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Application of NMR and Chemometric Analyses to Better Understand the Quality Attributes in pH and Thermally Degraded Monoclonal Antibodies

PURPOSE: Nuclear magnetic resonance (NMR) spectroscopy provides the sensitivity and specificity to probe the higher order structure (HOS) of monoclonal antibodies (mAbs) for potential changes. This study demonstrates an application of chemometric tools to measure differences in the NMR spectra of mA...

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Autores principales: Beaumont, Victor A., Liu, Lucy, Shi, Heliang, Rouse, Jason C., Kim, Hai-Young
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer US 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10661726/
https://www.ncbi.nlm.nih.gov/pubmed/37798537
http://dx.doi.org/10.1007/s11095-023-03600-2
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author Beaumont, Victor A.
Liu, Lucy
Shi, Heliang
Rouse, Jason C.
Kim, Hai-Young
author_facet Beaumont, Victor A.
Liu, Lucy
Shi, Heliang
Rouse, Jason C.
Kim, Hai-Young
author_sort Beaumont, Victor A.
collection PubMed
description PURPOSE: Nuclear magnetic resonance (NMR) spectroscopy provides the sensitivity and specificity to probe the higher order structure (HOS) of monoclonal antibodies (mAbs) for potential changes. This study demonstrates an application of chemometric tools to measure differences in the NMR spectra of mAbs after forced degradation relative to the respective unstressed starting materials. METHODS: Samples of adalimumab (Humira, ADL-REF) and trastuzumab (Herceptin, TRA-REF) were incubated in three buffer-pH conditions at 40°C for 4 weeks to compare to a control sample that was left unstressed. Replicate 1D (1)H and 2D (1)H-(13)C HMQC NMR spectra were collected on all samples. Chemometric analyses such as Easy Comparability of HOS (ECHOS), PROtein FIngerprinting by Lineshape Enhancement (PROFILE), and Principal Component Analysis (PCA) were applied to capture and quantitate differences between the spectra. RESULTS: Visual and statistical inspection of the 2D (1)H-(13)C HMQC spectra of adalimumab and trastuzumab after forced degradation conditions shows no changes in the spectra relative to the unstressed material. Chemometric analysis of the 1D (1)H NMR spectra shows only minor changes in the spectra of adalimumab after forced degradation, but significant differences in trastuzumab. CONCLUSION: The chemometric analyses support the lack of statistical differences in the structure of pH-thermal stressed adalimumab, however, it reveals conformational changes or chemical modifications in trastuzumab after forced degradation. Application of chemometrics in comparative NMR studies enables HOS characterization and showcases the sensitivity and specificity in detecting differences in the spectra of mAbs after pH-thermal forced degradation with respect to local and global protein structure. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s11095-023-03600-2.
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spelling pubmed-106617262023-10-05 Application of NMR and Chemometric Analyses to Better Understand the Quality Attributes in pH and Thermally Degraded Monoclonal Antibodies Beaumont, Victor A. Liu, Lucy Shi, Heliang Rouse, Jason C. Kim, Hai-Young Pharm Res Original Research Article PURPOSE: Nuclear magnetic resonance (NMR) spectroscopy provides the sensitivity and specificity to probe the higher order structure (HOS) of monoclonal antibodies (mAbs) for potential changes. This study demonstrates an application of chemometric tools to measure differences in the NMR spectra of mAbs after forced degradation relative to the respective unstressed starting materials. METHODS: Samples of adalimumab (Humira, ADL-REF) and trastuzumab (Herceptin, TRA-REF) were incubated in three buffer-pH conditions at 40°C for 4 weeks to compare to a control sample that was left unstressed. Replicate 1D (1)H and 2D (1)H-(13)C HMQC NMR spectra were collected on all samples. Chemometric analyses such as Easy Comparability of HOS (ECHOS), PROtein FIngerprinting by Lineshape Enhancement (PROFILE), and Principal Component Analysis (PCA) were applied to capture and quantitate differences between the spectra. RESULTS: Visual and statistical inspection of the 2D (1)H-(13)C HMQC spectra of adalimumab and trastuzumab after forced degradation conditions shows no changes in the spectra relative to the unstressed material. Chemometric analysis of the 1D (1)H NMR spectra shows only minor changes in the spectra of adalimumab after forced degradation, but significant differences in trastuzumab. CONCLUSION: The chemometric analyses support the lack of statistical differences in the structure of pH-thermal stressed adalimumab, however, it reveals conformational changes or chemical modifications in trastuzumab after forced degradation. Application of chemometrics in comparative NMR studies enables HOS characterization and showcases the sensitivity and specificity in detecting differences in the spectra of mAbs after pH-thermal forced degradation with respect to local and global protein structure. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s11095-023-03600-2. Springer US 2023-10-05 2023 /pmc/articles/PMC10661726/ /pubmed/37798537 http://dx.doi.org/10.1007/s11095-023-03600-2 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Original Research Article
Beaumont, Victor A.
Liu, Lucy
Shi, Heliang
Rouse, Jason C.
Kim, Hai-Young
Application of NMR and Chemometric Analyses to Better Understand the Quality Attributes in pH and Thermally Degraded Monoclonal Antibodies
title Application of NMR and Chemometric Analyses to Better Understand the Quality Attributes in pH and Thermally Degraded Monoclonal Antibodies
title_full Application of NMR and Chemometric Analyses to Better Understand the Quality Attributes in pH and Thermally Degraded Monoclonal Antibodies
title_fullStr Application of NMR and Chemometric Analyses to Better Understand the Quality Attributes in pH and Thermally Degraded Monoclonal Antibodies
title_full_unstemmed Application of NMR and Chemometric Analyses to Better Understand the Quality Attributes in pH and Thermally Degraded Monoclonal Antibodies
title_short Application of NMR and Chemometric Analyses to Better Understand the Quality Attributes in pH and Thermally Degraded Monoclonal Antibodies
title_sort application of nmr and chemometric analyses to better understand the quality attributes in ph and thermally degraded monoclonal antibodies
topic Original Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10661726/
https://www.ncbi.nlm.nih.gov/pubmed/37798537
http://dx.doi.org/10.1007/s11095-023-03600-2
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