{"title":"快速评估配方中治疗性蛋白寡聚状态的简单流体动力学分子量模型。","authors":"Jiaqi Lu, Kang Chen","doi":"10.1208/s12248-026-01270-7","DOIUrl":null,"url":null,"abstract":"<p><p>Therapeutic peptides and proteins form higher-order structures (HOS) including oligomeric forms in formulation, critical for drug efficacy, safety, and stability. To quickly assess protein oligomerization, dynamic light scattering (DLS) was applied to measure a series of protein standards with molecular weight (MW) range of 1.3-660 kDa, yielding translational diffusion coefficients (D<sub>dls</sub>), which were corrected to D<sub>corr</sub> using water diffusion data. A correlation between D<sub>corr</sub> and protein monomeric MW, representing their hydrodynamic MW (MW<sub>hd</sub>), was established as <math><mrow><mi>l</mi> <mi>o</mi> <mi>g</mi> <mrow><mo>(</mo> <msub><mrow><mi>D</mi></mrow> <mrow><mi>c</mi> <mi>o</mi> <mi>r</mi> <mi>r</mi></mrow> </msub> <mo>)</mo></mrow> <mo>=</mo> <mo>-</mo> <mn>0.428</mn> <mi>l</mi> <mi>o</mi> <mi>g</mi> <mfenced> <msub><mrow><mi>M</mi> <mi>W</mi></mrow> <mrow><mi>h</mi> <mi>d</mi></mrow> </msub> </mfenced> <mo>-</mo> <mn>5.412</mn></mrow> </math> . This DLS/MW<sub>hd</sub> model was subsequently applied to therapeutic protein formulations with monomeric MW ranging from 3.8 to 149 kDa. The resulting MW<sub>hd</sub> values were several-fold greater than the corresponding monomeric MW of the glucagon-like peptide-1/2 (GLP-1/2) analogs, insulin analogs, and the monoclonal antibodies (mAbs) infliximab and bevacizumab, indicating varying degrees of oligomerization. The observed oligomerization states were largely consistent with those reported in literature. For insulin and mAb oligomers, pseudo-spherical diffusion coefficients (D<sub>s</sub>) back calculated from the oligomer MW agreed within 6% of experimental D<sub>corr</sub> values, except for the insulin dimer. Incorporation of Perrin's anisotropic correction reduced insulin dimer discrepancy from 9 to 5%. Overall, the established MW<sub>hd</sub> model, incorporating a larger exponent of 0.428 that accounts for protein anisotropy, provides a rapid, non-invasive method to factually assess protein oligomerization in as-is formulations, aiding drug development and quality control. Minor discrepancies relative to size exclusion chromatograph (SEC) or prior biophysical studies may arise from experimental differences in protein concentration, oligomeric equilibrium, pH, excipients or modeling assumptions, warranting further investigation.</p>","PeriodicalId":50934,"journal":{"name":"AAPS Journal","volume":"28 4","pages":""},"PeriodicalIF":3.4000,"publicationDate":"2026-06-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13430450/pdf/","citationCount":"0","resultStr":"{\"title\":\"Simple Hydrodynamic Molecular Weight Model for Rapid Assessment of Therapeutic Protein Oligomerization States in Formulation.\",\"authors\":\"Jiaqi Lu, Kang Chen\",\"doi\":\"10.1208/s12248-026-01270-7\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><p>Therapeutic peptides and proteins form higher-order structures (HOS) including oligomeric forms in formulation, critical for drug efficacy, safety, and stability. To quickly assess protein oligomerization, dynamic light scattering (DLS) was applied to measure a series of protein standards with molecular weight (MW) range of 1.3-660 kDa, yielding translational diffusion coefficients (D<sub>dls</sub>), which were corrected to D<sub>corr</sub> using water diffusion data. A correlation between D<sub>corr</sub> and protein monomeric MW, representing their hydrodynamic MW (MW<sub>hd</sub>), was established as <math><mrow><mi>l</mi> <mi>o</mi> <mi>g</mi> <mrow><mo>(</mo> <msub><mrow><mi>D</mi></mrow> <mrow><mi>c</mi> <mi>o</mi> <mi>r</mi> <mi>r</mi></mrow> </msub> <mo>)</mo></mrow> <mo>=</mo> <mo>-</mo> <mn>0.428</mn> <mi>l</mi> <mi>o</mi> <mi>g</mi> <mfenced> <msub><mrow><mi>M</mi> <mi>W</mi></mrow> <mrow><mi>h</mi> <mi>d</mi></mrow> </msub> </mfenced> <mo>-</mo> <mn>5.412</mn></mrow> </math> . This DLS/MW<sub>hd</sub> model was subsequently applied to therapeutic protein formulations with monomeric MW ranging from 3.8 to 149 kDa. 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引用次数: 0
摘要
治疗性肽和蛋白质在配方中形成高阶结构(HOS),包括低聚物形式,对药物疗效、安全性和稳定性至关重要。为了快速评估蛋白质寡聚化,动态光散射(dynamic light scattering, DLS)技术测量了一系列分子量为1.3-660 kDa的蛋白质标准,得到了平移扩散系数(translation diffusion coefficients, Ddls),并利用水扩散数据将其修正为Dcorr。Dcorr与蛋白质单体分子量(MWhd)的相关关系为:l / g (D / c / r) = - 0.428 l / g M / W / D - 5.412。该DLS/MWhd模型随后应用于单体分子量为3.8 - 149 kDa的治疗性蛋白制剂。所得的MWhd值比相应的胰高血糖素样肽-1/2 (GLP-1/2)类似物、胰岛素类似物以及英夫利昔单抗和贝伐单抗单克隆抗体(mab)的单体分子量大几倍,表明不同程度的寡聚化。观察到的寡聚化状态与文献报道的基本一致。对于胰岛素和单抗低聚物,除胰岛素二聚体外,从低聚物MW计算的伪球形扩散系数(Ds)在实验Dcorr值的6%范围内一致。Perrin的各向异性校正将胰岛素二聚体差异从9%降低到5%。总的来说,所建立的MWhd模型包含较大的0.428指数,可以解释蛋白质的各向异性,提供了一种快速、无创的方法来实际评估现有配方中的蛋白质寡聚现象,有助于药物开发和质量控制。与尺寸排除色谱仪(SEC)或先前的生物物理研究相比,微小的差异可能是由于蛋白质浓度、寡聚平衡、pH、辅料或建模假设的实验差异造成的,需要进一步研究。
Simple Hydrodynamic Molecular Weight Model for Rapid Assessment of Therapeutic Protein Oligomerization States in Formulation.
Therapeutic peptides and proteins form higher-order structures (HOS) including oligomeric forms in formulation, critical for drug efficacy, safety, and stability. To quickly assess protein oligomerization, dynamic light scattering (DLS) was applied to measure a series of protein standards with molecular weight (MW) range of 1.3-660 kDa, yielding translational diffusion coefficients (Ddls), which were corrected to Dcorr using water diffusion data. A correlation between Dcorr and protein monomeric MW, representing their hydrodynamic MW (MWhd), was established as . This DLS/MWhd model was subsequently applied to therapeutic protein formulations with monomeric MW ranging from 3.8 to 149 kDa. The resulting MWhd values were several-fold greater than the corresponding monomeric MW of the glucagon-like peptide-1/2 (GLP-1/2) analogs, insulin analogs, and the monoclonal antibodies (mAbs) infliximab and bevacizumab, indicating varying degrees of oligomerization. The observed oligomerization states were largely consistent with those reported in literature. For insulin and mAb oligomers, pseudo-spherical diffusion coefficients (Ds) back calculated from the oligomer MW agreed within 6% of experimental Dcorr values, except for the insulin dimer. Incorporation of Perrin's anisotropic correction reduced insulin dimer discrepancy from 9 to 5%. Overall, the established MWhd model, incorporating a larger exponent of 0.428 that accounts for protein anisotropy, provides a rapid, non-invasive method to factually assess protein oligomerization in as-is formulations, aiding drug development and quality control. Minor discrepancies relative to size exclusion chromatograph (SEC) or prior biophysical studies may arise from experimental differences in protein concentration, oligomeric equilibrium, pH, excipients or modeling assumptions, warranting further investigation.
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