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Mi N, Li Z, Zhang X, Gao Y, Wang Y, Liu S, Wang S. Identification of potential immunotherapeutic targets and prognostic biomarkers in Graves' disease using weighted gene co-expression network analysis. Heliyon 2024; 10:e27175. [PMID: 38468967 PMCID: PMC10926144 DOI: 10.1016/j.heliyon.2024.e27175] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/21/2023] [Revised: 12/11/2023] [Accepted: 02/26/2024] [Indexed: 03/13/2024] Open
Abstract
Graves' disease (GD) is an autoimmune disorder characterized by hyperthyroidism resulting from autoantibody-induced stimulation of the thyroid gland. Despite recent advancements in understanding GD's pathogenesis, the molecular processes driving disease progression and treatment response remain poorly understood. In this study, we aimed to identify crucial immunogenic factors associated with GD prognosis and immunotherapeutic response. To achieve this, we implemented a comprehensive screening strategy that combined computational immunogenicity-potential scoring with multi-parametric cluster analysis to assess the immunomodulatory genes in GD-related subtypes involving stromal and immune cells. Utilizing weighted gene co-expression network analysis (WGCNA), we identified co-expressed gene modules linked to cellular senescence and immune infiltration in CD4+ and CD8+ GD samples. Additionally, gene set enrichment analysis enabled the identification of hallmark pathways distinguishing high- and low-immune subtypes. Our WGCNA analysis revealed 21 gene co-expression modules comprising 1,541 genes associated with immune infiltration components in various stages of GD, including T cells, M1 and M2 macrophages, NK cells, and Tregs. These genes primarily participated in T cell proliferation through purinergic signaling pathways, particularly neuroactive ligand-receptor interactions, and DNA binding transcription factor activity. Three genes, namely PRSS1, HCRTR1, and P2RY4, exhibited robustness in GD patients across multiple stages and were involved in immune cell infiltration during the late stage of GD (p < 0.05). Importantly, HCRTR1 and P2RY4 emerged as potential prognostic signatures for predicting overall survival in high-immunocore GD patients (p < 0.05). Overall, our study provides novel insights into the molecular mechanisms driving GD progression and highlights potential key immunogens for further investigation. These findings underscore the significance of immune infiltration-related cellular senescence in GD therapy and present promising targets for the development of new immunotherapeutic strategies.
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Affiliation(s)
- Nianrong Mi
- Department of General Practice, Central Hospital Affiliated to Shandong First Medical University, Jinan, Shandong Province, 250013, China
| | - Zhe Li
- Department of Health Management Center, Central Hospital Affiliated to Shandong First Medical University, Jinan, Shandong Province, 250013, China
| | - Xueling Zhang
- Department of Integrated Chinese and Western Medicine, Central Hospital Affiliated to Shandong First Medical University, Jinan, Shandong Province, 250013, China
| | - Yingjing Gao
- Department of Endocrinology, Shandong First Medical University, Jinan, Shandong Province, 250013, China
| | - Yanan Wang
- Department of Endocrinology, Shandong First Medical University, Jinan, Shandong Province, 250013, China
| | - Siyan Liu
- Department of Endocrinology, Shandong First Medical University, Jinan, Shandong Province, 250013, China
| | - Shaolian Wang
- Department of Integrated Chinese and Western Medicine, Central Hospital Affiliated to Shandong First Medical University, Jinan, Shandong Province, 250013, China
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2
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Mao Y, Coble K. Risk-based approach of bioanalytical methods for clinical immunogenicity assessment of multidomain biotherapeutics. Bioanalysis 2024; 16:271-275. [PMID: 38334126 DOI: 10.4155/bio-2023-0250] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/10/2024] Open
Abstract
Tweetable abstract Risk-based bioanalytical method development for clinical antidrug antibody detection and characterization of multidomain biotherapeutics.
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Affiliation(s)
- Yan Mao
- Bioanalytical Sciences, Drug Metabolism & Pharmacokinetics, Boehringer Ingelheim Pharmaceuticals, Inc., Ridgefield, CT 06877, USA
| | - Kelly Coble
- Bioanalytical Sciences, Drug Metabolism & Pharmacokinetics, Boehringer Ingelheim Pharmaceuticals, Inc., Ridgefield, CT 06877, USA
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3
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Schoenfeld K, Harwardt J, Kolmar H. Better safe than sorry: dual targeting antibodies for cancer immunotherapy. Biol Chem 2024; 0:hsz-2023-0329. [PMID: 38297991 DOI: 10.1515/hsz-2023-0329] [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: 10/17/2023] [Accepted: 01/11/2024] [Indexed: 02/02/2024]
Abstract
Antibody-based therapies are revolutionizing cancer treatment and experience a steady increase from preclinical and clinical pipelines to market share. While the clinical success of monoclonal antibodies is frequently limited by low response rates, treatment resistance and various other factors, multispecific antibodies open up new prospects by addressing tumor complexity as well as immune response actuation potently improving safety and efficacy. Novel antibody approaches involve simultaneous binding of two antigens on one cell implying increased specificity and reduced tumor escape for dual tumor-associated antigen targeting and enhanced and durable cytotoxic effects for dual immune cell-related antigen targeting. This article reviews antibody and cell-based therapeutics for oncology with intrinsic dual targeting of either tumor cells or immune cells. As revealed in various preclinical studies and clinical trials, dual targeting molecules are promising candidates constituting the next generation of antibody drugs for fighting cancer.
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Affiliation(s)
- Katrin Schoenfeld
- Institute for Organic Chemistry and Biochemistry, Technical University of Darmstadt, Peter-Grünberg-Strasse 4, D-64287 Darmstadt, Germany
| | - Julia Harwardt
- Institute for Organic Chemistry and Biochemistry, Technical University of Darmstadt, Peter-Grünberg-Strasse 4, D-64287 Darmstadt, Germany
| | - Harald Kolmar
- Institute for Organic Chemistry and Biochemistry, Technical University of Darmstadt, Peter-Grünberg-Strasse 4, D-64287 Darmstadt, Germany
- Centre for Synthetic Biology, Technical University of Darmstadt, Darmstadt, Germany
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4
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Nyesiga B, Levin M, Säll A, Rosén A, Jansson K, Fritzell S, Hägerbrand K, Weilguny D, von Schantz L. RUBY® - a tetravalent (2+2) bispecific antibody format with excellent functionality and IgG-like stability, pharmacology and developability properties. MAbs 2024; 16:2330113. [PMID: 38527972 DOI: 10.1080/19420862.2024.2330113] [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: 11/02/2023] [Accepted: 03/08/2024] [Indexed: 03/27/2024] Open
Abstract
Despite the large number of existing bispecific antibody (bsAb) formats, the generation of novel bsAbs is still associated with development and bioprocessing challenges. Here, we present RUBY, a novel bispecific antibody format that allows rapid generation of bsAbs that fulfill key development criteria. The RUBYTM format has a 2 + 2 geometry, where two Fab fragments are linked via their light chains to the C-termini of an IgG, and carries mutations for optimal chain pairing. The unique design enables generation of bsAbs with mAb-like attributes. Our data demonstrate that RUBY bsAbs are compatible with small-scale production systems for screening purposes and can be produced at high yields (>3 g/L) from stable cell lines. The bsAbs produced are shown to, in general, contain low amounts of aggregates and display favorable solubility and stress endurance profiles. Further, compatibility with various IgG isotypes is shown and tailored Fc gamma receptor binding confirmed. Also, retained interaction with FcRn is demonstrated to translate into a pharmacokinetic profile in mice and non-human primates that is comparable to mAb controls. Functionality of conditional active RUBY bsAbs is confirmed in vitro. Anti-tumor effects in vivo have previously been demonstrated, and shown to be superior to a comparable mAb, and here it is further shown that RUBY bsAbs penetrate and localize to tumor tissue in vivo. In all, the RUBY format has attractive mAb-like attributes and offers the possibility to mitigate many of the development challenges linked to other bsAb formats, facilitating both high functionality and developability.
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Affiliation(s)
- Barnabas Nyesiga
- Alligator Bioscience AB, Medicon Village, Lund, Sweden
- Faculty of Health and Society, Malmö University, Malmö, Sweden
| | - Mattias Levin
- Alligator Bioscience AB, Medicon Village, Lund, Sweden
| | - Anna Säll
- Alligator Bioscience AB, Medicon Village, Lund, Sweden
| | - Anna Rosén
- Alligator Bioscience AB, Medicon Village, Lund, Sweden
| | - Kim Jansson
- Alligator Bioscience AB, Medicon Village, Lund, Sweden
| | - Sara Fritzell
- Alligator Bioscience AB, Medicon Village, Lund, Sweden
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5
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Mora JR, Richards SM. The AAPS Journal Theme Issue: Compendium of Immunogenicity Risk Assessments: an Industry Guidance Built on Experience and Published Work. AAPS J 2023; 25:43. [PMID: 37081214 DOI: 10.1208/s12248-023-00796-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2023] [Accepted: 02/15/2023] [Indexed: 04/22/2023] Open
Affiliation(s)
- Johanna R Mora
- Non Clinical Disposition and Bioanalysis, Bristol Myers Squibb, Princeton, New Jersey, USA.
| | - Susan M Richards
- Sanofi, Translational Medicine and Early Development, Cambridge, Massachusetts, USA
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Davé E, Durrant O, Dhami N, Compson J, Broadbridge J, Archer S, Maroof A, Whale K, Menochet K, Bonnaillie P, Barry E, Wild G, Peerboom C, Bhatta P, Ellis M, Hinchliffe M, Humphreys DP, Heywood SP. TRYBE®: an Fc-free antibody format with three monovalent targeting arms engineered for long in vivo half-life. MAbs 2023; 15:2160229. [PMID: 36788124 PMCID: PMC9937000 DOI: 10.1080/19420862.2022.2160229] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/16/2023] Open
Abstract
TrYbe® is an Fc-free therapeutic antibody format, capable of engaging up to three targets simultaneously, with long in vivo half-life conferred by albumin binding. This format is shown by small-angle X-ray scattering to be conformationally flexible with favorable 'reach' properties. We demonstrate the format's broad functionality by co-targeting of soluble and cell surface antigens. The benefit of monovalent target binding is illustrated by the lack of formation of large immune complexes when co-targeting multivalent antigens. TrYbes® are manufactured using standard mammalian cell culture and protein A affinity capture processes. TrYbes® have been formulated at high concentrations and have favorable drug-like properties, including stability, solubility, and low viscosity. The unique functionality and inherent developability of the TrYbe® makes it a promising multi-specific antibody fragment format for antibody therapy.
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Affiliation(s)
- Emma Davé
- Early Solutions, UCB Biopharma UK, Slough, UK
| | | | - Neha Dhami
- Early Solutions, UCB Biopharma UK, Slough, UK
| | | | | | | | | | - Kevin Whale
- Early Solutions, UCB Biopharma UK, Slough, UK
| | | | | | - Emily Barry
- Early Solutions, UCB Biopharma UK, Slough, UK
| | - Gavin Wild
- PV Supply and Technology Solutions, UCB Biopharma UK, Slough, UK
| | - Claude Peerboom
- PV Supply and Technology Solutions, UCB Biopharma SRL, Braine-l'Alleud, Belgium, EU
| | | | - Mark Ellis
- Early Solutions, UCB Biopharma UK, Slough, UK
| | | | | | - Sam P. Heywood
- Early Solutions, UCB Biopharma UK, Slough, UK,CONTACT Sam P. Heywood Early Solutions, UCB Biopharma UK, 208 Bath Road, Slough, SL1 3XE, Slough, UK
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A humanized minipig model for the toxicological testing of therapeutic recombinant antibodies. Nat Biomed Eng 2022; 6:1248-1256. [PMID: 36138193 DOI: 10.1038/s41551-022-00921-2] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/15/2021] [Accepted: 07/01/2022] [Indexed: 11/08/2022]
Abstract
The safety of most human recombinant proteins can be evaluated in transgenic mice tolerant to specific human proteins. However, owing to insufficient genetic diversity and to fundamental differences in immune mechanisms, small-animal models of human diseases are often unsuitable for immunogenicity testing and for predicting adverse outcomes in human patients. Most human therapeutic antibodies trigger xenogeneic responses in wild-type animals and thus rapid clearance of the drugs, which makes in vivo toxicological testing of human antibodies challenging. Here we report the generation of Göttingen minipigs carrying a mini-repertoire of human genes for the immunoglobulin heavy chains γ1 and γ4 and the immunoglobulin light chain κ. In line with observations in human patients, the genetically modified minipigs tolerated the clinically non-immunogenic IgG1κ-isotype monoclonal antibodies daratumumab and bevacizumab, and elicited antibodies against the checkpoint inhibitor atezolizumab and the engineered interleukin cergutuzumab amunaleukin. The humanized minipigs can facilitate the safety and efficacy testing of therapeutic antibodies.
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8
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Designing antibodies as therapeutics. Cell 2022; 185:2789-2805. [PMID: 35868279 DOI: 10.1016/j.cell.2022.05.029] [Citation(s) in RCA: 50] [Impact Index Per Article: 25.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/03/2022] [Revised: 05/18/2022] [Accepted: 05/31/2022] [Indexed: 12/25/2022]
Abstract
Antibody therapeutics are a large and rapidly expanding drug class providing major health benefits. We provide a snapshot of current antibody therapeutics including their formats, common targets, therapeutic areas, and routes of administration. Our focus is on selected emerging directions in antibody design where progress may provide a broad benefit. These topics include enhancing antibodies for cancer, antibody delivery to organs such as the brain, gastrointestinal tract, and lungs, plus antibody developability challenges including immunogenicity risk assessment and mitigation and subcutaneous delivery. Machine learning has the potential, albeit as yet largely unrealized, for a transformative future impact on antibody discovery and engineering.
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9
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Pre-Clinical In-Vitro Studies on Parameters Governing Immune Complex Formation. Pharmaceutics 2022; 14:pharmaceutics14061254. [PMID: 35745826 PMCID: PMC9227392 DOI: 10.3390/pharmaceutics14061254] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2022] [Revised: 05/31/2022] [Accepted: 06/06/2022] [Indexed: 02/06/2023] Open
Abstract
The success of biotherapeutics is often challenged by the undesirable events of immunogenicity in patients, characterized by the formation of anti-drug antibodies (ADA). Under specific conditions, the ADAs recognizing the biotherapeutic can trigger the formation of immune complexes (ICs), followed by cascades of subsequent effects on various cell types. Hereby, the connection between the characteristics of ICs and their downstream impact is still not well understood. Factors governing the formation of ICs and the characteristics of these IC species were assessed systematically in vitro. Classic analytical methodologies such as SEC-MALS and SV-AUC, and the state-of-the-art technology mass photometry were applied for the characterization. The study demonstrates a clear interplay between (1) the absolute concentration of the involved components, (2) their molar ratios, (3) structural features of the biologic, (4) and of its endogenous target. This surrogate study design and the associated analytical tool-box is readily applicable to most biotherapeutics and provides valuable insights into mechanisms of IC formation prior to FIH studies. The applicability is versatile—from the detection of candidates with immunogenicity risks during developability assessment to evaluation of the impact of degraded or post-translationally modified biotherapeutics on the formation of ICs.
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Jawa V, Maamary J, Swanson M, Zhang S, Montgomery D. Implementing a Clinical Immunogenicity Strategy using Preclinical Risk Assessment Outputs. J Pharm Sci 2022; 111:960-969. [PMID: 35122828 DOI: 10.1016/j.xphs.2022.01.032] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/30/2021] [Revised: 01/28/2022] [Accepted: 01/29/2022] [Indexed: 12/27/2022]
Abstract
Immunogenicity to biologics is often observed following dosing in human subjects during clinical trials. Both product and host specific factors may be implicated in contributing to a potential immune response. However, even if such risk factors are identified and eliminated as part of the rational quality by design approaches, the outcome in clinic can be uncertain and challenging to predict. Several tools have been employed to identify these risk factors and consequent mitigation approaches implemented prior to dosing in humans. However, the complexity of the immune system with an interplay of network of immune cells involved in driving a long- term immune response as well as patient characteristics, can make it challenging to predict the outcome in clinic. This perspective will provide an insight into recent advances in the risk assessment approaches that are utilized during preclinical stage of development of a biologic. The outputs from such tools can help to rank order and select the most optimal candidate with the least likelihood of an immune response and can further drive the development of a clinical bioanalytical and immunogenicity monitoring strategy. Such a strategy can be proactively shared with the regulators along with the proposal to streamline clinical immunogenicity and personalizing the outcome based on pharmacogenomics and other patient-related factors. This paper provides a roadmap on performing risk assessments through a systematic identification of risks and their mitigations wherever possible. Recommendations on incorporating the key components of such risk assessments as part of the new regulatory submissions are also provided. Shorter abstract Immunogenicity to biologics is common during clinical trials. Both product and host specific factors have been implicated. Several risk assessment tools can be used to identify and mitigate the risk factors responsible for immunogenicity. An insight into recent advances in the risk assessment approaches will be presented. The outputs can define a risk score and guide the clinical bioanalytical and immunogenicity monitoring strategy. A roadmap on performing risk assessments through a systematic identification of risks and their mitigations wherever possible is provided. Best practices for a risk assessment strategy and recommendations on the content for IND and the Integrated summary of Immunogenicity are also provided.
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Affiliation(s)
- Vibha Jawa
- Nonclinical Disposition and Bioanalysis, Bristol-Myers Squibb, Princeton, NJ 08648, USA.
| | - Jad Maamary
- Pharmacokinetics, Pharmacodynamics & Drug Metabolism (PPDM), Merck & Co., Inc., Kenilworth, NJ 07033 USA
| | - Michael Swanson
- Pharmacokinetics, Pharmacodynamics & Drug Metabolism (PPDM), Merck & Co., Inc., Kenilworth, NJ 07033 USA
| | - Shuli Zhang
- Pharmacokinetics, Pharmacodynamics & Drug Metabolism (PPDM), Merck & Co., Inc., Kenilworth, NJ 07033 USA
| | - Diana Montgomery
- Pharmacokinetics, Pharmacodynamics & Drug Metabolism (PPDM), Merck & Co., Inc., Kenilworth, NJ 07033 USA
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