An NMR-Based Similarity Metric for Higher Order Structure Quality Assessment Among U.S. Marketed Insulin Therapeutics
Protein or peptide higher order structure (HOS) is a quality attribute that could affect therapeutic efficacy and safety. Where appropriate, the HOS similarity between a proposed follow-on product and the reference listed drug should be demonstrated during regulatory assessment. Establishing quantit...
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Veröffentlicht in: | Journal of pharmaceutical sciences 2020-04, Vol.109 (4), p.1519-1528 |
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creator | Wang, Deyun Park, Junyong Patil, Sharadrao M. Smith, Cameron J. Leazer, John L. Keire, David A. Chen, Kang |
description | Protein or peptide higher order structure (HOS) is a quality attribute that could affect therapeutic efficacy and safety. Where appropriate, the HOS similarity between a proposed follow-on product and the reference listed drug should be demonstrated during regulatory assessment. Establishing quantitative HOS similarity for 2 drug substances, manufactured by different processes, has been challenging. Herein, HOS differences among U.S. marketed insulin drug products (DPs) were quantified using nuclear magnetic resonance spectra and principal component analysis (PCA). Then, the unitless Mahalanobis distance (DM) in PCA space was calculated between insulin analog reference listed drugs and their recently approved follow-on products, and all DM values were 3.29 or less. By contrast, a larger DM value of 20.5 was obtained between the 2 insulin human DPs independently approved. However, upon mass-balanced and reversible dialysis of the 2 insulin human DPs against the same buffers, the DM value was reduced to 1.19 or less. Thus, the observed range of nuclear magnetic resonance-PCA–derived DM values can be used as a robust and sensitive measure of HOS similarity. Overall, the DM values of 3.3 for DP and 1.2 for drug substances using insulin therapeutics represented realistic and achievable similarity metrics for developing generic or biosimilar drugs, quality assurance, or control. |
doi_str_mv | 10.1016/j.xphs.2020.01.002 |
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Where appropriate, the HOS similarity between a proposed follow-on product and the reference listed drug should be demonstrated during regulatory assessment. Establishing quantitative HOS similarity for 2 drug substances, manufactured by different processes, has been challenging. Herein, HOS differences among U.S. marketed insulin drug products (DPs) were quantified using nuclear magnetic resonance spectra and principal component analysis (PCA). Then, the unitless Mahalanobis distance (DM) in PCA space was calculated between insulin analog reference listed drugs and their recently approved follow-on products, and all DM values were 3.29 or less. By contrast, a larger DM value of 20.5 was obtained between the 2 insulin human DPs independently approved. However, upon mass-balanced and reversible dialysis of the 2 insulin human DPs against the same buffers, the DM value was reduced to 1.19 or less. Thus, the observed range of nuclear magnetic resonance-PCA–derived DM values can be used as a robust and sensitive measure of HOS similarity. Overall, the DM values of 3.3 for DP and 1.2 for drug substances using insulin therapeutics represented realistic and achievable similarity metrics for developing generic or biosimilar drugs, quality assurance, or control.</description><identifier>ISSN: 0022-3549</identifier><identifier>EISSN: 1520-6017</identifier><identifier>DOI: 10.1016/j.xphs.2020.01.002</identifier><identifier>PMID: 31927041</identifier><language>eng</language><publisher>United States: Elsevier Inc</publisher><subject>dialysis ; higher order structure (HOS) ; insulin glargine ; insulin human ; insulin lispro ; Mahalanobis distance ; mass balance ; principal component analysis (PCA)</subject><ispartof>Journal of pharmaceutical sciences, 2020-04, Vol.109 (4), p.1519-1528</ispartof><rights>2020</rights><rights>Published by Elsevier Inc.</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c400t-aa716852536489cb31c3aee5b32dfa1adb4ab43f39b5eb2632bbca3dc514edec3</citedby><cites>FETCH-LOGICAL-c400t-aa716852536489cb31c3aee5b32dfa1adb4ab43f39b5eb2632bbca3dc514edec3</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>314,776,780,27901,27902</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/31927041$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Wang, Deyun</creatorcontrib><creatorcontrib>Park, Junyong</creatorcontrib><creatorcontrib>Patil, Sharadrao M.</creatorcontrib><creatorcontrib>Smith, Cameron J.</creatorcontrib><creatorcontrib>Leazer, John L.</creatorcontrib><creatorcontrib>Keire, David A.</creatorcontrib><creatorcontrib>Chen, Kang</creatorcontrib><title>An NMR-Based Similarity Metric for Higher Order Structure Quality Assessment Among U.S. Marketed Insulin Therapeutics</title><title>Journal of pharmaceutical sciences</title><addtitle>J Pharm Sci</addtitle><description>Protein or peptide higher order structure (HOS) is a quality attribute that could affect therapeutic efficacy and safety. Where appropriate, the HOS similarity between a proposed follow-on product and the reference listed drug should be demonstrated during regulatory assessment. Establishing quantitative HOS similarity for 2 drug substances, manufactured by different processes, has been challenging. Herein, HOS differences among U.S. marketed insulin drug products (DPs) were quantified using nuclear magnetic resonance spectra and principal component analysis (PCA). Then, the unitless Mahalanobis distance (DM) in PCA space was calculated between insulin analog reference listed drugs and their recently approved follow-on products, and all DM values were 3.29 or less. By contrast, a larger DM value of 20.5 was obtained between the 2 insulin human DPs independently approved. However, upon mass-balanced and reversible dialysis of the 2 insulin human DPs against the same buffers, the DM value was reduced to 1.19 or less. Thus, the observed range of nuclear magnetic resonance-PCA–derived DM values can be used as a robust and sensitive measure of HOS similarity. Overall, the DM values of 3.3 for DP and 1.2 for drug substances using insulin therapeutics represented realistic and achievable similarity metrics for developing generic or biosimilar drugs, quality assurance, or control.</description><subject>dialysis</subject><subject>higher order structure (HOS)</subject><subject>insulin glargine</subject><subject>insulin human</subject><subject>insulin lispro</subject><subject>Mahalanobis distance</subject><subject>mass balance</subject><subject>principal component analysis (PCA)</subject><issn>0022-3549</issn><issn>1520-6017</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2020</creationdate><recordtype>article</recordtype><recordid>eNp9kMtuEzEUQC0EomnhB1ggL9nMcG2PJxmJTaigrdRQQdq15ced1mEeqR-I_j2OUliy8ZWsc490DyHvGNQMWPtxV__eP8SaA4caWA3AX5AFkxyqFtjyJVmUH14J2XQn5DTGHQC0IOVrciJYx5fQsAXJ64l-2_yoPuuIjm796AcdfHqiG0zBW9rPgV76-wcM9Ca48m5TyDblgPR71sOBXMeIMY44Jboe5-me3tXbmm50-ImpOK-mmAc_0dvi0HvMydv4hrzq9RDx7fM8I3dfv9yeX1bXNxdX5-vryjYAqdJ6ydqV5FK0zaqzRjArNKI0grteM-1Mo00jetEZiYa3ghtjtXBWsgYdWnFGPhy9-zA_ZoxJjT5aHAY94Zyj4kIsoV11rC0oP6I2zDEG7NU--FGHJ8VAHXKrnTrkVofcCpgqccvS-2d_NiO6fyt_-xbg0xHAcuUvj0FF63Gy6HxAm5Sb_f_8fwDvgJJp</recordid><startdate>202004</startdate><enddate>202004</enddate><creator>Wang, Deyun</creator><creator>Park, Junyong</creator><creator>Patil, Sharadrao M.</creator><creator>Smith, Cameron J.</creator><creator>Leazer, John L.</creator><creator>Keire, David A.</creator><creator>Chen, Kang</creator><general>Elsevier Inc</general><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7X8</scope></search><sort><creationdate>202004</creationdate><title>An NMR-Based Similarity Metric for Higher Order Structure Quality Assessment Among U.S. Marketed Insulin Therapeutics</title><author>Wang, Deyun ; Park, Junyong ; Patil, Sharadrao M. ; Smith, Cameron J. ; Leazer, John L. ; Keire, David A. ; Chen, Kang</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c400t-aa716852536489cb31c3aee5b32dfa1adb4ab43f39b5eb2632bbca3dc514edec3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2020</creationdate><topic>dialysis</topic><topic>higher order structure (HOS)</topic><topic>insulin glargine</topic><topic>insulin human</topic><topic>insulin lispro</topic><topic>Mahalanobis distance</topic><topic>mass balance</topic><topic>principal component analysis (PCA)</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Wang, Deyun</creatorcontrib><creatorcontrib>Park, Junyong</creatorcontrib><creatorcontrib>Patil, Sharadrao M.</creatorcontrib><creatorcontrib>Smith, Cameron J.</creatorcontrib><creatorcontrib>Leazer, John L.</creatorcontrib><creatorcontrib>Keire, David A.</creatorcontrib><creatorcontrib>Chen, Kang</creatorcontrib><collection>PubMed</collection><collection>CrossRef</collection><collection>MEDLINE - Academic</collection><jtitle>Journal of pharmaceutical sciences</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Wang, Deyun</au><au>Park, Junyong</au><au>Patil, Sharadrao M.</au><au>Smith, Cameron J.</au><au>Leazer, John L.</au><au>Keire, David A.</au><au>Chen, Kang</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>An NMR-Based Similarity Metric for Higher Order Structure Quality Assessment Among U.S. Marketed Insulin Therapeutics</atitle><jtitle>Journal of pharmaceutical sciences</jtitle><addtitle>J Pharm Sci</addtitle><date>2020-04</date><risdate>2020</risdate><volume>109</volume><issue>4</issue><spage>1519</spage><epage>1528</epage><pages>1519-1528</pages><issn>0022-3549</issn><eissn>1520-6017</eissn><abstract>Protein or peptide higher order structure (HOS) is a quality attribute that could affect therapeutic efficacy and safety. Where appropriate, the HOS similarity between a proposed follow-on product and the reference listed drug should be demonstrated during regulatory assessment. Establishing quantitative HOS similarity for 2 drug substances, manufactured by different processes, has been challenging. Herein, HOS differences among U.S. marketed insulin drug products (DPs) were quantified using nuclear magnetic resonance spectra and principal component analysis (PCA). Then, the unitless Mahalanobis distance (DM) in PCA space was calculated between insulin analog reference listed drugs and their recently approved follow-on products, and all DM values were 3.29 or less. By contrast, a larger DM value of 20.5 was obtained between the 2 insulin human DPs independently approved. However, upon mass-balanced and reversible dialysis of the 2 insulin human DPs against the same buffers, the DM value was reduced to 1.19 or less. Thus, the observed range of nuclear magnetic resonance-PCA–derived DM values can be used as a robust and sensitive measure of HOS similarity. Overall, the DM values of 3.3 for DP and 1.2 for drug substances using insulin therapeutics represented realistic and achievable similarity metrics for developing generic or biosimilar drugs, quality assurance, or control.</abstract><cop>United States</cop><pub>Elsevier Inc</pub><pmid>31927041</pmid><doi>10.1016/j.xphs.2020.01.002</doi><tpages>10</tpages><oa>free_for_read</oa></addata></record> |
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subjects | dialysis higher order structure (HOS) insulin glargine insulin human insulin lispro Mahalanobis distance mass balance principal component analysis (PCA) |
title | An NMR-Based Similarity Metric for Higher Order Structure Quality Assessment Among U.S. Marketed Insulin Therapeutics |
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