Verification and validation of computational models used in biopharmaceutical manufacturing: Potential application of the ASME Verification and Validation 40 standard and FDA proposed AI/ML model life cycle management framework.

Abstract:

:A wide variety of computational models covering statistical, mechanistic, and machine learning (locked and adaptive) methods are explored for use in biopharmaceutical manufacturing. Limited discussion exists on how to establish the credibility of a computational model for application in biopharmaceutical manufacturing. In this work, we tried to use the American Society of Mechanical Engineers (ASME) Verification and Validation 40 (V&V 40) standard and FDA proposed AI/ML model life cycle management framework for Software as a Medical Device (SaMD) in biopharmaceutical manufacturing use cases, by applying to a set of curated hypothetical examples. We discussed the need for standardized frameworks to facilitate consistent decision making to enable efficient adoption of computational models in biopharmaceutical manufacturing and alignment of existing good practices with existing frameworks. In the study of our examples, we anticipate existing frameworks like V&V 40 can be adopted.

journal_name

J Pharm Sci

authors

Bideault G,Scaccia A,Zahel T,Forero RL,Daluwatte C

doi

10.1016/j.xphs.2021.01.016

subject

Has Abstract

pub_date

2021-01-22 00:00:00

eissn

0022-3549

issn

1520-6017

pii

S0022-3549(21)00031-9

pub_type

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