Parameter-by-parameter method for steric mass action model of ion exchange chromatography: Simplified estimation for steric shielding factor

被引:14
|
作者
Chen, Yu-Cheng [1 ]
Yao, Shan-Jing [1 ]
Lin, Dong-Qiang [1 ]
机构
[1] Zhejiang Univ, Coll Chem & Biol Engn, Zhejiang Key Lab Smart Biomat, Key Lab Biomass Chem Engn,Minist Educ, Hangzhou 310027, Peoples R China
基金
中国国家自然科学基金; 国家重点研发计划;
关键词
Ion -exchange chromatography; Steric mass action model; Model calibration; Steric shielding factor; ADSORPTION-ISOTHERM; OPTIMIZATION; PROFILES; BEHAVIOR;
D O I
10.1016/j.chroma.2022.463655
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Mechanistic models play a crucial role in the process development and optimization of ion-exchange chromatography (IEC). Recent researches in steric mass action (SMA) model have heightened the need for better estimation of nonlinear parameter, steric shielding factor a. In this work, a straightforward approach combination of simplified linear approximation (SLA) and inverse method (IM) was proposed to initialize and further determine a, respectively. An existed, unique, and positive a can be derived from SLA. Compared with linear approximation (LA) developed in our previous study, a of the multi -component system can be calculated easily without solving the complex system of linear equations, leading to a time complexity reduction from O(n3) to O(n). The proposed method was verified first in numerical experiments about the separation of three charge variants. The calculated a was more reason-able than that of LA, and the error of elution profiles with the parameters estimated by SLA + IM was only one-sixth of that by LA in numerical experiments. Moreover, the error accumulation effect could also be reduced. The proposed method was further confirmed in real-world experiments about the separation of monomer-dimer mixtures of monoclonal antibody. The results gave a lower error and better physical understanding compared to LA. In conclusion, SLA + IM developed in the present work provides a novel and straightforward way to determine a. This simplification would help to save the effort of calibration experiments and accelerate the process development for the multi-component IEC separation. (c) 2022 Elsevier B.V. All rights reserved.
引用
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页数:10
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