1
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Bryniarski MA, Tuhin MTH, Shomin CD, Nasrollahi F, Ko EC, Soto M, Chung K, Poon-Andersen C, Primack R, Wong D, Ojeda E, Chung J, Cook KD, Conner KP. Utility of Cellular Measurements of Non-Specific Endocytosis to Assess the Target-Independent Clearance of Monoclonal Antibodies. J Pharm Sci 2024; 113:3100-3111. [PMID: 39009346 DOI: 10.1016/j.xphs.2024.07.009] [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: 11/06/2023] [Revised: 07/10/2024] [Accepted: 07/10/2024] [Indexed: 07/17/2024]
Abstract
Past studies have demonstrated higher clearance for monoclonal antibodies possessing increased rates of non-specific endocytosis. However, this metric is oftentimes evaluated indirectly using biophysical techniques or cell surface binding studies that may not provide insight into the specific rates of cellular turnover. Furthermore, few examples evaluating non-specific endocytosis have been reported for a therapeutic antibody that reached clinical assessment. In the current report, we evaluated a therapeutic human immunoglobulin G2 monoclonal antibody targeted against the interleukin-4 receptor alpha chain (IL-4Rα) that exhibited elevated target independent clearance in previous Phase 1 and 2 studies. We confirmed high non-specific clearance of the anti-IL-4Rα antibody as compared to a reference antibody during pharmacokinetic assessments in wild type mice where target-mediated disposition was absent. We then developed a cell-based method capable of measuring cellular protein endocytosis and demonstrated the anti-IL-4Rα antibody exhibited marked non-specific uptake relative to the reference compound. Antibody homology modeling identified the anti-IL-4Rα antibody possessed positive charge patches whose removal via targeted mutations substantially reduced its non-specific endocytosis. We then expanded the scope of the study by evaluating panels of both preclinical and clinically relevant monoclonal antibodies and demonstrate those with the highest rates of non-specific uptake in vitro exhibited elevated target independent clearance, low subcutaneous bioavailability, or both. Our results support the observation that high non-specific endocytosis is a negative attribute in monoclonal antibody development and demonstrate the utility of a generic cell-based screen as a quantitative tool to measure non-specific endocytosis of protein therapeutics at the single-cell level.
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Affiliation(s)
- Mark A Bryniarski
- Department of Pharmacokinetics and Drug Metabolism, Amgen Inc., 750 Gateway Blvd, Suite 100, South San Francisco, CA, 94080, USA.
| | - Md Tariqul Haque Tuhin
- Department of Pharmacokinetics and Drug Metabolism, Amgen Inc., 750 Gateway Blvd, Suite 100, South San Francisco, CA, 94080, USA
| | - Carolyn D Shomin
- Department of Biologics, Amgen Inc., 1 Amgen Center Drive, Thousand Oaks, CA, 91320, USA
| | - Fatemeh Nasrollahi
- Process Development; Pre-Pivotal Drug Product Technologies, Amgen Inc., 1 Amgen Center Drive, Thousand Oaks, CA, 91320, USA
| | - Eunkyung Clare Ko
- Department of Pharmacokinetics and Drug Metabolism, Amgen Inc., 750 Gateway Blvd, Suite 100, South San Francisco, CA, 94080, USA
| | - Marcus Soto
- Pharmacokinetics & Drug Metabolism, Amgen Research, 1 Amgen Center Drive, Thousand Oaks, CA, 91320, USA
| | - Kyu Chung
- Department of Pharmacokinetics and Drug Metabolism, Amgen Inc., 750 Gateway Blvd, Suite 100, South San Francisco, CA, 94080, USA
| | - Carrie Poon-Andersen
- Department of Pharmacokinetics and Drug Metabolism, Amgen Inc., 750 Gateway Blvd, Suite 100, South San Francisco, CA, 94080, USA
| | - Ronya Primack
- Pharmacokinetics & Drug Metabolism, Amgen Research, 1 Amgen Center Drive, Thousand Oaks, CA, 91320, USA
| | - Diana Wong
- Department of Pharmacokinetics and Drug Metabolism, Amgen Inc., 750 Gateway Blvd, Suite 100, South San Francisco, CA, 94080, USA
| | - Esperanza Ojeda
- Pharmacokinetics & Drug Metabolism, Amgen Research, 1 Amgen Center Drive, Thousand Oaks, CA, 91320, USA
| | - John Chung
- Process Development; Pre-Pivotal Drug Product Technologies, Amgen Inc., 1 Amgen Center Drive, Thousand Oaks, CA, 91320, USA
| | - Kevin D Cook
- Department of Pharmacokinetics and Drug Metabolism, Amgen Inc., 750 Gateway Blvd, Suite 100, South San Francisco, CA, 94080, USA
| | - Kip P Conner
- Department of Pharmacokinetics and Drug Metabolism, Amgen Inc., 750 Gateway Blvd, Suite 100, South San Francisco, CA, 94080, USA.
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2
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Morovati S, Baghkheirati AA, Sekhavati MH, Razmyar J. A Review on cLF36, a Novel Recombinant Antimicrobial Peptide-Derived Camel Lactoferrin. Probiotics Antimicrob Proteins 2024; 16:1886-1905. [PMID: 38722550 DOI: 10.1007/s12602-024-10285-5] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 05/01/2024] [Indexed: 10/02/2024]
Abstract
Lactoferrin is an antimicrobial peptide (AMP) playing a pivotal role in numerous biological processes. The primary antimicrobial efficacy of lactoferrin is associated with its N-terminal end, which contains various peptides, such as lactoferricin and lactoferrampin. In this context, our research team has developed a refined chimeric 42-mer peptide known as cLF36 over the past few years. This peptide encompasses the complete amino acid sequence of camel lactoferrampin and partial amino acid sequence of lactoferricin. The peptide's activity against human, avian, and plant bacterial pathogens has been assessed using different biological platforms, including prokaryotic (P170 and pET) and eukaryotic (HEK293) expression systems. The peptide positively influenced the growth performance and intestinal morphology of chickens challenged with pathogen bacteria. Computational methods and in vitro studies showed the peptide's antiviral effects against hepatitis C virus, influenza virus, and rotavirus. The chimeric peptide exhibited higher activity against certain tumor cell lines compared to normal cells, which may be attributed to the peptide's interaction with negatively charged glycosaminoglycans on the surface of tumor cells. Importantly, this peptide exhibited no toxicity against host cells and demonstrated remarkable thermal and protease stability in serum. In conclusion, while our investigations suggest that the chimeric peptide, cLF36, may offer potential as a candidate or complementary option to some available antibiotics, antiviral agents, and chemical pesticides, significant uncertainties remain regarding its cost-effectiveness, as well as its pharmacodynamic and pharmacokinetic characteristics, which require further elucidation.
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Affiliation(s)
- Solmaz Morovati
- Department of Pathobiology, Division of Biotechnology, School of Veterinary Medicine, Shiraz University, Shiraz, Iran
| | | | - Mohammad Hadi Sekhavati
- Department of Animal Science, Faculty of Agriculture, Ferdowsi University of Mashhad, Mashhad, Iran.
| | - Jamshid Razmyar
- Department of Avian Diseases, Faculty of Veterinary Medicine, University of Tehran, Tehran, Iran.
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3
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Rady T, Lehot V, Most J, Erb S, Cianferani S, Chaubet G, Basse N, Wagner A. Protocol to generate, purify, and analyze antibody-oligonucleotide conjugates from off-the-shelf antibodies. STAR Protoc 2024; 5:103329. [PMID: 39342618 DOI: 10.1016/j.xpro.2024.103329] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/07/2024] [Revised: 07/02/2024] [Accepted: 08/28/2024] [Indexed: 10/01/2024] Open
Abstract
Antibody-oligonucleotide conjugates (AOCs) are a fast-expanding modality for targeted delivery of therapeutic oligonucleotides to tissues. Here, we present a protocol to generate, purify, and analyze AOCs from off-the-shelf antibodies. We describe steps to conjugate single/double-stranded oligonucleotides bearing amine handles to linkers and, then, to antibodies using well-established chemistry. In addition, we provide details regarding the purification techniques and analytical methods suitable for AOC. This protocol can be applied for several purposes where AOC is a modality of interest. For complete details on the use and execution of this protocol, please refer to Rady et al.1.
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Affiliation(s)
- Tony Rady
- Bio-Functional Chemistry (UMR 7199), LabEx Medalis, University of Strasbourg, 74 Route du Rhin, 67400 Illkirch-Graffenstaden, France.
| | - Victor Lehot
- Bio-Functional Chemistry (UMR 7199), LabEx Medalis, University of Strasbourg, 74 Route du Rhin, 67400 Illkirch-Graffenstaden, France
| | - Julien Most
- Bio-Functional Chemistry (UMR 7199), LabEx Medalis, University of Strasbourg, 74 Route du Rhin, 67400 Illkirch-Graffenstaden, France
| | - Stephane Erb
- Laboratoire de Spectrométrie de Masse BioOrganique (LSMBO), Université de Strasbourg, CNRS, IPHC UMR 7178, 67000 Strasbourg, France; Infrastructure Nationale de Protéomique ProFI - FR2048, 67087 Strasbourg, France
| | - Sarah Cianferani
- Laboratoire de Spectrométrie de Masse BioOrganique (LSMBO), Université de Strasbourg, CNRS, IPHC UMR 7178, 67000 Strasbourg, France; Infrastructure Nationale de Protéomique ProFI - FR2048, 67087 Strasbourg, France
| | - Guilhem Chaubet
- Bio-Functional Chemistry (UMR 7199), LabEx Medalis, University of Strasbourg, 74 Route du Rhin, 67400 Illkirch-Graffenstaden, France
| | - Nicolas Basse
- Sanofi, 13 Quai Jules Guesde, 94400 Vitry-sur-Seine, France
| | - Alain Wagner
- Bio-Functional Chemistry (UMR 7199), LabEx Medalis, University of Strasbourg, 74 Route du Rhin, 67400 Illkirch-Graffenstaden, France
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4
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Zimoch-Rumanek P, Antos D. Coupling cation and anion exchange chromatography for fast separation of monoclonal antibody charge variants. J Chromatogr A 2024; 1733:465256. [PMID: 39153427 DOI: 10.1016/j.chroma.2024.465256] [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: 06/06/2024] [Revised: 08/04/2024] [Accepted: 08/09/2024] [Indexed: 08/19/2024]
Abstract
A design procedure for the separation of charge variants of a monoclonal antibody (mAb) was developed, which was based on the coupling of cation-exchange chromatography (CEX) and anion-exchange chromatography (AEX) under high loading conditions. The design of the coupled process was supported by a dynamic model. The model was calibrated on the basis of band profiles of variants determined experimentally for the mAb materials of different variant compositions. The numerical simulations were used to select the coupling configuration and the loading conditions that allowed for efficient separation of the mAb materials into three products enriched with each individual variant: the acidic (av), main (mv) and basic (bv) one. In the CEX section, a two-step pH gradient was used to split the loaded mass of mAb into a weakly bound fraction enriched with av and mv, and a strongly bound fraction containing the bv-rich product. The weakly bound fraction was further processed in the AEX section, where the mv-rich product was eluted in flowthrough, while the av-rich product was collected by a step change in pH. The choice of flow distribution and the number of columns in the CEX and AEX sections depended on the variant composition of the mAb material. For the selected configurations, the optimized mAb loading density in the CEX columns ranged from 10 to 26 mg mL-1, while in the AEX columns it was as high as 300 or 600 mg mL-1, depending on the variant composition of the mAb material. By proper selection of the loading condition, a trade-off between yield and purity of the products could be reached.
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Affiliation(s)
| | - Dorota Antos
- Department of Chemical and Process Engineering, Rzeszów University of Technology, Rzeszów/PL, Poland.
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5
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Lisanza SL, Gershon JM, Tipps SWK, Sims JN, Arnoldt L, Hendel SJ, Simma MK, Liu G, Yase M, Wu H, Tharp CD, Li X, Kang A, Brackenbrough E, Bera AK, Gerben S, Wittmann BJ, McShan AC, Baker D. Multistate and functional protein design using RoseTTAFold sequence space diffusion. Nat Biotechnol 2024:10.1038/s41587-024-02395-w. [PMID: 39322764 DOI: 10.1038/s41587-024-02395-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/05/2024] [Accepted: 08/21/2024] [Indexed: 09/27/2024]
Abstract
Protein denoising diffusion probabilistic models are used for the de novo generation of protein backbones but are limited in their ability to guide generation of proteins with sequence-specific attributes and functional properties. To overcome this limitation, we developed ProteinGenerator (PG), a sequence space diffusion model based on RoseTTAFold that simultaneously generates protein sequences and structures. Beginning from a noised sequence representation, PG generates sequence and structure pairs by iterative denoising, guided by desired sequence and structural protein attributes. We designed thermostable proteins with varying amino acid compositions and internal sequence repeats and cage bioactive peptides, such as melittin. By averaging sequence logits between diffusion trajectories with distinct structural constraints, we designed multistate parent-child protein triples in which the same sequence folds to different supersecondary structures when intact in the parent versus split into two child domains. PG design trajectories can be guided by experimental sequence-activity data, providing a general approach for integrated computational and experimental optimization of protein function.
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Affiliation(s)
- Sidney Lyayuga Lisanza
- Department of Biochemistry, University of Washington, Seattle, WA, USA
- Institute for Protein Design, University of Washington, Seattle, WA, USA
- Graduate Program in Biological Physics, Structure and Design, University of Washington, Seattle, WA, USA
| | - Jacob Merle Gershon
- Department of Biochemistry, University of Washington, Seattle, WA, USA
- Institute for Protein Design, University of Washington, Seattle, WA, USA
- Department of Molecular Engineering, University of Washington, Seattle, WA, USA
| | - Samuel W K Tipps
- Department of Biochemistry, University of Washington, Seattle, WA, USA
- Institute for Protein Design, University of Washington, Seattle, WA, USA
| | - Jeremiah Nelson Sims
- Institute for Protein Design, University of Washington, Seattle, WA, USA
- Molecular & Cellular Biology, Medical Scientist Training Program, University of Washington, Seattle, WA, USA
| | - Lucas Arnoldt
- Department of Biochemistry, University of Washington, Seattle, WA, USA
- Institute for Protein Design, University of Washington, Seattle, WA, USA
- Faculty of Engineering Sciences, Heidelberg University, Heidelberg, Germany
| | - Samuel J Hendel
- Department of Biochemistry, University of Washington, Seattle, WA, USA
- Institute for Protein Design, University of Washington, Seattle, WA, USA
| | - Miriam K Simma
- School of Chemistry and Biochemistry, Georgia Institute of Technology, Atlanta, GA, USA
| | - Ge Liu
- Department of Biochemistry, University of Washington, Seattle, WA, USA
- Institute for Protein Design, University of Washington, Seattle, WA, USA
| | - Muna Yase
- Department of Biochemistry, University of Washington, Seattle, WA, USA
- Institute for Protein Design, University of Washington, Seattle, WA, USA
- Department of Molecular Engineering, University of Washington, Seattle, WA, USA
| | - Hongwei Wu
- School of Chemistry and Biochemistry, Georgia Institute of Technology, Atlanta, GA, USA
| | - Claire D Tharp
- School of Chemistry and Biochemistry, Georgia Institute of Technology, Atlanta, GA, USA
| | - Xinting Li
- Department of Biochemistry, University of Washington, Seattle, WA, USA
- Institute for Protein Design, University of Washington, Seattle, WA, USA
| | - Alex Kang
- Institute for Protein Design, University of Washington, Seattle, WA, USA
| | | | - Asim K Bera
- Institute for Protein Design, University of Washington, Seattle, WA, USA
| | - Stacey Gerben
- Institute for Protein Design, University of Washington, Seattle, WA, USA
| | - Bruce J Wittmann
- Office of the Chief Scientific Officer, Microsoft, Redmond, WA, USA
| | - Andrew C McShan
- School of Chemistry and Biochemistry, Georgia Institute of Technology, Atlanta, GA, USA
| | - David Baker
- Department of Biochemistry, University of Washington, Seattle, WA, USA.
- Institute for Protein Design, University of Washington, Seattle, WA, USA.
- Howard Hughes Medical Institute, University of Washington, Seattle, WA, USA.
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6
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Raza H, Tang T, Gao B, Phuangthong C, Chen CB, Pinto NDS. Evaluation of various membranes at different fluxes to enable large-volume single-use perfusion bioreactors. Biotechnol Bioeng 2024; 121:2678-2690. [PMID: 38702962 DOI: 10.1002/bit.28722] [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: 10/07/2023] [Revised: 03/30/2024] [Accepted: 04/13/2024] [Indexed: 05/06/2024]
Abstract
The growing demand for biological therapeutics has increased interest in large-volume perfusion bioreactors, but the operation and scalability of perfusion membranes remain a challenge. This study evaluates perfusion cell culture performance and monoclonal antibody (mAb) productivity at various membrane fluxes (1.5-5 LMH), utilizing polyvinylidene difluoride (PVDF), polyethersulfone (PES), or polysulfone (PS) membranes in tangential flow filtration mode. At low flux, culture with PVDF membrane maintained higher cell culture growth, permeate titer (1.06-1.34 g/L) and sieving coefficients (≥83%) but showed lower permeate volumetric throughput and higher transmembrane pressure (TMP) (>1.50 psi) in the later part of the run compared to cultures with PES and PS membrane. However, as permeate flux increased, the total mass of product decreased by around 30% for cultures with PVDF membrane, while it remained consistent with PES and PS membrane, and at the highest flux studied, PES membrane generated 12% more product than PVDF membrane. This highlights that membrane selection for large-volume perfusion bioreactors depends on the productivity and permeate flux required. Since operating large-volume perfusion bioreactors at low flux would require several cell retention devices and a complex setup, PVDF membranes are suitable for low-volume operations at low fluxes whereas PES membranes can be a desirable alternative for large-volume higher demand products at higher fluxes.
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Affiliation(s)
- Hassan Raza
- Biologics Process Research & Development, Merck & Co., Inc., Rahway, New Jersey, USA
| | - Tiffany Tang
- Biologics Process Research & Development, Merck & Co., Inc., Rahway, New Jersey, USA
| | - Baizhen Gao
- Biologics Process Research & Development, Merck & Co., Inc., Rahway, New Jersey, USA
| | - Chelsea Phuangthong
- Biologics Process Research & Development, Merck & Co., Inc., Rahway, New Jersey, USA
| | | | - Nuno D S Pinto
- Biologics Process Research & Development, Merck & Co., Inc., Rahway, New Jersey, USA
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7
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Bryniarski MA, Tuhin MTH, Acker TM, Wakefield DL, Sethaputra PG, Cook KD, Soto M, Ponce M, Primack R, Jagarapu A, LaGory EL, Conner KP. Cellular Neonatal Fc Receptor Recycling Efficiencies can Differentiate Target-Independent Clearance Mechanisms of Monoclonal Antibodies. J Pharm Sci 2024; 113:2879-2894. [PMID: 38906252 DOI: 10.1016/j.xphs.2024.06.013] [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: 02/08/2024] [Revised: 06/15/2024] [Accepted: 06/17/2024] [Indexed: 06/23/2024]
Abstract
In vivo clearance mechanisms of therapeutic monoclonal antibodies (mAbs) encompass both target-mediated and target-independent processes. Two distinct determinants of overall mAb clearance largely separate of target-mediated influences are non-specific cellular endocytosis and subsequent pH-dependent mAb recycling mediated by the neonatal Fc receptor (FcRn), where inter-mAb variability in the efficiency of both processes is observed. Here, we implemented a functional cell-based FcRn recycling assay via Madin-Darby canine kidney type II cells stably co-transfected with human FcRn and its light chain β2-microglobulin. Next, a series of pH-dependent internalization studies using a model antibody demonstrated proper function of the human FcRn complex. We then applied our cellular assays to assess the contribution of both FcRn and non-specific interactions in the cellular turnover for a panel of 8 clinically relevant mAbs exhibiting variable human pharmacokinetic behavior. Our results demonstrate that the interplay of non-specific endocytosis rates, pH-dependent non-specific interactions, and engagement with FcRn all contribute to the overall recycling efficiency of therapeutic monoclonal antibodies. The predictive capacity of our assay approach was highlighted by successful identification of all mAbs within our panel possessing clearance in humans greater than 5 mL/day/kg. These results demonstrate that a combination of cell-based in vitro assays can properly resolve individual mechanisms underlying the overall in vivo recycling efficiency and non-target mediated clearance of therapeutic mAbs.
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Affiliation(s)
- Mark A Bryniarski
- Pharmacokinetics and Drug Metabolism, Amgen Research, 750 Gateway Blvd, Suite 100, South San Francisco, CA 94080, USA.
| | - Md Tariqul Haque Tuhin
- Pharmacokinetics and Drug Metabolism, Amgen Research, 750 Gateway Blvd, Suite 100, South San Francisco, CA 94080, USA
| | - Timothy M Acker
- Pharmacokinetics and Drug Metabolism, Amgen Research, 750 Gateway Blvd, Suite 100, South San Francisco, CA 94080, USA
| | - Devin L Wakefield
- Research Biomics, Amgen Research, 750 Gateway Blvd, Suite 100, South San Francisco, CA 94080, USA
| | - Panijaya Gemy Sethaputra
- Pharmacokinetics and Drug Metabolism, Amgen Research, 750 Gateway Blvd, Suite 100, South San Francisco, CA 94080, USA
| | - Kevin D Cook
- Pharmacokinetics and Drug Metabolism, Amgen Research, 750 Gateway Blvd, Suite 100, South San Francisco, CA 94080, USA
| | - Marcus Soto
- Pharmacokinetics & Drug Metabolism, Amgen Research, One Amgen Center Drive, Thousand Oaks, CA 91320, USA
| | - Manuel Ponce
- Pharmacokinetics & Drug Metabolism, Amgen Research, One Amgen Center Drive, Thousand Oaks, CA 91320, USA
| | - Ronya Primack
- Pharmacokinetics & Drug Metabolism, Amgen Research, One Amgen Center Drive, Thousand Oaks, CA 91320, USA
| | - Aditya Jagarapu
- Pharmacokinetics and Drug Metabolism, Amgen Research, 750 Gateway Blvd, Suite 100, South San Francisco, CA 94080, USA
| | - Edward L LaGory
- Pharmacokinetics and Drug Metabolism, Amgen Research, 750 Gateway Blvd, Suite 100, South San Francisco, CA 94080, USA
| | - Kip P Conner
- Pharmacokinetics and Drug Metabolism, Amgen Research, 750 Gateway Blvd, Suite 100, South San Francisco, CA 94080, USA.
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8
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Siegel M, Bolender AL, Ducret A, Fraidling J, Hartman K, Looney CM, Rohr O, Hickling TP, Kettenberger H, Lechmann M, Marban-Doran C, Kraft TE. Internalization of therapeutic antibodies into dendritic cells as a risk factor for immunogenicity. Front Immunol 2024; 15:1406643. [PMID: 39263220 PMCID: PMC11387504 DOI: 10.3389/fimmu.2024.1406643] [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: 04/15/2024] [Accepted: 07/15/2024] [Indexed: 09/13/2024] Open
Abstract
Introduction Immunogenicity, the unwanted immune response triggered by therapeutic antibodies, poses significant challenges in biotherapeutic development. This response can lead to the production of anti-drug antibodies, potentially compromising the efficacy and safety of treatments. The internalization of therapeutic antibodies into dendritic cells (DCs) is a critical factor influencing immunogenicity. Using monoclonal antibodies, with differences in non-specific cellular uptake, as tools to explore the impact on the overall risk of immunogenicity, this study explores how internalization influences peptide presentation and subsequently T cell activation. Materials and methods To investigate the impact of antibody internalization on immunogenicity, untargeted toolantibodies with engineered positive or negative charge patches were utilized. Immature monocyte-derived DCs (moDCs), known for their physiologically relevant high endocytic activity, were employed for internalization assays, while mature moDCs were used for MHC-II associated peptide proteomics (MAPPs) assays. In addition to the lysosomal accumulation and peptide presentation, subsequent CD4+ T cell activation has been assessed. Consequently, a known CD4+ T cell epitope from ovalbumin was inserted into the tool antibodies to evaluate T cell activation on a single, shared epitope. Results Antibodies with positive charge patches exhibited higher rates of lysosomal accumulation and epitope presentation compared to those with negative charge patches or neutral surface charge. Furthermore, a direct correlation between internalization rate and presentation on MHC-II molecules could be established. To explore the link between internalization, peptide presentation and CD4+ T cell activation, tool antibodies containing the same OVA epitope were used. Previous observations were not altered by the insertion of the OVA epitope and ultimately, an enhanced CD4+ T cell response correlated with increased internalization in DCs and peptide presentation. Discussion These findings demonstrate that the biophysical properties of therapeutic antibodies, particularly surface charge, play a crucial role in their internalization into DCs. Antibodies internalized faster and processed by DCs, are also more prone to be presented on their surface leading to a higher risk of triggering an immune response. These insights underscore the importance of considering antibody surface charge and other properties that enhance cellular accumulation during the preclinical development of biotherapeutics to mitigate immunogenicity risks.
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Affiliation(s)
- Michel Siegel
- Roche Pharma Research and Early Development, Pharmaceutical Sciences, Roche Innovation Center Basel, Basel, Switzerland
| | - Anna-Lena Bolender
- Roche Pharma Research and Early Development, Pharmaceutical Sciences, Roche Innovation Center Munich, Penzberg, Germany
| | - Axel Ducret
- Roche Pharma Research and Early Development, Pharmaceutical Sciences, Roche Innovation Center Basel, Basel, Switzerland
| | - Johannes Fraidling
- Roche Pharma Research and Early Development, Pharmaceutical Sciences, Roche Innovation Center Munich, Penzberg, Germany
| | - Katharina Hartman
- Roche Pharma Research and Early Development, Pharmaceutical Sciences, Roche Innovation Center Basel, Basel, Switzerland
| | - Cary M Looney
- Roche Pharma Research and Early Development, Pharmaceutical Sciences, Roche Innovation Center Basel, Basel, Switzerland
| | - Olivier Rohr
- Unité Propre de Recherche CNRS 9002 RNA, Université de Strasbourg, Strasbourg, France
- Institut Universitaire de Technologie Louis Pasteur, Université de Strasbourg, Schiltigheim, France
| | - Timothy P Hickling
- Roche Pharma Research and Early Development, Pharmaceutical Sciences, Roche Innovation Center Basel, Basel, Switzerland
| | - Hubert Kettenberger
- Roche Pharma Research and Early Development, Pharmaceutical Sciences, Roche Innovation Center Munich, Penzberg, Germany
| | - Martin Lechmann
- Roche Pharma Research and Early Development, Pharmaceutical Sciences, Roche Innovation Center Munich, Penzberg, Germany
| | - Céline Marban-Doran
- Roche Pharma Research and Early Development, Pharmaceutical Sciences, Roche Innovation Center Basel, Basel, Switzerland
| | - Thomas E Kraft
- Roche Pharma Research and Early Development, Pharmaceutical Sciences, Roche Innovation Center Munich, Penzberg, Germany
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9
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Huang Q, Ravindra Pilvankar M, Dixit R, Yu H. Approaches to improve the translation of safety, pharmacokinetics and therapeutic index of ADCs. Xenobiotica 2024; 54:533-542. [PMID: 38733255 DOI: 10.1080/00498254.2024.2352600] [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: 03/12/2024] [Revised: 05/02/2024] [Accepted: 05/03/2024] [Indexed: 05/13/2024]
Abstract
1. Antibody-drug conjugates (ADCs) are an important class of cancer therapies. They are complex molecules, comprising an antibody, a cytotoxic payload, and a linker. ADCs intend to confer high specificity by targeting a unique antigen expressed predominately on the surface of the tumour cells than on the normal cells and by releasing the potent cytotoxic drug inside the tumour causing cytotoxic cell death. Despite high specificity to tumour antigens, many ADCs are associated with off-target and on-target off-tumour toxicities, often leading to safety concerns before achieving the desirable clinical efficacy. Therefore, it is crucial to improve the therapeutic index (TI) of ADCs to enable the full potential of this important therapeutic modality. 2. The review summarises current approaches to improve the translation of safety, pharmacokinetics, and TI of ADCs. Common safety findings of ADCs resulting from off-target and on-target toxicities and nonclinical approaches to de-risk ADC safety will be discussed; multiple approaches of using preclinical and clinical dose and exposure data to calculate TI to guide clinical dosing will be elaborated; different approaches to improve TI of ADCs, including selecting the right target, right payload-linker and patients, optimising physicochemical properties, and using fractionation dosing, will also be discussed.
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Affiliation(s)
- Qihong Huang
- Nonclinical Drug Safety, Boehringer Ingelheim Pharmaceuticals, Inc, Ridgefield, CT, USA
| | - Minu Ravindra Pilvankar
- NBE PK, Biotherapeutics Discovery, Boehringer Ingelheim Pharmaceuticals, Inc, Ridgefield, CT, USA
| | | | - Hongbin Yu
- NBE PK, Biotherapeutics Discovery, Boehringer Ingelheim Pharmaceuticals, Inc, Ridgefield, CT, USA
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10
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Glassman PM. Development of a predictive algorithm for the efficacy of half-life extension strategies. Int J Pharm 2024; 660:124382. [PMID: 38917959 PMCID: PMC11389361 DOI: 10.1016/j.ijpharm.2024.124382] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/06/2024] [Revised: 06/18/2024] [Accepted: 06/22/2024] [Indexed: 06/27/2024]
Abstract
A challenge in development of peptide and protein therapeutics is rapid elimination from the body, necessitating frequent dosing that may lead to toxicities and/or poor patient compliance. To solve this issue, there has been great investment into half-life extension of rapidly eliminated drugs using approaches such as albumin binding, fusion to albumin or Fc, or conjugation to polyethylene glycol. Despite clinical successes of half-life extension products, no clear relationship has been drawn between properties of drugs and the pharmacokinetic parameters of their half-life extended analogues. In this study, non-compartmentally derived pharmacokinetic parameters (half-life, clearance, volume of distribution) were collected for 186 half-life extended drugs and their unmodified parent molecules. Statistical testing and regression analysis was performed to evaluate relationships between pharmacokinetic parameters and a matrix of variables. Multivariate linear regression models were developed for each of the three pharmacokinetic parameters and model predictions were in good agreement with observed data with r2 values for each parameter being: half-life: 0.879, clearance: 0.820, volume of distribution: 0.937. Significant predictors for each parameter included the corresponding pharmacokinetic parameter of the parent drug and descriptors related to molecular weight. This model represents a useful tool for prediction of the potential benefits of half-life extension.
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Affiliation(s)
- Patrick M Glassman
- Department of Pharmaceutical Sciences, Temple University School of Pharmacy, 3307 N. Broad Street, 559B Pharmacy and Allied Health Building, Philadelphia, PA 19140, United States.
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11
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Landfield H, Kalamaris N, Wang M. Extreme dependence of dynamics on concentration in highly crowded polyelectrolyte solutions. SCIENCE ADVANCES 2024; 10:eado4976. [PMID: 38959308 PMCID: PMC11221520 DOI: 10.1126/sciadv.ado4976] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/05/2024] [Accepted: 05/30/2024] [Indexed: 07/05/2024]
Abstract
Charge-carrying species, such as polyelectrolytes, are vital to natural and synthetic processes that rely on their dynamic behavior. Through single-particle tracking techniques, the diffusivity of individual polyelectrolyte chains and overall system viscosity are determined for concentrated polylysine solutions. These studies show scaling dependences of D ~ c-6.1 and η ~ c7.2, much stronger than theoretical predictions, drawing the applicability of power law fits into question. Similar trends are observed in concentrated solutions prepared at various pH and counterion conditions. These hindered system dynamics appear universal to polyelectrolyte systems and are attributed to the large effective excluded volumes of polyelectrolyte chains inducing glassy dynamics. The framework of the Vrentas-Duda free-volume theory is used to compare polyelectrolyte and neutral systems. Supported by this theory, excluding counterion mass from total polymer mass results in all environmental conditions collapsing onto a common trendline. These results are applicable to crowded biological systems, such as intracellular environments where protein mobility is strongly inhibited.
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Affiliation(s)
- Harrison Landfield
- Department of Chemical and Biological Engineering, Northwestern University, Evanston, IL 60208, USA
| | - Nicholas Kalamaris
- Department of Chemical and Biological Engineering, Northwestern University, Evanston, IL 60208, USA
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12
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Kim G, Yang H. Electrochemical biosensor using direct electron transfer and an antibody-aptamer hybrid sandwich for target detection in complex biological samples. Biosens Bioelectron 2024; 253:116184. [PMID: 38452569 DOI: 10.1016/j.bios.2024.116184] [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: 11/15/2023] [Revised: 02/05/2024] [Accepted: 02/29/2024] [Indexed: 03/09/2024]
Abstract
Direct electron transfer (DET) between an electrode and redox labels is feasible in electrochemical biosensors using small aptamer-aptamer sandwiches; however, its application is limited in biosensors that rely on larger antibody-antibody sandwiches. The development of sandwich-type biosensors utilizing DET is challenged by the scarcity of aptamer-aptamer sandwich pairs with high affinity in complex biological samples. Here, we introduce an electrochemical biosensor using an antibody-aptamer hybrid sandwich for detecting thrombin in human serum. The biosensor enables rapid DET through an antibody-aptamer hybrid configuration comprising (i) an antibody capture probe that provides high and specific affinity to the target in human serum, (ii) the target thrombin, and (iii) an aptamer detection probe that facilitates convenient terminal conjugation with long flexible spacer DNA and polylinker peptide containing multiple amine-reactive phenazine ethosulfate (arPES) redox labels, allowing the conjugated labels to easily approach the electrode. Rapid repeated DET using arPES-catalyzed NADH oxidation strongly enhanced the electrochemical signals. Properly sized spacer and polylinker provided low nonspecific adsorption of the aptamer probe conjugated with multiple arPESs and low interference with the binding of the aptamer probe. Methods for immobilizing thiol-terminated antibodies on Au electrodes were compared and optimized. The developed biosensor using the antibody-aptamer hybrid sandwich exhibited high sensitivity and selectivity in detecting thrombin, surpassing the limitations of an aptamer-aptamer sandwich owing to the low affinity of thrombin aptamers in human serum. The calculated detection limit of the biosensor was ∼1.5 pM in buffer and ∼2.7 nM in human serum.
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Affiliation(s)
- Gyeongho Kim
- Department of Chemistry and Chemistry Institute for Functional Materials, Pusan National University, Busan, 46241, Republic of Korea
| | - Haesik Yang
- Department of Chemistry and Chemistry Institute for Functional Materials, Pusan National University, Busan, 46241, Republic of Korea.
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13
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Messina JM, Luo M, Hossan MS, Gadelrab HA, Yang X, John A, Wilmore JR, Luo J. Unveiling cytokine charge disparity as a potential mechanism for immune regulation. Cytokine Growth Factor Rev 2024; 77:1-14. [PMID: 38184374 DOI: 10.1016/j.cytogfr.2023.12.002] [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: 11/20/2023] [Revised: 12/21/2023] [Accepted: 12/22/2023] [Indexed: 01/08/2024]
Abstract
Cytokines are small signaling proteins that regulate the immune responses to infection and tissue damage. Surface charges of cytokines determine their in vivo fate in immune regulation, e.g., half-life and distribution. The overall negative charges in the extracellular microenvironment and the acidosis during inflammation and infection may differentially impact cytokines with different surface charges for fine-tuned immune regulation via controlling tissue residential properties. However, the trend and role of cytokine surface charges has yet to be elucidated in the literature. Interestingly, we have observed that most pro-inflammatory cytokines have a negative charge, while most anti-inflammatory cytokines and chemokines have a positive charge. In this review, we extensively examined the surface charges of all cytokines and chemokines, summarized the pharmacokinetics and tissue adhesion of major cytokines, and analyzed the link of surface charge with cytokine biodistribution, activation, and function in immune regulation. Additionally, we identified that the general trend of charge disparity between pro- and anti-inflammatory cytokines represents a unique opportunity to develop precise immune modulation approaches, which can be applied to many inflammation-associated diseases including solid tumors, chronic wounds, infection, and sepsis.
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Affiliation(s)
- Jennifer M Messina
- Department of Pharmacology, State University of New York Upstate Medical University, Syracuse, NY 13210, United States
| | - Minghao Luo
- Department of Clinical Medicine, 2nd Affiliated Hospital, Harbin Medical University, Harbin, Heilongjiang 150081, China
| | - Md Shanewaz Hossan
- Department of Pharmacology, State University of New York Upstate Medical University, Syracuse, NY 13210, United States
| | - Hadil A Gadelrab
- Department of Pharmacology, State University of New York Upstate Medical University, Syracuse, NY 13210, United States
| | - Xiguang Yang
- Department of Pharmacology, State University of New York Upstate Medical University, Syracuse, NY 13210, United States
| | - Anna John
- Department of Pharmacology, State University of New York Upstate Medical University, Syracuse, NY 13210, United States
| | - Joel R Wilmore
- Department of Microbiology and Immunology, State University of New York Upstate Medical University, Syracuse, NY 13210, United States; Upstate Sepsis Interdisciplinary Research Center, State University of New York Upstate Medical University, Syracuse, NY 13210, United States
| | - Juntao Luo
- Department of Pharmacology, State University of New York Upstate Medical University, Syracuse, NY 13210, United States; Department of Microbiology and Immunology, State University of New York Upstate Medical University, Syracuse, NY 13210, United States; Department of Surgery, State University of New York Upstate Medical University, Syracuse, NY 13210, United States; Upstate Cancer Center, State University of New York Upstate Medical University, Syracuse, NY 13210, United States; Upstate Sepsis Interdisciplinary Research Center, State University of New York Upstate Medical University, Syracuse, NY 13210, United States.
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14
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Chen Y, Wang X, Luo S, Dai C, Wu Y, Zhao J, Liu W, Kong D, Yang Y, Geng L, Liu Y, Wei D. Electrically Oriented Antibodies on Transistor for Monitoring Several Copies of Methylated DNA. Anal Chem 2024; 96:8300-8307. [PMID: 38747393 DOI: 10.1021/acs.analchem.3c04670] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/29/2024]
Abstract
An antibody transistor is a promising biosensing platform for the diagnosis and monitoring of various diseases. Nevertheless, the low concentration and short half-life of biomarkers require biodetection at the trace-molecule level, which remains a challenge for existing antibody transistors. Herein, we demonstrate a graphene field-effect transistor (gFET) with electrically oriented antibody probes (EOA-gFET) for monitoring several copies of methylated DNA. The electric field confines the orientation of antibody probes on graphene and diminishes the distance between graphene and methylated DNAs captured by antibodies, generating more induced charges on graphene and amplifying the electric signal. EOA-gFET realizes a limit of detection (LoD) of ∼0.12 copy μL-1, reaching the lowest LoD reported before. EOA-gFET shows a distinguishable signal for liver cancer clinical serum samples within ∼6 min, which proves its potential as a powerful tool for disease screening and diagnosis.
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Affiliation(s)
- Yiheng Chen
- State Key Laboratory of Molecular Engineering of Polymers, Department of Macromolecular Science, Fudan University, Shanghai 200433, China
- Laboratory of Molecular Materials and Devices, Department of Material Science, Fudan University, Shanghai 200433, China
| | - Xuejun Wang
- State Key Laboratory of Molecular Engineering of Polymers, Department of Macromolecular Science, Fudan University, Shanghai 200433, China
- Laboratory of Molecular Materials and Devices, Department of Material Science, Fudan University, Shanghai 200433, China
| | - Shi Luo
- State Key Laboratory of Molecular Engineering of Polymers, Department of Macromolecular Science, Fudan University, Shanghai 200433, China
- Laboratory of Molecular Materials and Devices, Department of Material Science, Fudan University, Shanghai 200433, China
| | - Changhao Dai
- State Key Laboratory of Molecular Engineering of Polymers, Department of Macromolecular Science, Fudan University, Shanghai 200433, China
- Laboratory of Molecular Materials and Devices, Department of Material Science, Fudan University, Shanghai 200433, China
| | - Yungen Wu
- State Key Laboratory of Molecular Engineering of Polymers, Department of Macromolecular Science, Fudan University, Shanghai 200433, China
- Laboratory of Molecular Materials and Devices, Department of Material Science, Fudan University, Shanghai 200433, China
| | - Junhong Zhao
- State Key Laboratory of Molecular Engineering of Polymers, Department of Macromolecular Science, Fudan University, Shanghai 200433, China
- Laboratory of Molecular Materials and Devices, Department of Material Science, Fudan University, Shanghai 200433, China
| | - Wentao Liu
- State Key Laboratory of Molecular Engineering of Polymers, Department of Macromolecular Science, Fudan University, Shanghai 200433, China
- Laboratory of Molecular Materials and Devices, Department of Material Science, Fudan University, Shanghai 200433, China
| | - Derong Kong
- State Key Laboratory of Molecular Engineering of Polymers, Department of Macromolecular Science, Fudan University, Shanghai 200433, China
- Laboratory of Molecular Materials and Devices, Department of Material Science, Fudan University, Shanghai 200433, China
| | - Yuetong Yang
- State Key Laboratory of Molecular Engineering of Polymers, Department of Macromolecular Science, Fudan University, Shanghai 200433, China
- Laboratory of Molecular Materials and Devices, Department of Material Science, Fudan University, Shanghai 200433, China
| | - Li Geng
- Department of Special Treatment, Eastern Hepatobiliary Surgery Hospital, Shanghai, 200438, China
| | - Yunqi Liu
- Laboratory of Molecular Materials and Devices, Department of Material Science, Fudan University, Shanghai 200433, China
- Institute of Chemistry, Chinese Academy of Sciences, Beijing 100190, China
| | - Dacheng Wei
- State Key Laboratory of Molecular Engineering of Polymers, Department of Macromolecular Science, Fudan University, Shanghai 200433, China
- Laboratory of Molecular Materials and Devices, Department of Material Science, Fudan University, Shanghai 200433, China
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15
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Gu Y, Wang Z, Wang Y. Bispecific antibody drug conjugates: Making 1+1>2. Acta Pharm Sin B 2024; 14:1965-1986. [PMID: 38799638 PMCID: PMC11119582 DOI: 10.1016/j.apsb.2024.01.009] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/29/2023] [Revised: 01/12/2024] [Accepted: 01/17/2024] [Indexed: 05/29/2024] Open
Abstract
Bispecific antibody‒drug conjugates (BsADCs) represent an innovative therapeutic category amalgamating the merits of antibody‒drug conjugates (ADCs) and bispecific antibodies (BsAbs). Positioned as the next-generation ADC approach, BsADCs hold promise for ameliorating extant clinical challenges associated with ADCs, particularly pertaining to issues such as poor internalization, off-target toxicity, and drug resistance. Presently, ten BsADCs are undergoing clinical trials, and initial findings underscore the imperative for ongoing refinement. This review initially delves into specific design considerations for BsADCs, encompassing target selection, antibody formats, and the linker-payload complex. Subsequent sections delineate the extant progress and challenges encountered by BsADCs, illustrated through pertinent case studies. The amalgamation of BsAbs with ADCs offers a prospective solution to prevailing clinical limitations of ADCs. Nevertheless, the symbiotic interplay among BsAb, linker, and payload necessitates further optimizations and coordination beyond a simplistic "1 + 1" to effectively surmount the extant challenges facing the BsADC domain.
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Affiliation(s)
- Yilin Gu
- Targeted Tracer Research and Development Laboratory, Institute of Respiratory Health, Frontiers Science Center for Disease-Related Molecular Network, National Clinical Research Center for Geriatrics, West China Hospital, Sichuan University, Chengdu 610041, China
| | - Zhijia Wang
- Targeted Tracer Research and Development Laboratory, Institute of Respiratory Health, Frontiers Science Center for Disease-Related Molecular Network, National Clinical Research Center for Geriatrics, West China Hospital, Sichuan University, Chengdu 610041, China
| | - Yuxi Wang
- Targeted Tracer Research and Development Laboratory, Institute of Respiratory Health, Frontiers Science Center for Disease-Related Molecular Network, National Clinical Research Center for Geriatrics, West China Hospital, Sichuan University, Chengdu 610041, China
- Frontiers Medical Center, Tianfu Jincheng Laboratory, Chengdu 610212, China
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16
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Wang H, Song M, Xu J, Liu Z, Peng M, Qin H, Wang S, Wang Z, Liu K. Long-Acting Strategies for Antibody Drugs: Structural Modification, Controlling Release, and Changing the Administration Route. Eur J Drug Metab Pharmacokinet 2024; 49:295-316. [PMID: 38635015 DOI: 10.1007/s13318-024-00891-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 03/06/2024] [Indexed: 04/19/2024]
Abstract
Because of their high specificity, high affinity, and targeting, antibody drugs have been widely used in the treatment of many diseases and have become the most favored new drugs for research in the world. However, some antibody drugs (such as small-molecule antibody fragments) have a short half-life and need to be administered frequently, and are often associated with injection-site reactions and local toxicities during use. Increasing attention has been paid to the development of antibody drugs that are long-acting and have fewer side effects. This paper reviews existing strategies to achieve long-acting antibody drugs, including modification of the drug structure, the application of drug delivery systems, and changing their administration route. Among these, microspheres have been studied extensively regarding their excellent tolerance at the injection site, controllable loading and release of drugs, and good material safety. Subcutaneous injection is favored by most patients because it can be quickly self-administered. Subcutaneous injection of microspheres is expected to become the focus of developing long-lasting antibody drug strategies in the near future.
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Affiliation(s)
- Hao Wang
- Marine Biomedical Science and Technology Innovation Platform of Lin-gang Special Area, Shanghai Ocean University, Hucheng Ring Road, Shanghai, 201306, China
| | - Mengdi Song
- Marine Biomedical Science and Technology Innovation Platform of Lin-gang Special Area, Shanghai Ocean University, Hucheng Ring Road, Shanghai, 201306, China
| | - Jiaqi Xu
- Marine Biomedical Science and Technology Innovation Platform of Lin-gang Special Area, Shanghai Ocean University, Hucheng Ring Road, Shanghai, 201306, China
| | - Zhenjing Liu
- Marine Biomedical Science and Technology Innovation Platform of Lin-gang Special Area, Shanghai Ocean University, Hucheng Ring Road, Shanghai, 201306, China
| | - Mingyue Peng
- Marine Biomedical Science and Technology Innovation Platform of Lin-gang Special Area, Shanghai Ocean University, Hucheng Ring Road, Shanghai, 201306, China
| | - Haoqiang Qin
- Marine Biomedical Science and Technology Innovation Platform of Lin-gang Special Area, Shanghai Ocean University, Hucheng Ring Road, Shanghai, 201306, China
| | - Shaoqian Wang
- Marine Biomedical Science and Technology Innovation Platform of Lin-gang Special Area, Shanghai Ocean University, Hucheng Ring Road, Shanghai, 201306, China
| | - Ziyang Wang
- Marine Biomedical Science and Technology Innovation Platform of Lin-gang Special Area, Shanghai Ocean University, Hucheng Ring Road, Shanghai, 201306, China
| | - Kehai Liu
- College of Food, Shanghai Ocean University, 999 Hucheng Ring Road, Nanhui New Town, Pudong New Area, Shanghai, 201306, China.
- Marine Biomedical Science and Technology Innovation Platform of Lin-gang Special Area, Shanghai Ocean University, Hucheng Ring Road, Shanghai, 201306, China.
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17
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Liu S, Li Y, Li Z, Wu S, Harrold JM, Shah DK. Translational two-pore PBPK model to characterize whole-body disposition of different-size endogenous and exogenous proteins. J Pharmacokinet Pharmacodyn 2024:10.1007/s10928-024-09922-x. [PMID: 38691205 DOI: 10.1007/s10928-024-09922-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2024] [Accepted: 04/19/2024] [Indexed: 05/03/2024]
Abstract
Two-pore physiologically based pharmacokinetic (PBPK) modeling has demonstrated its potential in describing the pharmacokinetics (PK) of different-size proteins. However, all existing two-pore models lack either diverse proteins for validation or interspecies extrapolation. To fill the gap, here we have developed and optimized a translational two-pore PBPK model that can characterize plasma and tissue disposition of different-size proteins in mice, rats, monkeys, and humans. Datasets used for model development include more than 15 types of proteins: IgG (150 kDa), F(ab)2 (100 kDa), minibody (80 kDa), Fc-containing proteins (205, 200, 110, 105, 92, 84, 81, 65, or 60 kDa), albumin conjugate (85.7 kDa), albumin (67 kDa), Fab (50 kDa), diabody (50 kDa), scFv (27 kDa), dAb2 (23.5 kDa), proteins with an albumin-binding domain (26, 23.5, 22, 16, 14, or 13 kDa), nanobody (13 kDa), and other proteins (110, 65, or 60 kDa). The PBPK model incorporates: (i) molecular weight (MW)-dependent extravasation through large and small pores via diffusion and filtration, (ii) MW-dependent renal filtration, (iii) endosomal FcRn-mediated protection from catabolism for IgG and albumin-related modalities, and (iv) competition for FcRn binding from endogenous IgG and albumin. The finalized model can well characterize PK of most of these proteins, with area under the curve predicted within two-fold error. The model also provides insights into contribution of renal filtration and lysosomal degradation towards total elimination of proteins, and contribution of paracellular convection/diffusion and transcytosis towards extravasation. The PBPK model presented here represents a cross-modality, cross-species platform that can be used for development of novel biologics.
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Affiliation(s)
- Shufang Liu
- Department of Pharmaceutical Sciences, School of Pharmacy and Pharmaceutical Sciences, The State University of New York at Buffalo, 455 Pharmacy Building, Buffalo, NY, 14214-8033, USA.
| | - Yingyi Li
- Department of Pharmaceutical Sciences, School of Pharmacy and Pharmaceutical Sciences, The State University of New York at Buffalo, 455 Pharmacy Building, Buffalo, NY, 14214-8033, USA
| | - Zhe Li
- Department of Pharmaceutical Sciences, School of Pharmacy and Pharmaceutical Sciences, The State University of New York at Buffalo, 455 Pharmacy Building, Buffalo, NY, 14214-8033, USA
| | - Shengjia Wu
- Department of Pharmaceutical Sciences, School of Pharmacy and Pharmaceutical Sciences, The State University of New York at Buffalo, 455 Pharmacy Building, Buffalo, NY, 14214-8033, USA
| | - John M Harrold
- Pharmacometrics & Systems Pharmacology, Pfizer Inc, South San Francisco, CA, USA
| | - Dhaval K Shah
- Department of Pharmaceutical Sciences, School of Pharmacy and Pharmaceutical Sciences, The State University of New York at Buffalo, 455 Pharmacy Building, Buffalo, NY, 14214-8033, USA.
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18
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Lin H, Liu J, Hou Y, Yu Z, Hong J, Yu J, Chen Y, Hu J, Xia D. Microneedle patch with pure drug tips for delivery of liraglutide: pharmacokinetics in rats and minipigs. Drug Deliv Transl Res 2024:10.1007/s13346-024-01582-1. [PMID: 38619705 DOI: 10.1007/s13346-024-01582-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 03/16/2024] [Indexed: 04/16/2024]
Abstract
Transdermal delivery of peptide drugs is almost impossible with conventional penetration enhancers because of epidermal barrier function. Microneedle (MN) patches can bypass the epidermal barrier and have been developed for trans- and intradermal delivery of peptide drugs and vaccines. However, dissolving MN patches are limited by low drug loading capacities due to their small size and admixture of drug and water-soluble excipients. Furthermore, few in vivo pharmacokinetic studies, especially in large animals such as pigs, have been performed to assess post-application systemic drug exposure. Here, we developed a dissolving MN patch with pure liraglutide at the needle tips. The MN patch could load up to 2.21 ± 0.14 mg of liraglutide in a patch size of 0.9 cm2, which was nearly two orders of magnitude higher than that obtained with conventional MN patches of the same size. Raman imaging confirmed that liraglutide was localized at the MN tips. The MN had sufficient mechanical strength to penetrate the epidermis and could deliver up to 0.93 ± 0.04 mg of liraglutide into skin with a dosing variability of less than 6.8%. The MN patch delivery enabled faster absorption of liraglutide than that provided by subcutaneous (S.C.) injection, and achieved relative bioavailability of 69.8% and 46.3% compared to S.C. injection in rats and minipigs, respectively. The MN patch also exhibited similar patterns of anti-hyperglycemic effect in diabetic rats and individual variability in pharmacokinetic parameters as S.C. injection. The liraglutide MN application was well tolerated; no skin irritation was observed in minipigs except for mild erythema occurring within 4 h after once daily administration for 7 days at the same site. Our preclinical study suggests that MN patch with pure drug needle tips might offer a safe and effective alternative to S.C. injection for administration of liraglutide.
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Affiliation(s)
- Hongbing Lin
- School of Pharmaceutical Sciences (Shenzhen), Shenzhen Campus of Sun Yat-sen University, Shenzhen, 518107, China
| | - Jinbin Liu
- School of Pharmaceutical Sciences (Shenzhen), Shenzhen Campus of Sun Yat-sen University, Shenzhen, 518107, China
| | - Yulin Hou
- School of Pharmaceutical Sciences (Shenzhen), Shenzhen Campus of Sun Yat-sen University, Shenzhen, 518107, China
| | - Zhiyan Yu
- Dongguan HEC Biopharmaceutical R&D Co., Ltd., Dongguan, China
| | - Juan Hong
- Dongguan HEC Biopharmaceutical R&D Co., Ltd., Dongguan, China
| | - Jianghong Yu
- Dongguan HEC Biopharmaceutical R&D Co., Ltd., Dongguan, China
| | - Yu Chen
- Dongguan HEC Biopharmaceutical R&D Co., Ltd., Dongguan, China
| | - Jingwen Hu
- School of Pharmaceutical Sciences (Shenzhen), Shenzhen Campus of Sun Yat-sen University, Shenzhen, 518107, China
| | - Dengning Xia
- School of Pharmaceutical Sciences (Shenzhen), Shenzhen Campus of Sun Yat-sen University, Shenzhen, 518107, China.
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19
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Malani H, Shrivastava A, Nupur N, Rathore AS. LC-MS Characterization and Stability Assessment Elucidate Correlation Between Charge Variant Composition and Degradation of Monoclonal Antibody Therapeutics. AAPS J 2024; 26:42. [PMID: 38570351 DOI: 10.1208/s12248-024-00915-9] [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: 01/15/2024] [Accepted: 03/19/2024] [Indexed: 04/05/2024] Open
Abstract
Aggregation stability of monoclonal antibody (mAb) therapeutics is influenced by many critical quality attributes (CQA) such as charge and hydrophobic variants in addition to environmental factors. In this study, correlation between charge heterogeneity and stability of mAbs for bevacizumab and trastuzumab has been investigated under a variety of stresses including thermal stress at 40 °C, thermal stress at 55 °C, shaking (mechanical), and low pH. Size- and charge-based heterogeneities were monitored using analytical size exclusion chromatography (SEC) and cation exchange chromatography (CEX), respectively, while dynamic light scattering was used to assess changes in hydrodynamic size. CEX analysis revealed an increase in cumulative acidic content for all variants of both mAbs post-stress treatment attributed to increased deamidation. Higher charge heterogeneity was observed in variants eluting close to the main peak than the ones eluting further away (25-fold and 42-fold increase in acidic content for main and B1 of bevacizumab and 19-fold for main of trastuzumab, respectively, under thermal stress; 50-fold increase in acidic for main and B1 of bevacizumab and 10% rise in basic content of main of trastuzumab under pH stress). Conversely, variants eluting far away from main exhibit greater aggregation as compared to close-eluting ones. Aggregation kinetics of variants followed different order for the different stresses for both mAbs (2nd order for thermal and pH stresses and 0th order for shaking stress). Half-life of terminal charge variants of both mAbs was 2- to 8-fold less than main indicating increased degradation propensity.
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Affiliation(s)
- Himanshu Malani
- Department of Chemical Engineering, Indian Institute of Technology Delhi, Hauz Khas, New Delhi, 110016, India
| | - Anuj Shrivastava
- Department of Chemical Engineering, Indian Institute of Technology Delhi, Hauz Khas, New Delhi, 110016, India
| | - Neh Nupur
- Department of Chemical Engineering, Indian Institute of Technology Delhi, Hauz Khas, New Delhi, 110016, India
| | - Anurag S Rathore
- Department of Chemical Engineering, Indian Institute of Technology Delhi, Hauz Khas, New Delhi, 110016, India.
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20
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Kwak H, Kim MS, Kim S, Kim J, Aoki Y, Chung SJ, Nam HJ, Lee W. Kinetic modeling of the plasma pharmacokinetic profiles of ADAMTS13 fragment and its Fc-fusion counterpart in mice. Front Pharmacol 2024; 15:1352842. [PMID: 38590637 PMCID: PMC10999626 DOI: 10.3389/fphar.2024.1352842] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/09/2023] [Accepted: 03/13/2024] [Indexed: 04/10/2024] Open
Abstract
Introduction: Fusion of the fragment crystallizable (Fc) to protein therapeutics is commonly used to extend the circulation time by enhancing neonatal Fc-receptor (FcRn)-mediated endosomal recycling and slowing renal clearance. This study applied kinetic modeling to gain insights into the cellular processing contributing to the observed pharmacokinetic (PK) differences between the novel recombinant ADAMTS13 fragment (MDTCS) and its Fc-fusion protein (MDTCS-Fc). Methods: For MDTCS and MDTCS-Fc, their plasma PK profiles were obtained at two dose levels following intravenous administration of the respective proteins to mice. The plasma PK profiles of MDTCS were fitted to a kinetic model with three unknown protein-dependent parameters representing the fraction recycled (FR) and the rate constants for endocytosis (kup, for the uptake into the endosomes) and for the transfer from the plasma to the interstitial fluid (kpi). For MDTCS-Fc, the model was modified to include an additional parameter for binding to FcRn. Parameter optimization was done using the Cluster Gauss-Newton Method (CGNM), an algorithm that identifies multiple sets of approximate solutions ("accepted" parameter sets) to nonlinear least-squares problems. Results: As expected, the kinetic modeling results yielded the FR of MDTCS-Fc to be 2.8-fold greater than that of MDTCS (0.8497 and 0.3061, respectively). In addition, MDTCS-Fc was predicted to undergo endocytosis (the uptake into the endosomes) at a slower rate than MDTCS. Sensitivity analyses identified the association rate constant (kon) between MDTCS-Fc and FcRn as a potentially important factor influencing the plasma half-life in vivo. Discussion: Our analyses suggested that Fc fusion to MDTCS leads to changes in not only the FR but also the uptake into the endosomes, impacting the systemic plasma PK profiles. These findings may be used to develop recombinant protein therapeutics with extended circulation time.
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Affiliation(s)
- Heechun Kwak
- College of Pharmacy and Research Institute of Pharmaceutical Sciences, Seoul National University, Seoul, Republic of Korea
- Discovery Unit, Research and Early Development Department, GC Biopharma Corp, Yongin-si, Republic of Korea
| | - Min-Soo Kim
- College of Pharmacy and Research Institute of Pharmaceutical Sciences, Seoul National University, Seoul, Republic of Korea
| | - Suyong Kim
- Discovery Unit, Research and Early Development Department, GC Biopharma Corp, Yongin-si, Republic of Korea
| | - Jiyoung Kim
- College of Pharmacy and Research Institute of Pharmaceutical Sciences, Seoul National University, Seoul, Republic of Korea
| | - Yasunori Aoki
- Laboratory of Quantitative System Pharmacokinetics/Pharmacodynamics, Josai International University, Tokyo, Japan
- Drug Metabolism and Pharmacokinetics, Research and Early Development, Cardiovascular, Renal and Metabolism (CVRM), BioPharmaceuticals R&D, AstraZeneca, Gothenburg, Sweden
| | - Suk-Jae Chung
- College of Pharmacy and Research Institute of Pharmaceutical Sciences, Seoul National University, Seoul, Republic of Korea
| | - Hyun-Ja Nam
- Discovery Unit, Research and Early Development Department, GC Biopharma Corp, Yongin-si, Republic of Korea
| | - Wooin Lee
- College of Pharmacy and Research Institute of Pharmaceutical Sciences, Seoul National University, Seoul, Republic of Korea
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21
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Salvanou EA, Kolokithas-Ntoukas A, Prokopiou D, Theodosiou M, Efthimiadou E, Koźmiński P, Xanthopoulos S, Avgoustakis K, Bouziotis P. 177Lu-Labeled Iron Oxide Nanoparticles Functionalized with Doxorubicin and Bevacizumab as Nanobrachytherapy Agents against Breast Cancer. Molecules 2024; 29:1030. [PMID: 38474542 DOI: 10.3390/molecules29051030] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/09/2024] [Revised: 02/20/2024] [Accepted: 02/23/2024] [Indexed: 03/14/2024] Open
Abstract
The use of conventional methods for the treatment of cancer, such as chemotherapy or radiotherapy, and approaches such as brachytherapy in conjunction with the unique properties of nanoparticles could enable the development of novel theranostic agents. The aim of our current study was to evaluate the potential of iron oxide nanoparticles, coated with alginic acid and polyethylene glycol, functionalized with the chemotherapeutic agent doxorubicin and the monoclonal antibody bevacizumab, to serve as a nanoradiopharmaceutical agent against breast cancer. Direct radiolabeling with the therapeutic isotope Lutetium-177 (177Lu) resulted in an additional therapeutic effect. Functionalization was accomplished at high percentages and radiolabeling was robust. The high cytotoxic effect of our radiolabeled and non-radiolabeled nanostructures was proven in vitro against five different breast cancer cell lines. The ex vivo biodistribution in tumor-bearing mice was investigated with three different ways of administration. The intratumoral administration of our functionalized radionanoconjugates showed high tumor accumulation and retention at the tumor site. Finally, our therapeutic efficacy study performed over a 50-day period against an aggressive triple-negative breast cancer cell line (4T1) demonstrated enhanced tumor growth retention, thus identifying the developed nanoparticles as a promising nanobrachytherapy agent against breast cancer.
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Affiliation(s)
- Evangelia-Alexandra Salvanou
- Institute of Nuclear & Radiological Sciences & Technology, Energy & Safety, National Center for Scientific Research "Demokritos", 15341 Athens, Greece
| | | | - Danai Prokopiou
- Laboratory of Inorganic Chemistry, Department of Chemistry, National and Kapodistrian University of Athens, Panepistimiopolis-Zografou, 15771 Athens, Greece
| | - Maria Theodosiou
- Laboratory of Inorganic Chemistry, Department of Chemistry, National and Kapodistrian University of Athens, Panepistimiopolis-Zografou, 15771 Athens, Greece
| | - Eleni Efthimiadou
- Laboratory of Inorganic Chemistry, Department of Chemistry, National and Kapodistrian University of Athens, Panepistimiopolis-Zografou, 15771 Athens, Greece
| | - Przemysław Koźmiński
- Centre of Radiochemistry and Nuclear Chemistry, Institute of Nuclear Chemistry and Technology, Dorodna 16 Str., 03-195 Warsaw, Poland
| | - Stavros Xanthopoulos
- Institute of Nuclear & Radiological Sciences & Technology, Energy & Safety, National Center for Scientific Research "Demokritos", 15341 Athens, Greece
| | | | - Penelope Bouziotis
- Institute of Nuclear & Radiological Sciences & Technology, Energy & Safety, National Center for Scientific Research "Demokritos", 15341 Athens, Greece
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22
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Krutzek F, Donat CK, Stadlbauer S. Chelator impact: investigating the pharmacokinetic behavior of copper-64 labeled PD-L1 radioligands. EJNMMI Radiopharm Chem 2024; 9:14. [PMID: 38372838 PMCID: PMC10876507 DOI: 10.1186/s41181-024-00243-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/24/2023] [Accepted: 02/05/2024] [Indexed: 02/20/2024] Open
Abstract
BACKGROUND Programmed cell death ligand 1 (PD-L1) plays a critical role in the tumor microenvironment and overexpression in several solid cancers has been reported. This was associated with a downregulation of the local immune response, specifically of T-cells. Immune checkpoint inhibitors showed a potential to break this localized immune paralysis, but only 30% of patients are considered responders. New diagnostic approaches are therefore needed to determine patient eligibility. Small molecule radiotracers targeting PD-L1, may serve as such diagnostic tools, addressing the heterogeneous PD-L1 expression between and within tumor lesions, thus aiding in therapy decisions. RESULTS Four biphenyl-based small-molecule PD-L1 ligands were synthesized using a convergent synthetic route with a linear sequence of up to eleven steps. As a chelator NODA-GA, CB-TE2A or DiAmSar was used to allow radiolabeling with copper-64 ([64Cu]Cu-14-[64Cu]Cu-16). In addition, a dimeric structure based on DiAmSar was synthesized ([64Cu]Cu-17). All four radioligands exhibited high proteolytic stability (> 95%) up to 48 h post-radiolabeling. Saturation binding yielded moderate affinities toward PD-L1, ranging from 100 to 265 nM. Real-time radioligand binding provided more promising KD values around 20 nM for [64Cu]Cu-14 and [64Cu]Cu-15. In vivo PET imaging in mice bearing both PC3 PD-L1 overexpressing and PD-L1-mock tumors was performed at 0-2, 4-5 and 24-25 h post injection (p.i.). This revealed considerably different pharmacokinetic profiles, depending on the substituted chelator. [64Cu]Cu-14, substituted with NODA-GA, showed renal clearance with low liver uptake, whereas substitution with the cross-bridged cyclam chelator CB-TE2A resulted in a primarily hepatobiliary clearance. Notably, the monomeric DiAmSar radioligand [64Cu]Cu-16 demonstrated a higher liver uptake than [64Cu]Cu-15, but was still renally cleared as evidenced by the lack of uptake in gall bladder and intestines. The dimeric structure [64Cu]Cu-17 showed extensive accumulation and trapping in the liver but was also cleared via the renal pathway. Of all tracer candidates and across all timepoints, [64Cu]Cu-17 showed the highest accumulation at 24 h p.i. in the PD-L1-overexpressing tumor of all timepoints and all radiotracers, indicating drastically increased circulation time upon dimerization of two PD-L1 binding motifs. CONCLUSIONS This study shows that chelator choice significantly influences the pharmacokinetic profile of biphenyl-based small molecule PD-L1 radioligands. The NODA-GA-conjugated radioligand [64Cu]Cu-14 exhibited favorable renal clearance; however, the limited uptake in tumors suggests the need for structural modifications to the binding motif for future PD-L1 radiotracers.
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Affiliation(s)
- Fabian Krutzek
- Institute of Radiopharmaceutical Cancer Research, Helmholtz-Zentrum Dresden-Rossendorf, Bautzner Landstrasse 400, 01328, Dresden, Germany
| | - Cornelius K Donat
- Institute of Radiopharmaceutical Cancer Research, Helmholtz-Zentrum Dresden-Rossendorf, Bautzner Landstrasse 400, 01328, Dresden, Germany
| | - Sven Stadlbauer
- Institute of Radiopharmaceutical Cancer Research, Helmholtz-Zentrum Dresden-Rossendorf, Bautzner Landstrasse 400, 01328, Dresden, Germany.
- School of Science, Faculty of Chemistry and Food Chemistry, Technical University Dresden, 01069, Dresden, Germany.
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23
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De Souza Cordeiro LM, Atkinson KC, Aivazian A, Joyce PF, Jia F, Mascioni A. Electrostatic properties of human germlines and biodistribution of small biologics. MAbs 2024; 16:2311991. [PMID: 38334129 PMCID: PMC10860348 DOI: 10.1080/19420862.2024.2311991] [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: 10/25/2023] [Accepted: 01/25/2024] [Indexed: 02/10/2024] Open
Abstract
Off-target biodistribution of biologics bears important toxicological consequences. Antibody fragments intended for use as vectors of cytotoxic payloads (e.g. antibody-drug conjugates, radiotherapy) can accumulate at clearance organs like kidneys and liver, where they can cause dose-limiting toxicities. Renal and hepatic uptakes are known to be affected by protein electrostatics, which promote protein internalization through pinocytosis. Using minibodies as a model of an antibody fragment lacking FcRn recycling, we compared the biodistributions of leads with different degrees of accumulation at the kidney and liver. We identified a positive electrostatic patch highly conserved in a germline family very commonly used in the humanization of approved biologics. Neutralization of this patch led to a drastic reduction in the kidney uptake, leading to a biodistribution more favorable to the delivery of highly cytotoxic payloads. Next, we conducted a high throughput study of the electrostatic properties for all combinations of VH and VL germlines. This analysis shows how different VH/VL combinations exhibit varying tendencies to create electrostatic patches, resulting in Fv variants with different isoelectric points. Our work emphasizes the importance of carefully selecting germlines for humanization with optimal electrostatic properties in order to control the unspecific tissue uptake of low molecular weight biologics.
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Affiliation(s)
| | | | - Argin Aivazian
- Preclinical discovery, ImaginAb, Inc, Inglewood, CA, USA
| | | | - Fang Jia
- Preclinical discovery, ImaginAb, Inc, Inglewood, CA, USA
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24
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Bei R, Thomas J, Kapur S, Woldeyes M, Rauk A, Robarge J, Feng J, Abbou Oucherif K. Predicting the clinical subcutaneous absorption rate constant of monoclonal antibodies using only the primary sequence: a machine learning approach. MAbs 2024; 16:2352887. [PMID: 38745390 PMCID: PMC11110684 DOI: 10.1080/19420862.2024.2352887] [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: 03/03/2024] [Accepted: 05/03/2024] [Indexed: 05/16/2024] Open
Abstract
Subcutaneous injections are an increasingly prevalent route of administration for delivering biological therapies including monoclonal antibodies (mAbs). Compared with intravenous delivery, subcutaneous injections reduce administration costs, shorten the administration time, and are strongly preferred from a patient experience point of view. An understanding of the absorption process of a mAb from the injection site to the systemic circulation is critical to the process of subcutaneous mAb formulation development. In this study, we built a model to predict the absorption rate constant (ka), which denotes how fast a mAb is absorbed from the site of administration. Once trained, our model (enabled by the XGBoost algorithm in machine learning) can predict the ka of a mAb following a subcutaneous injection using in silico molecular properties alone (generated from the primary sequence). Our model does not need clinically observed plasma concentration-time data; this is a novel capability not previously achieved in predictive pharmacokinetic models. The model also showed improved performance when benchmarked against a recently reported mechanistic model that relied on clinical data to predict subcutaneous absorption of mAbs. We further interpreted the model to understand which molecular properties affect the absorption rate and showed that our findings are consistent with previous studies evaluating subcutaneous absorption through direct experimentation. Taken altogether, this study reports the development, validation, benchmarking, and interpretation of a model that can predict the clinical ka of a mAb using its primary sequence as the only input.
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Affiliation(s)
- Ronghua Bei
- Lilly Research Laboratories, Lilly Corporate Center, Eli Lilly and Company, Indianapolis, IN, USA
| | - Justin Thomas
- Lilly Research Laboratories, Lilly Corporate Center, Eli Lilly and Company, Indianapolis, IN, USA
| | - Shiven Kapur
- Lilly Research Laboratories, Lilly Corporate Center, Eli Lilly and Company, Indianapolis, IN, USA
| | - Mahlet Woldeyes
- Lilly Research Laboratories, Lilly Corporate Center, Eli Lilly and Company, Indianapolis, IN, USA
| | - Adam Rauk
- Lilly Research Laboratories, Lilly Corporate Center, Eli Lilly and Company, Indianapolis, IN, USA
| | - Jason Robarge
- Lilly Research Laboratories, Lilly Corporate Center, Eli Lilly and Company, Indianapolis, IN, USA
| | - Jiangyan Feng
- Lilly Research Laboratories, Lilly Corporate Center, Eli Lilly and Company, Indianapolis, IN, USA
| | - Kaoutar Abbou Oucherif
- Lilly Research Laboratories, Lilly Corporate Center, Eli Lilly and Company, Indianapolis, IN, USA
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25
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Amash A, Volkers G, Farber P, Griffin D, Davison KS, Goodman A, Tonikian R, Yamniuk A, Barnhart B, Jacobs T. Developability considerations for bispecific and multispecific antibodies. MAbs 2024; 16:2394229. [PMID: 39189686 DOI: 10.1080/19420862.2024.2394229] [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: 06/13/2024] [Revised: 08/08/2024] [Accepted: 08/15/2024] [Indexed: 08/28/2024] Open
Abstract
Bispecific antibodies (bsAb) and multispecific antibodies (msAb) encompass a diverse variety of formats that can concurrently bind multiple epitopes, unlocking mechanisms to address previously difficult-to-treat or incurable diseases. Early assessment of candidate developability enables demotion of antibodies with low potential and promotion of the most promising candidates for further development. Protein-based therapies have a stringent set of developability requirements in order to be competitive (e.g. high-concentration formulation, and long half-life) and their assessment requires a robust toolkit of methods, few of which are validated for interrogating bsAbs/msAbs. Important considerations when assessing the developability of bsAbs/msAbs include their molecular format, likelihood for immunogenicity, specificity, stability, and potential for high-volume production. Here, we summarize the critical aspects of developability assessment, and provide guidance on how to develop a comprehensive plan tailored to a given bsAb/msAb.
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Affiliation(s)
- Alaa Amash
- AbCellera Biologics Inc, Vancouver, BC, Canada
| | | | | | | | | | | | | | | | | | - Tim Jacobs
- AbCellera Biologics Inc, Vancouver, BC, Canada
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26
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Anupa A, Bansode V, Kateja N, Rathore AS. A novel method for continuous chromatographic separation of monoclonal antibody charge variants by combining displacement mode chromatography and step elution. Biotechnol Prog 2024; 40:e3395. [PMID: 37828820 DOI: 10.1002/btpr.3395] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/13/2023] [Revised: 08/28/2023] [Accepted: 09/22/2023] [Indexed: 10/14/2023]
Abstract
Charge heterogeneity of monoclonal antibodies is considered a critical quality attribute and hence needs to be monitored and controlled by the manufacturer. Typically, this is accomplished via separation of charge variants on cation exchange chromatography (CEX) using a pH or conductivity based linear gradient elution. Although an effective approach, this is challenging particularly during continuous processing as creation of linear gradient during continuous processing adds to process complexity and can lead to deviations in product quality upon slightest changes in gradient formation. Moreover, the long length of elution gradient along with the required peak fractionation makes process integration difficult. In this study, we propose a novel approach for separation of charge variants during continuous CEX chromatography by utilizing a combination of displacement mode chromatography and salt-based step elution. It has been demonstrated that while the displacement mode of chromatography enables control of acidic variants ≤26% in the CEX eluate, salt-based step gradient elution manages basic charge variant ≤25% in the CEX eluate. The proposed approach has been successfully demonstrated using feed materials with varying compositions. On comparing the designed strategy with 2-column concurrent (CC) chromatography, the resin specific productivity increased by 95% and resin utilization increased by 183% with recovery of main species >99%. Further, in order to showcase the amenability of the designed CEX method in continuous operation, the method was examined in our in-house continuous mAb platform.
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Affiliation(s)
- Anupa Anupa
- School of Interdisciplinary Research, Indian Institute of Technology Delhi, New Delhi, India
| | - Vikrant Bansode
- Department of Chemical Engineering, Indian Institute of Technology Delhi, New Delhi, India
| | - Nikhil Kateja
- Department of Chemical Engineering, Indian Institute of Technology Delhi, New Delhi, India
| | - Anurag S Rathore
- Department of Chemical Engineering, Indian Institute of Technology Delhi, New Delhi, India
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27
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Jain T, Prinz B, Marker A, Michel A, Reichel K, Czepczor V, Klieber S, Sun W, Kathuria S, Oezguer Bruederle S, Lange C, Wahl L, Starr C, Masiero A, Avery L. Assessment and incorporation of in vitro correlates to pharmacokinetic outcomes in antibody developability workflows. MAbs 2024; 16:2384104. [PMID: 39083118 PMCID: PMC11296533 DOI: 10.1080/19420862.2024.2384104] [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: 04/24/2024] [Revised: 06/27/2024] [Accepted: 07/19/2024] [Indexed: 08/04/2024] Open
Abstract
In vitro assessments for the prediction of pharmacokinetic (PK) behavior of biotherapeutics can help identify corresponding liabilities significantly earlier in the discovery timeline. This can minimize the need for extensive early in vivo PK characterization, thereby reducing animal usage and optimizing resources. In this study, we recommend bolstering classical developability workflows with in vitro measures correlated with PK. In agreement with current literature, in vitro measures assessing nonspecific interactions, self-interaction, and FcRn interaction are demonstrated to have the highest correlations to clearance in hFcRn Tg32 mice. Crucially, the dataset used in this study has broad sequence diversity and a range of physicochemical properties, adding robustness to our recommendations. Finally, we demonstrate a computational approach that combines multiple in vitro measurements with a multivariate regression model to improve the correlation to PK compared to any individual assessment. Our work demonstrates that a judicious choice of high throughput in vitro measurements and computational predictions enables the prioritization of candidate molecules with desired PK properties.
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Affiliation(s)
- Tushar Jain
- Department of Computational Biology, Adimab LLC, Mountain View, CA, USA
| | - Bianka Prinz
- Department of Antibody Discovery, Adimab LLC, Lebanon, NH, USA
| | - Alexander Marker
- Department of Drug Metabolism and Pharmacokinetics, Sanofi, Frankfurt, Germany
| | - Alexander Michel
- Department of Drug Metabolism and Pharmacokinetics, Sanofi, Cambridge, MA, USA
| | - Katrin Reichel
- Department of Large Molecule Research, Sanofi, Frankfurt, Germany
| | - Valerie Czepczor
- Department of Drug Metabolism and Pharmacokinetics, Sanofi, Paris, France
| | - Sylvie Klieber
- Department of Drug Metabolism and Pharmacokinetics, Sanofi, Paris, France
| | - Wei Sun
- Department of Drug Metabolism and Pharmacokinetics, Sanofi, Cambridge, MA, USA
| | - Sagar Kathuria
- Department of Large Molecule Research, Sanofi, Cambridge, MA, USA
| | | | - Christian Lange
- Department of Large Molecule Research, Sanofi, Frankfurt, Germany
| | - Lena Wahl
- Department of Large Molecule Research, Sanofi, Frankfurt, Germany
| | | | | | - Lindsay Avery
- Department of Drug Metabolism and Pharmacokinetics, Sanofi, Cambridge, MA, USA
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28
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Phuah JY, Maas BM, Tang A, Zhang Y, Caro L, Railkar RA, Swanson MD, Cao Y, Li H, Roadcap B, Catchpole AP, Aliprantis AO, Vora KA. Quantification of clesrovimab, an investigational, half-life extended, anti-respiratory syncytial virus protein F human monoclonal antibody in the nasal epithelial lining fluid of healthy adults. Biomed Pharmacother 2023; 169:115851. [PMID: 37976891 DOI: 10.1016/j.biopha.2023.115851] [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: 08/25/2023] [Revised: 10/25/2023] [Accepted: 11/05/2023] [Indexed: 11/19/2023] Open
Abstract
BACKGROUND Clesrovimab (MK-1654) is an investigational, half-life extended human monoclonal antibody (mAb) against RSV F glycoprotein in clinical trials as a prophylactic agent against RSV infection for infants. METHODS This adult study measured clesrovimab concentrations in the serum and nasal epithelial lining fluid (ELF) to establish the partitioning of the antibody after dosing. Clesrovimab concentrations in the nasal ELF were normalized for sampling dilution using urea concentrations from ELF and serum. Furthermore, in vitro RSV neutralization of human nasal ELF following dosing was also measured to examine the activity of clesrovimab in the nasal compartment. FINDINGS mAbs with YTE mutations are reported in literature to partition ∼1-2 % of serum antibodies into nasal mucosa. Nasal: serum ratios of 1:69-1:30 were observed for clesrovimab in two separate adult human trials after urea normalization, translating to 1.4-3.3 % of serum concentrations. The nasal PK and estimates of peripheral volume of distribution correlated with higher extravascular distribution of clesrovimab. These higher concentration of the antibody in the nasal ELF corroborated with the nasal sample's ability to neutralize RSV ex vivo. An overall trend of decreased viral plaque AUC was also noted with increasing availability of clesrovimab in the nasal ELF from a human RSV challenge study. INTERPRETATION Along with its extended half-life, the higher penetration of clesrovimab into the nasal epithelial lining fluid and the associated local increase in RSV neutralization activity could offer infants better protection against RSV infection.
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Affiliation(s)
| | | | | | | | | | | | | | - Yu Cao
- Merck & Co., Inc., Rahway, NJ, USA
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29
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Naoi S, Yamane M, Nemoto T, Kato M, Saito R, Tachibana T. Physiologically based pharmacokinetic (PBPK) model that describes enhanced FcRn-dependent distribution of monoclonal antibodies (mAbs) by pI-engineering in mice. Drug Metab Pharmacokinet 2023; 53:100506. [PMID: 38029470 DOI: 10.1016/j.dmpk.2023.100506] [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: 08/24/2022] [Revised: 01/22/2023] [Accepted: 03/15/2023] [Indexed: 12/01/2023]
Abstract
We previously reported that monoclonal antibodies (mAbs) with a high isoelectric point (pI) value tended to exhibit fast plasma clearance (CL) and large steady-state volume of distribution (Vdss) in mice. However, the positive correlation between pI, CL, and Vdss cannot be described by the reported physiologically based pharmacokinetic (PBPK) models, in which FcRn-mediated transcytosis of mAbs is set to be minimal compared to convection-mediated transport. To address this issue, physiological parameters (lymph flow rate, reflection coefficient, endothelial uptake clearance, and FcRn concentration) were optimized based on the pharmacokinetic profiles of mAbs with various pI values in wild type and FcRn-deficient (beta-2-microglobulin knockout [KO]) mice. Simulations using the PBPK model developed in this study showed a positive correlation between pI, CL and Vdss observed in wild-type mice. Therefore, this model successfully characterized our hypothetical mechanism that an electrostatic positive interaction between mAbs and the endothelial membrane enhances FcRn-mediated transcytosis of mAbs, resulting in large Vdss. We sought to determine the right contribution of the two pathways of antibody distribution to the interstitial space and established a new model that could effectively capture the effect of pI on FcRn-mediated distribution of mAbs in the body.
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Affiliation(s)
- Sotaro Naoi
- Chugai Pharmaceutical Co., Ltd., 1-135, Komakado, Gotemba, Shizuoka, 412-8513, Japan.
| | - Mizuki Yamane
- Chugai Pharmaceutical Co., Ltd., 200, Kajiwara, Kamakura, Kanagawa, 247-8530, Japan
| | - Takayuki Nemoto
- Chugai Pharmaceutical Co., Ltd., 200, Kajiwara, Kamakura, Kanagawa, 247-8530, Japan
| | - Motohiro Kato
- Research Institute of Pharmaceutical Sciences, Musashino University, 1-1-20, Shinmachi, Nishitokyo, Tokyo, 202-8585, Japan
| | - Ryoichi Saito
- Chugai Pharmaceutical Co., Ltd., 200, Kajiwara, Kamakura, Kanagawa, 247-8530, Japan
| | - Tatsuhiko Tachibana
- Chugai Pharmaceutical Co., Ltd., 1-135, Komakado, Gotemba, Shizuoka, 412-8513, Japan
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30
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Fukuda M, Graewert MA, Jeffries CM, Svergun DI, Yamazaki T, Koga A, Yamanaka Y. Small conformational changes in IgG1 detected as acidic charge variants by cation exchange chromatography. Anal Biochem 2023; 680:115302. [PMID: 37652129 DOI: 10.1016/j.ab.2023.115302] [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: 06/07/2023] [Revised: 08/17/2023] [Accepted: 08/28/2023] [Indexed: 09/02/2023]
Abstract
Fully characterizing the post-translational modifications present in charge variants of therapeutic monoclonal antibodies (mAbs), particularly acidic variants, is challenging and remains an open area of investigation. In this study, to test the possibility that chromatographically separated acidic fractions of therapeutic mAbs contain conformational variants, we undertook a mAb refolding approach using as a case study an IgG1 that contains many unidentified acidic peaks with few post-translational modifications, and examined whether different acidic peak fractions could be generated corresponding to these variants. The IgG1 drug substance was denatured by guanidine hydrochloride, without a reducing agent present, and gradually refolded by stepwise dialysis against arginine hydrochloride used as an aggregation suppressor. Each acidic chromatographic peak originally contained in the IgG1 drug substance was markedly increased by this stepwise refolding process, indicating that these acidic variants are conformational variants. However, no conformational changes were detected by small-angle X-ray scattering experiments for the whole IgG1, indicating that the conformational changes are minor. Chromatographic, thermal and fluorescence analyses suggested that the conformational changes are a localized denaturation effect centred around the aromatic amino acid regions. This study provides new insights into the characterization of acidic variants that are currently not fully understood.
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Affiliation(s)
- Masakazu Fukuda
- Formulation Development Department, Chugai Pharmaceutical Co., Ltd., 5-5-1 Ukima, Kita-ku, Tokyo, 115-8543, Japan; Laboratory of Functional Molecular Chemistry, Kobe Pharmaceutical University, 4-19-1, Motoyamakita-machi, Higashinada-ku, Kobe, 658-8558, Japan.
| | - Melissa A Graewert
- European Molecular Biology Laboratory (EMBL) Hamburg Unit, c/o Deutsches Elektronen Synchrotron (DESY), 22607, Hamburg, Germany
| | - Cy M Jeffries
- European Molecular Biology Laboratory (EMBL) Hamburg Unit, c/o Deutsches Elektronen Synchrotron (DESY), 22607, Hamburg, Germany
| | - Dmitri I Svergun
- European Molecular Biology Laboratory (EMBL) Hamburg Unit, c/o Deutsches Elektronen Synchrotron (DESY), 22607, Hamburg, Germany
| | - Tadao Yamazaki
- Formulation Development Department, Chugai Pharmaceutical Co., Ltd., 5-5-1 Ukima, Kita-ku, Tokyo, 115-8543, Japan
| | - Akiko Koga
- Formulation Development Department, Chugai Pharmaceutical Co., Ltd., 5-5-1 Ukima, Kita-ku, Tokyo, 115-8543, Japan
| | - Yuji Yamanaka
- Formulation Development Department, Chugai Pharmaceutical Co., Ltd., 5-5-1 Ukima, Kita-ku, Tokyo, 115-8543, Japan
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31
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Bauer-Smith H, Sudol ASL, Beers SA, Crispin M. Serum immunoglobulin and the threshold of Fc receptor-mediated immune activation. Biochim Biophys Acta Gen Subj 2023; 1867:130448. [PMID: 37652365 PMCID: PMC11032748 DOI: 10.1016/j.bbagen.2023.130448] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2023] [Revised: 08/23/2023] [Accepted: 08/23/2023] [Indexed: 09/02/2023]
Abstract
Antibodies can mediate immune recruitment or clearance of immune complexes through the interaction of their Fc domain with cellular Fc receptors. Clustering of antibodies is a key step in generating sufficient avidity for efficacious receptor recognition. However, Fc receptors may be saturated with prevailing, endogenous serum immunoglobulin and this raises the threshold by which cellular receptors can be productively engaged. Here, we review the factors controlling serum IgG levels in both healthy and disease states, and discuss how the presence of endogenous IgG is encoded into the functional activation thresholds for low- and high-affinity Fc receptors. We discuss the circumstances where antibody engineering can help overcome these physiological limitations of therapeutic antibodies. Finally, we discuss how the pharmacological control of Fc receptor saturation by endogenous IgG is emerging as a feasible mechanism for the enhancement of antibody therapeutics.
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Affiliation(s)
- Hannah Bauer-Smith
- School of Biological Sciences, University of Southampton, Southampton SO17 1BJ, UK; Centre for Cancer Immunology, School of Cancer Sciences, University of Southampton Faculty of Medicine, Southampton SO16 6YD, UK
| | - Abigail S L Sudol
- School of Biological Sciences, University of Southampton, Southampton SO17 1BJ, UK
| | - Stephen A Beers
- Centre for Cancer Immunology, School of Cancer Sciences, University of Southampton Faculty of Medicine, Southampton SO16 6YD, UK.
| | - Max Crispin
- School of Biological Sciences, University of Southampton, Southampton SO17 1BJ, UK.
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32
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Lee M, Min K. AmorProt: Amino Acid Molecular Fingerprints Repurposing-Based Protein Fingerprint. Biochemistry 2023; 62:2700-2709. [PMID: 37622182 DOI: 10.1021/acs.biochem.3c00253] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 08/26/2023]
Abstract
As protein therapeutics play an important role in almost all medical fields, numerous studies have been conducted on proteins using artificial intelligence. Artificial intelligence has enabled data-driven predictions without the need for expensive experiments. Nevertheless, unlike the various molecular fingerprint algorithms that have been developed, protein fingerprint algorithms have rarely been studied. In this study, we proposed the amino acid molecular fingerprints repurposing-based protein (AmorProt) fingerprint, a protein sequence representation method that effectively uses the molecular fingerprints corresponding to 20 amino acids. Subsequently, the performances of the tree-based machine learning and artificial neural network models were compared using (1) amyloid classification and (2) isoelectric point regression. Finally, the applicability and advantages of the developed platform were demonstrated through a case study and the following experiments: (3) comparison of dataset dependence with feature-based methods, (4) feature importance analysis, and (5) protein space analysis. Consequently, the significantly improved model performance and data-set-independent versatility of the AmorProt fingerprint were verified. The results revealed that the current protein representation method can be applied to various fields related to proteins, such as predicting their fundamental properties or interaction with ligands.
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Affiliation(s)
- Myeonghun Lee
- School of Systems Biomedical Science, Soongsil University, 369 Sangdo-ro, Dongjak-gu, Seoul 06978, Republic of Korea
| | - Kyoungmin Min
- School of Mechanical Engineering, Soongsil University, 369 Sangdo-ro, Dongjak-gu, Seoul 06978, Republic of Korea
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33
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Żeliszewska P, Wasilewska M, Szych J, Adamczyk Z. Mechanism of Anti-Salmonella Rabbit Immunoglobulin Adsorption on Polymer Particles. Biomolecules 2023; 13:1390. [PMID: 37759790 PMCID: PMC10526532 DOI: 10.3390/biom13091390] [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: 08/11/2023] [Revised: 09/07/2023] [Accepted: 09/11/2023] [Indexed: 09/29/2023] Open
Abstract
The adsorption of anti-Salmonella rabbit immunoglobulin (IgaR) on negatively charged polymer particles leading to the formation of immunolatex was studied using various techniques comprising atomic force microscopy (AFM) and laser Doppler velocimetry (LDV). Initially, the basic physicochemical properties of IgaR molecules and the particles, inter alia their electrophoretic mobilities, the zeta potentials and hydrodynamic diameters, were determined under different ionic strengths and pHs. Applying AFM, single immunoglobulin molecules adsorbed on mica were also imaged, which allowed to determine their size. The adsorption of the IgaR molecules on the particles leading to changes in their electrophoretic mobility was monitored in situ using the LDV method. The obtained results were interpreted applying a general electrokinetic model which yielded quantitative information about the molecule coverage on the particles. The obtained immunolatex was thoroughly characterized with respect to its acid-base properties and its stability upon storage. Notably, the developed procedure demonstrated better efficiency compared to commercially applied methods, characterized by a higher immunoglobulin consumption.
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Affiliation(s)
- Paulina Żeliszewska
- Jerzy Haber Institute of Catalysis and Surface Chemistry Polish Academy of Science, Niezapominajek 8, 30-239 Krakow, Poland;
| | - Monika Wasilewska
- Jerzy Haber Institute of Catalysis and Surface Chemistry Polish Academy of Science, Niezapominajek 8, 30-239 Krakow, Poland;
| | - Jolanta Szych
- Biomex Co., Ltd., ul. Friedleina 4-6 lok. 117, 30-009 Krakow, Poland;
| | - Zbigniew Adamczyk
- Jerzy Haber Institute of Catalysis and Surface Chemistry Polish Academy of Science, Niezapominajek 8, 30-239 Krakow, Poland;
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34
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Sarcina L, Scandurra C, Di Franco C, Caputo M, Catacchio M, Bollella P, Scamarcio G, Macchia E, Torsi L. A stable physisorbed layer of packed capture antibodies for high-performance sensing applications. JOURNAL OF MATERIALS CHEMISTRY. C 2023; 11:9093-9106. [PMID: 37457868 PMCID: PMC10341389 DOI: 10.1039/d3tc01123b] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 03/30/2023] [Accepted: 05/10/2023] [Indexed: 07/18/2023]
Abstract
Antibody physisorption at a solid interface is a very interesting phenomenon that has important effects on applications such as the development of novel biomaterials and the rational design and fabrication of high-performance biosensors. The strategy selected to immobilize biorecognition elements can determine the performance level of a device and one of the simplest approaches is physical adsorption, which is cost-effective, fast, and compatible with printing techniques as well as with green-chemistry processes. Despite its huge advantages, physisorption is very seldom adopted, as there is an ingrained belief that it does not lead to high performance because of its lack of uniformity and long-term stability, which, however, have never been systematically investigated, particularly for bilayers of capture antibodies. Herein, the homogeneity and stability of an antibody layer against SARS-CoV-2-Spike1 (S1) protein physisorbed onto a gold surface have been investigated by means of multi-parametric surface plasmon resonance (MP-SPR). A surface coverage density of capture antibodies as high as (1.50 ± 0.06) × 1012 molecules per cm-2 is measured, corresponding to a thickness of 12 ± 1 nm. This value is compatible with a single monolayer of homogeneously deposited antibodies. The effect of the ionic strength (is) of the antibody solution in controlling physisorption of the protein was thoroughly investigated, demonstrating an enhancement in surface coverage at lower ionic strength. An atomic force microscopy (AFM) investigation shows a globular structure attributed to is-related aggregations of antibodies. The long-term stability over two weeks of the physisorbed proteins was also assessed. High-performance sensing was proven by evaluating figures of merit, such as the limit of detection (2 nM) and the selectivity ratio between a negative control and the sensing experiment (0.04), which is the best reported performance for an SPR S1 protein assay. These figures of merit outmatch those measured with more sophisticated biofunctionalization procedures involving chemical bonding of the capture antibodies to the gold surface. The present study opens up interesting new pathways toward the achievement of a cost-effective and scalable biofunctionalization protocol, which could guarantee the prolonged stability of the biolayer and easy handling of the biosensing system.
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Affiliation(s)
- Lucia Sarcina
- Dipartimento di Chimica, Università degli Studi di Bari Aldo Moro, Via E. Orabona 4 70125 Bari Italy
| | - Cecilia Scandurra
- Dipartimento di Chimica, Università degli Studi di Bari Aldo Moro, Via E. Orabona 4 70125 Bari Italy
| | - Cinzia Di Franco
- CNR - Institute of Photonics and Nanotechnologies 70126 Bari Italy
| | - Mariapia Caputo
- Dipartimento di Farmacia-Scienze del Farmaco, Università degli Studi di Bari Aldo Moro 70126 Bari Italy
| | - Michele Catacchio
- Dipartimento di Farmacia-Scienze del Farmaco, Università degli Studi di Bari Aldo Moro 70126 Bari Italy
| | - Paolo Bollella
- Dipartimento di Chimica, Università degli Studi di Bari Aldo Moro, Via E. Orabona 4 70125 Bari Italy
- CSGI (Centre for Colloid and Surface Science), Via E. Orabona 4 70125 Bari Italy
| | - Gaetano Scamarcio
- Dipartimento Interateneo di Fisica "M. Merlin", Università degli Studi di Bari Aldo Moro 70126 Bari Italy
- CSGI (Centre for Colloid and Surface Science), Via E. Orabona 4 70125 Bari Italy
| | - Eleonora Macchia
- Dipartimento di Farmacia-Scienze del Farmaco, Università degli Studi di Bari Aldo Moro 70126 Bari Italy
- CSGI (Centre for Colloid and Surface Science), Via E. Orabona 4 70125 Bari Italy
- The Faculty of Science and Engineering, Åbo Akademi University 20500 Turku Finland
| | - Luisa Torsi
- Dipartimento di Chimica, Università degli Studi di Bari Aldo Moro, Via E. Orabona 4 70125 Bari Italy
- CSGI (Centre for Colloid and Surface Science), Via E. Orabona 4 70125 Bari Italy
- The Faculty of Science and Engineering, Åbo Akademi University 20500 Turku Finland
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35
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Altendorfer-Kroath T, Hummer J, Kollmann D, Boulgaropoulos B, Raml R, Birngruber T. Quantification of the Therapeutic Antibody Ocrelizumab in Mouse Brain Interstitial Fluid Using Cerebral Open Flow Microperfusion and Simultaneous Monitoring of the Blood-Brain Barrier Integrity. Pharmaceutics 2023; 15:1880. [PMID: 37514066 PMCID: PMC10383368 DOI: 10.3390/pharmaceutics15071880] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2023] [Revised: 06/28/2023] [Accepted: 06/29/2023] [Indexed: 07/30/2023] Open
Abstract
The increasing relevance of improved therapeutic monoclonal antibodies (mAbs) to treat neurodegenerative diseases has strengthened the need to reliably measure their brain pharmacokinetic (PK) profiles. The aim of this study was, therefore, to absolutely quantify the therapeutic antibody ocrelizumab (OCR) as a model antibody in mouse brain interstitial fluid (ISF), and to record its PK profile by using cerebral open flow microperfusion (cOFM). Further, to monitor the blood-brain barrier (BBB) integrity using an endogenous antibody with a similar molecular size as OCR. The study was conducted on 13 male mice. Direct and absolute OCR quantification was performed with cOFM in combination with zero flow rate, and subsequent bioanalysis of the obtained cerebral ISF samples. For PK profile recording, cerebral ISF samples were collected bi-hourly, and brain tissue and plasma were collected once at the end of the sampling period. The BBB integrity was monitored during the entire PK profile recording by using endogenous mouse immunoglobulin G1. We directly and absolutely quantified OCR and recorded its brain PK profile over 96 h. The BBB remained intact during the PK profile recording. The resulting data provide the basis for reliable PK assessment of therapeutic antibodies in the brain thus favoring the further development of therapeutic monoclonal antibodies.
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Affiliation(s)
- Thomas Altendorfer-Kroath
- Institute for Biomedical Research and Technologies (HEALTH), Joanneum Research Forschungsgesellschaft m.b.H, Neue Stiftingtalstrasse 2, 8010 Graz, Austria
| | - Joanna Hummer
- Institute for Biomedical Research and Technologies (HEALTH), Joanneum Research Forschungsgesellschaft m.b.H, Neue Stiftingtalstrasse 2, 8010 Graz, Austria
| | - Denise Kollmann
- Institute for Biomedical Research and Technologies (HEALTH), Joanneum Research Forschungsgesellschaft m.b.H, Neue Stiftingtalstrasse 2, 8010 Graz, Austria
| | - Beate Boulgaropoulos
- Institute for Biomedical Research and Technologies (HEALTH), Joanneum Research Forschungsgesellschaft m.b.H, Neue Stiftingtalstrasse 2, 8010 Graz, Austria
| | - Reingard Raml
- Institute for Biomedical Research and Technologies (HEALTH), Joanneum Research Forschungsgesellschaft m.b.H, Neue Stiftingtalstrasse 2, 8010 Graz, Austria
| | - Thomas Birngruber
- Institute for Biomedical Research and Technologies (HEALTH), Joanneum Research Forschungsgesellschaft m.b.H, Neue Stiftingtalstrasse 2, 8010 Graz, Austria
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36
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Zhu Z, Chen X, Li W, Zhuang Y, Zhao Y, Wang G. Understanding the effect of temperature downshift on CHO cell growth, antibody titer and product quality by intracellular metabolite profiling and in vivo monitoring of redox state. Biotechnol Prog 2023; 39:e3352. [PMID: 37141532 DOI: 10.1002/btpr.3352] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/12/2023] [Revised: 04/16/2023] [Accepted: 04/20/2023] [Indexed: 05/06/2023]
Abstract
The strategy of temperature downshift has been widely used in the biopharmaceutical industry to improve antibody production and cell-specific production rate (qp ) with Chinese hamster ovary cells (CHO). However, the mechanism of temperature-induced metabolic rearrangement, especially important intracellular metabolic events, remains poorly understood. In this work, in order to explore the mechanisms of temperature-induced cell metabolism, we systematically assessed the differences in cell growth, antibody expression, and antibody quality between high-producing (HP) and low-producing (LP) CHO cell lines under both constant temperature (37°C) and temperature downshift (37°C→33°C) settings during fed-batch culture. Although the results showed that low-temperature culture during the late phase of exponential cell growth significantly reduced the maximum viable cell density (p < 0.05) and induced cell cycle arrest in the G0/G1 phase, this temperature downshift led to a higher cellular viability and increased antibody titer by 48% and 28% in HP and LP CHO cell cultures, respectively (p < 0.001), and favored antibody quality reflected in reduced charge heterogeneity and molecular size heterogeneity. Combined extra- and intra-cellular metabolomics analyses revealed that temperature downshift significantly downregulated intracellular glycolytic and lipid metabolic pathways while upregulated tricarboxylic acid (TCA) cycle, and particularly featured upregulated glutathione metabolic pathways. Interestingly, all these metabolic pathways were closely associated with the maintenance of intracellular redox state and oxidative stress-alleviating strategies. To experimentally address this, we developed two high-performance fluorescent biosensors, denoted SoNar and iNap1, for real-time monitoring of intracellular nicotinamide adenine dinucleotide/nicotinamide adenine dinucleotide + hydrogen (NAD+ /NADH) ratio and nicotinamide adenine dinucleotide phosphate (NADPH) amount, respectively. Consistent with such metabolic rearrangements, the results showed that temperature downshift decreased the intracellular NAD+ /NADH ratio, which might be ascribed to the re-consumption of lactate, and increased the intracellular NADPH amount (p < 0.01) to scavenge intracellular reactive oxygen species (ROS) induced by the increased metabolic requirements for high-level expression of antibody. Collectively, this study provides a metabolic map of cellular metabolic rearrangement induced by temperature downshift and demonstrates the feasibility of real-time fluorescent biosensors for biological processes, thus potentially providing a new strategy for dynamic optimization of antibody production processes.
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Affiliation(s)
- Ziyu Zhu
- State Key Laboratory of Bioreactor Engineering, East China University of Science and Technology (ECUST), Shanghai, China
| | - Xiaoqian Chen
- Optogenetics & Synthetic Biology Interdisciplinary Research Center, State Key Laboratory of Bioreactor Engineering, Shanghai Frontiers Science Center of Optogenetic Techniques for Cell Metabolism, School of Pharmacy, East China University of Science and Technology (ECUST), Shanghai, China
| | - Wenhao Li
- State Key Laboratory of Bioreactor Engineering, East China University of Science and Technology (ECUST), Shanghai, China
| | - Yingping Zhuang
- State Key Laboratory of Bioreactor Engineering, East China University of Science and Technology (ECUST), Shanghai, China
- Qingdao Innovation Institute of East China University of Science and Technology, Shanghai, China
| | - Yuzheng Zhao
- Optogenetics & Synthetic Biology Interdisciplinary Research Center, State Key Laboratory of Bioreactor Engineering, Shanghai Frontiers Science Center of Optogenetic Techniques for Cell Metabolism, School of Pharmacy, East China University of Science and Technology (ECUST), Shanghai, China
- Research Unit of New Techniques for Live-cell Metabolic Imaging, Chinese Academy of Medical Sciences, Beijing, China
| | - Guan Wang
- State Key Laboratory of Bioreactor Engineering, East China University of Science and Technology (ECUST), Shanghai, China
- Qingdao Innovation Institute of East China University of Science and Technology, Shanghai, China
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37
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Eke AC, Gebreyohannes RD, Fernandes MFS, Pillai VC. Physiologic Changes During Pregnancy and Impact on Small-Molecule Drugs, Biologic (Monoclonal Antibody) Disposition, and Response. J Clin Pharmacol 2023; 63 Suppl 1:S34-S50. [PMID: 37317492 PMCID: PMC10365893 DOI: 10.1002/jcph.2227] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/26/2022] [Accepted: 02/17/2023] [Indexed: 06/16/2023]
Abstract
Pregnancy is a unique physiological state that results in many changes in bodily function, including cellular, metabolic, and hormonal changes. These changes can have a significant impact on the way small-molecule drugs and monoclonal antibodies (biologics) function and are metabolized, including efficacy, safety, potency, and adverse effects. In this article, we review the various physiologic changes that occur during pregnancy and their effects on drug and biologic metabolism, including changes in the coagulation, gastrointestinal, renal, endocrine, hepatic, respiratory, and cardiovascular systems. Additionally, we discuss how these changes can affect the processes of drug and biologic absorption, distribution, metabolism, and elimination (pharmacokinetics), and how drugs and biologics interact with biological systems, including mechanisms of drug action and effect (pharmacodynamics) during pregnancy, as well as the potential for drug-induced toxicity and adverse effects in the mother and developing fetus. The article also examines the implications of these changes for the use of drugs and biologics during pregnancy, including consequences of suboptimal plasma drug concentrations, effect of pregnancy on the pharmacokinetics and pharmacodynamics of biologics, and the need for careful monitoring and individualized drug dosing. Overall, this article aims to provide a comprehensive understanding of the physiologic changes during pregnancy and their effects on drug and biologic metabolism to improve the safe and effective use of drugs.
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Affiliation(s)
- Ahizechukwu C Eke
- Division of Maternal Fetal Medicine, Department of Gynecology & Obstetrics, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Rahel D Gebreyohannes
- Department of Obstetrics and Gynecology, Addis Ababa University College of Medicine, Addis Ababa, Ethiopia
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38
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Zimoch P, Rumanek T, Kołodziej M, Piątkowski W, Antos D. Coupling of chromatography and precipitation for adjusting acidic variant content in a monoclonal antibody pool. J Chromatogr A 2023; 1701:464070. [PMID: 37209519 DOI: 10.1016/j.chroma.2023.464070] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/01/2023] [Revised: 05/04/2023] [Accepted: 05/13/2023] [Indexed: 05/22/2023]
Abstract
The acidic charge variants (av) of monoclonal antibodies (mAb) are often reported to have reduced therapeutic potency compared with the main (mv) and basic variants (bv), therefore reduction in the av content in mAb pools is often prioritized over reduction in the bv content. In previous studies we described two different methods for reducing the av content, which were based on either ion exchange chromatography or selective precipitation in polyethylene glycol (PEG) solutions. In this study, we have developed a coupled process, in which advantages of simplicity and ease in realization of PEG-aided precipitation and high separation selectivity of anion exchange chromatography (AEX) were exploited. The design of AEX was supported by the kinetic-dispersive model, which was supplemented with the colloidal particle adsorption isotherm, whereas the precipitation process and its coupling with AEX was quantified by simple mass balance equations and underlying thermodynamic dependencies. The model was used to assess the performance of the coupling of AEX and precipitation under different operating conditions. The advantage of the coupled process over the stand-alone AEX depended on the demand for the av reduction as well as the initial variant composition of the mAb pool, e.g., the improvement in the throughput provided by the optimized sequence of AEX and PREC varied from 70 to 600% for the initial av content changed from 35 to 50% w/w, and the reduction demand changed from 30 to 60%.
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Affiliation(s)
- Patrycja Zimoch
- Doctoral School of the Rzeszow University of Technology, Poland
| | - Tomasz Rumanek
- Doctoral School of the Rzeszow University of Technology, Poland
| | - Michał Kołodziej
- Department of Chemical and Process Engineering, Rzeszów University of Technology, Rzeszów, Poland
| | - Wojciech Piątkowski
- Department of Chemical and Process Engineering, Rzeszów University of Technology, Rzeszów, Poland
| | - Dorota Antos
- Department of Chemical and Process Engineering, Rzeszów University of Technology, Rzeszów, Poland.
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39
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Liu S, Shah DK. Physiologically Based Pharmacokinetic Modeling to Characterize the Effect of Molecular Charge on Whole-Body Disposition of Monoclonal Antibodies. AAPS J 2023; 25:48. [PMID: 37118220 DOI: 10.1208/s12248-023-00812-7] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/28/2022] [Accepted: 04/11/2023] [Indexed: 04/30/2023] Open
Abstract
Motivated by a series of work demonstrating the effect of molecular charge on antibody pharmacokinetics (PK), physiological-based pharmacokinetic (PBPK) models are emerging that relate in silico calculated charge or in vitro measures of polyspecificity to antibody PK parameters. However, only plasma data has been used for model development in these studies, leading to unvalidated assumptions. Here, we present an extended platform PBPK model for antibodies that incorporate charge-dependent endothelial cell pinocytosis rate and nonspecific off-target binding in the interstitial space and on circulating blood cells, to simultaneously characterize whole-body disposition of three antibody charge variants. Predictive potential of various charge metrics was also explored, and the difference between positive charge patches and negative charge patches (i.e., PPC-PNC) was used as the charge parameter to establish quantitative relationships with nonspecific binding affinities and endothelial cell uptake rate. Whole-body disposition of these charge variants was captured well by the model, with less than 2-fold predictive error in area under the curve of most plasma and tissue PK data. The model also predicted that with greater positive charge, nonspecific binding was more substantial, and pinocytosis rate increased especially in brain, heart, kidney, liver, lung, and spleen, but remained unchanged in adipose, bone, muscle, and skin. The presented PBPK model contributes to our understanding of the mechanisms governing the disposition of charged antibodies and can be used as a platform to guide charge engineering based on desired plasma and tissue exposures.
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Affiliation(s)
- Shufang Liu
- Department of Pharmaceutical Sciences, School of Pharmacy and Pharmaceutical Sciences, The State University of New York at Buffalo, 455 Pharmacy Building, Buffalo, Ney York, 14214-8033, USA
| | - Dhaval K Shah
- Department of Pharmaceutical Sciences, School of Pharmacy and Pharmaceutical Sciences, The State University of New York at Buffalo, 455 Pharmacy Building, Buffalo, Ney York, 14214-8033, USA.
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40
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Datta-Mannan A, Molitoris BA, Feng Y, Martinez MM, Sandoval RM, Brown RM, Merkel D, Croy JE, Dunn KW. Intravital Microscopy Reveals Unforeseen Biodistribution Within the Liver and Kidney Mechanistically Connected to the Clearance of a Bifunctional Antibody. Drug Metab Dispos 2023; 51:403-412. [PMID: 36460476 PMCID: PMC11022859 DOI: 10.1124/dmd.122.001049] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2022] [Revised: 10/16/2022] [Accepted: 11/07/2022] [Indexed: 12/03/2022] Open
Abstract
Bifunctional antibody (BfAb) therapeutics offer the potential for novel functionalities beyond those of the individual monospecific entities. However, combining these entities into a single molecule can have unpredictable effects, including changes in pharmacokinetics that limit the compound's therapeutic profile. A better understanding of how molecular modifications affect in vivo tissue interactions could help inform BfAb design. The present studies were predicated on the observation that a BfAb designed to have minimal off-target interactions cleared from the circulation twice as fast as the monoclonal antibody (mAb) from which it was derived. The present study leverages the spatial and temporal resolution of intravital microscopy (IVM) to identify cellular interactions that may explain the different pharmacokinetics of the two compounds. Disposition studies of mice demonstrated that radiolabeled compounds distributed similarly over the first 24 hours, except that BfAb accumulated approximately two- to -three times more than mAb in the liver. IVM studies of mice demonstrated that both distributed to endosomes of liver endothelia but with different kinetics. Whereas mAb accumulated rapidly within the first hour of administration, BfAb accumulated only modestly during the first hour but continued to accumulate over 24 hours, ultimately reaching levels similar to those of the mAb. Although neither compound was freely filtered by the mouse or rat kidney, BfAb, but not mAb, was found to accumulate over 24 hours in endosomes of proximal tubule cells. These studies demonstrate how IVM can be used as a tool in drug design, revealing unpredicted cellular interactions that are undetectable by conventional analyses. SIGNIFICANCE STATEMENT: Bifunctional antibodies offer novel therapeutic functionalities beyond those of the individual monospecific entities. However, combining these entities into a single molecule can have unpredictable effects, including undesirable changes in pharmacokinetics. Studies of the dynamic distribution of a bifunctional antibody and its parent monoclonal antibody presented here demonstrate how intravital microscopy can expand our understanding of the in vivo disposition of therapeutics, detecting off-target interactions that could not be detected by conventional pharmacokinetics approaches or predicted by conventional physicochemical analyses.
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Affiliation(s)
- Amita Datta-Mannan
- Exploratory Medicine and Pharmacology (A.D-M.), Clinical Laboratory Services (R.M.B.), and Biotechnology Discovery Research (Y.F., D.M., J.E.C.), Lilly Research Laboratories, Indianapolis, Indiana and Department of Medicine, Division of Nephrology, Indiana University School of Medicine, Indianapolis, Indiana (K.W.D.)
| | - Bruce A Molitoris
- Exploratory Medicine and Pharmacology (A.D-M.), Clinical Laboratory Services (R.M.B.), and Biotechnology Discovery Research (Y.F., D.M., J.E.C.), Lilly Research Laboratories, Indianapolis, Indiana and Department of Medicine, Division of Nephrology, Indiana University School of Medicine, Indianapolis, Indiana (K.W.D.)
| | - Yiqing Feng
- Exploratory Medicine and Pharmacology (A.D-M.), Clinical Laboratory Services (R.M.B.), and Biotechnology Discovery Research (Y.F., D.M., J.E.C.), Lilly Research Laboratories, Indianapolis, Indiana and Department of Medicine, Division of Nephrology, Indiana University School of Medicine, Indianapolis, Indiana (K.W.D.)
| | - Michelle M Martinez
- Exploratory Medicine and Pharmacology (A.D-M.), Clinical Laboratory Services (R.M.B.), and Biotechnology Discovery Research (Y.F., D.M., J.E.C.), Lilly Research Laboratories, Indianapolis, Indiana and Department of Medicine, Division of Nephrology, Indiana University School of Medicine, Indianapolis, Indiana (K.W.D.)
| | - Ruben M Sandoval
- Exploratory Medicine and Pharmacology (A.D-M.), Clinical Laboratory Services (R.M.B.), and Biotechnology Discovery Research (Y.F., D.M., J.E.C.), Lilly Research Laboratories, Indianapolis, Indiana and Department of Medicine, Division of Nephrology, Indiana University School of Medicine, Indianapolis, Indiana (K.W.D.)
| | - Robin M Brown
- Exploratory Medicine and Pharmacology (A.D-M.), Clinical Laboratory Services (R.M.B.), and Biotechnology Discovery Research (Y.F., D.M., J.E.C.), Lilly Research Laboratories, Indianapolis, Indiana and Department of Medicine, Division of Nephrology, Indiana University School of Medicine, Indianapolis, Indiana (K.W.D.)
| | - Daniel Merkel
- Exploratory Medicine and Pharmacology (A.D-M.), Clinical Laboratory Services (R.M.B.), and Biotechnology Discovery Research (Y.F., D.M., J.E.C.), Lilly Research Laboratories, Indianapolis, Indiana and Department of Medicine, Division of Nephrology, Indiana University School of Medicine, Indianapolis, Indiana (K.W.D.)
| | - Johnny E Croy
- Exploratory Medicine and Pharmacology (A.D-M.), Clinical Laboratory Services (R.M.B.), and Biotechnology Discovery Research (Y.F., D.M., J.E.C.), Lilly Research Laboratories, Indianapolis, Indiana and Department of Medicine, Division of Nephrology, Indiana University School of Medicine, Indianapolis, Indiana (K.W.D.)
| | - Kenneth W Dunn
- Exploratory Medicine and Pharmacology (A.D-M.), Clinical Laboratory Services (R.M.B.), and Biotechnology Discovery Research (Y.F., D.M., J.E.C.), Lilly Research Laboratories, Indianapolis, Indiana and Department of Medicine, Division of Nephrology, Indiana University School of Medicine, Indianapolis, Indiana (K.W.D.)
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41
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Torkashvand F, Mehranfar M, Rashidi Gero M, Jafarian P, Mirabzadeh E, Azarian B, Sardari S, Vaziri B. Trastuzumab Charge Variants: a Study on Physicochemical and Pharmacokinetic Properties. IRANIAN BIOMEDICAL JOURNAL 2023; 27:108-16. [PMID: 37070702 PMCID: PMC10314757 DOI: 10.61186/ibj.3837] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 10/01/2022] [Accepted: 12/28/2022] [Indexed: 12/17/2023]
Abstract
Background Post-translational modifications in bioprocessing and storage of recombinant mAbs are the main sources of charge variants. While the profile of these kinds of variants is considered an important attribute for the therapeutic mAbs, there is controversy about their direct role in safety and efficacy. In this study, the physicochemical and pharmacokinetic (PK) properties of the separated charge variants belonging to a trastuzumab potential biosimilar, were examined. Methods The acidic peaks, basic peaks, and main variants of trastuzumab were separated and enriched by semi-preparative weak cation exchange. A panel of analytical techniques was utilized to characterize the physicochemical properties of these variants. The binding affinity to HER2 and FcγRs and the PK parameters were evaluated for each variant. Results Based on the results, the charge variants of the proposed biosimilar had no significant influence on the examined efficacy and PK parameters. Conclusion During the development and production of biosimilar monoclonal antibodies, evaluating the effect of their charge variants on efficacy and PK parameters is needed.
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Affiliation(s)
- Fatemeh Torkashvand
- Biotechnology Research Centre, Pasteur Institute of Iran, Tehran, Iran
- These authors contributed equally to this work
| | - Mahsa Mehranfar
- Biotechnology Research Centre, Pasteur Institute of Iran, Tehran, Iran
- These authors contributed equally to this work
| | - Mahsa Rashidi Gero
- Biotechnology Research Centre, Pasteur Institute of Iran, Tehran, Iran
- Department of Biology, Science and Research Branch, Islamic Azad University, Tehran, Iran
| | - Parisa Jafarian
- Biotechnology Research Centre, Pasteur Institute of Iran, Tehran, Iran
- Department of Biochemistry, Faculty of Biological Sciences, North Tehran branch, Islamic Azad University, Tehran, Iran
| | - Esmat Mirabzadeh
- Biotechnology Research Centre, Pasteur Institute of Iran, Tehran, Iran
| | - Bahareh Azarian
- Biotechnology Research Centre, Pasteur Institute of Iran, Tehran, Iran
| | - Soroush Sardari
- Biotechnology Research Centre, Pasteur Institute of Iran, Tehran, Iran
| | - Behrouz Vaziri
- Biotechnology Research Centre, Pasteur Institute of Iran, Tehran, Iran
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42
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Nguyen TD, Bordeau BM, Balthasar JP. Mechanisms of ADC Toxicity and Strategies to Increase ADC Tolerability. Cancers (Basel) 2023; 15:713. [PMID: 36765668 PMCID: PMC9913659 DOI: 10.3390/cancers15030713] [Citation(s) in RCA: 45] [Impact Index Per Article: 45.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/23/2022] [Revised: 01/19/2023] [Accepted: 01/19/2023] [Indexed: 01/26/2023] Open
Abstract
Anti-cancer antibody-drug conjugates (ADCs) aim to expand the therapeutic index of traditional chemotherapy by employing the targeting specificity of monoclonal antibodies (mAbs) to increase the efficiency of the delivery of potent cytotoxic agents to malignant cells. In the past three years, the number of ADCs approved by the Food and Drug Administration (FDA) has tripled. Although several ADCs have demonstrated sufficient efficacy and safety to warrant FDA approval, the clinical use of all ADCs leads to substantial toxicity in treated patients, and many ADCs have failed during clinical development due to their unacceptable toxicity profiles. Analysis of the clinical data has demonstrated that dose-limiting toxicities (DLTs) are often shared by different ADCs that deliver the same cytotoxic payload, independent of the antigen that is targeted and/or the type of cancer that is treated. DLTs are commonly associated with cells and tissues that do not express the targeted antigen (i.e., off-target toxicity), and often limit ADC dosage to levels below those required for optimal anti-cancer effects. In this manuscript, we review the fundamental mechanisms contributing to ADC toxicity, we summarize common ADC treatment-related adverse events, and we discuss several approaches to mitigating ADC toxicity.
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Affiliation(s)
| | | | - Joseph P. Balthasar
- Department of Pharmaceutical Sciences, University at Buffalo, Buffalo, NY 14214, USA
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43
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Rumanek T, Kołodziej M, Piątkowski W, Antos D. Preferential precipitation of acidic variants from monoclonal antibody pools. Biotechnol Bioeng 2023; 120:114-124. [PMID: 36226348 DOI: 10.1002/bit.28257] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/08/2022] [Revised: 09/13/2022] [Accepted: 10/08/2022] [Indexed: 11/10/2022]
Abstract
Microheterogeneity of monoclonal antibodies (mAbs) can impact their activity and stability. Formation of charge variants is considered as the most important source of the microheterogeneity. In particular, controlling the content of the acidic species is often of major importance for the production process and regulatory approval of therapeutic proteins. In this study, the preferential precipitation process was developed for reducing the content of acidic variants in mAb downstream pools. The process design was preceded by the determination of phase behavior of mAb variants in the presence of different precipitants. It was shown that the presence of polyethylene glycol (PEG) in protein solutions favored precipitation of acidic variants of mAbs. Precipitation yield was influenced by the variant composition in the mAb feed solutions, the concentration of the precipitant and the protein, and the ionic strength of the solutions. To improve yield, multistage precipitation was employed, where the precipitate was recycled to the precipitation process. The final product was a mixture of supernatants pooled together from the recycling steps. Such an approach can be potentially used either instead or in a combination with chromatography for adjusting the acidic variant content of mAbs, which can benefit in improvement in throughput and reduction in manufacturing costs.
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Affiliation(s)
- Tomasz Rumanek
- Doctoral School of Engineering and Technical Sciences at the Rzeszow University of Technology, Rzeszów, Poland
| | - Michał Kołodziej
- Department of Chemical and Process Engineering, Rzeszów University of Technology, Rzeszów, Poland
| | - Wojciech Piątkowski
- Department of Chemical and Process Engineering, Rzeszów University of Technology, Rzeszów, Poland
| | - Dorota Antos
- Department of Chemical and Process Engineering, Rzeszów University of Technology, Rzeszów, Poland
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44
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van der Burg D, Wätzig H, Sänger-van de Griend CE. Method development for quantitative monitoring of monoclonal antibodies in upstream cell-culture process samples with limited sample preparation - An evaluation of various capillary coatings. Electrophoresis 2023; 44:96-106. [PMID: 36239141 PMCID: PMC10099398 DOI: 10.1002/elps.202200144] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/30/2022] [Revised: 09/27/2022] [Accepted: 09/29/2022] [Indexed: 11/11/2022]
Abstract
Monoclonal antibodies (mAbs) have become an important class of biopharmaceuticals used for the treatment of various diseases. Their quantification during the manufacturing process is important. In this work, a capillary zone electrophoresis (CZE) method was developed for the monitoring of the mAb concentration during cell-culture processes. CZE method development rules are outlined, particularly discussing various capillary coatings, such as a neutral covalent polyvinyl alcohol coating, a dynamic successive multiple ionic-polymer coating, and dynamic coatings using background electrolyte additives such as triethanolamine (T-EthA) and triethylamine. The dynamic T-EthA coating resulted in most stable electro-osmotic flows and most efficient peak shapes. The method is validated over the range 0.1-10 mg/ml, with a linear range of 0.08-1.3 mg/ml and an extended range of 1-10 mg/ml by diluting samples in the latter concentration range 10-fold in water. The intraday precision and accuracy were 2%-12% and 88%-107%, respectively, and inter-day precision and accuracy were 4%-9% and 93%-104%, respectively. The precision and accuracy of the lowest concentration level (0.08 mg/ml) were slightly worse and still well in scope for monitoring purposes. The presented method proved applicable for analysing in-process cell-culture samples from different cell-culture processes and is possibly well suited as platform method.
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Affiliation(s)
- Debbie van der Burg
- Kantisto BV, Baarn, The Netherlands.,Department of Chemistry, KTH Royal Institute of Technology, Division of Applied Physical Chemistry, Stockholm, Sweden.,Institute of Medicinal and Pharmaceutical Chemistry, Technische Universität Braunschweig, Braunschweig, Germany
| | - Hermann Wätzig
- Institute of Medicinal and Pharmaceutical Chemistry, Technische Universität Braunschweig, Braunschweig, Germany
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45
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Ball K, Dovedi SJ, Vajjah P, Phipps A. Strategies for clinical dose optimization of T cell-engaging therapies in oncology. MAbs 2023; 15:2181016. [PMID: 36823042 PMCID: PMC9980545 DOI: 10.1080/19420862.2023.2181016] [Citation(s) in RCA: 9] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/07/2022] [Revised: 02/07/2023] [Accepted: 02/13/2023] [Indexed: 02/25/2023] Open
Abstract
Innovative approaches in the design of T cell-engaging (TCE) molecules are ushering in a new wave of promising immunotherapies for the treatment of cancer. Their mechanism of action, which generates an in trans interaction to create a synthetic immune synapse, leads to complex and interconnected relationships between the exposure, efficacy, and toxicity of these drugs. Challenges thus arise when designing optimal clinical dose regimens for TCEs with narrow therapeutic windows, with a variety of dosing strategies being evaluated to mitigate key side effects such as cytokine release syndrome, neurotoxicity, and on-target off-tumor toxicities. This review evaluates the current approaches to dose optimization throughout the preclinical and clinical development of TCEs, along with perspectives for improvement of these strategies. Quantitative approaches used to aid the understanding of dose-exposure-response relationships are highlighted, along with opportunities to guide the rational design of next-generation TCE molecules, and optimize their dose regimens in patients.
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Affiliation(s)
- Kathryn Ball
- Clinical Pharmacology and Quantitative Pharmacology, Biopharmaceuticals R&D, AstraZeneca, Cambridge, UK
| | | | - Pavan Vajjah
- Clinical Pharmacology and Quantitative Pharmacology, Biopharmaceuticals R&D, AstraZeneca, Cambridge, UK
| | - Alex Phipps
- Clinical Pharmacology and Quantitative Pharmacology, Biopharmaceuticals R&D, AstraZeneca, Cambridge, UK
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46
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Fernández-Quintero ML, Ljungars A, Waibl F, Greiff V, Andersen JT, Gjølberg TT, Jenkins TP, Voldborg BG, Grav LM, Kumar S, Georges G, Kettenberger H, Liedl KR, Tessier PM, McCafferty J, Laustsen AH. Assessing developability early in the discovery process for novel biologics. MAbs 2023; 15:2171248. [PMID: 36823021 PMCID: PMC9980699 DOI: 10.1080/19420862.2023.2171248] [Citation(s) in RCA: 20] [Impact Index Per Article: 20.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/27/2022] [Accepted: 01/18/2023] [Indexed: 02/25/2023] Open
Abstract
Beyond potency, a good developability profile is a key attribute of a biological drug. Selecting and screening for such attributes early in the drug development process can save resources and avoid costly late-stage failures. Here, we review some of the most important developability properties that can be assessed early on for biologics. These include the influence of the source of the biologic, its biophysical and pharmacokinetic properties, and how well it can be expressed recombinantly. We furthermore present in silico, in vitro, and in vivo methods and techniques that can be exploited at different stages of the discovery process to identify molecules with liabilities and thereby facilitate the selection of the most optimal drug leads. Finally, we reflect on the most relevant developability parameters for injectable versus orally delivered biologics and provide an outlook toward what general trends are expected to rise in the development of biologics.
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Affiliation(s)
- Monica L. Fernández-Quintero
- Center for Molecular Biosciences Innsbruck (CMBI), Department of General, Inorganic and Theoretical Chemistry, University of Innsbruck, Innsbruck, Austria
| | - Anne Ljungars
- Department of Biotechnology and Biomedicine, Technical University of Denmark, Kongens Lyngby, Denmark
| | - Franz Waibl
- Center for Molecular Biosciences Innsbruck (CMBI), Department of General, Inorganic and Theoretical Chemistry, University of Innsbruck, Innsbruck, Austria
| | - Victor Greiff
- Department of Immunology, University of Oslo, Oslo, Norway
| | - Jan Terje Andersen
- Department of Immunology, University of Oslo, Oslo University Hospital Rikshospitalet, Oslo, Norway
- Institute of Clinical Medicine and Department of Pharmacology, University of Oslo, Oslo, Norway
| | | | - Timothy P. Jenkins
- Department of Biotechnology and Biomedicine, Technical University of Denmark, Kongens Lyngby, Denmark
| | - Bjørn Gunnar Voldborg
- National Biologics Facility, Department of Biotechnology and Biomedicine, Technical University of Denmark, Kongens Lyngby, Denmark
| | - Lise Marie Grav
- Department of Biotechnology and Biomedicine, Technical University of Denmark, Kongens Lyngby, Denmark
| | - Sandeep Kumar
- Biotherapeutics Discovery, Boehringer Ingelheim Pharmaceuticals Inc, Ridgefield, CT, USA
| | - Guy Georges
- Roche Pharma Research and Early Development, Large Molecule Research, Roche Innovation Center Munich, Penzberg, Germany
| | - Hubert Kettenberger
- Roche Pharma Research and Early Development, Large Molecule Research, Roche Innovation Center Munich, Penzberg, Germany
| | - Klaus R. Liedl
- Center for Molecular Biosciences Innsbruck (CMBI), Department of General, Inorganic and Theoretical Chemistry, University of Innsbruck, Innsbruck, Austria
| | - Peter M. Tessier
- Department of Chemical Engineering, Pharmaceutical Sciences and Biomedical Engineering, Biointerfaces Institute, University of Michigan, Ann Arbor, Michigan, USA
| | - John McCafferty
- Department of Medicine, Cambridge Institute of Therapeutic Immunology and Infectious Disease, University of Cambridge, Cambridge, UK
- Maxion Therapeutics, Babraham Research Campus, Cambridge, UK
| | - Andreas H. Laustsen
- Department of Biotechnology and Biomedicine, Technical University of Denmark, Kongens Lyngby, Denmark
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47
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Bhise A, Park H, Rajkumar S, Lee K, Cho SH, Lim JE, Kim JY, Lee KC, Yoon YR, Yoo J. Optimizing and determining the click chemistry mediated Cu-64 radiolabeling and physiochemical characteristics of trastuzumab conjugates. Biochem Biophys Res Commun 2023; 638:28-35. [PMID: 36436339 DOI: 10.1016/j.bbrc.2022.11.026] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/02/2022] [Accepted: 11/10/2022] [Indexed: 11/17/2022]
Abstract
Over the last decade, 64Cu-labeling of monoclonal antibody (mAb) via inverse electron demand Diels-Alder click chemistry (IEDDA) have received much attention. Despite the tetrazine-transcyclooctene (Tz-TCO) click chemistry's convenience and efficiency in mAb labeling, there is limited information about the ideal parameters in the development of click chemistry mediated (radio)immunoconjugates. This encourages us to conduct a systematic optimization while concurrently determining the physiochemical characteristics of the model mAb, trastuzumab, and TCO conjugates. To accomplish this, we investigated a few critical parameters, first, we determined the degree of conjugations with varying molar equivalents (eq.) of TCO (3, 5, 10, and 15 eq.). Through analytical techniques like size exclusion chromatography, dynamic light scattering, and zeta potential, qualitative analysis were performed to determine the purity, degree of aggregation and net charge of the conjugates. We found that as the degree of conjugation increased the purity of intact mAb fraction is compromised and net charge of conjugates became less positive. Next, all trastuzumab-PEG4-TCO conjugates with varying molar ratio and quantity (30, 50, 100, 200, 250 μg) were radiolabeled with 64Cu-NOTA-PEG4-Tz via IEDDA click chemistry and radiochemical yields were determined by radio-thin layer chromatography. The radiochemical yields of trastuzumab conjugates improved with increased amount and molar ratio. Next, we investigated the effect of the radioprotectant ascorbic acid (AA) of varied concentrations (0.25, 0.5, 0.75, 1 mM) on radiochemical yields and subsequent pharmacokinetics. A concentration of 0.25 mM of AA was found to be optimal for click reaction and in vivo biodistribution. Finally, we investigated the indirect influence of bioconjugation buffers on radiochemical yields and biodistribution in NIH3T6.7 tumor models that resulted approximately ∼11 %ID/g tumor uptake.
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Affiliation(s)
- Abhinav Bhise
- Department of Molecular Medicine, Brain Korea 21, Four KNU Convergence Educational Program of Biomedical Sciences for Creative Future Talents, School of Medicine, Kyungpook National University, Daegu, 41944, Republic of Korea
| | - Hyun Park
- Division of Applied RI, Korea Institute of Radiological and Medical Sciences, Seoul, 01812, Republic of Korea
| | - Subramani Rajkumar
- Department of Molecular Medicine, Brain Korea 21, Four KNU Convergence Educational Program of Biomedical Sciences for Creative Future Talents, School of Medicine, Kyungpook National University, Daegu, 41944, Republic of Korea
| | - Kiwoong Lee
- Department of Molecular Medicine, Brain Korea 21, Four KNU Convergence Educational Program of Biomedical Sciences for Creative Future Talents, School of Medicine, Kyungpook National University, Daegu, 41944, Republic of Korea
| | - Seong Hwan Cho
- Department of Molecular Medicine, Brain Korea 21, Four KNU Convergence Educational Program of Biomedical Sciences for Creative Future Talents, School of Medicine, Kyungpook National University, Daegu, 41944, Republic of Korea
| | - Jeong Eun Lim
- Department of Molecular Medicine, Brain Korea 21, Four KNU Convergence Educational Program of Biomedical Sciences for Creative Future Talents, School of Medicine, Kyungpook National University, Daegu, 41944, Republic of Korea
| | - Jung Young Kim
- Division of Applied RI, Korea Institute of Radiological and Medical Sciences, Seoul, 01812, Republic of Korea
| | - Kyo Chul Lee
- Division of Applied RI, Korea Institute of Radiological and Medical Sciences, Seoul, 01812, Republic of Korea
| | - Young-Ran Yoon
- Department of Molecular Medicine, Brain Korea 21, Four KNU Convergence Educational Program of Biomedical Sciences for Creative Future Talents, School of Medicine, Kyungpook National University, Daegu, 41944, Republic of Korea
| | - Jeongsoo Yoo
- Department of Molecular Medicine, Brain Korea 21, Four KNU Convergence Educational Program of Biomedical Sciences for Creative Future Talents, School of Medicine, Kyungpook National University, Daegu, 41944, Republic of Korea.
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48
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Mock M, Jacobitz AW, Langmead CJ, Sudom A, Yoo D, Humphreys SC, Alday M, Alekseychyk L, Angell N, Bi V, Catterall H, Chen CC, Chou HT, Conner KP, Cook KD, Correia AR, Dykstra A, Ghimire-Rijal S, Graham K, Grandsard P, Huh J, Hui JO, Jain M, Jann V, Jia L, Johnstone S, Khanal N, Kolvenbach C, Narhi L, Padaki R, Pelegri-O'Day EM, Qi W, Razinkov V, Rice AJ, Smith R, Spahr C, Stevens J, Sun Y, Thomas VA, van Driesche S, Vernon R, Wagner V, Walker KW, Wei Y, Winters D, Yang M, Campuzano IDG. Development of in silico models to predict viscosity and mouse clearance using a comprehensive analytical data set collected on 83 scaffold-consistent monoclonal antibodies. MAbs 2023; 15:2256745. [PMID: 37698932 PMCID: PMC10498806 DOI: 10.1080/19420862.2023.2256745] [Citation(s) in RCA: 7] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2023] [Revised: 08/16/2023] [Accepted: 09/05/2023] [Indexed: 09/14/2023] Open
Abstract
Biologic drug discovery pipelines are designed to deliver protein therapeutics that have exquisite functional potency and selectivity while also manifesting biophysical characteristics suitable for manufacturing, storage, and convenient administration to patients. The ability to use computational methods to predict biophysical properties from protein sequence, potentially in combination with high throughput assays, could decrease timelines and increase the success rates for therapeutic developability engineering by eliminating lengthy and expensive cycles of recombinant protein production and testing. To support development of high-quality predictive models for antibody developability, we designed a sequence-diverse panel of 83 effector functionless IgG1 antibodies displaying a range of biophysical properties, produced and formulated each protein under standard platform conditions, and collected a comprehensive package of analytical data, including in vitro assays and in vivo mouse pharmacokinetics. We used this robust training data set to build machine learning classifier models that can predict complex protein behavior from these data and features derived from predicted and/or experimental structures. Our models predict with 87% accuracy whether viscosity at 150 mg/mL is above or below a threshold of 15 centipoise (cP) and with 75% accuracy whether the area under the plasma drug concentration-time curve (AUC0-672 h) in normal mouse is above or below a threshold of 3.9 × 106 h x ng/mL.
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Affiliation(s)
- Marissa Mock
- Biologic Therapeutic Discovery, Amgen Research, Thousand Oaks, CA, USA
| | - Alex W Jacobitz
- Process Development, Amgen Operations, Thousand Oaks, CA, USA
| | | | - Athena Sudom
- Structural Biology, Amgen Research, South San Francisco, CA, USA
| | - Daniel Yoo
- Biologic Therapeutic Discovery, Amgen Research, Thousand Oaks, CA, USA
| | - Sara C Humphreys
- Pharmacokinetics & Drug Metabolism, Amgen Research, South San Francisco, CA, USA
| | - Mai Alday
- Biologic Therapeutic Discovery, Amgen Research, Thousand Oaks, CA, USA
| | | | - Nicolas Angell
- Process Development, Amgen Operations, Thousand Oaks, CA, USA
| | - Vivian Bi
- Biologic Therapeutic Discovery, Amgen Research, Thousand Oaks, CA, USA
| | - Hannah Catterall
- Biologic Therapeutic Discovery, Amgen Research, Thousand Oaks, CA, USA
| | - Chen-Chun Chen
- Biologic Therapeutic Discovery, Amgen Research, Thousand Oaks, CA, USA
| | - Hui-Ting Chou
- Structural Biology, Amgen Research, South San Francisco, CA, USA
| | - Kip P Conner
- Pharmacokinetics & Drug Metabolism, Amgen Research, South San Francisco, CA, USA
| | - Kevin D Cook
- Pharmacokinetics & Drug Metabolism, Amgen Research, South San Francisco, CA, USA
| | - Ana R Correia
- Biologic Therapeutic Discovery, Amgen Research, Thousand Oaks, CA, USA
| | - Andrew Dykstra
- Process Development, Amgen Operations, Thousand Oaks, CA, USA
| | | | - Kevin Graham
- Biologic Therapeutic Discovery, Amgen Research, Thousand Oaks, CA, USA
| | - Peter Grandsard
- Biologic Therapeutic Discovery, Amgen Research, Thousand Oaks, CA, USA
| | - Joon Huh
- Process Development, Amgen Operations, Thousand Oaks, CA, USA
| | - John O Hui
- Biologic Therapeutic Discovery, Amgen Research, Thousand Oaks, CA, USA
| | - Mani Jain
- Biologic Therapeutic Discovery, Amgen Research, Thousand Oaks, CA, USA
| | - Victoria Jann
- Biologic Therapeutic Discovery, Amgen Research, Thousand Oaks, CA, USA
| | - Lei Jia
- Biologic Therapeutic Discovery, Amgen Research, Thousand Oaks, CA, USA
| | - Sheree Johnstone
- Structural Biology, Amgen Research, South San Francisco, CA, USA
| | - Neelam Khanal
- Process Development, Amgen Operations, Thousand Oaks, CA, USA
| | - Carl Kolvenbach
- Biologic Therapeutic Discovery, Amgen Research, Thousand Oaks, CA, USA
| | - Linda Narhi
- Process Development, Amgen Operations, Thousand Oaks, CA, USA
| | - Rupa Padaki
- Process Development, Amgen Operations, Thousand Oaks, CA, USA
| | | | - Wei Qi
- Process Development, Amgen Operations, Thousand Oaks, CA, USA
| | | | - Austin J Rice
- Biologic Therapeutic Discovery, Amgen Research, Thousand Oaks, CA, USA
| | - Richard Smith
- Pharmacokinetics & Drug Metabolism, Amgen Research, South San Francisco, CA, USA
| | - Christopher Spahr
- Biologic Therapeutic Discovery, Amgen Research, Thousand Oaks, CA, USA
| | | | - Yax Sun
- Biologic Therapeutic Discovery, Amgen Research, Thousand Oaks, CA, USA
| | - Veena A Thomas
- Pharmacokinetics & Drug Metabolism, Amgen Research, South San Francisco, CA, USA
| | | | - Robert Vernon
- Biologic Therapeutic Discovery, Amgen Research, Thousand Oaks, CA, USA
| | - Victoria Wagner
- Biologic Therapeutic Discovery, Amgen Research, Thousand Oaks, CA, USA
| | - Kenneth W Walker
- Biologic Therapeutic Discovery, Amgen Research, Thousand Oaks, CA, USA
| | - Yangjie Wei
- Process Development, Amgen Operations, Thousand Oaks, CA, USA
| | - Dwight Winters
- Biologic Therapeutic Discovery, Amgen Research, Thousand Oaks, CA, USA
| | - Melissa Yang
- Biologic Therapeutic Discovery, Amgen Research, Thousand Oaks, CA, USA
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49
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Liu S, Humphreys SC, Cook KD, Conner KP, Correia AR, Jacobitz AW, Yang M, Primack R, Soto M, Padaki R, Lubomirski M, Smith R, Mock M, Thomas VA. Utility of physiologically based pharmacokinetic modeling to predict inter-antibody variability in monoclonal antibody pharmacokinetics in mice. MAbs 2023; 15:2263926. [PMID: 37824334 PMCID: PMC10572049 DOI: 10.1080/19420862.2023.2263926] [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: 05/31/2023] [Accepted: 09/24/2023] [Indexed: 10/14/2023] Open
Abstract
In this investigation, we tested the hypothesis that a physiologically based pharmacokinetic (PBPK) model incorporating measured in vitro metrics of off-target binding can largely explain the inter-antibody variability in monoclonal antibody (mAb) pharmacokinetics (PK). A diverse panel of 83 mAbs was evaluated for PK in wild-type mice and subjected to 10 in vitro assays to measure major physiochemical attributes. After excluding for target-mediated elimination and immunogenicity, 56 of the remaining mAbs with an eight-fold variability in the area under the curve (A U C 0 - 672 h : 1.74 × 106 -1.38 × 107 ng∙h/mL) and 10-fold difference in clearance (2.55-26.4 mL/day/kg) formed the training set for this investigation. Using a PBPK framework, mAb-dependent coefficients F1 and F2 modulating pinocytosis rate and convective transport, respectively, were estimated for each mAb with mostly good precision (coefficient of variation (CV%) <30%). F1 was estimated to be the mean and standard deviation of 0.961 ± 0.593, and F2 was estimated to be 2.13 ± 2.62. Using principal component analysis to correlate the regressed values of F1/F2 versus the multidimensional dataset composed of our panel of in vitro assays, we found that heparin chromatography retention time emerged as the predictive covariate to the mAb-specific F1, whereas F2 variability cannot be well explained by these assays. A sigmoidal relationship between F1 and the identified covariate was incorporated within the PBPK framework. A sensitivity analysis suggested plasma concentrations to be most sensitive to F1 when F1 > 1. The predictive utility of the developed PBPK model was evaluated against a separate panel of 14 mAbs biased toward high clearance, among which area under the curve of PK data of 12 mAbs was predicted within 2.5-fold error, and the positive and negative predictive values for clearance prediction were 85% and 100%, respectively. MAb heparin chromatography assay output allowed a priori identification of mAb candidates with unfavorable PK.
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Affiliation(s)
- Shufang Liu
- Department of Pharmacokinetics and Drug Metabolism, Amgen Inc, South San Francisco, CA, USA
| | - Sara C. Humphreys
- Department of Pharmacokinetics and Drug Metabolism, Amgen Inc, South San Francisco, CA, USA
| | - Kevin D. Cook
- Department of Pharmacokinetics and Drug Metabolism, Amgen Inc, South San Francisco, CA, USA
| | - Kip P. Conner
- Department of Pharmacokinetics and Drug Metabolism, Amgen Inc, South San Francisco, CA, USA
| | | | | | - Melissa Yang
- Therapeutic Discovery, Amgen, Thousand Oaks, CA, USA
| | - Ronya Primack
- Department of Pharmacokinetics and Drug Metabolism, Amgen Inc, Thousand Oaks, CA, USA
| | - Marcus Soto
- Department of Pharmacokinetics and Drug Metabolism, Amgen Inc, Thousand Oaks, CA, USA
| | - Rupa Padaki
- Process Development, Amgen Inc, Thousand Oaks, CA, USA
| | | | - Richard Smith
- Department of Pharmacokinetics and Drug Metabolism, Amgen Inc, South San Francisco, CA, USA
| | - Marissa Mock
- Therapeutic Discovery, Amgen, Thousand Oaks, CA, USA
| | - Veena A. Thomas
- Department of Pharmacokinetics and Drug Metabolism, Amgen Inc, South San Francisco, CA, USA
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Zhang B, Gorman J, Kwon YD, Pegu A, Chao CW, Liu T, Asokan M, Bender MF, Bylund T, Damron L, Gollapudi D, Lei P, Li Y, Liu C, Louder MK, McKee K, Olia AS, Rawi R, Schön A, Wang S, Yang ES, Yang Y, Carlton K, Doria-Rose NA, Shapiro L, Seaman MS, Mascola JR, Kwong PD. Bispecific antibody CAP256.J3LS targets V2-apex and CD4-binding sites with high breadth and potency. MAbs 2023; 15:2165390. [PMID: 36729903 PMCID: PMC9897750 DOI: 10.1080/19420862.2023.2165390] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/03/2023] Open
Abstract
Antibody CAP256-VRC26.25 targets the second hypervariable region (V2) at the apex of the HIV envelope (Env) trimer with extraordinary neutralization potency, although less than optimal breadth. To improve breadth, we linked the light chain of CAP256V2LS, an optimized version of CAP256-VRC26.25 currently under clinical evaluation, to the llama nanobody J3, which has broad CD4-binding site-directed neutralization. The J3-linked bispecific antibody exhibited improved breadth and potency over both J3 and CAP256V2LS, indicative of synergistic neutralization. The cryo-EM structure of the bispecific antibody in complex with a prefusion-closed Env trimer revealed simultaneous binding of J3 and CAP256V2LS. We further optimized the pharmacokinetics of the bispecific antibody by reducing the net positive charge of J3. The optimized bispecific antibody, which we named CAP256.J3LS, had a half-life similar to CAP256V2LS in human FcRn knock-in mice and exhibited suitable auto-reactivity, manufacturability, and biophysical risk. CAP256.J3LS neutralized over 97% of a multiclade 208-strain panel (geometric mean concentration for 80% inhibition (IC80) 0.079 μg/ml) and 100% of a 100-virus clade C panel (geometric mean IC80 of 0.05 μg/ml), suggesting its anti-HIV utility especially in regions where clade C dominates.
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Affiliation(s)
- Baoshan Zhang
- Vaccine Research Center, NIAID, National Institutes of Health, Bethesda, MD, USA
| | - Jason Gorman
- Vaccine Research Center, NIAID, National Institutes of Health, Bethesda, MD, USA
| | - Young D. Kwon
- Vaccine Research Center, NIAID, National Institutes of Health, Bethesda, MD, USA
| | - Amarendra Pegu
- Vaccine Research Center, NIAID, National Institutes of Health, Bethesda, MD, USA
| | - Cara W. Chao
- Vaccine Research Center, NIAID, National Institutes of Health, Bethesda, MD, USA
| | - Tracy Liu
- Vaccine Research Center, NIAID, National Institutes of Health, Bethesda, MD, USA
| | | | - Michael F. Bender
- Vaccine Research Center, NIAID, National Institutes of Health, Bethesda, MD, USA
| | - Tatsiana Bylund
- Vaccine Research Center, NIAID, National Institutes of Health, Bethesda, MD, USA
| | - Leland Damron
- Vaccine Research Center, NIAID, National Institutes of Health, Bethesda, MD, USA
| | - Deepika Gollapudi
- Vaccine Research Center, NIAID, National Institutes of Health, Bethesda, MD, USA
| | - Paula Lei
- Vaccine Research Center, NIAID, National Institutes of Health, Bethesda, MD, USA
| | - Yile Li
- Vaccine Research Center, NIAID, National Institutes of Health, Bethesda, MD, USA
| | - Cuiping Liu
- Vaccine Research Center, NIAID, National Institutes of Health, Bethesda, MD, USA
| | - Mark K. Louder
- Vaccine Research Center, NIAID, National Institutes of Health, Bethesda, MD, USA
| | - Krisha McKee
- Vaccine Research Center, NIAID, National Institutes of Health, Bethesda, MD, USA
| | - Adam S. Olia
- Vaccine Research Center, NIAID, National Institutes of Health, Bethesda, MD, USA
| | - Reda Rawi
- Vaccine Research Center, NIAID, National Institutes of Health, Bethesda, MD, USA
| | - Arne Schön
- Department of Biology, Johns Hopkins University, Baltimore, MD, USA
| | - Shuishu Wang
- Vaccine Research Center, NIAID, National Institutes of Health, Bethesda, MD, USA
| | - Eun Sung Yang
- Vaccine Research Center, NIAID, National Institutes of Health, Bethesda, MD, USA
| | - Yongping Yang
- Vaccine Research Center, NIAID, National Institutes of Health, Bethesda, MD, USA
| | - Kevin Carlton
- Vaccine Research Center, NIAID, National Institutes of Health, Bethesda, MD, USA
| | - Nicole A. Doria-Rose
- Vaccine Research Center, NIAID, National Institutes of Health, Bethesda, MD, USA
| | - Lawrence Shapiro
- Department of Biochemistry, Columbia University, New York, NY, USA
| | - Michael S. Seaman
- Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA, USA
| | - John R. Mascola
- Vaccine Research Center, NIAID, National Institutes of Health, Bethesda, MD, USA
| | - Peter D. Kwong
- Vaccine Research Center, NIAID, National Institutes of Health, Bethesda, MD, USA,Department of Biochemistry, Columbia University, New York, NY, USA,CONTACT Peter D. Kwong Vaccine Research Center, NIAID, National Institutes of Health, Bethesda, MD20892, USA
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