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Pang G, Wang R, Yang H, Chai M, Gao Y, Chen S, Mao T, Du L, Lan Y, Li S, Xu J, Cui P, Cheng R, Huang Y, Wang X, Yang Y. A synthetic heavy chain variable domain antibody library (VHL) provides highly functional antibodies with favorable developability. Protein Sci 2025; 34:e70090. [PMID: 40100169 PMCID: PMC11917115 DOI: 10.1002/pro.70090] [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: 08/30/2024] [Revised: 02/14/2025] [Accepted: 02/19/2025] [Indexed: 03/20/2025]
Abstract
Synthetic antibody libraries have been developed as an efficient source for the discovery of the heavy chain variable (VH) domain, which exhibits low immunogenicity, high tissue penetration, and diverse binding epitopes in therapeutic biopharmaceuticals. In this study, the human IGHV3-23*04 germline gene was chosen as the scaffold with a high expression level and favorable thermal stability. Amino acid diversity was introduced into the complementarity determining region 3 (CDR3) to exclude potential sequence liabilities. A library containing 2.6 × 1011 independent clones was successfully constructed. The receptor-binding domain (RBD) of the SARS-CoV-2 spike protein, interleukin-17A (IL17A), B-cell maturation antigen (BCMA), and G-protein coupled receptor family C group 5 member D (GPRC5D) were used as target antigens to screen and identify VHs. In each case, Thirty-one to fifty-five VHs were screened out. The VH-Fc antibodies showed superior affinities (as high as 4.6 nM) to the corresponding antigens but did not bind to antigen-irrelevant cell CHO-S. Furthermore, the anti-RBD and anti-IL17A VH-Fc antibodies showed strong functional activity in the receptor-blocking assays. The VH-Fc antibodies from the synthetic library exhibited favorable developability (thermal stability, colloidal stability, hydrophilicity, anti-aggregation ability, and no interaction with human IgGs). We demonstrated that high-affinity and highly functional VH domain antibodies were generated from the rationally designed library with desired physicochemical properties. This approach is generally universal to target any antigen and has significant potential to accelerate candidate selection.
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Affiliation(s)
- Guiying Pang
- College of Pharmacy, Anhui University of Traditional Chinese Medicine, Hefei, People's Republic of China
- Institute of Innovative Medicine, Biocytogen Pharmaceuticals (Beijing) Co, Ltd., Beijing, People's Republic of China
- Joint Graduate School, Yangtze Delta Drug Advanced Research Institute, Nantong, People's Republic of China
| | - Ruixue Wang
- Institute of Innovative Medicine, Biocytogen Pharmaceuticals (Beijing) Co, Ltd., Beijing, People's Republic of China
| | - Hongxu Yang
- Institute of Innovative Medicine, Biocytogen Pharmaceuticals (Beijing) Co, Ltd., Beijing, People's Republic of China
| | - Mengya Chai
- Institute of Innovative Medicine, Biocytogen Pharmaceuticals (Beijing) Co, Ltd., Beijing, People's Republic of China
| | - Yanzhe Gao
- Institute of Innovative Medicine, Biocytogen Pharmaceuticals (Beijing) Co, Ltd., Beijing, People's Republic of China
| | - Sisi Chen
- Institute of Innovative Medicine, Biocytogen Pharmaceuticals (Beijing) Co, Ltd., Beijing, People's Republic of China
| | - Ting Mao
- Institute of Innovative Medicine, Biocytogen Pharmaceuticals (Beijing) Co, Ltd., Beijing, People's Republic of China
| | - Luheng Du
- Institute of Innovative Medicine, Biocytogen Pharmaceuticals (Beijing) Co, Ltd., Beijing, People's Republic of China
| | - Yujia Lan
- Institute of Innovative Medicine, Biocytogen Pharmaceuticals (Beijing) Co, Ltd., Beijing, People's Republic of China
| | - Shu Li
- Institute of Innovative Medicine, Biocytogen Pharmaceuticals (Beijing) Co, Ltd., Beijing, People's Republic of China
| | - Jiale Xu
- Institute of Innovative Medicine, Biocytogen Pharmaceuticals (Beijing) Co, Ltd., Beijing, People's Republic of China
| | - Panpan Cui
- Institute of Innovative Medicine, Biocytogen Pharmaceuticals (Beijing) Co, Ltd., Beijing, People's Republic of China
| | - Ruqing Cheng
- Institute of Innovative Medicine, Biocytogen Pharmaceuticals (Beijing) Co, Ltd., Beijing, People's Republic of China
| | - Yuxin Huang
- Institute of Innovative Medicine, Biocytogen Pharmaceuticals (Beijing) Co, Ltd., Beijing, People's Republic of China
| | - Xuncui Wang
- College of Pharmacy, Anhui University of Traditional Chinese Medicine, Hefei, People's Republic of China
| | - Yi Yang
- Institute of Innovative Medicine, Biocytogen Pharmaceuticals (Beijing) Co, Ltd., Beijing, People's Republic of China
- Joint Graduate School, Yangtze Delta Drug Advanced Research Institute, Nantong, People's Republic of China
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Boylan J, Shrem RA, Vallecillo-Viejo IC, Duvall CL, Wadzinski BE, Spiller BW. A Nanobody Toolbox for Recognizing Distinct Epitopes on Cas9. J Mol Biol 2024; 436:168836. [PMID: 39481635 PMCID: PMC11852565 DOI: 10.1016/j.jmb.2024.168836] [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: 06/26/2024] [Revised: 10/09/2024] [Accepted: 10/22/2024] [Indexed: 11/02/2024]
Abstract
Cas9s and fusions of Cas9s have emerged as powerful tools for genetic manipulations. Fusions of Cas9 with other DNA editing enzymes have led to variants capable of single base editing and catalytically dead Cas9s have emerged as tools to specifically target desired regions of a genome. Here we describe the generation of a panel of nanobodies directed against three unique epitopes on Streptococcus pyogenes Cas9. The nanobodies were identified from a nanobody library derived from an alpaca that had been immunized with Cas9. The most potent binders recognize Cas9 and RNA bound Cas9 equally well and do not inhibit Cas9 cleavage of target DNA. These nanobodies bind non-overlapping epitopes as determined by ELISA based epitope binning experiments and mass photometry. We present the sequences of these clones and supporting biochemical data so the broader scientific community can access these reagents.
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Affiliation(s)
- Jack Boylan
- Departments of Pharmacology, Vanderbilt University, Nashville, TN 37232, United States
| | - Rebecca A Shrem
- Departments of Pharmacology, Vanderbilt University, Nashville, TN 37232, United States
| | - Isabel C Vallecillo-Viejo
- National Institutes of Health, National Institute of Allergy and Infectious Diseases, Bethesda, MD 20892, United States; Departments of Biomedical Engineering, Vanderbilt University, Nashville, TN 37232, United States
| | - Craig L Duvall
- Departments of Biomedical Engineering, Vanderbilt University, Nashville, TN 37232, United States
| | - Brian E Wadzinski
- Departments of Pharmacology, Vanderbilt University, Nashville, TN 37232, United States
| | - Benjamin W Spiller
- Departments of Pharmacology, Vanderbilt University, Nashville, TN 37232, United States; Departments of Pathology, Microbiology and Immunology, Vanderbilt University, Nashville, TN 37232, United States.
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3
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Ahmed FS, Aly S, Liu X. NABP-BERT: NANOBODY®-antigen binding prediction based on bidirectional encoder representations from transformers (BERT) architecture. Brief Bioinform 2024; 26:bbae518. [PMID: 39688476 DOI: 10.1093/bib/bbae518] [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: 04/24/2024] [Revised: 08/23/2024] [Accepted: 12/10/2024] [Indexed: 12/18/2024] Open
Abstract
Antibody-mediated immunity is crucial in the vertebrate immune system. Nanobodies, also known as VHH or single-domain antibodies (sdAbs), are emerging as promising alternatives to full-length antibodies due to their compact size, precise target selectivity, and stability. However, the limited availability of nanobodies (Nbs) for numerous antigens (Ags) presents a significant obstacle to their widespread application. Understanding the interactions between Nbs and Ags is essential for enhancing their binding affinities and specificities. Experimental identification of these interactions is often costly and time-intensive. To address this issue, we introduce NABP-BERT, a deep-learning model based on the BERT architecture, designed to predict NANOBODY®-Ag binding solely from sequence information. Furthermore, we have developed a general pretrained model with transfer capabilities suitable for protein-related tasks, including protein-protein interaction tasks. NABP-BERT focuses on the surrounding amino acid contexts and outperforms existing methods, achieving an AUROC of 0.986 and an AUPR of 0.985.
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Affiliation(s)
- Fatma S Ahmed
- Department of Computer Science and Technology, Xiamen University, Xiamen 361005, China
- Department of Electrical Engineering, Aswan University, Aswan 81542, Egypt
| | - Saleh Aly
- Department of Information Technology, Majmaah University, Majmaah 11952, Saudi Arabia
| | - Xiangrong Liu
- Department of Computer Science and Technology, Xiamen University, Xiamen 361005, China
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4
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Wang X, Zhang L, Zhang Y, Li J, Xu W, Zhu W. Distinct types of VHHs in Alpaca. Front Immunol 2024; 15:1447212. [PMID: 39600702 PMCID: PMC11588638 DOI: 10.3389/fimmu.2024.1447212] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/11/2024] [Accepted: 10/23/2024] [Indexed: 11/29/2024] Open
Abstract
Introduction VHHs (VH of heavy-chain-only antibodies) represent a unique alternative to Q7 conventional antibodies because of their smaller size, comparable binding affinity and biophysical properties. Method In this study, we systematically analyzed VHH NGS sequences from 22 Alpacas and structure data from public database. Results VHHs in Alpaca can be grouped into five main types with multiple distinct sequence and structure features. Based on the existence of hallmark residues in FR2 region, VHHs can be classified into two groups: nonclassical VHHs (without hallmark residues) and classical VHHs (with hallmark residues). Based on VHH hallmark residues at 42 position (IMGT numbering, FR2 region) and number of cysteines, we found that Alpaca classical VHHs can be further separated into three main types: F_C2 VHHs with F (phenylalanine) at position 42 and having 2 cysteines within sequences, Y_C2 VHHs with Y (tyrosine) at position 42 and having 2 cysteines, and F_C4 with F at position 42 and having 4 cysteines. Non-classical VHHs can be further separated into 2 types based on germlines mapped: N_V3 for VHHs mapped to V3 germlines and N_V4 for V4 germlines. Based on whether FR2 residues are involved in binding, two kinds of paratopes can be identified. Different types of VHHs showed distinct associations with these two paratopes and displayed significant differences in paratope size, residue usage and other structure features. Discussion Such results will have significant implications in VHH discovery, engine e ring, and design for innovative therapeutics.
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Affiliation(s)
- Xinhao Wang
- Drug Discovery and Development, Chantibody Therapeutics, Menlo Park, CA, United States
| | - Lu Zhang
- Drug Discovery and Development, Shanghai Cell Therapy Group Co. Ltd, Shanghai, China
| | - Yao Zhang
- Drug Discovery and Development, Shanghai Cell Therapy Group Co. Ltd, Shanghai, China
| | - Jiaguo Li
- Drug Discovery and Development, Shanghai Cell Therapy Group Co. Ltd, Shanghai, China
| | - Wenfeng Xu
- Drug Discovery and Development, Chantibody Therapeutics, Menlo Park, CA, United States
| | - Weimin Zhu
- Drug Discovery and Development, Shanghai Cell Therapy Group Co. Ltd, Shanghai, China
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Fernández‐Quintero ML, Guarnera E, Musil D, Pekar L, Sellmann C, Freire F, Sousa RL, Santos SP, Freitas MC, Bandeiras TM, Silva MMS, Loeffler JR, Ward AB, Harwardt J, Zielonka S, Evers A. On the humanization of VHHs: Prospective case studies, experimental and computational characterization of structural determinants for functionality. Protein Sci 2024; 33:e5176. [PMID: 39422475 PMCID: PMC11487682 DOI: 10.1002/pro.5176] [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: 07/04/2024] [Revised: 08/28/2024] [Accepted: 08/30/2024] [Indexed: 10/19/2024]
Abstract
The humanization of camelid-derived variable domain heavy chain antibodies (VHHs) poses challenges including immunogenicity, stability, and potential reduction of affinity. Critical to this process are complementarity-determining regions (CDRs), Vernier and Hallmark residues, shaping the three-dimensional fold and influencing VHH structure and function. Additionally, the presence of non-canonical disulfide bonds further contributes to conformational stability and antigen binding. In this study, we systematically humanized two camelid-derived VHHs targeting the natural cytotoxicity receptor NKp30. Key structural positions in Vernier and Hallmark regions were exchanged with residues from the most similar human germline sequences. The resulting variants were characterized for binding affinities, yield, and purity. Structural binding modes were elucidated through crystal structure determination and AlphaFold2 predictions, providing insights into differences in binding affinity. Comparative structural and molecular dynamics characterizations of selected variants were performed to rationalize their functional properties and elucidate the role of specific sequence motifs in antigen binding. Furthermore, systematic analyses of next-generation sequencing (NGS) and Protein Data Bank (PDB) data was conducted, shedding light on the functional significance of Hallmark motifs and non-canonical disulfide bonds in VHHs in general. Overall, this study provides valuable insights into the structural determinants governing the functional properties of VHHs, offering a roadmap for their rational design, humanization, and optimization for therapeutic applications.
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Affiliation(s)
- Monica L. Fernández‐Quintero
- Department of Integrative Structural and Computational BiologyThe Scripps Research InstituteLa JollaCaliforniaUSA
| | - Enrico Guarnera
- Antibody Discovery and Protein EngineeringMerck Healthcare KGaADarmstadtGermany
| | - Djordje Musil
- Structural Biology and BiophysicsMerck Healthcare KGaADarmstadtGermany
| | - Lukas Pekar
- Antibody Discovery and Protein EngineeringMerck Healthcare KGaADarmstadtGermany
| | - Carolin Sellmann
- Antibody Discovery and Protein EngineeringMerck Healthcare KGaADarmstadtGermany
| | - Filipe Freire
- iBET, Instituto de Biologia Experimental e TecnológicaOeirasPortugal
| | - Raquel L. Sousa
- iBET, Instituto de Biologia Experimental e TecnológicaOeirasPortugal
| | - Sandra P. Santos
- iBET, Instituto de Biologia Experimental e TecnológicaOeirasPortugal
| | - Micael C. Freitas
- iBET, Instituto de Biologia Experimental e TecnológicaOeirasPortugal
| | | | | | - Johannes R. Loeffler
- Department of Integrative Structural and Computational BiologyThe Scripps Research InstituteLa JollaCaliforniaUSA
| | - Andrew B. Ward
- Department of Integrative Structural and Computational BiologyThe Scripps Research InstituteLa JollaCaliforniaUSA
| | - Julia Harwardt
- Antibody Discovery and Protein EngineeringMerck Healthcare KGaADarmstadtGermany
| | - Stefan Zielonka
- Antibody Discovery and Protein EngineeringMerck Healthcare KGaADarmstadtGermany
- Institute for Organic Chemistry and BiochemistryTechnical University of DarmstadtDarmstadtGermany
| | - Andreas Evers
- Antibody Discovery and Protein EngineeringMerck Healthcare KGaADarmstadtGermany
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6
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Yu T, Zheng F, He W, Muyldermans S, Wen Y. Single domain antibody: Development and application in biotechnology and biopharma. Immunol Rev 2024; 328:98-112. [PMID: 39166870 PMCID: PMC11659936 DOI: 10.1111/imr.13381] [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] [Indexed: 08/23/2024]
Abstract
Heavy-chain antibodies (HCAbs) are a unique type of antibodies devoid of light chains, and comprised of two heavy chains-only that recognize their cognate antigen by virtue of a single variable domain also referred to as VHH, single domain antibody (sdAb), or nanobody (Nb). These functional HCAbs, serendipitous discovered about three decades ago, are exclusively found in camelids, comprising dromedaries, camels, llamas, and vicugnas. Nanobodies have become an essential tool in biomedical research and medicine, both in diagnostics and therapeutics due to their beneficial properties: small size, high stability, strong antigen-binding affinity, low immunogenicity, low production cost, and straightforward engineering into more potent affinity reagents. The occurrence of HCAbs in camelids remains intriguing. It is believed to be an evolutionary adaptation, equipping camelids with a robust adaptive immune defense suitable to respond to the pressure from a pathogenic invasion necessitating a more profound antigen recognition and neutralization. This evolutionary innovation led to a simplified HCAb structure, possibly supported by genetic mutations and drift, allowing adaptive mutation and diversification in the heavy chain variable gene and constant gene regions. Beyond understanding their origins, the application of nanobodies has significantly advanced over the past 30 years. Alongside expanding laboratory research, there has been a rapid increase in patent application for nanobodies. The introduction of commercial nanobody drugs such as Cablivi, Nanozora, Envafolimab, and Carvykti has boosted confidence among in their potential. This review explores the evolutionary history of HCAbs, their ontogeny, and applications in biotechnology and pharmaceuticals, focusing on approved and ongoing medical research pipelines.
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Affiliation(s)
- Ting Yu
- Center for Microbiome Research of Med‐X Institute, Shaanxi Provincial Key Laboratory of Sepsis in Critical Care Medicine, The First Affiliated HospitalXi'an Jiaotong UniversityXi'anChina
| | - Fang Zheng
- The Key Laboratory of Environment and Genes Related to Disease of Ministry of Education, Health Science CenterXi'an Jiaotong UniversityXi'anChina
| | - Wenbo He
- Center for Microbiome Research of Med‐X Institute, Shaanxi Provincial Key Laboratory of Sepsis in Critical Care Medicine, The First Affiliated HospitalXi'an Jiaotong UniversityXi'anChina
| | - Serge Muyldermans
- Laboratory of Cellular and Molecular ImmunologyVrije Universiteit BrusselBrusselsBelgium
| | - Yurong Wen
- Center for Microbiome Research of Med‐X Institute, Shaanxi Provincial Key Laboratory of Sepsis in Critical Care Medicine, The First Affiliated HospitalXi'an Jiaotong UniversityXi'anChina
- The Key Laboratory of Environment and Genes Related to Disease of Ministry of Education, Health Science CenterXi'an Jiaotong UniversityXi'anChina
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7
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Liu C, Li Y, He Q, Fu J, Wei Q, Lin H, Luo Y, Tu Z. Sequence-based design and construction of synthetic nanobody library. Biotechnol Bioeng 2024; 121:1973-1985. [PMID: 38548653 DOI: 10.1002/bit.28707] [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: 11/29/2023] [Revised: 02/26/2024] [Accepted: 03/16/2024] [Indexed: 05/29/2024]
Abstract
Nanobody (Nb), the smallest antibody fragments known to bind antigens, is now widely applied to various studies, including protein structure analysis, bioassay, diagnosis, and biomedicine. The traditional approach to generating specific nanobodies involves animal immunization which is time-consuming and expensive. As the understanding of the antibody repertoire accumulation, the synthetic library, which is devoid of animals, has attracted attention widely in recent years. Here, we describe a synthetic phage display library (S-Library), designed based on the systematic analysis of the next-generation sequencing (NGS) of nanobody repertoire. The library consists of a single highly conserved scaffold (IGHV3S65*01-IGHJ4*01) and complementary determining regions of constrained diversity. The S-Library containing 2.19 × 108 independent clones was constructed by the one-step assembly and rapid electro-transformation. The S-Library was screened against various targets (Nb G8, fusion protein of Nb G8 and green fluorescent protein, bovine serum albumin, ovalbumin, and acetylcholinesterase). In comparison, a naïve library (N-Library) from the source of 13 healthy animals was constructed and screened against the same targets as the S-Library. Binders were isolated from both S-Library and N-Library. The dynamic affinity was evaluated by the biolayer interferometry. The data confirms that the feature of the Nb repertoire is conducive to reducing the complexity of library design, thus allowing the S-Library to be built on conventional reagents and primers.
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Affiliation(s)
- Chuanyong Liu
- State Key Laboratory of Food Science and Resources, Nanchang University, Nanchang, China
- College of Food Science and Technology, Nanchang University, Nanchang, China
| | - Yanping Li
- State Key Laboratory of Food Science and Resources, Nanchang University, Nanchang, China
- Jiangxi Province Key Laboratory of Modern Analytical Science, Nanchang University, Nanchang, China
- Jiangxi-OAI Joint Research Institution, Nanchang University, Nanchang, China
| | - Qinghua He
- State Key Laboratory of Food Science and Resources, Nanchang University, Nanchang, China
- Jiangxi Province Key Laboratory of Modern Analytical Science, Nanchang University, Nanchang, China
- Jiangxi-OAI Joint Research Institution, Nanchang University, Nanchang, China
| | - Jinheng Fu
- State Key Laboratory of Food Science and Resources, Nanchang University, Nanchang, China
- Jiangxi-OAI Joint Research Institution, Nanchang University, Nanchang, China
| | - Qingting Wei
- School of Software, Nanchang University, Nanchang, China
| | - Hao Lin
- State Key Laboratory of Food Science and Resources, Nanchang University, Nanchang, China
- College of Food Science and Technology, Nanchang University, Nanchang, China
| | - Ying Luo
- State Key Laboratory of Food Science and Resources, Nanchang University, Nanchang, China
- College of Food Science and Technology, Nanchang University, Nanchang, China
| | - Zhui Tu
- State Key Laboratory of Food Science and Resources, Nanchang University, Nanchang, China
- Jiangxi Province Key Laboratory of Modern Analytical Science, Nanchang University, Nanchang, China
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8
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Lee HE, Cho AH, Hwang JH, Kim JW, Yang HR, Ryu T, Jung Y, Lee S. Development, High-Throughput Profiling, and Biopanning of a Large Phage Display Single-Domain Antibody Library. Int J Mol Sci 2024; 25:4791. [PMID: 38732011 PMCID: PMC11083953 DOI: 10.3390/ijms25094791] [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: 03/20/2024] [Revised: 04/24/2024] [Accepted: 04/25/2024] [Indexed: 05/13/2024] Open
Abstract
Immunoglobulin G-based monoclonal antibodies (mAbs) have been effective in treating various diseases, but their large molecular size can limit their penetration of tissue and efficacy in multifactorial diseases, necessitating the exploration of alternative forms. In this study, we constructed a phage display library comprising single-domain antibodies (sdAbs; or "VHHs"), known for their small size and remarkable stability, using a total of 1.6 × 109 lymphocytes collected from 20 different alpacas, resulting in approximately 7.16 × 1010 colonies. To assess the quality of the constructed library, next-generation sequencing-based high-throughput profiling was performed, analyzing approximately 5.65 × 106 full-length VHH sequences, revealing 92% uniqueness and confirming the library's diverse composition. Systematic characterization of the library revealed multiple sdAbs with high affinity for three therapeutically relevant antigens. In conclusion, our alpaca sdAb phage display library provides a versatile resource for diagnostics and therapeutics. Furthermore, the library's vast natural VHH antibody repertoire offers insights for generating humanized synthetic sdAb libraries, further advancing sdAb-based therapeutics.
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Affiliation(s)
- Hee Eon Lee
- Department of Biopharmaceutical Chemistry, Kookmin University, Seoul 02707, Republic of Korea; (H.E.L.); (A.H.C.); (J.H.H.); (J.W.K.); (H.R.Y.)
| | - Ah Hyun Cho
- Department of Biopharmaceutical Chemistry, Kookmin University, Seoul 02707, Republic of Korea; (H.E.L.); (A.H.C.); (J.H.H.); (J.W.K.); (H.R.Y.)
| | - Jae Hyeon Hwang
- Department of Biopharmaceutical Chemistry, Kookmin University, Seoul 02707, Republic of Korea; (H.E.L.); (A.H.C.); (J.H.H.); (J.W.K.); (H.R.Y.)
| | - Ji Woong Kim
- Department of Biopharmaceutical Chemistry, Kookmin University, Seoul 02707, Republic of Korea; (H.E.L.); (A.H.C.); (J.H.H.); (J.W.K.); (H.R.Y.)
| | - Ha Rim Yang
- Department of Biopharmaceutical Chemistry, Kookmin University, Seoul 02707, Republic of Korea; (H.E.L.); (A.H.C.); (J.H.H.); (J.W.K.); (H.R.Y.)
| | - Taehoon Ryu
- ATG Lifetech Inc., Seoul 08507, Republic of Korea; (T.R.); (Y.J.)
| | - Yushin Jung
- ATG Lifetech Inc., Seoul 08507, Republic of Korea; (T.R.); (Y.J.)
| | - Sukmook Lee
- Department of Biopharmaceutical Chemistry, Kookmin University, Seoul 02707, Republic of Korea; (H.E.L.); (A.H.C.); (J.H.H.); (J.W.K.); (H.R.Y.)
- Department of Applied Chemistry, Kookmin University, Seoul 02707, Republic of Korea
- Antibody Research Institute, Kookmin University, Seoul 02707, Republic of Korea
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9
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Hadsund JT, Satława T, Janusz B, Shan L, Zhou L, Röttger R, Krawczyk K. nanoBERT: a deep learning model for gene agnostic navigation of the nanobody mutational space. BIOINFORMATICS ADVANCES 2024; 4:vbae033. [PMID: 38560554 PMCID: PMC10978573 DOI: 10.1093/bioadv/vbae033] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 10/25/2023] [Revised: 02/05/2024] [Accepted: 03/04/2024] [Indexed: 04/04/2024]
Abstract
Motivation Nanobodies are a subclass of immunoglobulins, whose binding site consists of only one peptide chain, bestowing favorable biophysical properties. Recently, the first nanobody therapy was approved, paving the way for further clinical applications of this antibody format. Further development of nanobody-based therapeutics could be streamlined by computational methods. One of such methods is infilling-positional prediction of biologically feasible mutations in nanobodies. Being able to identify possible positional substitutions based on sequence context, facilitates functional design of such molecules. Results Here we present nanoBERT, a nanobody-specific transformer to predict amino acids in a given position in a query sequence. We demonstrate the need to develop such machine-learning based protocol as opposed to gene-specific positional statistics since appropriate genetic reference is not available. We benchmark nanoBERT with respect to human-based language models and ESM-2, demonstrating the benefit for domain-specific language models. We also demonstrate the benefit of employing nanobody-specific predictions for fine-tuning on experimentally measured thermostability dataset. We hope that nanoBERT will help engineers in a range of predictive tasks for designing therapeutic nanobodies. Availability and implementation https://huggingface.co/NaturalAntibody/.
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Affiliation(s)
| | | | | | - Lu Shan
- Alector Therapeutics, San Francisco, CA, 94080, United States
| | - Li Zhou
- Alector Therapeutics, San Francisco, CA, 94080, United States
| | - Richard Röttger
- Department Mathematics and Computer Science, University of Southern, Odense, 5230, Denmark
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10
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Mullin M, McClory J, Haynes W, Grace J, Robertson N, van Heeke G. Applications and challenges in designing VHH-based bispecific antibodies: leveraging machine learning solutions. MAbs 2024; 16:2341443. [PMID: 38666503 PMCID: PMC11057648 DOI: 10.1080/19420862.2024.2341443] [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: 09/22/2023] [Accepted: 04/05/2024] [Indexed: 05/01/2024] Open
Abstract
The development of bispecific antibodies that bind at least two different targets relies on bringing together multiple binding domains with different binding properties and biophysical characteristics to produce a drug-like therapeutic. These building blocks play an important role in the overall quality of the molecule and can influence many important aspects from potency and specificity to stability and half-life. Single-domain antibodies, particularly camelid-derived variable heavy domain of heavy chain (VHH) antibodies, are becoming an increasingly popular choice for bispecific construction due to their single-domain modularity, favorable biophysical properties, and potential to work in multiple antibody formats. Here, we review the use of VHH domains as building blocks in the construction of multispecific antibodies and the challenges in creating optimized molecules. In addition to exploring traditional approaches to VHH development, we review the integration of machine learning techniques at various stages of the process. Specifically, the utilization of machine learning for structural prediction, lead identification, lead optimization, and humanization of VHH antibodies.
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11
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Yang J, Lin S, Chen Z, Yang F, Guo L, Wang L, Duan Y, Zhang X, Dai Y, Yin K, Yu C, Yuan X, Sun H, He B, Cao Y, Ye H, Dong H, Liu X, Chen B, Li J, Zhao Q, Lu G. Development of a bispecific nanobody conjugate broadly neutralizes diverse SARS-CoV-2 variants and structural basis for its broad neutralization. PLoS Pathog 2023; 19:e1011804. [PMID: 38033141 PMCID: PMC10688893 DOI: 10.1371/journal.ppat.1011804] [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: 03/10/2023] [Accepted: 11/07/2023] [Indexed: 12/02/2023] Open
Abstract
The continuous emergence of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) variants with increased transmissibility and profound immune-escape capacity makes it an urgent need to develop broad-spectrum therapeutics. Nanobodies have recently attracted extensive attentions due to their excellent biochemical and binding properties. Here, we report two high-affinity nanobodies (Nb-015 and Nb-021) that target non-overlapping epitopes in SARS-CoV-2 S-RBD. Both nanobodies could efficiently neutralize diverse viruses of SARS-CoV-2. The neutralizing mechanisms for the two nanobodies are further delineated by high-resolution nanobody/S-RBD complex structures. In addition, an Fc-based tetravalent nanobody format is constructed by combining Nb-015 and Nb-021. The resultant nanobody conjugate, designated as Nb-X2-Fc, exhibits significantly enhanced breadth and potency against all-tested SARS-CoV-2 variants, including Omicron sub-lineages. These data demonstrate that Nb-X2-Fc could serve as an effective drug candidate for the treatment of SARS-CoV-2 infection, deserving further in-vivo evaluations in the future.
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Affiliation(s)
- Jing Yang
- Department of Emergency Medicine, State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, Chengdu, Sichuan, China
| | - Sheng Lin
- Department of Emergency Medicine, State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, Chengdu, Sichuan, China
| | - Zimin Chen
- Department of Emergency Medicine, State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, Chengdu, Sichuan, China
| | - Fanli Yang
- Department of Emergency Medicine, State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, Chengdu, Sichuan, China
| | - Liyan Guo
- Department of Emergency Medicine, State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, Chengdu, Sichuan, China
| | - Lingling Wang
- Department of Emergency Medicine, State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, Chengdu, Sichuan, China
| | - Yanping Duan
- Department of Emergency Medicine, State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, Chengdu, Sichuan, China
| | - Xindan Zhang
- Department of Emergency Medicine, State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, Chengdu, Sichuan, China
| | - Yushan Dai
- Department of Emergency Medicine, State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, Chengdu, Sichuan, China
| | - Keqing Yin
- Department of Emergency Medicine, State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, Chengdu, Sichuan, China
| | - Chongzhang Yu
- Department of Emergency Medicine, State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, Chengdu, Sichuan, China
| | - Xin Yuan
- Department of Emergency Medicine, State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, Chengdu, Sichuan, China
| | - Honglu Sun
- Department of Emergency Medicine, State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, Chengdu, Sichuan, China
| | - Bin He
- Department of Emergency Medicine, State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, Chengdu, Sichuan, China
| | - Yu Cao
- Department of Emergency Medicine, State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, Chengdu, Sichuan, China
- Disaster Medicine Center, West China Hospital, Sichuan University, Chengdu, Sichuan, China
| | - Haoyu Ye
- Department of Biotherapy, State Key Laboratory of Biotherapy and Cancer Center, West China Hospital, Sichuan University, Chengdu, Sichuan, China
| | - Haohao Dong
- State Key Laboratory of Biotherapy and Cancer Center, National Clinical Research Center for Geriatrics, West China Hospital, Sichuan University, Chengdu, Sichuan, China
| | - Xianbo Liu
- CHENGDU NB BIOLAB CO., LTD, Chengdu, Sichuan, China
| | - Bo Chen
- CHENGDU NB BIOLAB CO., LTD, Chengdu, Sichuan, China
| | - Jian Li
- School of Basic Medical Sciences, Chengdu University, Chengdu, Sichuan, China
| | - Qi Zhao
- College of Food and Biological Engineering, Chengdu University, Chengdu, Sichuan, China
| | - Guangwen Lu
- Department of Emergency Medicine, State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, Chengdu, Sichuan, China
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12
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Kordus SL, Kroh HK, Rodríguez RC, Shrem RA, Peritore-Galve FC, Shupe JA, Wadzinski BE, Lacy DB, Spiller BW. Nanobodies against C. difficile TcdA and TcdB reveal unexpected neutralizing epitopes and provide a toolkit for toxin quantitation in vivo. PLoS Pathog 2023; 19:e1011496. [PMID: 37871122 PMCID: PMC10621975 DOI: 10.1371/journal.ppat.1011496] [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: 06/20/2023] [Revised: 11/02/2023] [Accepted: 10/07/2023] [Indexed: 10/25/2023] Open
Abstract
Clostridioides difficile is a leading cause of antibiotic-associated diarrhea and nosocomial infection in the United States. The symptoms of C. difficile infection (CDI) are associated with the production of two homologous protein toxins, TcdA and TcdB. The toxins are considered bona fide targets for clinical diagnosis as well as the development of novel prevention and therapeutic strategies. While there are extensive studies that document these efforts, there are several gaps in knowledge that could benefit from the creation of new research tools. First, we now appreciate that while TcdA sequences are conserved, TcdB sequences can vary across the span of circulating clinical isolates. An understanding of the TcdA and TcdB epitopes that drive broadly neutralizing antibody responses could advance the effort to identify safe and effective toxin-protein chimeras and fragments for vaccine development. Further, an understanding of TcdA and TcdB concentration changes in vivo can guide research into how host and microbiome-focused interventions affect the virulence potential of C. difficile. We have developed a panel of alpaca-derived nanobodies that bind specific structural and functional domains of TcdA and TcdB. We note that many of the potent neutralizers of TcdA bind epitopes within the delivery domain, a finding that could reflect roles of the delivery domain in receptor binding and/or the conserved role of pore-formation in the delivery of the toxin enzyme domains to the cytosol. In contrast, neutralizing epitopes for TcdB were found in multiple domains. The nanobodies were also used for the creation of sandwich ELISA assays that allow for quantitation of TcdA and/or TcdB in vitro and in the cecal and fecal contents of infected mice. We anticipate these reagents and assays will allow researchers to monitor the dynamics of TcdA and TcdB production over time, and the impact of various experimental interventions on toxin production in vivo.
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Affiliation(s)
- Shannon L. Kordus
- Department of Pathology, Microbiology, and Immunology, Vanderbilt University Medical Center, Nashville, Tennessee, United States of America
| | - Heather K. Kroh
- Department of Pathology, Microbiology, and Immunology, Vanderbilt University Medical Center, Nashville, Tennessee, United States of America
| | - Rubén Cano Rodríguez
- Department of Pathology, Microbiology, and Immunology, Vanderbilt University Medical Center, Nashville, Tennessee, United States of America
| | - Rebecca A. Shrem
- Department of Pharmacology, Vanderbilt University, Nashville, Tennessee, United States of America
| | - F. Christopher Peritore-Galve
- Department of Pathology, Microbiology, and Immunology, Vanderbilt University Medical Center, Nashville, Tennessee, United States of America
| | - John A. Shupe
- Department of Pathology, Microbiology, and Immunology, Vanderbilt University Medical Center, Nashville, Tennessee, United States of America
| | - Brian E. Wadzinski
- Department of Pharmacology, Vanderbilt University, Nashville, Tennessee, United States of America
| | - D. Borden Lacy
- Department of Pathology, Microbiology, and Immunology, Vanderbilt University Medical Center, Nashville, Tennessee, United States of America
- Department of Veterans Affairs, Tennessee Valley Healthcare System, Nashville, Tennessee, United States of America
| | - Benjamin W. Spiller
- Department of Pathology, Microbiology, and Immunology, Vanderbilt University Medical Center, Nashville, Tennessee, United States of America
- Department of Pharmacology, Vanderbilt University, Nashville, Tennessee, United States of America
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13
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Bahrami Dizicheh Z, Chen IL, Koenig P. VHH CDR-H3 conformation is determined by VH germline usage. Commun Biol 2023; 6:864. [PMID: 37598276 PMCID: PMC10439903 DOI: 10.1038/s42003-023-05241-y] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/29/2022] [Accepted: 08/11/2023] [Indexed: 08/21/2023] Open
Abstract
VHHs or nanobodies are single antigen binding domains originating from camelid heavy-chain antibodies. They are used as diagnostic and research tools and in a variety of therapeutic molecules. Analyzing variable domain structures from llama and alpaca we found that VHHs can be classified into two large structural clusters based on their CDR-H3 conformation. Extended CDR-H3 loops protrude into the solvent, whereas kinked CDR-H3 loops fold back onto framework regions. Both major families have distinct properties in terms of their CDR-H3 secondary structure, how their CDR-H3 interacts with the framework region and how they bind to antigens. We show that the CDR-H3 conformation of VHHs correlates with the germline from which the antibodies are derived: IGHV3-3 derived antibodies almost exclusively adopt a kinked CDR-H3 conformation while the CDR-H3 adopts an extended structure in most IGHV3S53 derived antibodies. We do not observe any bias stemming from V(D)J recombination in llama immune repertoires, suggesting that the correlation is the result of selection processes during B-cell development. Our findings demonstrate a previously undescribed impact of germline usage on antigen interaction and contribute to a better understanding on how properties of the antibody framework shape the immune repertoire.
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Affiliation(s)
- Zahra Bahrami Dizicheh
- 23andMe, Inc. Therapeutics, 349 Oyster Point Boulevard, South San Francisco, CA, 94080, USA
| | - I-Ling Chen
- 23andMe, Inc. Therapeutics, 349 Oyster Point Boulevard, South San Francisco, CA, 94080, USA
| | - Patrick Koenig
- 23andMe, Inc. Therapeutics, 349 Oyster Point Boulevard, South San Francisco, CA, 94080, USA.
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14
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Misson Mindrebo L, Liu H, Ozorowski G, Tran Q, Woehl J, Khalek I, Smith J, Barman S, Zhao F, Keating C, Limbo O, Verma M, Liu J, Stanfield R, Zhu X, Turner H, Sok D, Huang PS, Burton D, Ward A, Wilson I, Jardine J. Fully synthetic platform to rapidly generate tetravalent bispecific nanobody-based immunoglobulins. Proc Natl Acad Sci U S A 2023; 120:e2216612120. [PMID: 37276407 PMCID: PMC10268213 DOI: 10.1073/pnas.2216612120] [Citation(s) in RCA: 19] [Impact Index Per Article: 9.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/04/2022] [Accepted: 04/28/2023] [Indexed: 06/07/2023] Open
Abstract
Nanobodies bind a target antigen with a kinetic profile similar to a conventional antibody, but exist as a single heavy chain domain that can be readily multimerized to engage antigen via multiple interactions. Presently, most nanobodies are produced by immunizing camelids; however, platforms for animal-free production are growing in popularity. Here, we describe the development of a fully synthetic nanobody library based on an engineered human VH3-23 variable gene and a multispecific antibody-like format designed for biparatopic target engagement. To validate our library, we selected nanobodies against the SARS-CoV-2 receptor-binding domain and employed an on-yeast epitope binning strategy to rapidly map the specificities of the selected nanobodies. We then generated antibody-like molecules by replacing the VH and VL domains of a conventional antibody with two different nanobodies, designed as a molecular clamp to engage the receptor-binding domain biparatopically. The resulting bispecific tetra-nanobody immunoglobulins neutralized diverse SARS-CoV-2 variants with potencies similar to antibodies isolated from convalescent donors. Subsequent biochemical analyses confirmed the accuracy of the on-yeast epitope binning and structures of both individual nanobodies, and a tetra-nanobody immunoglobulin revealed that the intended mode of interaction had been achieved. This overall workflow is applicable to nearly any protein target and provides a blueprint for a modular workflow for the development of multispecific molecules.
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Affiliation(s)
- Laetitia Misson Mindrebo
- International AIDS Vaccine Initiative Neutralizing Antibody Center, The Scripps Research Institute, La Jolla, CA92037
- International AIDS Vaccine Initiative, New York, NY10004
| | - Hejun Liu
- Department of Integrative Structural and Computational Biology, The Scripps Research Institute, La Jolla, CA92037
| | - Gabriel Ozorowski
- International AIDS Vaccine Initiative Neutralizing Antibody Center, The Scripps Research Institute, La Jolla, CA92037
- Department of Integrative Structural and Computational Biology, The Scripps Research Institute, La Jolla, CA92037
- Consortium for HIV/AIDS Vaccine Development, The Scripps Research Institute, La Jolla, CA92037
| | - Quoc Tran
- International AIDS Vaccine Initiative Neutralizing Antibody Center, The Scripps Research Institute, La Jolla, CA92037
- International AIDS Vaccine Initiative, New York, NY10004
| | - Jordan Woehl
- International AIDS Vaccine Initiative Neutralizing Antibody Center, The Scripps Research Institute, La Jolla, CA92037
- International AIDS Vaccine Initiative, New York, NY10004
| | - Irene Khalek
- International AIDS Vaccine Initiative Neutralizing Antibody Center, The Scripps Research Institute, La Jolla, CA92037
- International AIDS Vaccine Initiative, New York, NY10004
| | - Jessica M. Smith
- International AIDS Vaccine Initiative Neutralizing Antibody Center, The Scripps Research Institute, La Jolla, CA92037
- International AIDS Vaccine Initiative, New York, NY10004
| | - Shawn Barman
- International AIDS Vaccine Initiative Neutralizing Antibody Center, The Scripps Research Institute, La Jolla, CA92037
- Consortium for HIV/AIDS Vaccine Development, The Scripps Research Institute, La Jolla, CA92037
- Department of Immunology and Microbiology, The Scripps Research Institute, La Jolla, CA92037
| | - Fangzhu Zhao
- International AIDS Vaccine Initiative Neutralizing Antibody Center, The Scripps Research Institute, La Jolla, CA92037
- Consortium for HIV/AIDS Vaccine Development, The Scripps Research Institute, La Jolla, CA92037
- Department of Immunology and Microbiology, The Scripps Research Institute, La Jolla, CA92037
| | - Celina Keating
- International AIDS Vaccine Initiative Neutralizing Antibody Center, The Scripps Research Institute, La Jolla, CA92037
- Consortium for HIV/AIDS Vaccine Development, The Scripps Research Institute, La Jolla, CA92037
- Department of Immunology and Microbiology, The Scripps Research Institute, La Jolla, CA92037
| | - Oliver Limbo
- International AIDS Vaccine Initiative Neutralizing Antibody Center, The Scripps Research Institute, La Jolla, CA92037
- International AIDS Vaccine Initiative, New York, NY10004
| | - Megan Verma
- International AIDS Vaccine Initiative Neutralizing Antibody Center, The Scripps Research Institute, La Jolla, CA92037
- International AIDS Vaccine Initiative, New York, NY10004
| | - Jingjia Liu
- Department of Bioengineering, Stanford University, Stanford, CA94305
| | - Robyn L. Stanfield
- Department of Integrative Structural and Computational Biology, The Scripps Research Institute, La Jolla, CA92037
| | - Xueyong Zhu
- Department of Integrative Structural and Computational Biology, The Scripps Research Institute, La Jolla, CA92037
| | - Hannah L. Turner
- International AIDS Vaccine Initiative Neutralizing Antibody Center, The Scripps Research Institute, La Jolla, CA92037
- Department of Integrative Structural and Computational Biology, The Scripps Research Institute, La Jolla, CA92037
- Consortium for HIV/AIDS Vaccine Development, The Scripps Research Institute, La Jolla, CA92037
| | - Devin Sok
- International AIDS Vaccine Initiative Neutralizing Antibody Center, The Scripps Research Institute, La Jolla, CA92037
- International AIDS Vaccine Initiative, New York, NY10004
- Consortium for HIV/AIDS Vaccine Development, The Scripps Research Institute, La Jolla, CA92037
- Department of Immunology and Microbiology, The Scripps Research Institute, La Jolla, CA92037
| | - Po-Ssu Huang
- Department of Bioengineering, Stanford University, Stanford, CA94305
| | - Dennis R. Burton
- International AIDS Vaccine Initiative Neutralizing Antibody Center, The Scripps Research Institute, La Jolla, CA92037
- Consortium for HIV/AIDS Vaccine Development, The Scripps Research Institute, La Jolla, CA92037
- Department of Immunology and Microbiology, The Scripps Research Institute, La Jolla, CA92037
- Ragon Institute of Massachusetts General Hospital, Massachusetts Institute of Technology, and Harvard University, Cambridge, MA02139
| | - Andrew B. Ward
- International AIDS Vaccine Initiative Neutralizing Antibody Center, The Scripps Research Institute, La Jolla, CA92037
- Department of Integrative Structural and Computational Biology, The Scripps Research Institute, La Jolla, CA92037
- Consortium for HIV/AIDS Vaccine Development, The Scripps Research Institute, La Jolla, CA92037
| | - Ian A. Wilson
- Department of Integrative Structural and Computational Biology, The Scripps Research Institute, La Jolla, CA92037
- Skaggs Institute for Chemical Biology, The Scripps Research Institute, La Jolla, CA92037
| | - Joseph G. Jardine
- International AIDS Vaccine Initiative Neutralizing Antibody Center, The Scripps Research Institute, La Jolla, CA92037
- International AIDS Vaccine Initiative, New York, NY10004
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15
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Adyani SM, Rashidzadeh H, Behdani M, Tabatabaei Rezaei SJ, Ramazani A. In vitro evaluation of anti-angiogenesis property of anti-VEGFR2 nanobody-conjugated H40-PEG carrier loaded with methotrexate. IRANIAN JOURNAL OF BASIC MEDICAL SCIENCES 2022; 25:1477-1486. [PMID: 36544521 PMCID: PMC9742571 DOI: 10.22038/ijbms.2022.67038.14701] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Figures] [Subscribe] [Scholar Register] [Received: 08/01/2022] [Accepted: 10/26/2022] [Indexed: 12/24/2022]
Abstract
Objectives In this study, Boltorn® H40-PEG-MTX-anti-VEGFR2 nanobody was fabricated in which nanobody was selected for blocking the receptor, H40 as a nanocarrier for delivery of methotrexate (MTX) to the tumor cells, and polyethylene glycol (PEG) moieties for improving the blood circulation time and safety. Materials and Methods The synthesis process of the nanosystem has been characterized by different analytical methods. Results The prepared nanoplatform exhibited high drug loading capacity, excellent colloidal stability, and an average particle size of around 105 nm. MTX was successfully conjugated through ester bonds and its release profile clearly showed that the ester bond is in favor of releasing the drug in acidic pH (5.5). The cytotoxicity of the developed nanoplatform exhibited great anti-cancer activity against MCF7 and KDR293 (cells with overexpressed anti-VEGFR2 NB receptors) cell lines while no deleterious toxicity was observed for nanocarrier against HEK293 normal cells. Furthermore, both hemolysis and LD50 assay results confirmed the hemocompatibility and biocompatibility of the developed nanoplatform. Conclusion The most striking result to derive from the data is that the designed nanoplatform could potentially inhibit cell migration and invasion and the anti-angiogenesis properties of the developed nanoplatform may serve as a promising nanosystem to suppress the formation of blood vessels around tumor cells and consequently inhibit tumor progression.
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Affiliation(s)
- Seyed Masih Adyani
- Pharmaceutical Biomaterials Department, School of Pharmacy, Zanjan University of Medical Sciences, Zanjan, Iran
| | - Hamid Rashidzadeh
- Pharmaceutical Biomaterials Department, School of Pharmacy, Zanjan University of Medical Sciences, Zanjan, Iran
| | - Mahdi Behdani
- Department of Molecular Medicine, Pasture Institute of Iran, Tehran, Iran,Corresponding authors: Mahdi Behdani. Department of Molecular Medicine, Pasture Institute of Iran, Tehran, Iran. Tel: +98-24-33473636; Fax: +98-24-33473639; ; Ali Ramazani. Cancer Gene Therapy Research Center, Zanjan University of Medical Sciences, Zanjan, Iran; Department of Pharmaceutical Biotechnology, Zanjan University of Medical Sciences, Zanjan, Iran. Tel: +98-24-33473636; Fax: +98-24-33473639;
| | | | - Ali Ramazani
- Cancer Gene Therapy Research Center, Zanjan University of Medical Sciences, Zanjan, Iran, Department of Pharmaceutical Biotechnology, Zanjan University of Medical Sciences, Zanjan, Iran,Corresponding authors: Mahdi Behdani. Department of Molecular Medicine, Pasture Institute of Iran, Tehran, Iran. Tel: +98-24-33473636; Fax: +98-24-33473639; ; Ali Ramazani. Cancer Gene Therapy Research Center, Zanjan University of Medical Sciences, Zanjan, Iran; Department of Pharmaceutical Biotechnology, Zanjan University of Medical Sciences, Zanjan, Iran. Tel: +98-24-33473636; Fax: +98-24-33473639;
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16
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Wang M, Wei L, Xiang H, Ren B, Liu X, Jiang L, Yang N, Shi J. A megadiverse naïve library derived from numerous camelids for efficient and rapid development of VHH antibodies. Anal Biochem 2022; 657:114871. [PMID: 36108795 DOI: 10.1016/j.ab.2022.114871] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/17/2021] [Revised: 07/20/2022] [Accepted: 08/17/2022] [Indexed: 11/01/2022]
Abstract
The field of antibody development is under pressure to meet rising demands for speed, cost-effectiveness, efficacy, reliability, and large-scale production. It is costly and time-consuming to immunize animals and build a single-domain antibody (sdAb) library for each target. Using the variable domain (VHH) of heavy-chain only antibodies (HcAbs) derived from blood samples of 75 non-immunized camelid animals (51 alpacas, 13 llamas, 11 Bactrian camels), and spleens from two Bactrian camels, a naïve sdAb library with extensive megadiversity and reusability was constructed. The library was evaluated using next-generation DNA sequencing (NGS) and was found to contain hundreds of billions of unique clones. To confirm the availability of target-specific VHHs, a naive library was screened for a variety of targets. At least two VHH candidates were extracted for each target using a 20-day selection pipeline. Some binders had ultrahigh potencies, with binding affinities in the nanomolar range. This naïve library, in particular, offers the possibility of acquiring unique antibodies targeting antigens of interest with low feasible dissociation constant (kD) without the time, effort, and price associated in producing antibodies in animals via antigen injection. Overall, the study shows that the megadiverse naïve library provides a rapid, adaptable, and easy platform for antibody creation, emphasizing its therapeutic and diagnostic implications.
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Affiliation(s)
- Meiniang Wang
- BGI-Shenzhen, Shenzhen, 518103, China; China National GeneBank, BGI-Shenzhen, Shenzhen, 518120, China
| | - Likun Wei
- Department of Biomedical Sciences, City University of Hong Kong, Hong Kong SAR, China; Biotechnology and Health Centre, City University of Hong Kong, Shenzhen Research Institute, Shenzhen, China
| | - Haitao Xiang
- BGI-Shenzhen, Shenzhen, 518103, China; China National GeneBank, BGI-Shenzhen, Shenzhen, 518120, China; BGI Education Center, University of Chinese Academy of Sciences, Shenzhen, 518083, China
| | - Bingzhao Ren
- BGI-Shenzhen, Shenzhen, 518103, China; China National GeneBank, BGI-Shenzhen, Shenzhen, 518120, China
| | - Xiaopan Liu
- BGI-Shenzhen, Shenzhen, 518103, China; China National GeneBank, BGI-Shenzhen, Shenzhen, 518120, China; BGI Education Center, University of Chinese Academy of Sciences, Shenzhen, 518083, China
| | - Lin Jiang
- BGI-Shenzhen, Shenzhen, 518103, China
| | - Naibo Yang
- BGI-Shenzhen, Shenzhen, 518103, China; China National GeneBank, BGI-Shenzhen, Shenzhen, 518120, China; Complete Genomics, Inc., 2904 Orchard Parkway, San Jose, CA, 95134, USA.
| | - Jiahai Shi
- Synthetic Biology Translational Research Programmes, Yong Loo Lin School of Medicine, National University of Singapore, Singapore; Department of Biochemistry, Yong Loo Lin School of Medicine, National University of Singapore, Singapore.
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17
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Hu Y, Lin J, Wang Y, Wu S, Wu J, Lv H, Ji X, Muyldermans S, Zhang Y, Wang S. Identification of Serum Ferritin-Specific Nanobodies and Development towards a Diagnostic Immunoassay. Biomolecules 2022; 12:biom12081080. [PMID: 36008974 PMCID: PMC9406126 DOI: 10.3390/biom12081080] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2022] [Revised: 07/28/2022] [Accepted: 08/04/2022] [Indexed: 11/28/2022] Open
Abstract
Serum ferritin (SF) is an iron-rich protein tightly connected with iron homeostasis, and the variations are frequently observed in diseased states, including iron-deficiency anemia, inflammation, liver disease, and tumors, which renders SF level an indicator of potential malignancies in clinical practice. Nanobodies (Nbs) have been widely explored and developed into theranostic reagents. Surprisingly, no reports stated the identification of anti-SF Nbs, nor the potential of such Nbs as a diagnostic tool. In this study, we generated SF-specific Nbs and provided novel clinical diagnostic approaches to develop an immunoassay. An immune library was constructed after immunizing an alpaca with SF, and five Nbs specifically targeting human SF were retrieved. The obtained Nbs exhibited robust properties including high stability, affinity, and specificity. Then, an ELISA-based test using a heterologous Nb-pair was developed. The calibration curve demonstrated a linear range of SF between 9.0 to 1100 ng/mL, and a limit of detection (LOD) of 1.01 ng/mL. The detecting recovery and coefficient variation (CV) were determined by spiking different concentrations of SF into the serum sample, to verify the successful application of our selected Nbs for SF monitoring. In general, this study generated SF-specific Nbs and demonstrated their potential as diagnostic immunoassay tools.
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Affiliation(s)
- Yaozhong Hu
- Research Institute of Public Health, School of Medicine, Nankai University, Tianjin 300071, China
| | - Jing Lin
- Research Institute of Public Health, School of Medicine, Nankai University, Tianjin 300071, China
| | - Yi Wang
- Research Institute of Public Health, School of Medicine, Nankai University, Tianjin 300071, China
| | - Sihao Wu
- Research Institute of Public Health, School of Medicine, Nankai University, Tianjin 300071, China
| | - Jing Wu
- Research Institute of Public Health, School of Medicine, Nankai University, Tianjin 300071, China
| | - Huan Lv
- Research Institute of Public Health, School of Medicine, Nankai University, Tianjin 300071, China
| | - Xuemeng Ji
- Research Institute of Public Health, School of Medicine, Nankai University, Tianjin 300071, China
| | - Serge Muyldermans
- Laboratory of Cellular and Molecular Immunology, Vrije Universiteit Brussel, 1050 Brussels, Belgium
| | - Yan Zhang
- Research Institute of Public Health, School of Medicine, Nankai University, Tianjin 300071, China
- Correspondence: (Y.Z.); (S.W.); Tel.: +86-22-8535-8445 (S.W.)
| | - Shuo Wang
- Research Institute of Public Health, School of Medicine, Nankai University, Tianjin 300071, China
- Correspondence: (Y.Z.); (S.W.); Tel.: +86-22-8535-8445 (S.W.)
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18
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Tsukahara N, Murakami A, Motohashi M, Nakayama H, Kondo Y, Ito Y, Azuma T, Kishimoto H. An alpaca single-domain antibody (VHH) phage display library constructed by CDR shuffling provided high-affinity VHHs against desired protein antigens. Int Immunol 2022; 34:421-434. [PMID: 35689594 DOI: 10.1093/intimm/dxac022] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2022] [Accepted: 06/08/2022] [Indexed: 11/13/2022] Open
Abstract
Antigen-combining sites of the camelid heavy-chain antibody variable domain (VHH) are constructed by three complementarity-determining regions (CDR1, CDR2 and CDR3). We prepared cDNA using mRNA extracted from peripheral lymphocytes of alpacas that had been non-immunized or immunized with human serum albumin (HSA). The VHH gene fragments encoding the amino-terminal half-containing CDR1 as well as CDR2 and the carboxy-terminal half-containing CDR3 were amplified independently by PCR, and then full-length VHH gene fragments were generated by overlap extension PCR and cloned into the phagemid vector. This protocol, referred to as CDR shuffling, allowed us to construct an alpaca VHH phage display library possessing repertoires different from those naturally occurring in animals. We asked, first, whether this library was able to provide the functional VHH fragments against HSA, an immunized antigen, and obtained 29 anti-HSA VHH clones, 41% possessed KD values of lower than 10-8 M, 5 of which had KD values of 10-10 M. We also obtained VHH clones against non-immunized protein antigens such as cardiac troponin T and I, Ebola virus glycoprotein 1 and human immunoglobulin G by biopanning. We compared the amino acid sequences and affinities and found that 43% of VHHs had KD values of less than 10-8 M, although those having KD values of 10-10 M were unavailable. These results suggested that the CDR-shuffled VHH phage display library could potentially provide VHHs against non-immunized protein antigens with similar levels of affinities to those against immunized antigens.
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Affiliation(s)
- Narutoshi Tsukahara
- Department of Immunology & Parasitology, Graduate School of Medicine, University of the Ryukyus, Uehara, Nishihara, Nakagami, Okinawa, Japan.,RePHAGEN Co., Ltd., Suzaki, Uruma, Okinawa, Japan
| | - Akikazu Murakami
- RePHAGEN Co., Ltd., Suzaki, Uruma, Okinawa, Japan.,Department of Oral Microbiology, Graduate School of Biomedical Sciences, Tokushima University, Kuramoto, Tokushima, Tokushima, Japan
| | - Maiko Motohashi
- Department of Immunology & Parasitology, Graduate School of Medicine, University of the Ryukyus, Uehara, Nishihara, Nakagami, Okinawa, Japan
| | | | | | - Yuji Ito
- Graduate School of Science and Engineering, Kagoshima University, Korimoto, Kagoshima, Kagoshima, Japan
| | - Takachika Azuma
- Antibody Engineering Research Center Co., Ltd., Yamazaki, Noda, Chiba, Japan
| | - Hidehiro Kishimoto
- Department of Immunology & Parasitology, Graduate School of Medicine, University of the Ryukyus, Uehara, Nishihara, Nakagami, Okinawa, Japan
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19
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Yang J, Lin S, Sun H, Chen Z, Yang F, Lin X, Guo L, Wang L, Wen A, Zhang X, Dai Y, He B, Cao Y, Dong H, Liu X, Chen B, Li J, Zhao Q, Lu G. A Potent Neutralizing Nanobody Targeting the Spike Receptor-Binding Domain of SARS-CoV-2 and the Structural Basis of Its Intimate Binding. Front Immunol 2022; 13:820336. [PMID: 35663966 PMCID: PMC9158119 DOI: 10.3389/fimmu.2022.820336] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/22/2021] [Accepted: 04/11/2022] [Indexed: 02/05/2023] Open
Abstract
The continuous spread of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) around the world has raised unprecedented challenges to the human society. Antibodies and nanobodies possessing neutralization activity represent promising drug candidates. In this study, we report the identification and characterization of a potent SARS-CoV-2 neutralizing nanobody that targets the viral spike receptor-binding domain (S-RBD). The nanobody, termed as Nb-007, engages SARS-CoV-2 S-RBD with the two-digit picomolar binding affinity and shows outstanding virus entry-inhibition activity. The complex structure of Nb-007 bound to SARS-CoV-2 S-RBD reveals an epitope that is partially overlapping with the binding site for the human receptor of angiotensin-converting enzyme 2 (ACE2). The nanobody therefore exerts neutralization by competing with ACE2 for S-RBD binding, which is further ascertained by our in-vitro biochemical analyses. Finally, we also show that Nb-007 reserves promising, though compromised, neutralization activity against the currently-circulating Delta variant and that fusion of the nanobody with Fc dramatically increases its entry-inhibition capacity. Taken together, these data have paved the way of developing Nb-007 as a drug-reserve for potential treatment of SARS-CoV-2 related diseases.
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Affiliation(s)
- Jing Yang
- West China Hospital Emergency Department (WCHED), State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, Chengdu, China
| | - Sheng Lin
- West China Hospital Emergency Department (WCHED), State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, Chengdu, China
| | - Honglu Sun
- West China Hospital Emergency Department (WCHED), State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, Chengdu, China
| | - Zimin Chen
- West China Hospital Emergency Department (WCHED), State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, Chengdu, China
| | - Fanli Yang
- West China Hospital Emergency Department (WCHED), State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, Chengdu, China
| | - Xi Lin
- West China Hospital Emergency Department (WCHED), State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, Chengdu, China
| | - Liyan Guo
- West China Hospital Emergency Department (WCHED), State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, Chengdu, China
| | - Lingling Wang
- West China Hospital Emergency Department (WCHED), State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, Chengdu, China
| | - Ao Wen
- West China Hospital Emergency Department (WCHED), State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, Chengdu, China
| | - Xindan Zhang
- West China Hospital Emergency Department (WCHED), State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, Chengdu, China
| | - Yushan Dai
- West China Hospital Emergency Department (WCHED), State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, Chengdu, China
| | - Bin He
- West China Hospital Emergency Department (WCHED), State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, Chengdu, China
| | - Yu Cao
- West China Hospital Emergency Department (WCHED), State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, Chengdu, China.,Disaster Medicine Center, West China Hospital, Sichuan University, Chengdu, China
| | - Haohao Dong
- Laboratory of Aging Research and Cancer Drug Target, State Key Laboratory of Biotherapy and Cancer Center, National Clinical Research Center for Geriatrics, West China Hospital, Sichuan University, Chengdu, China
| | - Xianbo Liu
- Antibody R&D Department, CHENGDU NB BIOLAB CO., LTD, Chengdu, China
| | - Bo Chen
- Antibody R&D Department, CHENGDU NB BIOLAB CO., LTD, Chengdu, China
| | - Jian Li
- School of Basic Medical Sciences, Chengdu University, Chengdu, China
| | - Qi Zhao
- College of Food and Biological Engineering, Chengdu University, Chengdu, China
| | - Guangwen Lu
- West China Hospital Emergency Department (WCHED), State Key Laboratory of Biotherapy, West China Hospital, Sichuan University, Chengdu, China
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20
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ERRATUM. Immunology 2022; 166:424. [PMID: 35534927 DOI: 10.1111/imm.13485] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022] Open
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21
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Chen ZJ, Zhang YF, Chen JL, Lin ZS, Wu MF, Shen YD, Luo L, Wang H, Wen XW, Hammock B, Lei HT, Xu ZL. Production and Characterization of Biotinylated Anti-fenitrothion Nanobodies and Development of Sensitive Fluoroimmunoassay. JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY 2022; 70:4102-4111. [PMID: 35333506 PMCID: PMC9484545 DOI: 10.1021/acs.jafc.2c00826] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/29/2023]
Abstract
A simple and sensitive fluoroimmunoassay (FIA) based on a heavy-chain antibody (VHH) for rapid detection of fenitrothion was developed. A VHH library was constructed from an immunized alpaca, and one clone recognizing fenitrothion (namely, VHHjd8) was achieved after careful biopanning. It was biotinylated by fusing with the Avi tag and biotin ligase to obtain a fusion protein (VHHjd8-BT), showing both binding capacity to fenitrothion and the streptavidin poly-horseradish peroxidase conjugate (SA-polyHRP). Based on a competitive assay format, the absorbance spectrum of oxidized 3,3',5,5'-tetramethylbenzidine generated by SA-polyHRP overlapped the emission spectrum of carbon dots, which resulted in quenching of signals due to the inner-filter effect. The developed FIA showed an IC50 value of 1.4 ng/mL and a limit of detection of 0.03 ng/mL, which exhibited 15-fold improvement compared with conventional enzyme-linked immunosorbent assay. The recovery test of FIA was validated by standard GC-MS/MS, and the results showed good consistency, indicating that the assay is an ideal tool for rapid screening of fenitrothion in bulk food samples.
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Affiliation(s)
- Zi-Jian Chen
- Guangdong Provincial Key Laboratory of Food Quality and Safety/ Research Center for Green Development of Agriculture, South China Agricultural University, Guangzhou 510642, China
| | - Yi-Feng Zhang
- Guangdong Provincial Key Laboratory of Food Quality and Safety/ Research Center for Green Development of Agriculture, South China Agricultural University, Guangzhou 510642, China
| | - Jia-Lin Chen
- Guangdong Provincial Key Laboratory of Food Quality and Safety/ Research Center for Green Development of Agriculture, South China Agricultural University, Guangzhou 510642, China
| | - Ze-Shan Lin
- Guangzhou Institute of Food Inspection, Guangzhou 510410, China
| | - Min-Fu Wu
- Department of Food Science, Foshan Polytechnic, Foshan 528137, China
| | - Yu-Dong Shen
- Guangdong Provincial Key Laboratory of Food Quality and Safety/ Research Center for Green Development of Agriculture, South China Agricultural University, Guangzhou 510642, China
| | - Lin Luo
- Guangdong Provincial Key Laboratory of Food Quality and Safety/ Research Center for Green Development of Agriculture, South China Agricultural University, Guangzhou 510642, China
| | - Hong Wang
- Guangdong Provincial Key Laboratory of Food Quality and Safety/ Research Center for Green Development of Agriculture, South China Agricultural University, Guangzhou 510642, China
| | - Xiao-Wei Wen
- Guangdong Provincial Key Laboratory of Food Quality and Safety/ Research Center for Green Development of Agriculture, South China Agricultural University, Guangzhou 510642, China
| | - Bruce Hammock
- Department of Entomology and UCD Comprehensive Cancer Center, University of California, Davis, California 95616, United States
| | - Hong-Tao Lei
- Guangdong Provincial Key Laboratory of Food Quality and Safety/ Research Center for Green Development of Agriculture, South China Agricultural University, Guangzhou 510642, China
| | - Zhen-Lin Xu
- Guangdong Provincial Key Laboratory of Food Quality and Safety/ Research Center for Green Development of Agriculture, South China Agricultural University, Guangzhou 510642, China
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22
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Vishwakarma P, Vattekatte AM, Shinada N, Diharce J, Martins C, Cadet F, Gardebien F, Etchebest C, Nadaradjane AA, de Brevern AG. V HH Structural Modelling Approaches: A Critical Review. Int J Mol Sci 2022; 23:3721. [PMID: 35409081 PMCID: PMC8998791 DOI: 10.3390/ijms23073721] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/25/2022] [Revised: 03/23/2022] [Accepted: 03/23/2022] [Indexed: 12/20/2022] Open
Abstract
VHH, i.e., VH domains of camelid single-chain antibodies, are very promising therapeutic agents due to their significant physicochemical advantages compared to classical mammalian antibodies. The number of experimentally solved VHH structures has significantly improved recently, which is of great help, because it offers the ability to directly work on 3D structures to humanise or improve them. Unfortunately, most VHHs do not have 3D structures. Thus, it is essential to find alternative ways to get structural information. The methods of structure prediction from the primary amino acid sequence appear essential to bypass this limitation. This review presents the most extensive overview of structure prediction methods applied for the 3D modelling of a given VHH sequence (a total of 21). Besides the historical overview, it aims at showing how model software programs have been shaping the structural predictions of VHHs. A brief explanation of each methodology is supplied, and pertinent examples of their usage are provided. Finally, we present a structure prediction case study of a recently solved VHH structure. According to some recent studies and the present analysis, AlphaFold 2 and NanoNet appear to be the best tools to predict a structural model of VHH from its sequence.
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Affiliation(s)
- Poonam Vishwakarma
- INSERM UMR_S 1134, BIGR, DSIMB Team, Université de Paris and Université de la Réunion, F-75015 Paris, France; (P.V.); (A.M.V.); (J.D.); (C.M.); (C.E.); (A.A.N.)
- INSERM UMR_S 1134, BIGR, DSIMB Team, Université de Paris and Université de la Réunion, F-97715 Saint Denis Messag, France; (F.C.); (F.G.)
| | - Akhila Melarkode Vattekatte
- INSERM UMR_S 1134, BIGR, DSIMB Team, Université de Paris and Université de la Réunion, F-75015 Paris, France; (P.V.); (A.M.V.); (J.D.); (C.M.); (C.E.); (A.A.N.)
- INSERM UMR_S 1134, BIGR, DSIMB Team, Université de Paris and Université de la Réunion, F-97715 Saint Denis Messag, France; (F.C.); (F.G.)
| | | | - Julien Diharce
- INSERM UMR_S 1134, BIGR, DSIMB Team, Université de Paris and Université de la Réunion, F-75015 Paris, France; (P.V.); (A.M.V.); (J.D.); (C.M.); (C.E.); (A.A.N.)
| | - Carla Martins
- INSERM UMR_S 1134, BIGR, DSIMB Team, Université de Paris and Université de la Réunion, F-75015 Paris, France; (P.V.); (A.M.V.); (J.D.); (C.M.); (C.E.); (A.A.N.)
- INSERM UMR_S 1134, BIGR, DSIMB Team, Université de Paris and Université de la Réunion, F-97715 Saint Denis Messag, France; (F.C.); (F.G.)
| | - Frédéric Cadet
- INSERM UMR_S 1134, BIGR, DSIMB Team, Université de Paris and Université de la Réunion, F-97715 Saint Denis Messag, France; (F.C.); (F.G.)
- PEACCEL, Artificial Intelligence Department, Square Albin Cachot, F-75013 Paris, France
| | - Fabrice Gardebien
- INSERM UMR_S 1134, BIGR, DSIMB Team, Université de Paris and Université de la Réunion, F-97715 Saint Denis Messag, France; (F.C.); (F.G.)
| | - Catherine Etchebest
- INSERM UMR_S 1134, BIGR, DSIMB Team, Université de Paris and Université de la Réunion, F-75015 Paris, France; (P.V.); (A.M.V.); (J.D.); (C.M.); (C.E.); (A.A.N.)
| | - Aravindan Arun Nadaradjane
- INSERM UMR_S 1134, BIGR, DSIMB Team, Université de Paris and Université de la Réunion, F-75015 Paris, France; (P.V.); (A.M.V.); (J.D.); (C.M.); (C.E.); (A.A.N.)
- INSERM UMR_S 1134, BIGR, DSIMB Team, Université de Paris and Université de la Réunion, F-97715 Saint Denis Messag, France; (F.C.); (F.G.)
| | - Alexandre G. de Brevern
- INSERM UMR_S 1134, BIGR, DSIMB Team, Université de Paris and Université de la Réunion, F-75015 Paris, France; (P.V.); (A.M.V.); (J.D.); (C.M.); (C.E.); (A.A.N.)
- INSERM UMR_S 1134, BIGR, DSIMB Team, Université de Paris and Université de la Réunion, F-97715 Saint Denis Messag, France; (F.C.); (F.G.)
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23
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Deszyński P, Młokosiewicz J, Volanakis A, Jaszczyszyn I, Castellana N, Bonissone S, Ganesan R, Krawczyk K. INDI-integrated nanobody database for immunoinformatics. Nucleic Acids Res 2022; 50:D1273-D1281. [PMID: 34747487 PMCID: PMC8728276 DOI: 10.1093/nar/gkab1021] [Citation(s) in RCA: 29] [Impact Index Per Article: 9.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/28/2021] [Revised: 09/30/2021] [Accepted: 10/18/2021] [Indexed: 12/11/2022] Open
Abstract
Nanobodies, a subclass of antibodies found in camelids, are versatile molecular binding scaffolds composed of a single polypeptide chain. The small size of nanobodies bestows multiple therapeutic advantages (stability, tumor penetration) with the first therapeutic approval in 2018 cementing the clinical viability of this format. Structured data and sequence information of nanobodies will enable the accelerated clinical development of nanobody-based therapeutics. Though the nanobody sequence and structure data are deposited in the public domain at an accelerating pace, the heterogeneity of sources and lack of standardization hampers reliable harvesting of nanobody information. We address this issue by creating the Integrated Database of Nanobodies for Immunoinformatics (INDI, http://naturalantibody.com/nanobodies). INDI collates nanobodies from all the major public outlets of biological sequences: patents, GenBank, next-generation sequencing repositories, structures and scientific publications. We equip INDI with powerful nanobody-specific sequence and text search facilitating access to >11 million nanobody sequences. INDI should facilitate development of novel nanobody-specific computational protocols helping to deliver on the therapeutic promise of this drug format.
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Affiliation(s)
| | | | - Adam Volanakis
- Harvard Medical School, 240 Longwood Ave, Boston, MA, USA
| | | | - Natalie Castellana
- Abterra Biosciences Inc. 3030 Bunker Hill Street Suite 218, San Diego, CA 92109, USA
| | - Stefano Bonissone
- Abterra Biosciences Inc. 3030 Bunker Hill Street Suite 218, San Diego, CA 92109, USA
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24
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Insights into Comparative Modeling of V HH Domains. Int J Mol Sci 2021; 22:ijms22189771. [PMID: 34575931 PMCID: PMC8466624 DOI: 10.3390/ijms22189771] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2021] [Revised: 08/27/2021] [Accepted: 09/04/2021] [Indexed: 12/13/2022] Open
Abstract
In the particular case of the Camelidae family, immunoglobulin proteins have evolved into a unique and more simplified architecture with only heavy chains. The variable domains of these chains, named VHHs, have a number of Complementary Determining Regions (CDRs) reduced by half, and can function as single domains making them good candidates for molecular tools. 3D structure prediction of these domains is a beneficial and advantageous step to advance their developability as molecular tools. Nonetheless, the conformations of CDRs loops in these domains remain difficult to predict due to their higher conformational diversity. In addition to CDRs loop diversity, our earlier study has established that Framework Regions (FRs) are also not entirely conformationally conserved which establishes a need for more rigorous analyses of these regions that could assist in template selection. In the current study, VHHs models using different template selection strategies for comparative modeling using Modeller have been extensively assessed. This study analyses the conformational changes in both CDRs and FRs using an original strategy of conformational discretization based on a structural alphabet. Conformational sampling in selected cases is precisely reported. Some interesting outcomes of the structural analyses of models also draw attention towards the distinct difficulty in 3D structure prediction of VHH domains.
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25
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Zhang N, Zheng Q, Wang Y, Lin J, Wang H, Liu R, Yan M, Chen X, Yang J, Chen X. Renoprotective Effect of the Recombinant Anti-IL-6R Fusion Proteins by Inhibiting JAK2/STAT3 Signaling Pathway in Diabetic Nephropathy. Front Pharmacol 2021; 12:681424. [PMID: 34054555 PMCID: PMC8155588 DOI: 10.3389/fphar.2021.681424] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/16/2021] [Accepted: 05/04/2021] [Indexed: 02/06/2023] Open
Abstract
Diabetic nephropathy the main reason for end stage renal disease is a common microvascular complication in patients with type 1 and type 2 diabetes. The interleukin-6 (IL-6), acting as a pleiotropic cytokine, play key roles in main autoimmune disorders. The recombinant anti-IL-6R fusion proteins (VHH-0031) constructed and obtained in our lab is a dual target-directed single domain-based fusion protein against the interleukin-6 receptor. This study aims to explore the renoprotective effect of VHH-0031 in diabetic nephropathy. VHH-0031 treatment alleviated renal inflammation, morphologic injury and renal insufficiency in both Goto-Kakizaki rats and STZ-induced Sprague Dawley rats. These renoprotective effects of VHH-0031 are associated with alleviating inflammation and suppression of the JAK2/STAT3 signaling pathway. The mesangial cells treated with VHH-0031 exhibited anti-proliferation, anti-inflammation and inactivation of JAK2/STAT3 pathway under high glucose condition. In conclusion, this study demonstrates that VHH-0031 exhibited a potent protective effect in kidney of diabetic rats and its mechanism may be concerned with the inhibition of the IL-6R/JAK2/STAT3 pathway of glomerular mesangial cells.
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Affiliation(s)
- Nanwen Zhang
- School of Pharmacy, Department of Pharmacology, Fujian Medical University, Fuzhou, China.,Fujian Key Laboratory of Drug Target Discovery and Structural and Functional Research, School of Pharmacy, Fujian Medical University, Fuzhou, China
| | - Qingmei Zheng
- School of Pharmacy, Department of Bioengineering and Biopharmaceutics, Fujian Medical University, Fuzhou, China
| | - Yaduan Wang
- School of Pharmacy, Department of Bioengineering and Biopharmaceutics, Fujian Medical University, Fuzhou, China
| | - Juan Lin
- School of Pharmacy, Department of Bioengineering and Biopharmaceutics, Fujian Medical University, Fuzhou, China
| | - He Wang
- School of Integrative Medicine, Fujian University of Traditional Chinese Medicine, Fuzhou, China
| | - Rui Liu
- School of Pharmacy, Department of Bioengineering and Biopharmaceutics, Fujian Medical University, Fuzhou, China
| | - Mengru Yan
- School of Pharmacy, Department of Bioengineering and Biopharmaceutics, Fujian Medical University, Fuzhou, China
| | - Xiaofeng Chen
- Rehabilitation Hospital Affiliated to Fujian University of Traditional Chinese Medicine, Fuzhou, China
| | - Juhua Yang
- Fujian Key Laboratory of Drug Target Discovery and Structural and Functional Research, School of Pharmacy, Fujian Medical University, Fuzhou, China.,School of Pharmacy, Department of Bioengineering and Biopharmaceutics, Fujian Medical University, Fuzhou, China
| | - Xiaole Chen
- Fujian Key Laboratory of Drug Target Discovery and Structural and Functional Research, School of Pharmacy, Fujian Medical University, Fuzhou, China.,School of Pharmacy, Department of Bioengineering and Biopharmaceutics, Fujian Medical University, Fuzhou, China
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