Highly Viscous Antibody Solutions Are a Consequence of Network Formation Caused by Domain–Domain Electrostatic Complementarities: Insights from Coarse-Grained Simulations
Therapeutic monoclonal antibody (mAb) candidates that form highly viscous solutions at concentrations above 100 mg/mL can lead to challenges in bioprocessing, formulation development, and subcutaneous drug delivery. Earlier studies of mAbs with concentration-dependent high viscosity have indicated t...
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Veröffentlicht in: | Molecular pharmaceutics 2015-01, Vol.12 (1), p.127-139 |
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description | Therapeutic monoclonal antibody (mAb) candidates that form highly viscous solutions at concentrations above 100 mg/mL can lead to challenges in bioprocessing, formulation development, and subcutaneous drug delivery. Earlier studies of mAbs with concentration-dependent high viscosity have indicated that mAbs with negatively charged Fv regions have a dipole-like quality that increases the likelihood of reversible self-association. This suggests that weak electrostatic intermolecular interactions can form transient antibody networks that participate in resistance to solution deformation under shear stress. Here this hypothesis is explored by parametrizing a coarse-grained (CG) model of an antibody using the domain charges from four different mAbs that have had their concentration-dependent viscosity behaviors previously determined. Multicopy molecular dynamics simulations were performed for these four CG mAbs at several concentrations to understand the effect of surface charge on mass diffusivity, pairwise interactions, and electrostatic network formation. Diffusion coefficients computed from simulations were in qualitative agreement with experimentally determined viscosities for all four mAbs. Contact analysis revealed an overall greater number of pairwise interactions for the two mAbs in this study with high concentration viscosity issues. Further, using equilibrated solution trajectories, the two mAbs with high concentration viscosity issues quantitatively formed more features of an electrostatic network than the other mAbs. The change in the number of these network features as a function of concentration is related to the number of pairwise interactions formed by electrostatic complementarities between antibody domains. Thus, transient antibody network formation caused by domain–domain electrostatic complementarities is the most probable origin of high concentration viscosity for mAbs in this study. |
doi_str_mv | 10.1021/mp500485w |
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Earlier studies of mAbs with concentration-dependent high viscosity have indicated that mAbs with negatively charged Fv regions have a dipole-like quality that increases the likelihood of reversible self-association. This suggests that weak electrostatic intermolecular interactions can form transient antibody networks that participate in resistance to solution deformation under shear stress. Here this hypothesis is explored by parametrizing a coarse-grained (CG) model of an antibody using the domain charges from four different mAbs that have had their concentration-dependent viscosity behaviors previously determined. Multicopy molecular dynamics simulations were performed for these four CG mAbs at several concentrations to understand the effect of surface charge on mass diffusivity, pairwise interactions, and electrostatic network formation. Diffusion coefficients computed from simulations were in qualitative agreement with experimentally determined viscosities for all four mAbs. Contact analysis revealed an overall greater number of pairwise interactions for the two mAbs in this study with high concentration viscosity issues. Further, using equilibrated solution trajectories, the two mAbs with high concentration viscosity issues quantitatively formed more features of an electrostatic network than the other mAbs. The change in the number of these network features as a function of concentration is related to the number of pairwise interactions formed by electrostatic complementarities between antibody domains. Thus, transient antibody network formation caused by domain–domain electrostatic complementarities is the most probable origin of high concentration viscosity for mAbs in this study.</description><identifier>ISSN: 1543-8384</identifier><identifier>EISSN: 1543-8392</identifier><identifier>DOI: 10.1021/mp500485w</identifier><identifier>PMID: 25383990</identifier><language>eng</language><publisher>United States: American Chemical Society</publisher><subject>Antibodies - chemistry ; Antibodies, Monoclonal - chemistry ; Diffusion ; Drug Delivery Systems ; Humans ; Hydrogen-Ion Concentration ; Immunoglobulin G - chemistry ; Materials Testing ; Molecular Dynamics Simulation ; Pharmaceutical Solutions ; Protein Structure, Tertiary ; Static Electricity ; Surface Properties ; Viscosity</subject><ispartof>Molecular pharmaceutics, 2015-01, Vol.12 (1), p.127-139</ispartof><rights>Copyright © 2014 American Chemical Society</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-a381t-5ea7b0998ce19c63476fe9268d09b85fbd69a163ba9ea1f6bfd7501eb802f7ef3</citedby><cites>FETCH-LOGICAL-a381t-5ea7b0998ce19c63476fe9268d09b85fbd69a163ba9ea1f6bfd7501eb802f7ef3</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://pubs.acs.org/doi/pdf/10.1021/mp500485w$$EPDF$$P50$$Gacs$$H</linktopdf><linktohtml>$$Uhttps://pubs.acs.org/doi/10.1021/mp500485w$$EHTML$$P50$$Gacs$$H</linktohtml><link.rule.ids>314,780,784,2764,27075,27923,27924,56737,56787</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/25383990$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Buck, Patrick M</creatorcontrib><creatorcontrib>Chaudhri, Anuj</creatorcontrib><creatorcontrib>Kumar, Sandeep</creatorcontrib><creatorcontrib>Singh, Satish K</creatorcontrib><title>Highly Viscous Antibody Solutions Are a Consequence of Network Formation Caused by Domain–Domain Electrostatic Complementarities: Insights from Coarse-Grained Simulations</title><title>Molecular pharmaceutics</title><addtitle>Mol. Pharmaceutics</addtitle><description>Therapeutic monoclonal antibody (mAb) candidates that form highly viscous solutions at concentrations above 100 mg/mL can lead to challenges in bioprocessing, formulation development, and subcutaneous drug delivery. Earlier studies of mAbs with concentration-dependent high viscosity have indicated that mAbs with negatively charged Fv regions have a dipole-like quality that increases the likelihood of reversible self-association. This suggests that weak electrostatic intermolecular interactions can form transient antibody networks that participate in resistance to solution deformation under shear stress. Here this hypothesis is explored by parametrizing a coarse-grained (CG) model of an antibody using the domain charges from four different mAbs that have had their concentration-dependent viscosity behaviors previously determined. Multicopy molecular dynamics simulations were performed for these four CG mAbs at several concentrations to understand the effect of surface charge on mass diffusivity, pairwise interactions, and electrostatic network formation. Diffusion coefficients computed from simulations were in qualitative agreement with experimentally determined viscosities for all four mAbs. Contact analysis revealed an overall greater number of pairwise interactions for the two mAbs in this study with high concentration viscosity issues. Further, using equilibrated solution trajectories, the two mAbs with high concentration viscosity issues quantitatively formed more features of an electrostatic network than the other mAbs. The change in the number of these network features as a function of concentration is related to the number of pairwise interactions formed by electrostatic complementarities between antibody domains. Thus, transient antibody network formation caused by domain–domain electrostatic complementarities is the most probable origin of high concentration viscosity for mAbs in this study.</description><subject>Antibodies - chemistry</subject><subject>Antibodies, Monoclonal - chemistry</subject><subject>Diffusion</subject><subject>Drug Delivery Systems</subject><subject>Humans</subject><subject>Hydrogen-Ion Concentration</subject><subject>Immunoglobulin G - chemistry</subject><subject>Materials Testing</subject><subject>Molecular Dynamics Simulation</subject><subject>Pharmaceutical Solutions</subject><subject>Protein Structure, Tertiary</subject><subject>Static Electricity</subject><subject>Surface Properties</subject><subject>Viscosity</subject><issn>1543-8384</issn><issn>1543-8392</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2015</creationdate><recordtype>article</recordtype><sourceid>EIF</sourceid><recordid>eNptkc1OGzEUhS1URCBlwQtU3lQqiwF7_t0dSiGJFMGCttuRPXPdmo7HwfYIZcc78Bo8FU_SSwNZdeUj6_PxPfcQcsLZGWcpP7frgrG8Lh72yCEv8iypM5F-2Ok6n5CjEO4YS_MizQ7IJC0yRAQ7JM8L8-t3v6E_TWjdGOjFEI1y3Ybeun6Mxg145YFKOkMJ9yMMLVCn6TXEB-f_0CvnrXzl6EyOATqqNvSbs9IML49PW0Eve2ijdyEi2KKRXfdgYYjSm2ggfKXLIeAUMVDtnUVA-gDJ3ONbNLw1duz_fRE-kn0t-wDHb-eU_Li6_D5bJKub-XJ2sUpkVvOYFCArxYSoW-CiLbO8KjWItKw7JlRdaNWVQvIyU1KA5LpUuqsKxkHVLNUV6GxKvmx9195h5BAbi-uBvpcD4JIaXuZpyUSVC0RPt2iLAYMH3ay9sdJvGs6a13KaXTnIfnqzHZWFbke-t4HA5y0g29DcudEPmPI_Rn8BJAmbmA</recordid><startdate>20150105</startdate><enddate>20150105</enddate><creator>Buck, Patrick M</creator><creator>Chaudhri, Anuj</creator><creator>Kumar, Sandeep</creator><creator>Singh, Satish K</creator><general>American Chemical Society</general><scope>CGR</scope><scope>CUY</scope><scope>CVF</scope><scope>ECM</scope><scope>EIF</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7X8</scope></search><sort><creationdate>20150105</creationdate><title>Highly Viscous Antibody Solutions Are a Consequence of Network Formation Caused by Domain–Domain Electrostatic Complementarities: Insights from Coarse-Grained Simulations</title><author>Buck, Patrick M ; Chaudhri, Anuj ; Kumar, Sandeep ; Singh, Satish K</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-a381t-5ea7b0998ce19c63476fe9268d09b85fbd69a163ba9ea1f6bfd7501eb802f7ef3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2015</creationdate><topic>Antibodies - chemistry</topic><topic>Antibodies, Monoclonal - chemistry</topic><topic>Diffusion</topic><topic>Drug Delivery Systems</topic><topic>Humans</topic><topic>Hydrogen-Ion Concentration</topic><topic>Immunoglobulin G - chemistry</topic><topic>Materials Testing</topic><topic>Molecular Dynamics Simulation</topic><topic>Pharmaceutical Solutions</topic><topic>Protein Structure, Tertiary</topic><topic>Static Electricity</topic><topic>Surface Properties</topic><topic>Viscosity</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Buck, Patrick M</creatorcontrib><creatorcontrib>Chaudhri, Anuj</creatorcontrib><creatorcontrib>Kumar, Sandeep</creatorcontrib><creatorcontrib>Singh, Satish K</creatorcontrib><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>MEDLINE - Academic</collection><jtitle>Molecular pharmaceutics</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Buck, Patrick M</au><au>Chaudhri, Anuj</au><au>Kumar, Sandeep</au><au>Singh, Satish K</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Highly Viscous Antibody Solutions Are a Consequence of Network Formation Caused by Domain–Domain Electrostatic Complementarities: Insights from Coarse-Grained Simulations</atitle><jtitle>Molecular pharmaceutics</jtitle><addtitle>Mol. Pharmaceutics</addtitle><date>2015-01-05</date><risdate>2015</risdate><volume>12</volume><issue>1</issue><spage>127</spage><epage>139</epage><pages>127-139</pages><issn>1543-8384</issn><eissn>1543-8392</eissn><abstract>Therapeutic monoclonal antibody (mAb) candidates that form highly viscous solutions at concentrations above 100 mg/mL can lead to challenges in bioprocessing, formulation development, and subcutaneous drug delivery. Earlier studies of mAbs with concentration-dependent high viscosity have indicated that mAbs with negatively charged Fv regions have a dipole-like quality that increases the likelihood of reversible self-association. This suggests that weak electrostatic intermolecular interactions can form transient antibody networks that participate in resistance to solution deformation under shear stress. Here this hypothesis is explored by parametrizing a coarse-grained (CG) model of an antibody using the domain charges from four different mAbs that have had their concentration-dependent viscosity behaviors previously determined. Multicopy molecular dynamics simulations were performed for these four CG mAbs at several concentrations to understand the effect of surface charge on mass diffusivity, pairwise interactions, and electrostatic network formation. Diffusion coefficients computed from simulations were in qualitative agreement with experimentally determined viscosities for all four mAbs. Contact analysis revealed an overall greater number of pairwise interactions for the two mAbs in this study with high concentration viscosity issues. Further, using equilibrated solution trajectories, the two mAbs with high concentration viscosity issues quantitatively formed more features of an electrostatic network than the other mAbs. The change in the number of these network features as a function of concentration is related to the number of pairwise interactions formed by electrostatic complementarities between antibody domains. Thus, transient antibody network formation caused by domain–domain electrostatic complementarities is the most probable origin of high concentration viscosity for mAbs in this study.</abstract><cop>United States</cop><pub>American Chemical Society</pub><pmid>25383990</pmid><doi>10.1021/mp500485w</doi><tpages>13</tpages></addata></record> |
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subjects | Antibodies - chemistry Antibodies, Monoclonal - chemistry Diffusion Drug Delivery Systems Humans Hydrogen-Ion Concentration Immunoglobulin G - chemistry Materials Testing Molecular Dynamics Simulation Pharmaceutical Solutions Protein Structure, Tertiary Static Electricity Surface Properties Viscosity |
title | Highly Viscous Antibody Solutions Are a Consequence of Network Formation Caused by Domain–Domain Electrostatic Complementarities: Insights from Coarse-Grained Simulations |
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