Raman spectroscopy for monitoring free sulfhydryl formation during monoclonal antibody manufacturing

During production, harvested cell culture fluid (HCCF) can degrade due to reductases breaking interchain disulfide bonds, forming low molecular weight (LMW) impurities that contain free sulfhydryl and high molecular weight (HMW) impurities through disulfide shuffling. Thus, detecting and quantifying...

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Veröffentlicht in:Journal of pharmaceutical and biomedical analysis 2025-01, Vol.252, p.116530, Article 116530
Hauptverfasser: Wang, Zhenshu, Hsieh, Andrew, Rose, Patricia, Zhou, George, Battle, Sonja, Raymond, Kelly, Haley, Monica, Cote, Aaron, Bennun, Sandra, Ahuja, Sanjeev
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container_issue
container_start_page 116530
container_title Journal of pharmaceutical and biomedical analysis
container_volume 252
creator Wang, Zhenshu
Hsieh, Andrew
Rose, Patricia
Zhou, George
Battle, Sonja
Raymond, Kelly
Haley, Monica
Cote, Aaron
Bennun, Sandra
Ahuja, Sanjeev
description During production, harvested cell culture fluid (HCCF) can degrade due to reductases breaking interchain disulfide bonds, forming low molecular weight (LMW) impurities that contain free sulfhydryl and high molecular weight (HMW) impurities through disulfide shuffling. Thus, detecting and quantifying the free sulfhydryl increase in HCCF is critical. Herein, Raman spectroscopy is implemented as a process analytical technology, and multivariate data analysis is applied to characterize and quantify sulfhydryl formation in HCCF with disulfide-containing indicator molecules. Raman spectra qualitatively probe the presence or absence of disulfide bond breakage in antibodies, consistent with offline non-reduced capillary electrophoresis sodium dodecyl sulfate results. Between two antibodies studied, mAb A was identified for a higher risk of antibody reduction where sulfhydryl formation was observed within 16 h, while mAb B did not show similar concerns even after 1 week. The offline measurement of redox potential is below –100 mV in HCCF for mAb A, while the stable mAb B HCCF shows redox potentials above +20 mV. A multivariate partial least squares (PLS) model for quantification is developed using an offline free sulfhydryl assay, applying Raman spectra to predict free sulfhydryl concentration with high accuracy (R2 > 0.98) and expected mean error of 0.677 mM from the offline Ellman’s Assay. This work confirms the use of Raman PAT to monitor real-time disulfide reduction, enabling improvements to process understanding and product quality. [Display omitted] •Raman spectroscopy is developed as a PAT tool to monitor antibody reduction.•The qualitative antibody reduction result is verified with non-reduced CE-SDS.•Disulfide bond contained indicators help boost Raman signals for quantitation.•The quantitative PLS model can detect free sulfhydryl with 0.677 mM RMSECV.
doi_str_mv 10.1016/j.jpba.2024.116530
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Thus, detecting and quantifying the free sulfhydryl increase in HCCF is critical. Herein, Raman spectroscopy is implemented as a process analytical technology, and multivariate data analysis is applied to characterize and quantify sulfhydryl formation in HCCF with disulfide-containing indicator molecules. Raman spectra qualitatively probe the presence or absence of disulfide bond breakage in antibodies, consistent with offline non-reduced capillary electrophoresis sodium dodecyl sulfate results. Between two antibodies studied, mAb A was identified for a higher risk of antibody reduction where sulfhydryl formation was observed within 16 h, while mAb B did not show similar concerns even after 1 week. The offline measurement of redox potential is below –100 mV in HCCF for mAb A, while the stable mAb B HCCF shows redox potentials above +20 mV. A multivariate partial least squares (PLS) model for quantification is developed using an offline free sulfhydryl assay, applying Raman spectra to predict free sulfhydryl concentration with high accuracy (R2 &gt; 0.98) and expected mean error of 0.677 mM from the offline Ellman’s Assay. This work confirms the use of Raman PAT to monitor real-time disulfide reduction, enabling improvements to process understanding and product quality. [Display omitted] •Raman spectroscopy is developed as a PAT tool to monitor antibody reduction.•The qualitative antibody reduction result is verified with non-reduced CE-SDS.•Disulfide bond contained indicators help boost Raman signals for quantitation.•The quantitative PLS model can detect free sulfhydryl with 0.677 mM RMSECV.</description><identifier>ISSN: 0731-7085</identifier><identifier>ISSN: 1873-264X</identifier><identifier>EISSN: 1873-264X</identifier><identifier>DOI: 10.1016/j.jpba.2024.116530</identifier><identifier>PMID: 39447421</identifier><language>eng</language><publisher>England: Elsevier B.V</publisher><subject>Animals ; Antibodies, Monoclonal - chemistry ; CHO Cells ; Cricetulus ; Disulfide reduction ; Disulfides - analysis ; Disulfides - chemistry ; Least-Squares Analysis ; Multivariate Analysis ; Oxidation-Reduction ; PAT ; PLS ; Raman spectroscopy ; Redox ; Spectrum Analysis, Raman - methods ; Sulfhydryl Compounds - analysis ; Sulfhydryl Compounds - chemistry</subject><ispartof>Journal of pharmaceutical and biomedical analysis, 2025-01, Vol.252, p.116530, Article 116530</ispartof><rights>2024</rights><rights>Copyright © 2024. 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Thus, detecting and quantifying the free sulfhydryl increase in HCCF is critical. Herein, Raman spectroscopy is implemented as a process analytical technology, and multivariate data analysis is applied to characterize and quantify sulfhydryl formation in HCCF with disulfide-containing indicator molecules. Raman spectra qualitatively probe the presence or absence of disulfide bond breakage in antibodies, consistent with offline non-reduced capillary electrophoresis sodium dodecyl sulfate results. Between two antibodies studied, mAb A was identified for a higher risk of antibody reduction where sulfhydryl formation was observed within 16 h, while mAb B did not show similar concerns even after 1 week. The offline measurement of redox potential is below –100 mV in HCCF for mAb A, while the stable mAb B HCCF shows redox potentials above +20 mV. A multivariate partial least squares (PLS) model for quantification is developed using an offline free sulfhydryl assay, applying Raman spectra to predict free sulfhydryl concentration with high accuracy (R2 &gt; 0.98) and expected mean error of 0.677 mM from the offline Ellman’s Assay. This work confirms the use of Raman PAT to monitor real-time disulfide reduction, enabling improvements to process understanding and product quality. 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subjects Animals
Antibodies, Monoclonal - chemistry
CHO Cells
Cricetulus
Disulfide reduction
Disulfides - analysis
Disulfides - chemistry
Least-Squares Analysis
Multivariate Analysis
Oxidation-Reduction
PAT
PLS
Raman spectroscopy
Redox
Spectrum Analysis, Raman - methods
Sulfhydryl Compounds - analysis
Sulfhydryl Compounds - chemistry
title Raman spectroscopy for monitoring free sulfhydryl formation during monoclonal antibody manufacturing
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