APR Sept/Oct 2023 - 31

« INSIDER INSIGHT
From Guidelines
to Standards:
Why Comprehensive AI
Regulation is Essential to
Spurring Innovation
Gordon Kessler, JD, MBA
General Counsel
Chief Administrative Officer at AiCure
Artificial intelligence continues to become a bigger part of our daily
life, but as its development and influence grow, so do concerns
about how it should be regulated. The FDA has traditionally reviewed
chemical molecules or hardware medical devices that don't change
their behavior when released out into the real world and are not
updated over time. Conversely, AI is not a static tool locked in factory
settings - its ever-changing nature not only makes proper and
uniform governance difficult, but also makes oversight of the everimproving
algorithms overly burdensome for both the agency and
entities deploying these algorithms. Particularly in industries such
as healthcare and pharma where biased algorithms and inaccurate
results may have such high stakes, additional guidance and oversight
into algorithm development are sorely needed to address AI bias
and user mistrust. In order to unlock the potential of AI, it will be
vital for stakeholders across industries and levels of government to
come together to create comprehensive regulations that achieve
the balancing act of democratizing the data used to train AI while
protecting privacy, and to standardize the process in which algorithms
are developed without stunting innovation.
Regulators and AI developers alike recognize this need and have made
recent strides to establish guardrails to help advance the safety and
quality of AI. There are three main ways AI regulations have evolved,
and must continue to evolve, to meet the challenges that exist for
developers and users today:
1. Provide greater transparency into how algorithms are built,
trained and validated
2. Ease the process to update or retrain algorithms as AI
advances or proves to exhibit bias
3. Define universal parameters of data privacy protections and
data sharing in clinical research to fuel AI advancements
From AI Transparency to User Trust
It's no secret that there is a deficit in the general public's trust in AI.
A recent World Economic Forum survey found that only 50% of
consumers trust companies that use AI as much as they trust other
companies. Part of this mistrust stems from the lack of visibility
into how an algorithm comes to its conclusions, and how exactly it
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APR Sept/Oct 2023

Table of Contents for the Digital Edition of APR Sept/Oct 2023

INSIDER INSIGHT - From Guidelines to Standards: Why Comprehensive AI Regulation is Essential to Spurring Innovation
BIOPHARMACEUTICAL - Aseptic Process Simulation: Cell and Gene Therapy Manufacture
FORMULATION & DEVELOPMENT - Challenges of Analytical Validation for ATMPs
QC Corner - The Intricacies of Testing for Mycoplasmas in Cell Culture Systems
MICROBIOLOGY - Standardized, Scalable And Efficient: Producing Recombinant Factor C to Quality Standards
FORMULATION AND DEVELOPMENT - R Code to Estimate Probability of Passing USP Dissolution Test
FORMULATION AND DEVELOPMENT - Cloud Computing for Drug Discovery: The Time is Now
CGT CIRCUIT - Navigating the Complex Testing Strategies for Viral Vector-based Gene Therapies
MANUFACTURING - Simplifying Finished Product Manufacturer Site Transfer Variations
FORMULATION AND DEVELOPMENT - Advancing Regulatory Compliance with Natural Language Processing
DRUG DELIVERY - Finding a Greater Vantage Point for Creating Green Therapies
WHITEPAPER - Microbial Testing for the Pharmaceutical Industry
Facility Tour - Eurofins BioPharma Product Testing
ROUNDTABLE - Drug Delivery
MANUFACTURING - Accelerating Biologics R&D with Unified Software and Data Flows
An Interview with Jason Downing, Senior Product Manager, TriLink BioTechnologies®
FORMULATION AND DEVELOPMENT - The Role of Data in the Pharmaceutical Lifecycle
BIOPHARMACEUTICAL - Uniting Quality Expectations on Reinvigorated Biopharma Campuses
WHITEPAPER - VITAMIN C – Tableting with LUBRITAB® RBW Lubricant
WHITEPAPER - Leveraging Analytical Technology Process for CMC
BIOPHARMACEUTICAL - Maximizing the Commercialization Potential of Cell and Gene Therapies
MICROBIOLOGY - Comments on Aseptic Process Simulation (APS) in the New EU GMP Annex 1
VENDOR VIEWPOINT - Continuous & Intervention-Free Microbial Monitoring
APR Sept/Oct 2023 - Cover1
APR Sept/Oct 2023 - Cover2
APR Sept/Oct 2023 - 1
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APR Sept/Oct 2023 - 30
APR Sept/Oct 2023 - INSIDER INSIGHT - From Guidelines to Standards: Why Comprehensive AI Regulation is Essential to Spurring Innovation
APR Sept/Oct 2023 - 32
APR Sept/Oct 2023 - 33
APR Sept/Oct 2023 - BIOPHARMACEUTICAL - Aseptic Process Simulation: Cell and Gene Therapy Manufacture
APR Sept/Oct 2023 - 35
APR Sept/Oct 2023 - 36
APR Sept/Oct 2023 - 37
APR Sept/Oct 2023 - 38
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APR Sept/Oct 2023 - 40
APR Sept/Oct 2023 - 41
APR Sept/Oct 2023 - 42
APR Sept/Oct 2023 - 43
APR Sept/Oct 2023 - FORMULATION & DEVELOPMENT - Challenges of Analytical Validation for ATMPs
APR Sept/Oct 2023 - 45
APR Sept/Oct 2023 - 46
APR Sept/Oct 2023 - 47
APR Sept/Oct 2023 - 48
APR Sept/Oct 2023 - 49
APR Sept/Oct 2023 - QC Corner - The Intricacies of Testing for Mycoplasmas in Cell Culture Systems
APR Sept/Oct 2023 - 51
APR Sept/Oct 2023 - MICROBIOLOGY - Standardized, Scalable And Efficient: Producing Recombinant Factor C to Quality Standards
APR Sept/Oct 2023 - 53
APR Sept/Oct 2023 - 54
APR Sept/Oct 2023 - 55
APR Sept/Oct 2023 - FORMULATION AND DEVELOPMENT - R Code to Estimate Probability of Passing USP Dissolution Test
APR Sept/Oct 2023 - 57
APR Sept/Oct 2023 - 58
APR Sept/Oct 2023 - 59
APR Sept/Oct 2023 - 60
APR Sept/Oct 2023 - 61
APR Sept/Oct 2023 - FORMULATION AND DEVELOPMENT - Cloud Computing for Drug Discovery: The Time is Now
APR Sept/Oct 2023 - 63
APR Sept/Oct 2023 - 64
APR Sept/Oct 2023 - 65
APR Sept/Oct 2023 - 66
APR Sept/Oct 2023 - 67
APR Sept/Oct 2023 - CGT CIRCUIT - Navigating the Complex Testing Strategies for Viral Vector-based Gene Therapies
APR Sept/Oct 2023 - 69
APR Sept/Oct 2023 - MANUFACTURING - Simplifying Finished Product Manufacturer Site Transfer Variations
APR Sept/Oct 2023 - 71
APR Sept/Oct 2023 - 72
APR Sept/Oct 2023 - 73
APR Sept/Oct 2023 - FORMULATION AND DEVELOPMENT - Advancing Regulatory Compliance with Natural Language Processing
APR Sept/Oct 2023 - 75
APR Sept/Oct 2023 - 76
APR Sept/Oct 2023 - 77
APR Sept/Oct 2023 - DRUG DELIVERY - Finding a Greater Vantage Point for Creating Green Therapies
APR Sept/Oct 2023 - 79
APR Sept/Oct 2023 - 80
APR Sept/Oct 2023 - 81
APR Sept/Oct 2023 - WHITEPAPER - Microbial Testing for the Pharmaceutical Industry
APR Sept/Oct 2023 - 83
APR Sept/Oct 2023 - 84
APR Sept/Oct 2023 - 85
APR Sept/Oct 2023 - Facility Tour - Eurofins BioPharma Product Testing
APR Sept/Oct 2023 - 87
APR Sept/Oct 2023 - 88
APR Sept/Oct 2023 - ROUNDTABLE - Drug Delivery
APR Sept/Oct 2023 - 90
APR Sept/Oct 2023 - 91
APR Sept/Oct 2023 - MANUFACTURING - Accelerating Biologics R&D with Unified Software and Data Flows
APR Sept/Oct 2023 - 93
APR Sept/Oct 2023 - An Interview with Jason Downing, Senior Product Manager, TriLink BioTechnologies®
APR Sept/Oct 2023 - 95
APR Sept/Oct 2023 - FORMULATION AND DEVELOPMENT - The Role of Data in the Pharmaceutical Lifecycle
APR Sept/Oct 2023 - 97
APR Sept/Oct 2023 - 98
APR Sept/Oct 2023 - BIOPHARMACEUTICAL - Uniting Quality Expectations on Reinvigorated Biopharma Campuses
APR Sept/Oct 2023 - 100
APR Sept/Oct 2023 - 101
APR Sept/Oct 2023 - WHITEPAPER - VITAMIN C – Tableting with LUBRITAB® RBW Lubricant
APR Sept/Oct 2023 - 103
APR Sept/Oct 2023 - WHITEPAPER - Leveraging Analytical Technology Process for CMC
APR Sept/Oct 2023 - 105
APR Sept/Oct 2023 - 106
APR Sept/Oct 2023 - BIOPHARMACEUTICAL - Maximizing the Commercialization Potential of Cell and Gene Therapies
APR Sept/Oct 2023 - 108
APR Sept/Oct 2023 - 109
APR Sept/Oct 2023 - MICROBIOLOGY - Comments on Aseptic Process Simulation (APS) in the New EU GMP Annex 1
APR Sept/Oct 2023 - 111
APR Sept/Oct 2023 - 112
APR Sept/Oct 2023 - 113
APR Sept/Oct 2023 - VENDOR VIEWPOINT - Continuous & Intervention-Free Microbial Monitoring
APR Sept/Oct 2023 - 115
APR Sept/Oct 2023 - 116
APR Sept/Oct 2023 - 117
APR Sept/Oct 2023 - 118
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APR Sept/Oct 2023 - 120
APR Sept/Oct 2023 - Cover3
APR Sept/Oct 2023 - Cover4
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