Yunhang Cui, Xuchen Zhou, Sainan Li, Jingfei Chen, Mingming Qin, Liaoyuan An, Yefei Wang, Lishan Yao
Catalytic antibodies have the ability to bind to and degrade antigens, offering a significant potential for therapeutic use. The light chain of an antibody, UA15-L, can cleave the peptide bond of Helicobacter pylori urease, thus inhibiting the spread of the bacteria. However, the variable domain of UA15-L has a poor thermostability and solubility. In this study, we employed a combined computational and experimental approach to enhance the protein's stability and solubility properties. The protein unfolding hotspots were initially identified using molecular dynamics simulations. Following this, a disulfide bond was designed in an unfolding hotspot to stabilize the protein. Subsequently, protein solubility was enhanced with the assistance of computational methods by introducing polar or charged residues on the protein surface. The combination of multiple mutations resulted in UA15-L variable domain variants with improved thermostability, solubility, expression, and enhanced activity at elevated temperatures. These variants represent promising candidates for further engineering of catalytic activity and specificity.
{"title":"Enhancing the Thermostability and solubility of a single-domain catalytic antibody.","authors":"Yunhang Cui, Xuchen Zhou, Sainan Li, Jingfei Chen, Mingming Qin, Liaoyuan An, Yefei Wang, Lishan Yao","doi":"10.1093/protein/gzaf002","DOIUrl":"10.1093/protein/gzaf002","url":null,"abstract":"<p><p>Catalytic antibodies have the ability to bind to and degrade antigens, offering a significant potential for therapeutic use. The light chain of an antibody, UA15-L, can cleave the peptide bond of Helicobacter pylori urease, thus inhibiting the spread of the bacteria. However, the variable domain of UA15-L has a poor thermostability and solubility. In this study, we employed a combined computational and experimental approach to enhance the protein's stability and solubility properties. The protein unfolding hotspots were initially identified using molecular dynamics simulations. Following this, a disulfide bond was designed in an unfolding hotspot to stabilize the protein. Subsequently, protein solubility was enhanced with the assistance of computational methods by introducing polar or charged residues on the protein surface. The combination of multiple mutations resulted in UA15-L variable domain variants with improved thermostability, solubility, expression, and enhanced activity at elevated temperatures. These variants represent promising candidates for further engineering of catalytic activity and specificity.</p>","PeriodicalId":54543,"journal":{"name":"Protein Engineering Design & Selection","volume":" ","pages":""},"PeriodicalIF":2.6,"publicationDate":"2025-01-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143442797","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Qiu C Wu, Jungmin Lee, Aishwarya Swaminathan, Ashley Winward, Yung Hwang, Merav Socolovsky, Jeffrey C Way, Allon M Klein
Interleukin-17A (IL-17A) is a cytokine involved in pro-inflammatory responses and tissue regeneration, with potential therapeutic and research applications. However, its short serum half-life limits in vivo use. Here, we report the systematic design of fc-IL-17A fusion proteins for extended half-life. Through computational analysis of 25 design variants using AlphaFold, we found that IL-17A's native N-terminal unstructured region functions as a crucial natural linker that cannot be effectively replaced by artificial sequences. We therefore generated mouse and human fc-IL-17A variants using direct N-terminal fusion without additional linkers. The resulting proteins retain IL-17A's ability to stimulate IL-6 production and erythroid cell growth. Pharmacokinetic analysis confirms that the Fc fusion increases the serum half-life in mice from 1.5 to 13 hours post-subcutaneous injection. This enables tractable experimental use of IL-17A in vivo for studying its role in inflammation and tissue repair. We further perform pharmacokinetics and pharmacodynamics modeling and propose a dosing regimen with reduced frequency of injection for delivering comparable IL-17A activity. This work provides a valuable pharmacological tool for injectable delivery, enabling investigation of IL-17A's biological functions in homeostasis and disease and exploration of its therapeutic potential in tissue regeneration.
{"title":"Linker minimization and characterization of Fc-fused interleukin-17A for increased in vivo half-life.","authors":"Qiu C Wu, Jungmin Lee, Aishwarya Swaminathan, Ashley Winward, Yung Hwang, Merav Socolovsky, Jeffrey C Way, Allon M Klein","doi":"10.1093/protein/gzaf009","DOIUrl":"10.1093/protein/gzaf009","url":null,"abstract":"<p><p>Interleukin-17A (IL-17A) is a cytokine involved in pro-inflammatory responses and tissue regeneration, with potential therapeutic and research applications. However, its short serum half-life limits in vivo use. Here, we report the systematic design of fc-IL-17A fusion proteins for extended half-life. Through computational analysis of 25 design variants using AlphaFold, we found that IL-17A's native N-terminal unstructured region functions as a crucial natural linker that cannot be effectively replaced by artificial sequences. We therefore generated mouse and human fc-IL-17A variants using direct N-terminal fusion without additional linkers. The resulting proteins retain IL-17A's ability to stimulate IL-6 production and erythroid cell growth. Pharmacokinetic analysis confirms that the Fc fusion increases the serum half-life in mice from 1.5 to 13 hours post-subcutaneous injection. This enables tractable experimental use of IL-17A in vivo for studying its role in inflammation and tissue repair. We further perform pharmacokinetics and pharmacodynamics modeling and propose a dosing regimen with reduced frequency of injection for delivering comparable IL-17A activity. This work provides a valuable pharmacological tool for injectable delivery, enabling investigation of IL-17A's biological functions in homeostasis and disease and exploration of its therapeutic potential in tissue regeneration.</p>","PeriodicalId":54543,"journal":{"name":"Protein Engineering Design & Selection","volume":" ","pages":""},"PeriodicalIF":3.4,"publicationDate":"2025-01-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144585630","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Alba Pejenaute, Laura Gálvez-Larrosa, Cristina M Segovia, Pablo Herrero-Alfonso, David Fernández-Ramos, Fernando Lopitz-Otsoa, Óscar Millet, Francesca Peccati, Gonzalo Jiménez-Osés, Gabriel Ortega-Quintanilla
Nanobodies offer unique advantages in biomedical and biotechnological applications due to their smaller size, ability to bind challenging epitopes, and affordable production using recombinant technology. However, challenges in large-scale production, stability, and solubility limit their widespread use. To address this, we use artificial intelligence tools to optimize the scaffold region of nanobodies. We apply our approach to four nanobodies against clinically relevant targets: the cytokine tumor necrosis factor alpha, the chemotherapeutic drug methotrexate, the pancreatic biomarker amylase, and the placental hormone chorionic gonadotropin. For all the nanobodies tested, we improve stability, production, and intracellular stability while maintaining antigen-binding affinity. Our results thus demonstrate the potential for using AI-driven protein engineering to enhance the properties of nanobodies, offering insights into the interplay between stability, solubility, and antigen binding. Given the high conservation of the scaffold, we propose some mutations that could directly transfer to other nanobodies, providing an easy-to-implement, generalizable engineering strategy.
{"title":"Improving the production and stability of nanobodies.","authors":"Alba Pejenaute, Laura Gálvez-Larrosa, Cristina M Segovia, Pablo Herrero-Alfonso, David Fernández-Ramos, Fernando Lopitz-Otsoa, Óscar Millet, Francesca Peccati, Gonzalo Jiménez-Osés, Gabriel Ortega-Quintanilla","doi":"10.1093/protein/gzaf010","DOIUrl":"10.1093/protein/gzaf010","url":null,"abstract":"<p><p>Nanobodies offer unique advantages in biomedical and biotechnological applications due to their smaller size, ability to bind challenging epitopes, and affordable production using recombinant technology. However, challenges in large-scale production, stability, and solubility limit their widespread use. To address this, we use artificial intelligence tools to optimize the scaffold region of nanobodies. We apply our approach to four nanobodies against clinically relevant targets: the cytokine tumor necrosis factor alpha, the chemotherapeutic drug methotrexate, the pancreatic biomarker amylase, and the placental hormone chorionic gonadotropin. For all the nanobodies tested, we improve stability, production, and intracellular stability while maintaining antigen-binding affinity. Our results thus demonstrate the potential for using AI-driven protein engineering to enhance the properties of nanobodies, offering insights into the interplay between stability, solubility, and antigen binding. Given the high conservation of the scaffold, we propose some mutations that could directly transfer to other nanobodies, providing an easy-to-implement, generalizable engineering strategy.</p>","PeriodicalId":54543,"journal":{"name":"Protein Engineering Design & Selection","volume":" ","pages":""},"PeriodicalIF":3.4,"publicationDate":"2025-01-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12510460/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145126207","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Catechol 2,3-dioxygenases (C23DO) catalyze extradiol cleavage of catechol in aromatic hydrocarbon degradation pathways. Here, we report mutagenesis studies on two C23DO isoenzymes from Diaphorobacter sp. strain DS2, aimed at elucidating the mechanism. Docking studies with various substrates on the two isozymes identified critical active-site residues and second-sphere interactions contributing to substrate binding and catalysis. These modeling studies identified eight site-directed mutants, which were designed, produced, and kinetically characterized. Substitution of histidine-to-glutamine (His-to-Gln) (H206Q64/H200Q68) activates the previously inert substrate 2,3-dihydroxybenzoic acid (2,3-DHBA), allowing its intradiol cleavage under strong acidic conditions. The mutants retained ~20-30% of their native activity toward catechol but exhibited a mechanistic switch from Fe2+-assisted extradiol to Fe3+-mediated intradiol cleavage with 2,3-DHBA. These results highlight the catalytic adaptability of acid-base residues and demonstrate how subtle second-sphere mutation can alter dioxygenase regiospecificity, providing new insights for biocatalyst engineering and environmental bioremediation.
{"title":"A his-to-Gln mutation in catechol 2,3-dioxygenase catalyzes 2,3-dihydroxybenzoic acid cleavage by an intradiol pathway.","authors":"Deepti Singh, Gurunath Ramanathan","doi":"10.1093/protein/gzaf015","DOIUrl":"10.1093/protein/gzaf015","url":null,"abstract":"<p><p>Catechol 2,3-dioxygenases (C23DO) catalyze extradiol cleavage of catechol in aromatic hydrocarbon degradation pathways. Here, we report mutagenesis studies on two C23DO isoenzymes from Diaphorobacter sp. strain DS2, aimed at elucidating the mechanism. Docking studies with various substrates on the two isozymes identified critical active-site residues and second-sphere interactions contributing to substrate binding and catalysis. These modeling studies identified eight site-directed mutants, which were designed, produced, and kinetically characterized. Substitution of histidine-to-glutamine (His-to-Gln) (H206Q64/H200Q68) activates the previously inert substrate 2,3-dihydroxybenzoic acid (2,3-DHBA), allowing its intradiol cleavage under strong acidic conditions. The mutants retained ~20-30% of their native activity toward catechol but exhibited a mechanistic switch from Fe2+-assisted extradiol to Fe3+-mediated intradiol cleavage with 2,3-DHBA. These results highlight the catalytic adaptability of acid-base residues and demonstrate how subtle second-sphere mutation can alter dioxygenase regiospecificity, providing new insights for biocatalyst engineering and environmental bioremediation.</p>","PeriodicalId":54543,"journal":{"name":"Protein Engineering Design & Selection","volume":" ","pages":""},"PeriodicalIF":3.4,"publicationDate":"2025-01-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145716710","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Correction to: Growing ecosystem of deep learning methods for modeling protein-protein interactions.","authors":"","doi":"10.1093/protein/gzae016","DOIUrl":"10.1093/protein/gzae016","url":null,"abstract":"","PeriodicalId":54543,"journal":{"name":"Protein Engineering Design & Selection","volume":"37 ","pages":""},"PeriodicalIF":3.4,"publicationDate":"2024-01-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142395277","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Robert B Lee, Sainiteesh Maddineni, Madeleine Landry, Celeste Diaz, Aanya Tashfeen, Sean A Yamada-Hunter, Crystal L Mackall, Corinne Beinat, John B Sunwoo, Jennifer R Cochran
Recent developments in cancer immunotherapy have highlighted the potential of harnessing natural killer (NK) cells in the treatment of neoplastic malignancies. Of these, bispecific antibodies, and NK cell engager (NKCE) protein therapeutics in particular, have been of interest. Here, we used phage display and yeast surface display to engineer RLN131, a unique cross-reactive antibody that binds to human, mouse, and cynomolgus NKp46, an activating receptor found on NK cells. RLN131 induced proliferation and activation of primary NK cells, and was used to create bispecific NKCE constructs of varying configurations and valency. All NKCEs were able to promote greater NK cell cytotoxicity against tumor cells than an unmodified anti-CD20 monoclonal antibody, and activity was observed irrespective of whether the constructs contained a functional Fc domain. Competition binding and fine epitope mapping studies were used to demonstrate that RLN131 binds to a conserved epitope on NKp46, underlying its species cross-reactivity.
癌症免疫疗法的最新发展突显了利用自然杀伤(NK)细胞治疗肿瘤恶性肿瘤的潜力。其中,双特异性抗体和NK细胞吞噬蛋白疗法尤其受到关注。在这里,我们利用噬菌体展示和酵母表面展示技术设计出了一种独特的交叉反应抗体RLN131,它能与人类、小鼠和犬科动物的NKp46结合,NKp46是NK细胞上的一种激活受体。RLN131 能诱导原代 NK 细胞的增殖和活化,并被用于制造不同构型和效价的双特异性 NCKE 构合物。与未修饰的抗 CD20 单克隆抗体相比,所有 NCKE 都能增强 NK 细胞对肿瘤细胞的细胞毒性,而且无论构建物是否含有功能性 Fc 结构域,都能观察到其活性。竞争结合和精细表位图谱研究证明,RLN131 与 NKp46 上的保守表位结合,是其物种交叉反应性的基础。
{"title":"An engineered NKp46 antibody for construction of multi-specific NK cell engagers.","authors":"Robert B Lee, Sainiteesh Maddineni, Madeleine Landry, Celeste Diaz, Aanya Tashfeen, Sean A Yamada-Hunter, Crystal L Mackall, Corinne Beinat, John B Sunwoo, Jennifer R Cochran","doi":"10.1093/protein/gzae013","DOIUrl":"10.1093/protein/gzae013","url":null,"abstract":"<p><p>Recent developments in cancer immunotherapy have highlighted the potential of harnessing natural killer (NK) cells in the treatment of neoplastic malignancies. Of these, bispecific antibodies, and NK cell engager (NKCE) protein therapeutics in particular, have been of interest. Here, we used phage display and yeast surface display to engineer RLN131, a unique cross-reactive antibody that binds to human, mouse, and cynomolgus NKp46, an activating receptor found on NK cells. RLN131 induced proliferation and activation of primary NK cells, and was used to create bispecific NKCE constructs of varying configurations and valency. All NKCEs were able to promote greater NK cell cytotoxicity against tumor cells than an unmodified anti-CD20 monoclonal antibody, and activity was observed irrespective of whether the constructs contained a functional Fc domain. Competition binding and fine epitope mapping studies were used to demonstrate that RLN131 binds to a conserved epitope on NKp46, underlying its species cross-reactivity.</p>","PeriodicalId":54543,"journal":{"name":"Protein Engineering Design & Selection","volume":" ","pages":""},"PeriodicalIF":3.4,"publicationDate":"2024-01-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11359164/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142009903","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Ankush Garg, Nicolas S González-Foutel, Maciej B Gielnik, Magnus Kjaergaard
Many proteins do not fold into a fixed three-dimensional structure, but rather function in a highly disordered state. These intrinsically disordered proteins pose a unique challenge to protein engineering and design: How can proteins be designed de novo if not by tailoring their structure? Here, we will review the nascent field of design of intrinsically disordered proteins with focus on applications in biotechnology and medicine. The design goals should not necessarily be the same as for de novo design of folded proteins as disordered proteins have unique functional strengths and limitations. We focus on functions where intrinsically disordered proteins are uniquely suited including disordered linkers, desiccation chaperones, sensors of the chemical environment, delivery of pharmaceuticals, and constituents of biomolecular condensates. Design of functional intrinsically disordered proteins relies on a combination of computational tools and heuristics gleaned from sequence-function studies. There are few cases where intrinsically disordered proteins have made it into industrial applications. However, we argue that disordered proteins can perform many roles currently performed by organic polymers, and that these proteins might be more designable due to their modularity.
{"title":"Design of functional intrinsically disordered proteins.","authors":"Ankush Garg, Nicolas S González-Foutel, Maciej B Gielnik, Magnus Kjaergaard","doi":"10.1093/protein/gzae004","DOIUrl":"10.1093/protein/gzae004","url":null,"abstract":"<p><p>Many proteins do not fold into a fixed three-dimensional structure, but rather function in a highly disordered state. These intrinsically disordered proteins pose a unique challenge to protein engineering and design: How can proteins be designed de novo if not by tailoring their structure? Here, we will review the nascent field of design of intrinsically disordered proteins with focus on applications in biotechnology and medicine. The design goals should not necessarily be the same as for de novo design of folded proteins as disordered proteins have unique functional strengths and limitations. We focus on functions where intrinsically disordered proteins are uniquely suited including disordered linkers, desiccation chaperones, sensors of the chemical environment, delivery of pharmaceuticals, and constituents of biomolecular condensates. Design of functional intrinsically disordered proteins relies on a combination of computational tools and heuristics gleaned from sequence-function studies. There are few cases where intrinsically disordered proteins have made it into industrial applications. However, we argue that disordered proteins can perform many roles currently performed by organic polymers, and that these proteins might be more designable due to their modularity.</p>","PeriodicalId":54543,"journal":{"name":"Protein Engineering Design & Selection","volume":" ","pages":""},"PeriodicalIF":2.4,"publicationDate":"2024-01-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140023290","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Proline-rich antimicrobial peptides (PrAMPs) are attractive antibiotic candidates that target gram-negative bacteria ribosomes. We elucidated the sequence-function landscape of 43 000 variants of a recently discovered family member, Tur1a, using the validated SAMP-Dep platform that measures intracellular AMP potency in a high-throughput manner via self-depletion of the cellular host. The platform exhibited high replicate reproducibility (ρ = 0.81) and correlation between synonymous genetic variants (R2 = 0.93). Only two segments within Tur1a exhibited stringent mutational requirements to sustain potency: residues 9YLP11 and 19FP20. This includes the aromatic residue in the hypothesized binding domain but not the PRP domain. Along with unexpected mutational tolerance of PRP, the data contrast hypothesized importance of the 1RRIR4 motif and arginines in general. In addition to mutational tolerance of residue segments with presumed significance, 77% of mutations are functionally neutral. Multimutant performance mainly shows compounding effects from removed combinations of prolines and arginines in addition to the two segments of residues showing individual importance. Several variants identified as active from SAMP-Dep were externally produced and maintained activity when applied to susceptible species exogenously.
{"title":"Sequence-activity mapping via depletion reveals striking mutational tolerance and elucidates functional motifs in Tur1a antimicrobial peptide.","authors":"Jonathan Collins, Benjamin J Hackel","doi":"10.1093/protein/gzae006","DOIUrl":"10.1093/protein/gzae006","url":null,"abstract":"<p><p>Proline-rich antimicrobial peptides (PrAMPs) are attractive antibiotic candidates that target gram-negative bacteria ribosomes. We elucidated the sequence-function landscape of 43 000 variants of a recently discovered family member, Tur1a, using the validated SAMP-Dep platform that measures intracellular AMP potency in a high-throughput manner via self-depletion of the cellular host. The platform exhibited high replicate reproducibility (ρ = 0.81) and correlation between synonymous genetic variants (R2 = 0.93). Only two segments within Tur1a exhibited stringent mutational requirements to sustain potency: residues 9YLP11 and 19FP20. This includes the aromatic residue in the hypothesized binding domain but not the PRP domain. Along with unexpected mutational tolerance of PRP, the data contrast hypothesized importance of the 1RRIR4 motif and arginines in general. In addition to mutational tolerance of residue segments with presumed significance, 77% of mutations are functionally neutral. Multimutant performance mainly shows compounding effects from removed combinations of prolines and arginines in addition to the two segments of residues showing individual importance. Several variants identified as active from SAMP-Dep were externally produced and maintained activity when applied to susceptible species exogenously.</p>","PeriodicalId":54543,"journal":{"name":"Protein Engineering Design & Selection","volume":" ","pages":""},"PeriodicalIF":2.6,"publicationDate":"2024-01-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10964197/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140133313","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}