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Tajiri A, Matsumoto S, Maeda S, Soga T, Kagiyama K, Ikeda H, Fukasawa K, Miyata A, Kamimura H. Prediction of human serum concentration-time profiles of therapeutic monoclonal antibodies using common marmosets ( Callithrix jacchus): initial assessment with canakinumab, adalimumab, and bevacizumab. Xenobiotica 2024; 54:648-657. [PMID: 38977390 DOI: 10.1080/00498254.2024.2371921] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/01/2024] [Revised: 06/19/2024] [Accepted: 06/20/2024] [Indexed: 07/10/2024]
Abstract
Cynomolgus monkeys and human FcRn transgenic mice are generally used for pharmacokinetic predictions of therapeutic monoclonal antibodies (mAbs). In the present study, the application of the common marmoset, a small nonhuman primate, as a potential animal model for prediction was evaluated for the first time.Canakinumab, adalimumab, and bevacizumab, which exhibited linear pharmacokinetics in humans, were selected as the model compounds. Marmoset pharmacokinetic data were reportedly available only for canakinumab, and those for adalimumab and bevacizumab were acquired in-house.Four pharmacokinetic parameters for a two-compartment model (i.e. clearance and volume of distribution in the central and peripheral compartments) in marmosets were extrapolated to the values in humans with allometric scaling using the average exponents of the three mAbs. As a result, the observed human serum concentration-time curves of the three mAbs following intravenous administration and those of canakinumab and adalimumab following subcutaneous injections (with an assumed absorption rate constant and bioavailability) were reasonably predicted.Although further prediction studies using a sufficient number of other mAbs are necessary to evaluate the versatility of this model, the findings indicate that marmosets can be an alternative to preceding animals for human pharmacokinetic predictions of therapeutic mAbs.
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Affiliation(s)
- Ayaka Tajiri
- Drug Discovery Department, R&D Division, Meiji Seika Pharma Co., Ltd, Tokyo, Japan
| | - Shogo Matsumoto
- Drug Discovery Department, R&D Division, Meiji Seika Pharma Co., Ltd, Tokyo, Japan
| | - Satoshi Maeda
- Yaotsu Breeding Center, CLEA Japan, Inc., Gifu, Japan
| | - Takuma Soga
- Yaotsu Breeding Center, CLEA Japan, Inc., Gifu, Japan
| | | | - Hiroshi Ikeda
- Tokyo Animal and Diet Department, CLEA Japan, Inc., Tokyo, Japan
| | | | - Atsunori Miyata
- Drug Discovery Department, R&D Division, Meiji Seika Pharma Co., Ltd, Tokyo, Japan
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Harnessing Fc/FcRn Affinity Data from Patents with Different Machine Learning Methods. Int J Mol Sci 2023; 24:ijms24065724. [PMID: 36982796 PMCID: PMC10052518 DOI: 10.3390/ijms24065724] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/07/2023] [Revised: 03/07/2023] [Accepted: 03/11/2023] [Indexed: 03/19/2023] Open
Abstract
Monoclonal antibodies are biopharmaceuticals with a very long half-life due to the binding of their Fc portion to the neonatal receptor (FcRn), a pharmacokinetic property that can be further improved through engineering of the Fc portion, as demonstrated by the approval of several new drugs. Many Fc variants with increased binding to FcRn have been found using different methods, such as structure-guided design, random mutagenesis, or a combination of both, and are described in the literature as well as in patents. Our hypothesis is that this material could be subjected to a machine learning approach in order to generate new variants with similar properties. We therefore compiled 1323 Fc variants affecting the affinity for FcRn, which were disclosed in twenty patents. These data were used to train several algorithms, with two different models, in order to predict the affinity for FcRn of new randomly generated Fc variants. To determine which algorithm was the most robust, we first assessed the correlation between measured and predicted affinity in a 10-fold cross-validation test. We then generated variants by in silico random mutagenesis and compared the prediction made by the different algorithms. As a final validation, we produced variants, not described in any patents, and compared the predicted affinity with the experimental binding affinities measured by surface plasmon resonance (SPR). The best mean absolute error (MAE) between predicted and experimental values was obtained with a support vector regressor (SVR) using six features and trained on 1251 examples. With this setting, the error on the log(KD) was less than 0.17. The obtained results show that such an approach could be used to find new variants with better half-life properties that are different from those already extensively used in therapeutic antibody development.
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Implications of Fc Neonatal Receptor (FcRn) Manipulations for Transplant Immunotherapeutics. Transplantation 2020; 104:17-23. [PMID: 31397806 DOI: 10.1097/tp.0000000000002912] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/31/2023]
Abstract
Alloimmune injury to allografts is mediated by pathogenic donor-specific alloantibodies, usually of the IgG isotype. Currently, strategies used to reduce donor-specific alloantibodies are collectively called desensitization. Despite successes, these treatments have limited efficacy and can be associated with adverse events, infectious complications, and high cost. Fc neonatal receptor (FcRn) was originally discovered as a transport mechanism for IgG from maternal circulation to fetus. FcRn receptors are now known to be widely distributed in virtually all tissues. IgG and albumin binding to FcRn is pH-dependent, which results in a significant prolongation their half-life. Structural analysis shows FcRn is a nonclassical major histocompatibility complex Class I receptor, which is emerging as a novel target to significantly reduce the half-life of pathogenic antibodies or extend the half-life of therapeutic monoclonals. Manipulation of IgG-Fc/FcRn interactions has implications for treatment of virtually all IgG-mediated diseases. The use of monoclonals directed at the FcRn can rapidly enhance the turnover of total IgG, including pathogenic IgG. In this review, we highlight the aspects of FcRn biology responsible for development of FcRn targeted therapeutics aimed at pathogenic autoantibodies and alloantibodies. We also explore the novel modifications of therapeutic monoclonals that exploit FcRn functions to enhance therapeutic efficacy.
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Sun Y, Cai H, Hu Z, Boswell CA, Diao J, Li C, Zhang L, Shen A, Teske CA, Zhang B, Kamath AV, Jiang G. Balancing the Affinity and Pharmacokinetics of Antibodies by Modulating the Size of Charge Patches on Complementarity-Determining Regions. J Pharm Sci 2020; 109:3690-3696. [PMID: 32910947 DOI: 10.1016/j.xphs.2020.09.003] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/27/2020] [Revised: 09/01/2020] [Accepted: 09/02/2020] [Indexed: 12/18/2022]
Abstract
A localized positive charge on IgG (referred to as a "charge patch") shows an adverse effect on pharmacokinetics (PK), so it would seem to be best practice to avoid charge patches during the discovery stage and closely monitor charge interactions during the development process. In certain circumstances, however, charge patches are required for target binding, in which case completely removing charge patches is not feasible. Therefore, quantitative measurement of a charge patch and its impact on PK is critical to the success of therapeutic antibody development. In this article, we generated mutations of a recombinant human antibody (referred to as mAb1) with disrupted charge patches to investigate how charge patches on IgG antibodies impact both target-binding affinity and PK-related factors. We conclude that it is important to modulate the size of the charge patch in order to balance target-binding affinity and PK.
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Affiliation(s)
- Yue Sun
- Biological Technologies, Genentech, Inc., South San Francisco, CA 94080, USA; Protein Analytical Chemistry, Genentech, Inc., South San Francisco, CA 94080, USA
| | - Hao Cai
- DevSci PTPK, Genentech, Inc., South San Francisco, CA 94080, USA
| | - Zhilan Hu
- Early Stage Cell Culture, Genentech, Inc., South San Francisco, CA 94080, USA
| | - C Andrew Boswell
- DevSci PTPK, Genentech, Inc., South San Francisco, CA 94080, USA
| | - Jinpian Diao
- Purification Development, Genentech, Inc., South San Francisco, CA 94080, USA
| | - Charlene Li
- Protein Analytical Chemistry, Genentech, Inc., South San Francisco, CA 94080, USA
| | - Liangyi Zhang
- Protein Analytical Chemistry, Genentech, Inc., South San Francisco, CA 94080, USA
| | - Amy Shen
- Early Stage Cell Culture, Genentech, Inc., South San Francisco, CA 94080, USA
| | - Christopher A Teske
- Purification Development, Genentech, Inc., South San Francisco, CA 94080, USA
| | - Boyan Zhang
- Protein Analytical Chemistry, Genentech, Inc., South San Francisco, CA 94080, USA
| | - Amrita V Kamath
- DevSci PTPK, Genentech, Inc., South San Francisco, CA 94080, USA
| | - Guoying Jiang
- Biological Technologies, Genentech, Inc., South San Francisco, CA 94080, USA.
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Mackness BC, Jaworski JA, Boudanova E, Park A, Valente D, Mauriac C, Pasquier O, Schmidt T, Kabiri M, Kandira A, Radošević K, Qiu H. Antibody Fc engineering for enhanced neonatal Fc receptor binding and prolonged circulation half-life. MAbs 2019; 11:1276-1288. [PMID: 31216930 PMCID: PMC6748615 DOI: 10.1080/19420862.2019.1633883] [Citation(s) in RCA: 63] [Impact Index Per Article: 10.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/24/2023] Open
Abstract
The neonatal Fc receptor (FcRn) promotes antibody recycling through rescue from normal lysosomal degradation. The binding interaction is pH-dependent with high affinity at low pH, but not under physiological pH conditions. Here, we combined rational design and saturation mutagenesis to generate novel antibody variants with prolonged half-life and acceptable development profiles. First, a panel of saturation point mutations was created at 11 key FcRn-interacting sites on the Fc region of an antibody. Multiple variants with slower FcRn dissociation kinetics than the wildtype (WT) antibody at pH 6.0 were successfully identified. The mutations were further combined and characterized for pH-dependent FcRn binding properties, thermal stability and the FcγRIIIa and rheumatoid factor binding. The most promising variants, YD (M252Y/T256D), DQ (T256D/T307Q) and DW (T256D/T307W), exhibited significantly improved binding to FcRn at pH 6.0 and retained similar binding properties as WT at pH 7.4. The pharmacokinetics in human FcRn transgenic mice and cynomolgus monkeys demonstrated that these properties translated to significantly prolonged plasma elimination half-life compared to the WT control. The novel variants exhibited thermal stability and binding to FcγRIIIa in the range comparable to clinically validated YTE and LS variants, and showed no enhanced binding to rheumatoid factor compared to the WT control. These engineered Fc mutants are promising new variants that are widely applicable to therapeutic antibodies, to extend their circulation half-life with obvious benefits of increased efficacy, and reduced dose and administration frequency.
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Affiliation(s)
| | | | | | - Anna Park
- Biologics Research, Sanofi , Framingham , MA , USA
| | | | | | | | | | | | | | | | - Huawei Qiu
- Biologics Research, Sanofi , Framingham , MA , USA
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Shah IS, Lovell S, Mehzabeen N, Battaile KP, Tolbert TJ. Structural characterization of the Man5 glycoform of human IgG3 Fc. Mol Immunol 2017; 92:28-37. [PMID: 29031045 DOI: 10.1016/j.molimm.2017.10.001] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/21/2017] [Revised: 09/23/2017] [Accepted: 10/02/2017] [Indexed: 11/15/2022]
Abstract
Immunoglobulin G (IgG) consists of four subclasses in humans: IgG1, IgG2, IgG3 and IgG4, which are highly conserved but have unique differences that result in subclass-specific effector functions. Though IgG1 is the most extensively studied IgG subclass, study of other subclasses is important to understand overall immune function and for development of new therapeutics. When compared to IgG1, IgG3 exhibits a similar binding profile to Fcγ receptors and stronger activation of complement. All IgG subclasses are glycosylated at N297, which is required for Fcγ receptor and C1q complement binding as well as maintaining optimal Fc conformation. We have determined the crystal structure of homogenously glycosylated human IgG3 Fc with a GlcNAc2Man5 (Man5) high mannose glycoform at 1.8Å resolution and compared its structural features with published structures from the other IgG subclasses. Although the overall structure of IgG3 Fc is similar to that of other subclasses, some structural perturbations based on sequence differences were revealed. For instance, the presence of R435 in IgG3 (and H435 in the other IgG subclasses) has been implicated to result in IgG3-specific properties related to binding to protein A, protein G and the neonatal Fc receptor (FcRn). The IgG3 Fc structure helps to explain some of these differences. Additionally, protein-glycan contacts observed in the crystal structure appear to correlate with IgG3 affinity for Fcγ receptors as shown by binding studies with IgG3 Fc glycoforms. Finally, this IgG3 Fc structure provides a template for further studies aimed at engineering the Fc for specific gain of function.
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Affiliation(s)
- Ishan S Shah
- Department of Pharmaceutical Chemistry, University of Kansas, Lawrence, KS, USA
| | - Scott Lovell
- Protein Structure Laboratory, Del Shankel Structural Biology Center, University of Kansas, Lawrence, KS, USA
| | - Nurjahan Mehzabeen
- Protein Structure Laboratory, Del Shankel Structural Biology Center, University of Kansas, Lawrence, KS, USA
| | - Kevin P Battaile
- IMCA-CAT, Hauptman-Woodward Medical Research Institute, Argonne, IL, USA
| | - Thomas J Tolbert
- Department of Pharmaceutical Chemistry, University of Kansas, Lawrence, KS, USA.
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Cho H, Huang X, Lan Piao Y, Eun Kim D, Yeon Lee S, Jeong Yoon E, Hee Park S, Lee K, Ho Jang C, Zhan CG. Molecular modeling and redesign of alginate lyase from Pseudomonas aeruginosa for accelerating CRPA biofilm degradation. Proteins 2016; 84:1875-1887. [PMID: 27676452 DOI: 10.1002/prot.25171] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/23/2016] [Revised: 08/31/2016] [Accepted: 09/16/2016] [Indexed: 11/12/2022]
Abstract
Administration of an efficient alginate lyase (AlgL) or AlgL mutant may be a promising therapeutic strategy for treatment of cystic fibrosis patients with Pseudomonas aeruginosa infections. Nevertheless, the catalytic activity of wild-type AlgL is not sufficiently high. It is highly desired to design and discover an AlgL mutant with significantly improved catalytic efficiency against alginate substrates. For the purpose of identifying an AlgL mutant with significantly improved catalytic activity, in this study, we first constructed and validated a structural model of AlgL interacting with substrate, providing a better understanding of the interactions between AlgL and its substrate. Based on the modeling insights, further enzyme redesign and experimental testing led to discovery of AlgL mutants, including the K197D/K321A mutant, with significantly improved catalytic activities against alginate and acetylated alginate in ciprofloxacin-resistant P. aeruginosa (CRPA) biofilms. Further anti-biofilm activity assays have confirmed that the K197D/K321A mutant with piperacillin/tazobactam is indeed effective in degrading the CRPA biofilms. Co-administration of the potent mutant AlgL and an antibiotic (such as a nebulizer) could be effective for therapeutic treatment of CRPA-infected patients with cystic fibrosis. Proteins 2016; 84:1875-1887. © 2016 Wiley Periodicals, Inc.
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Affiliation(s)
- Hoon Cho
- Department of Polymer Science & Engineering, Chosun University, Gwangju, 501-759, Republic of Korea
| | - Xiaoqin Huang
- Molecular Modeling and Biopharmaceutical Center, Center of Pharmaceutical Research and Innovation, and Department of Pharmaceutical Sciences, College of Pharmacy, University of Kentucky, Lexington, Kentucky
| | - Yu Lan Piao
- Department of Polymer Science & Engineering, Chosun University, Gwangju, 501-759, Republic of Korea
| | - Da Eun Kim
- Department of Polymer Science & Engineering, Chosun University, Gwangju, 501-759, Republic of Korea
| | - So Yeon Lee
- Department of Polymer Science & Engineering, Chosun University, Gwangju, 501-759, Republic of Korea
| | - Eun Jeong Yoon
- Department of Polymer Science & Engineering, Chosun University, Gwangju, 501-759, Republic of Korea
| | - So Hee Park
- Department of Polymer Science & Engineering, Chosun University, Gwangju, 501-759, Republic of Korea
| | - Kyoung Lee
- Department of Microbiology, Changwon National University, Changwon, Kyongnam, 641-773, Republic of Korea
| | - Chul Ho Jang
- Department of Otolaryngology, Chonnam National University Medical School, Gwangju, 501-757, Republic of Korea
| | - Chang-Guo Zhan
- Molecular Modeling and Biopharmaceutical Center, Center of Pharmaceutical Research and Innovation, and Department of Pharmaceutical Sciences, College of Pharmacy, University of Kentucky, Lexington, Kentucky
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Jang CH, Piao YL, Huang X, Yoon EJ, Park SH, Lee K, Zhan CG, Cho H. Modeling and Re-Engineering of Azotobacter vinelandii Alginate Lyase to Enhance Its Catalytic Efficiency for Accelerating Biofilm Degradation. PLoS One 2016; 11:e0156197. [PMID: 27253324 PMCID: PMC4890793 DOI: 10.1371/journal.pone.0156197] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/19/2016] [Accepted: 05/10/2016] [Indexed: 02/07/2023] Open
Abstract
Alginate is known to prevent elimination of Pseudomonas aeruginosa biofilms. Alginate lyase (AlgL) might therefore facilitate treatment of Pseudomonas aeruginosa-infected cystic fibrosis patients. However, the catalytic activity of wild-type AlgL is not sufficiently high. Therefore, molecular modeling and site-directed mutagenesis of AlgL might assist in enzyme engineering for therapeutic development. AlgL, isolated from Azotobacter vinelandii, catalyzes depolymerization of alginate via a β-elimination reaction. AlgL was modeled based on the crystal structure template of Sphingomonas AlgL species A1-III. Based on this computational analysis, AlgL was subjected to site-directed mutagenesis to improve its catalytic activity. The kcat/Km of the K194E mutant showed a nearly 5-fold increase against the acetylated alginate substrate, as compared to the wild-type. Double and triple mutants (K194E/K245D, K245D/K319A, K194E/K245D/E312D, and K194E/K245D/K319A) were also prepared. The most potent mutant was observed to be K194E/K245D/K319A, which has a 10-fold improved kcat value (against acetylated alginate) compared to the wild-type enzyme. The antibiofilm effect of both AlgL forms was identified in combination with piperacillin/tazobactam (PT) and the disruption effect was significantly higher in mutant AlgL combined with PT than wild-type AlgL. However, for both the wild-type and K194E/K245D/K319A mutant, the use of the AlgL enzyme alone did not show significant antibiofilm effect.
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Affiliation(s)
- Chul Ho Jang
- Department of Otolaryngology, Chonnam National University Medical School, Gwangju, 501–757, Republic of Korea
| | - Yu Lan Piao
- Department of Polymer Science & Engineering, Chosun University, Gwangju, 501–759, South Korea
| | - Xiaoqin Huang
- Molecular Modeling and Biopharmaceutical Center and Department of Pharmaceutical Sciences, College of Pharmacy, University of Kentucky, 789 South Limestone Street, Lexington, Kentucky, 40536, United States of America
| | - Eun Jeong Yoon
- Department of Polymer Science & Engineering, Chosun University, Gwangju, 501–759, South Korea
| | - So Hee Park
- Department of Polymer Science & Engineering, Chosun University, Gwangju, 501–759, South Korea
| | - Kyoung Lee
- Department of Microbiology, Changwon National University, Changwon, Kyongnam, 641–773, Republic of Korea
| | - Chang-Guo Zhan
- Molecular Modeling and Biopharmaceutical Center and Department of Pharmaceutical Sciences, College of Pharmacy, University of Kentucky, 789 South Limestone Street, Lexington, Kentucky, 40536, United States of America
| | - Hoon Cho
- Department of Polymer Science & Engineering, Chosun University, Gwangju, 501–759, South Korea
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The neonatal Fc receptor, FcRn, as a target for drug delivery and therapy. Adv Drug Deliv Rev 2015; 91:109-24. [PMID: 25703189 DOI: 10.1016/j.addr.2015.02.005] [Citation(s) in RCA: 174] [Impact Index Per Article: 17.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/11/2014] [Revised: 02/10/2015] [Accepted: 02/11/2015] [Indexed: 12/22/2022]
Abstract
Immunoglobulin G (IgG)-based drugs are arguably the most successful class of protein therapeutics due in part to their remarkably long blood circulation. This arises from IgG interaction with the neonatal Fc receptor, FcRn. FcRn is the central regulator of IgG and albumin homeostasis throughout life and is increasingly being recognized as an important player in autoimmune disease, mucosal immunity, and tumor immune surveillance. Various engineering approaches that hijack or disrupt the FcRn-mediated transport pathway have been devised to develop long-lasting and non-invasive protein therapeutics, protein subunit vaccines, and therapeutics for treatment of autoimmune and infectious disease. In this review, we highlight the diverse biological functions of FcRn, emerging therapeutic opportunities, as well as the associated challenges of targeting FcRn for drug delivery and disease therapy.
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