawinfo-checkbox-necessary11 monthsThis cookie is set by GDPR Cookie Consent plugin. The cookies is used to store the user consent for the cookies in the category "Necessary".
cookielawinfo-checkbox-others11 monthsThis cookie is set by GDPR Cookie Consent plugin. The cookie is used to store the user consent for the cookies in the category "Other.
cookielawinfo-checkbox-performance11 monthsThis cookie is set by GDPR Cookie Consent plugin. The cookie is used to store the user consent for the cookies in the category "Performance".
viewed_cookie_policy11 monthsThe 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.
Functional
Functional cookies help to perform certain functionalities like sharing the content of the website on social media platforms, collect feedbacks, and other third-party features.
Performance
Performance cookies are used to understand and analyze the key performance indexes of the website which helps in delivering a better user experience for the visitors.
Analytics
Analytical cookies are used to understand how visitors interact with the website. These cookies help provide information on metrics the number of visitors, bounce rate, traffic source, etc.
Advertisement
Advertisement cookies are used to provide visitors with relevant ads and marketing campaigns. These cookies track visitors across websites and collect information to provide customized ads.
Others
Other uncategorized cookies are those that are being analyzed and have not been classified into a category as yet.
SAVE & ACCEPT