APR Sept/Oct 2023 - 74

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FORMULATION AND DEVELOPMENT
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Advancing Regulatory Compliance with Natural
Language Processing
Jane Reed
Director Life Science Safety Regulatory Quality
IQVIA
The pharmaceutical industry is one of the world's most heavily
regulated industries, and the traditional document-centric approach
poses challenges in terms of efficiency, collaboration, and compliance.
Regulatory frameworks, guidelines and reporting requirements are
continuously evolving, and it is crucial for drug developers to keep
pace with these regulatory changes,
and concerns.
Regulatory affairs are often perceived as traditionally conservative, with
a heavily manual workload requiring human input for many repetitive
tasks during operations. Accessing and analyzing the key data needed
from the vast amounts of documents to develop submissions, keep
labels up to date, understand guidelines and maintain compliance
with constantly shifting regulations requires significant resource in the
form of time, money, and effort - activities that add to pharmaceutical
companies' costs but do not necessarily enhance revenue.
To overcome these barriers, drug developers are looking for digital
transformations within regulatory disciplines to move from a
document-driven to a data-driven approach. Regulatory teams need
innovative technologies and systems that enable them to discover
key data within regulatory documents, extract and standardize these
attributes, for use in downstream processes such as reporting, labeling,
master data management, or structured content authoring.
As a result, many pharma regulatory teams are turning to artificial
intelligence (AI) within regulatory data management systems, to
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| September/October 2023
to avoid compliance issues
Figure 1.
automate processes, improve efficiency and ensure accuracy in
reporting. A key AI technology that can be applied is Natural Language
Processing (NLP), which can transform unstructured text into
structured data that can be rapidly analyzed, databased or visualized.
What is NLP and Why is it Important?
NLP is a branch of AI that focuses on the interaction between
computers and human language. NLP involves the understanding,

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
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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
APR Sept/Oct 2023 - 39
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 - Cover3
APR Sept/Oct 2023 - Cover4
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