Mathematical Modeling of Cell-based Potency Data for mAb Biotherapeutics

Article

A novel mathematical approach for fitting concentration-response curves is proposed that offers a more accurate estimation of potency data.

Mathematical modeling of cell-based potency data

huenstructurebio.com/Stock.Adobe.com

The four-parameter logistic (4PL) and five-parameter logistic (5PL) models are widely used models for the evaluation of potency data. Choosing the relevant curve fit model is critical for the accurate interpretation of the experimental data. In this paper, cell-based potency in the functional comparability of biosimilars has been taken as a case study. Mathematical modelling has been performed on the potency data by using 4PL and 5PL logistic functions without using the PLA software. It has been demonstrated that using the 4PL or 5PL in the traditional bioassay software can bias the outcome concerning precision, accuracy, and passing the parallelism test. Whereas, the proposed modelling approach for curve fitting offers a more accurate prediction of potency data.

Click here for a PDF of this article

About the authors

Rozaleen Dash serves as the coordinator of Functional Characterization Division and Shyamapada Mandal was a research associate at the DBT Centre of Excellence for Biopharmaceutical Technology at the Indian Institute of Technology under the guidance of Professor Anurag S. Rathore, Department of Chemical Engineering, Indian Institute of Technology, Delhi, India.

Recent Videos
Preeya Beczek, managing director and co-founder of Beczek.COM, chats about industry trends from 2024 and which of those might impact the industry in 2025, including the big trend of AI.
Kate Coleman, vice president regulatory affairs, quality and compliance, Arriello, chats about industry trends and technological advances.
David Fairen-Jimenez
Industry Outlook 2025: The Rising Prominence of AI in Pharma
Adam Sherlock, CEO of Qinecsa Solutions
Eswar Iyer, Aikium Inc.
Leroy (Lee) Hood, MD, PhD
Related Content
© 2025 MJH Life Sciences

All rights reserved.