PROFESSIONAL PUBLICATIONS

Regulatory insights for healthcare innovation.

Explore professional publications by Dr. Eyong covering FDA submissions, AI-enabled medical devices, global regulatory strategy, software remediation, real-world evidence, CMC requirements, cybersecurity, and emerging healthcare technologies.

Thought leadership across regulation, quality, and digital health.

These publications reflect Dr. Eyong’s expertise across medical device regulation, biotechnology, pharmaceutical submissions, AI governance, digital health, quality systems, and global market access. Each article provides practical insight for manufacturers, innovators, healthcare leaders, and regulatory professionals navigating complex global compliance environments.

CMC & FDA Submissions

Why is Module 3 (CMC) in FDA's New Drug Application (NDA) submission always challenging?

May 23, 2025
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By Dr. Ebot Eyong

Despite thorough engagement with agencies such as the FDA, companies continue to face CMC and analytical issues that lead to Complete Response Letters. These issues often arise late, exposing gaps between sponsor expectations and FDA standards, especially in assay reproducibility, validation, and tech transfer.

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AI & Digital Health

AI Validation Requirements for FDA Submissions: What Companies Must Know Now!!

May 11, 2024
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By Dr. Ebot Eyong

AI is reshaping medical devices, but regulatory hurdles remain. Validation is vital for FDA approval, especially with the complexities of machine learning. This article outlines key requirements including data quality, performance testing, clinical validation, transparency, risk management, lifecycle management, and real-world monitoring.

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Software & SaMD

The Hidden Risk: Gaps in Software Remediation for Medical Devices

June 10, 2025
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By Dr. Ebot Eyong

As medical devices evolve into software-driven, connected systems, software remediation has become a critical driver of patient safety, regulatory compliance, and commercial success. Yet current frameworks remain fragmented, reactive, and poorly integrated, creating systemic risk and a major opportunity to build regulatory-aware software infrastructure.

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Global Regulatory Strategy

One Medical Device, Multiple Regulatory Frameworks

August 10, 2024
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By Dr. Ebot Eyong

A medical device may be engineered to a single design specification and validated to the same performance standards globally, but its regulatory pathway varies significantly depending on the market in which it is placed.

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AI & Digital Health

AI-powered personalized wellness ecosystem integrating blood pressure, glucose trends, meditation, weight optimization, and behavioral coaching — without entering regulated clinical territory

August 10, 2025
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By Dr. Ebot Eyong

At E&E Medicals, we are excited to introduce eeMeds™, an AI-powered preventative wellness platform designed to unify fragmented lifestyle apps into a single adaptive personalization engine focused on sleep, stress, weight trends, movement, and behavioral optimization.

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Software & SaMD

Most AI medical device companies misunderstand PCCPs

March 13, 2026
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By Dr. Ebot Eyong

A Predetermined Change Control Plan (PCCP) is not regulatory flexibility. It is a pre-authorized change under strict control. This article explains why PCCPs require clear change definitions, statistical thresholds, bias monitoring, drift detection, rollback procedures, and documented impact assessments.

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EU Regulatory Strategy

EU Proposal to Revise MDR and IVDR: Implications for Innovation, Documentation, and Software Oversight

February 17, 2026
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By Dr. Ebot Eyong

The European Commission has proposed a targeted revision of the Medical Device Regulation and In Vitro Diagnostic Regulation aimed at supporting innovation while reducing unnecessary administrative burden. This article explores the impact on technical documentation, manufacturers, implementation challenges, and software oversight.

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EU Regulatory Strategy

EU AI Act: Regulatory Challenges and Implications for AI-Enabled Medical Devices

January 7, 2026
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By Dr. Ebot Eyong

The EU Artificial Intelligence Act introduces significant new obligations for digital health and Software as a Medical Device developers. This article explains how high-risk AI classification, data governance, human oversight, transparency, cybersecurity, and post-market monitoring intersect with EU MDR requirements.

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AI & Digital Health

FDA Expands Digital Health Exemptions: Implications for AI-Enabled Medical Devices

December 18, 2025
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By Dr. Ebot Eyong

FDA’s revised digital health guidance expands exemptions for certain low-risk digital health products from active regulatory oversight. This article explains how wearables, wellness products, clinical decision support tools, and AI-enabled software may be affected by the updated risk-based approach.

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Real-World Evidence

Real-World Evidence (RWE) and Biocompatibility: Implications of ISO 10993-1:2025 for Medical Device Manufacturers

December 11, 2025
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By Dr. Ebot Eyong

The revised ISO 10993-1 marks a significant shift in biocompatibility assessment by enabling risk-based justifications supported by real-world evidence. This article explores pre-market submissions, manufacturer implications, AI-enabled device challenges, and regulatory pitfalls.

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Real-World Evidence

FDA Update on Real-World Evidence: Implications for AI-Enabled Medical Devices

May 2, 2025
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By Dr. Ebot Eyong

The U.S. Food and Drug Administration has updated its Real-World Evidence policies to allow greater use of large, well-curated data sources in medical device marketing submissions. This article explains how RWE may support safety and effectiveness for AI-enabled medical devices.

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Software & SaMD

FDA Draft Guidance on AI-Enabled Device Software: Key Takeaways for Industry

September 2, 2025
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By Dr. Ebot Eyong

On January 6, 2025, the FDA released draft guidance on development, lifecycle management, and marketing submissions for AI-enabled device software. This article explains key lifecycle expectations, submission considerations, manufacturer implications, and regulatory pitfalls.

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Quality Systems

The FDA's 2025 Draft Guidance is titled "Quality Management System Information for Certain Premarket Submission Reviews

January 2, 2026
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By Dr. Ebot Eyong

This draft guidance describes a streamlined process for FDA reviewers to evaluate a manufacturer's QMS during premarket review, replacing the disconnected, siloed approach with a proactive use of QMS information to achieve a smoother and more effective review.

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CMC & FDA Submissions

FDA Guidance for Chemistry, Manufacturing, and Controls (CMC) Submissions

January 15, 2025
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By Dr. Ebot Eyong

The FDA provides several guidance documents for Chemistry, Manufacturing, and Controls submissions, including post-approval manufacturing changes, comparability protocols, disposable manufacturing materials, nanomaterials, and current good manufacturing practice requirements for combination products.

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Cybersecurity & Cloud Systems

Cybersecurity Documentation for Premarket Approval (PMA) Submissions

February 9, 2024
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By Dr. Ebot Eyong

Cybersecurity documentation is vital for PMA submissions to the FDA, ensuring device safety and effectiveness. This article outlines cybersecurity risk assessment, security controls, SBOM, vulnerability disclosure, incident response planning, labeling, monitoring, and documentation requirements.

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Cybersecurity & Cloud Systems

Cloud-Based Systems for Medical Devices: FDA Perspective

April 22, 2024
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By Dr. Ebot Eyong

The FDA advocates adopting cloud-based systems for medical devices, highlighting benefits such as scalability, enhanced security, collaboration, innovation potential, and operational cost savings. This article explains FDA perspectives and best practices for cloud-based medical device systems.

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AI & Digital Health

Regulatory Challenges and Solutions for AI-Enabled Medical Devices

February 9, 2025
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By Dr. Ebot Eyong

Regulatory agencies worldwide are encountering significant obstacles in managing and supervising AI-enabled medical devices. This article explores AI/ML regulatory oversight, ethical concerns, bias, performance degradation, transparency, cross-site deployment, post-market surveillance, cybersecurity risks, and standardized validation.

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“ Healthcare innovation succeeds when scientific advancement, regulatory excellence, and human-centered leadership work together to improve lives globally. ”

Dr. Ebot Eyong