1
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Zhang M, Yang Q, Lou J, Hu Y, Shi Y. A new strategy to HER2-specific antibody discovery through artificial intelligence-powered phage display screening based on the Trastuzumab framework. Biochim Biophys Acta Mol Basis Dis 2025; 1871:167772. [PMID: 40056877 DOI: 10.1016/j.bbadis.2025.167772] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/21/2024] [Revised: 02/23/2025] [Accepted: 02/28/2025] [Indexed: 03/10/2025]
Abstract
Human epidermal growth factor receptor 2 (HER2) is a recognized drug target, and it serves as a critical target for various cancer treatments, necessitating the discovery of more antibodies for therapeutic and detection purposes. Here, we have developed an innovative workflow for antibody generation through Artificial Intelligence-powered Phage Display Screening (AIPDS). This workflow integrates artificial intelligence-driven antibody CDRH3 sequence design, high-throughput DNA synthesis and phage display screening. We applied AIPDS workflow to generate promising antibodies against the human epidermal growth factor receptor 2 (HER2), offering a template for streamlined antibody generation. Seven novel antibodies stood out, demonstrating promising efficacy in various functional assays. Notably, DYHER2-02 demonstrates strong performance across all experimental tests. In summary, our study introduces a novel methodology to generate new antibody variants of an existing antibody using an AI-assisted phage display approach. These new antibody variants hold potential applications in research, diagnosis, and therapeutic applications.
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Affiliation(s)
- Mancang Zhang
- Bio-X Institutes, Key Laboratory for the Genetics of Developmental and Neuropsychiatric Disorders, Ministry of Education, Shanghai Jiao Tong University, Shanghai 200030, People's Republic of China
| | - Qiangzhen Yang
- Bio-X Institutes, Key Laboratory for the Genetics of Developmental and Neuropsychiatric Disorders, Ministry of Education, Shanghai Jiao Tong University, Shanghai 200030, People's Republic of China
| | - Jiangrong Lou
- Bio-X Institutes, Key Laboratory for the Genetics of Developmental and Neuropsychiatric Disorders, Ministry of Education, Shanghai Jiao Tong University, Shanghai 200030, People's Republic of China
| | - Yang Hu
- United Research Center for Next Generation DNA Synthesis of SJTU-Dynegene, Shanghai 201108, People's Republic of China
| | - Yongyong Shi
- Bio-X Institutes, Key Laboratory for the Genetics of Developmental and Neuropsychiatric Disorders, Ministry of Education, Shanghai Jiao Tong University, Shanghai 200030, People's Republic of China; Institute of Neuroscience, Center for Excellence in Brain Science and Intelligence Technology, Chinese Academy of Sciences, Shanghai 200031, People's Republic of China.
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2
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Yang Y, Li Z, Zhang J, Qi H. Engineering thermostable friend mouse leukemia virus reverse transcriptase through mutational combination. Biochem Biophys Res Commun 2025; 760:151716. [PMID: 40164014 DOI: 10.1016/j.bbrc.2025.151716] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/13/2024] [Revised: 03/11/2025] [Accepted: 03/26/2025] [Indexed: 04/02/2025]
Abstract
Reverse transcriptase (RTs) is an essential tool in molecular biology and medical research; however, its typical lack of thermostability poses significant limitations. In this study, we engineered thermostable RTs derived from Friend mouse leukemia virus reverse transcriptase (FrMLV RT) through a mutational combination. The thermostable FrM5 variant (D178C/E280R/T284R/W291F/L581W) is obtained through iterative rounds of mutational combination and rapid cell-free RTs activity assays. The FrM5 variant exhibited robust RTs activity across a broad temperature range (35-50 °C) with the template-primer (T/P). Notably, the half-life of the FrM5 variant at 50 °C was approximately 20 min, in contrast to less than 2 min for the wild-type (FrWT) in the presence of T/P. Furthermore, the melting temperature difference between the FrWT and FrM5 variants was less than 2 °C, regardless of the presence or absence of T/P. Finally, we demonstrated that FrM5 exhibits tighter binding to T/P, which likely protects against heat inactivation. This advancement could substantially improve the efficiency and accuracy of molecular biology and medical research applications.
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Affiliation(s)
- Youhui Yang
- School of Chemical Engineering and Technology, Tianjin University, Tianjin, 300072, PR China; Key Laboratory of Systems Bioengineering (Ministry of Education), Tianjin University, Tianjin, 300072, PR China
| | - Zhong Li
- School of Chemical Engineering and Technology, Tianjin University, Tianjin, 300072, PR China; Key Laboratory of Systems Bioengineering (Ministry of Education), Tianjin University, Tianjin, 300072, PR China
| | - Jie Zhang
- School of Chemical Engineering and Technology, Tianjin University, Tianjin, 300072, PR China; Key Laboratory of Systems Bioengineering (Ministry of Education), Tianjin University, Tianjin, 300072, PR China
| | - Hao Qi
- School of Chemical Engineering and Technology, Tianjin University, Tianjin, 300072, PR China; Key Laboratory of Systems Bioengineering (Ministry of Education), Tianjin University, Tianjin, 300072, PR China.
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3
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Thornton EL, Boyle JT, Laohakunakorn N, Regan L. Cell-Free Protein Synthesis as a Method to Rapidly Screen Machine Learning-Generated Protease Variants. ACS Synth Biol 2025. [PMID: 40304425 DOI: 10.1021/acssynbio.5c00062] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/02/2025]
Abstract
Machine learning (ML) tools have revolutionized protein structure prediction, engineering, and design, but the best ML tool is only as good as the training data it learns from. To obtain high-quality structural or functional data, protein purification is typically required, which is both time and resource consuming, especially at the scale required to train ML tools. Here, we showcase cell-free protein synthesis as a straightforward and fast tool for screening and scoring the activity of protein variants in ML workflows. We demonstrate the utility of the system by improving the kinetic qualities of a protease. By rapidly screening just 48 random variants to initially sample the fitness landscape, followed by 32 more targeted variants, we identified several protease variants with improved kinetic properties.
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Affiliation(s)
- Ella Lucille Thornton
- Centre for Engineering Biology, Institute of Quantitative Biology, Biochemistry and Biotechnology, School of Biological Sciences, University of Edinburgh, Edinburgh EH9 3BF, Scotland
| | - Jeremy T Boyle
- Centre for Engineering Biology, Institute of Quantitative Biology, Biochemistry and Biotechnology, School of Biological Sciences, University of Edinburgh, Edinburgh EH9 3BF, Scotland
| | - Nadanai Laohakunakorn
- Centre for Engineering Biology, Institute of Quantitative Biology, Biochemistry and Biotechnology, School of Biological Sciences, University of Edinburgh, Edinburgh EH9 3BF, Scotland
| | - Lynne Regan
- Centre for Engineering Biology, Institute of Quantitative Biology, Biochemistry and Biotechnology, School of Biological Sciences, University of Edinburgh, Edinburgh EH9 3BF, Scotland
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4
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Liu C, Hoang-Phou SA, Ye C, Laurence EJ, Laurence MJ, Fong EJ, Hammond NM, Vannest BD, Watkins NN, Laurence TA, Coleman MA. Real-Time Affinity Measurements of Proteins Synthesized in Cell-Free Lysate Using Fluorescence Correlation Spectroscopy. Anal Chem 2025. [PMID: 40305650 DOI: 10.1021/acs.analchem.4c05485] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/02/2025]
Abstract
Rapid, high throughput measurements of biomolecular interactions are essential across medicine and bioscience. Traditional methods for affinity-screening proteins require a long and costly process involving cell-based expression, purification, and titration of multiple concentrations to arrive at a binding curve. In contrast, we have developed a fast and simple approach that yields a wealth of information about the expression of the protein and its binding characteristics, all in a "one-pot reaction" and done in under several hours without the need for protein purification. The method uses cell-free protein synthesis to produce the protein of interest in the presence of its binding partner while simultaneously using fluorescence correlation spectroscopy (FCS) to measure the increasing concentration of the protein and its binding to the binding partner. We characterize the sensitivity limits of this method by measuring the binding between the green fluorescent protein (GFP) and a low picomolar-affinity anti-GFP antibody and found that we can quantify KD down to the high picomolar to low-nanomolar range. We further demonstrate the method in a potentially ultrahigh-throughput sample format in which FCS measurements are collected inside microcapsules. This work lays the foundation for a platform aimed at the production and in situ affinity screening of thousands of different proteins.
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Affiliation(s)
- Chao Liu
- Biosciences and Biotechnology Division, Lawrence Livermore National Laboratory, Livermore, California 94550, United States
| | - Steven A Hoang-Phou
- Biosciences and Biotechnology Division, Lawrence Livermore National Laboratory, Livermore, California 94550, United States
| | - Congwang Ye
- Materials Engineering Division, Lawrence Livermore National Laboratory, Livermore, California 94550, United States
| | - Emma J Laurence
- Biosciences and Biotechnology Division, Lawrence Livermore National Laboratory, Livermore, California 94550, United States
| | - Matthew J Laurence
- Biosciences and Biotechnology Division, Lawrence Livermore National Laboratory, Livermore, California 94550, United States
| | - Erika J Fong
- Materials Engineering Division, Lawrence Livermore National Laboratory, Livermore, California 94550, United States
| | - Nikki M Hammond
- Biosciences and Biotechnology Division, Lawrence Livermore National Laboratory, Livermore, California 94550, United States
| | - B Dillon Vannest
- Biosciences and Biotechnology Division, Lawrence Livermore National Laboratory, Livermore, California 94550, United States
| | - Nicholas N Watkins
- Materials Engineering Division, Lawrence Livermore National Laboratory, Livermore, California 94550, United States
| | - Ted A Laurence
- Materials Science Division, Lawrence Livermore National Laboratory, Livermore, California 94550, United States
| | - Matthew A Coleman
- Biosciences and Biotechnology Division, Lawrence Livermore National Laboratory, Livermore, California 94550, United States
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5
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Rezvani RN, Aw R, Chan W, Satish K, Chen H, Lavy A, Rimal S, Patel DA, Rao G, Swartz JR, DeLisa MP, Kvam E, Karim AS, Krüger A, Kightlinger W, Jewett MC. Scalable Cell-Free Production of Active T7 RNA Polymerase. Biotechnol Bioeng 2025. [PMID: 40296704 DOI: 10.1002/bit.28993] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/20/2024] [Revised: 04/01/2025] [Accepted: 04/02/2025] [Indexed: 04/30/2025]
Abstract
The SARS-CoV-2 pandemic highlighted the urgent need for biomanufacturing paradigms that are robust and fast. Here, we demonstrate the rapid process development and scalable cell-free production of T7 RNA polymerase, a critical component in mRNA vaccine synthesis. We carry out a 1-L cell-free gene expression (CFE) reaction that achieves over 90% purity, low endotoxin levels, and enhanced activity relative to commercial T7 RNA polymerase. To achieve this demonstration, we implement rolling circle amplification to circumvent difficulties in DNA template generation, and tune cell-free reaction conditions, such as temperature, additives, purification tags, and agitation, to boost yields. We achieve production of a similar quality and titer of T7 RNA polymerase over more than four orders of magnitude in reaction volume. This proof of principle positions CFE as a viable solution for decentralized biotherapeutic manufacturing, enhancing preparedness for future public health crises or emergent threats.
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Affiliation(s)
- Ryan N Rezvani
- Cell-free Protein Synthesis and Microbial Process Development, National Resilience Inc., San Diego, California, USA
| | - Rochelle Aw
- Department of Bioengineering, Stanford University, Stanford, California, USA
| | - Wei Chan
- Cell-free Protein Synthesis and Microbial Process Development, National Resilience Inc., San Diego, California, USA
| | - Krishnathreya Satish
- Cell-free Protein Synthesis and Microbial Process Development, National Resilience Inc., San Diego, California, USA
| | - Han Chen
- Cell-free Protein Synthesis and Microbial Process Development, National Resilience Inc., San Diego, California, USA
| | - Adi Lavy
- Cell-free Protein Synthesis and Microbial Process Development, National Resilience Inc., San Diego, California, USA
| | - Swechha Rimal
- Cell-free Protein Synthesis and Microbial Process Development, National Resilience Inc., San Diego, California, USA
| | - Divyesh A Patel
- Cell-free Protein Synthesis and Microbial Process Development, National Resilience Inc., San Diego, California, USA
| | - Govind Rao
- Center for Advanced Sensor Technology and Department of Chemical, Biochemical and Environmental Engineering, University of Maryland, Baltimore, Maryland, USA
| | - James R Swartz
- Department of Chemical Engineering and Department of Bioengineering, Stanford University, Stanford, California, USA
| | - Matthew P DeLisa
- Robert F. Smith School of Chemical and Biomolecular Engineering, Cornell University, Ithaca, New York, USA
| | - Erik Kvam
- GE HealthCare Technology and Innovation Center, Niskayuna, New York, USA
| | - Ashty S Karim
- Department of Chemical and Biological Engineering, Northwestern University, Evanston, Illinois, USA
| | - Antje Krüger
- Cell-free Protein Synthesis and Microbial Process Development, National Resilience Inc., San Diego, California, USA
| | - Weston Kightlinger
- Cell-free Protein Synthesis and Microbial Process Development, National Resilience Inc., San Diego, California, USA
| | - Michael C Jewett
- Department of Bioengineering, Stanford University, Stanford, California, USA
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6
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Huang CY, Wang RC, Hsu TS, Hung TN, Shen MY, Chang CH, Wu HC. Developing an E. coli-Based Cell-Free Protein Synthesis System for Artificial Spidroin Production and Characterization. ACS Synth Biol 2025. [PMID: 40256795 DOI: 10.1021/acssynbio.5c00241] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/22/2025]
Abstract
Spider silk spidroins, nature's advanced polymers, have long hampered efficient in vitro production due to their considerable size, repetitive sequences, and aggregation-prone nature. This study harnesses the power of a cell-free protein synthesis (CFPS) system, presenting the first successful in vitro production and detailed characterization of recombinant spider silk major ampullate spidroins (MaSps) utilizing a reformulated and optimizedEscherichia coli based CFPS system. Through systematic optimization, including cell strain engineering via knockout generation, energy sources, crowding agents, and amino acid supplementation, we effectively addressed the specific challenges associated with recombinant spidroin biosynthesis, resulting in high yields of 0.61 mg/mL for MaSp1 (69 kDa) and 0.52 mg/mL for MaSp2 (73 kDa). The synthesized spidroins self-assembled into micelles, facilitating efficient purification compared to in vivo methods, and were further processed into prototype silk fiber products. The functional characterization demonstrated that the purified spidroins maintain essential natural properties, such as phase separation and fiber formation triggered by pH and ions. This tailored CFPS platform also facilitates versatile cosynthesis and serves as an accessible platform for studying the supramolecular coassembly and dynamic interactions among spidroins. This CFPS platform offers a viable alternative to conventional in vivo methods, facilitating innovative approaches for silk protein engineering and biomaterial development in a high-throughput, efficient manner.
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Affiliation(s)
- Chang-Yen Huang
- Department of Biochemical Science and Technology, National Taiwan University, No. 1, Section 4, Roosevelt Road, Taipei 10617, Taiwan (ROC)
| | - Ruei-Chi Wang
- Department of Biochemical Science and Technology, National Taiwan University, No. 1, Section 4, Roosevelt Road, Taipei 10617, Taiwan (ROC)
| | - Tzy-Shyuan Hsu
- Department of Biochemical Science and Technology, National Taiwan University, No. 1, Section 4, Roosevelt Road, Taipei 10617, Taiwan (ROC)
| | - Tzu-Ning Hung
- Department of Biochemical Science and Technology, National Taiwan University, No. 1, Section 4, Roosevelt Road, Taipei 10617, Taiwan (ROC)
| | - Ming-Yan Shen
- Department of Biochemical Science and Technology, National Taiwan University, No. 1, Section 4, Roosevelt Road, Taipei 10617, Taiwan (ROC)
| | - Chung-Heng Chang
- Department of Biochemical Science and Technology, National Taiwan University, No. 1, Section 4, Roosevelt Road, Taipei 10617, Taiwan (ROC)
| | - Hsuan-Chen Wu
- Department of Biochemical Science and Technology, National Taiwan University, No. 1, Section 4, Roosevelt Road, Taipei 10617, Taiwan (ROC)
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7
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Zhang Y, Deveikis M, Qiu Y, Björn L, Martinez ZA, Chou TF, Freemont PS, Murray RM. Optimizing Protein Production in the One-Pot PURE System: Insights into Reaction Composition and Expression Efficiency. ACS Synth Biol 2025. [PMID: 40209036 DOI: 10.1021/acssynbio.4c00779] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/12/2025]
Abstract
The One-Pot PURE (Protein synthesis Using Recombinant Elements) system simplifies the preparation of traditional PURE systems by coculturing and purifying 36 essential proteins for gene expression in a single step, enhancing accessibility and affordability for widespread laboratory adoption and customization. However, replicating this protocol to match the productivity of traditional PURE systems can take considerable time and effort due to uncharacterized variability. In this work, we observed unstable PURE protein expression in the original One-Pot PURE strains, E. coli M15/pREP4 and BL21(DE3), and addressed this issue using glucose-mediated catabolite repression to minimize burdensome background expression. We also identified several limitations making the M15/pREP4 strain unsuitable for PURE protein expression, including coculture incompatibility with BL21(DE3) and uncharacterized proteolytic activity. We showed that consolidating all expression vectors into a protease-deficient BL21(DE3) strain minimized proteolysis, led to more uniform coculture cell growth at the time of induction, and improved the stoichiometry of critical translation initiation factors in the final PURE mixture for efficient cell-free protein production. In addition to optimizing the One-Pot PURE protein composition, we found that variations in commercial energy solution formulations could compensate for suboptimal PURE protein stoichiometry. Notably, altering the source of E. coli tRNAs in the energy solution alone led to significant differences in the expression capacity of cell-free reactions, highlighting the importance of tRNA codon usage in influencing protein expression yield. Taken together, this work systematically investigates the proteome and biochemical factors influencing the One-Pot PURE system productivity, offering insights to enhance its robustness and adaptability across laboratories.
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Affiliation(s)
- Yan Zhang
- Division of Biology and Biological Engineering, California Institute of Technology, Pasadena, California 91125, United States
| | - Matas Deveikis
- Department of Infectious Diseases, Faculty of Medicine, Imperial College London, Exhibition Road, South Kensington, London SW7 2AZ, U.K
| | - Yanping Qiu
- Proteome Exploration Laboratory, California Institute of Technology, Pasadena, California 91125, United States
| | - Lovisa Björn
- Division of Biology and Biological Engineering, California Institute of Technology, Pasadena, California 91125, United States
| | - Zachary A Martinez
- Division of Biology and Biological Engineering, California Institute of Technology, Pasadena, California 91125, United States
| | - Tsui-Fen Chou
- Proteome Exploration Laboratory, California Institute of Technology, Pasadena, California 91125, United States
| | - Paul S Freemont
- Department of Infectious Diseases, Faculty of Medicine, Imperial College London, Exhibition Road, South Kensington, London SW7 2AZ, U.K
| | - Richard M Murray
- Division of Biology and Biological Engineering, California Institute of Technology, Pasadena, California 91125, United States
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8
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Lay CG, Burks GR, Li Z, Barrick JE, Schroeder CM, Karim AS, Jewett MC. Cell-Free Expression of Soluble Leafhopper Proteins from Brochosomes. ACS Synth Biol 2025; 14:987-994. [PMID: 40052868 DOI: 10.1021/acssynbio.4c00773] [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] [Indexed: 03/22/2025]
Abstract
Brochosomes are proteinaceous nanostructures produced by leafhopper insects with superhydrophobic and antireflective properties. Unfortunately, the production and study of brochosome-based materials has been limited by poor understanding of their major constituent subunit proteins, known as brochosomins, as well as their sensitivity to redox conditions due to essential disulfide bonds. Here, we used cell-free gene expression (CFE) to achieve recombinant production and analysis of brochosomin proteins. Through the optimization of redox environment, reaction temperature, and disulfide bond isomerase concentration, we achieved soluble brochosomin yields of up to 341 ± 30 μg/mL. Analysis using dynamic light scattering and transmission electron microscopy revealed distinct aggregation patterns among cell-free mixtures with different expressed brochosomins. We anticipate that the CFE methods developed here will accelerate the ability to change the geometries and properties of natural and modified brochosomes, as well as facilitate the expression and structural analysis of other poorly understood protein complexes.
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Affiliation(s)
- Caleb G Lay
- Department of Chemical and Biological Engineering, Northwestern University, Evanston, Illinois 60208, United States
- Center for Synthetic Biology, Northwestern University, Evanston, Illinois 60208, United States
| | - Gabriel R Burks
- Department of Chemical and Biomolecular Engineering, University of Notre Dame, Notre Dame, Indiana 46556, United States
| | - Zheng Li
- Department of Integrative Biology, The University of Texas at Austin, Austin, Texas 78712, United States
| | - Jeffrey E Barrick
- Department of Molecular Biosciences, Center for Systems and Synthetic Biology, The University of Texas at Austin, Austin, Texas 78712, United States
| | - Charles M Schroeder
- Department of Materials Science and Engineering, University of Illinois Urbana-Champaign, Urbana, Illinois 61801, United States
| | - Ashty S Karim
- Department of Chemical and Biological Engineering, Northwestern University, Evanston, Illinois 60208, United States
- Center for Synthetic Biology, Northwestern University, Evanston, Illinois 60208, United States
| | - Michael C Jewett
- Department of Chemical and Biological Engineering, Northwestern University, Evanston, Illinois 60208, United States
- Center for Synthetic Biology, Northwestern University, Evanston, Illinois 60208, United States
- Department of Bioengineering, Stanford University, Stanford, California 94305, United States
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9
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Kang NR, Biondo JR, Sharpes CE, Rhea KA, Garden PM, Montezco JJJ, Ringaci A, Grinstaff MW, Phillips DA, Miklos AE, Green AA. A Rapid and Modular Nanobody Assay for Plug-and-Play Antigen Detection. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2025:2025.03.01.640988. [PMID: 40093045 PMCID: PMC11908207 DOI: 10.1101/2025.03.01.640988] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 03/19/2025]
Abstract
Rapid and portable antigen detection is essential for managing infectious diseases and responding to toxic exposures, yet current methods face significant limitations. Highly sensitive platforms like the Enzyme-Linked Immunosorbent Assay (ELISA) are time- and cost-prohibitive for point-of-need detection, while portable options like lateral flow assays (LFAs) require systemic overhauls for new targets. Furthermore, the complex infrastructure, high production costs, and extended timelines for assay development constrain manufacturing of traditional diagnostic platforms in low-resource settings. To address these challenges, we describe the Rapid and Modular Nanobody Assay (RAMONA) as a versatile antigen detection platform that leverages nanobody-coiled coil fusion proteins for modular integration with downstream readout methods. RAMONA merges the portability of LFAs with the benefits of nanobodies, such as their smaller size, improved solubility, and compatibility with cell-free protein synthesis systems, enabling on-demand biomanufacturing and rapid adaptation for diverse targets. We demonstrate assay generalizability through the detection of three distinct protein targets, robustness across various temperatures and incubation periods, and compatibility with saliva samples and cell-free synthesis. Detection occurs in under 30 minutes, with results strongly and positively correlating to ELISA data while requiring minimal resources. Moreover, RAMONA supports multiplexed detection of three antigens simultaneously using orthogonal capture probes. By overcoming several limitations of traditional immunoassays, RAMONA represents a significant advancement in rapid, adaptable, and field-deployable antigen detection technologies.
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10
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Puagsopa J, Tongviseskul N, Jaroentomeechai T, Meksiriporn B. Recent Progress in Developing Extracellular Vesicles as Nanovehicles to Deliver Carbohydrate-Based Therapeutics and Vaccines. Vaccines (Basel) 2025; 13:285. [PMID: 40266147 PMCID: PMC11946770 DOI: 10.3390/vaccines13030285] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2025] [Revised: 02/22/2025] [Accepted: 03/04/2025] [Indexed: 04/24/2025] Open
Abstract
Cell-derived, nanoscale extracellular vesicles (EVs) have emerged as promising tools in diagnostic, therapeutic, and vaccine applications. Their unique properties including the capability to encapsulate diverse molecular cargo as well as the versatility in surface functionalization make them ideal candidates for safe and effective vehicles to deliver a range of biomolecules including gene editing cassettes, therapeutic proteins, glycans, and glycoconjugate vaccines. In this review, we discuss recent advances in the development of EVs derived from mammalian and bacterial cells for use in a delivery of carbohydrate-based protein therapeutics and vaccines. We highlight key innovations in EVs' molecular design, characterization, and deployment for treating diseases including Alzheimer's disease, infectious diseases, and cancers. We discuss challenges for their clinical translation and provide perspectives for future development of EVs within biopharmaceutical research and the clinical translation landscape.
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Affiliation(s)
- Japigorn Puagsopa
- Department of Physiology and Aging, College of Medicine, University of Florida, Gainesville, FL 32610, USA;
| | - Niksa Tongviseskul
- Department of Biology, School of Science, King Mongkut’s Institute of Technology Ladkrabang, Bangkok 10520, Thailand;
| | - Thapakorn Jaroentomeechai
- Copenhagen Center for Glycomics, Departments of Cellular and Molecular Medicine, Faculty of Health Sciences, University of Copenhagen, Blegdamsvej 3, 2200 Copenhagen, Denmark
| | - Bunyarit Meksiriporn
- Department of Biology, School of Science, King Mongkut’s Institute of Technology Ladkrabang, Bangkok 10520, Thailand;
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11
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Matsunaga R, Tsumoto K. FASTIA: A rapid and accessible platform for protein variant interaction analysis demonstrated with a single-domain antibody. Protein Sci 2025; 34:e70065. [PMID: 39981938 PMCID: PMC11843469 DOI: 10.1002/pro.70065] [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: 01/08/2025] [Revised: 01/30/2025] [Accepted: 01/31/2025] [Indexed: 02/22/2025]
Abstract
Antibodies are critical tools in medicine and research, and their affinity for their target antigens is a key determinant of their efficacy. Traditional antibody affinity maturation and interaction analyses are often hampered by time-consuming steps such as cloning, expression, purification, and interaction assays. To address this, we have developed FASTIA (Fast Affinity Screening Technology for Interaction Analysis), a novel platform that integrates rapid gene fragment preparation, cell-free protein synthesis, and bio-layer interferometry with non-regenerative analysis. Using this approach, we can analyze the intermolecular interactions of over 20 variants over 2 days, requiring only the parent protein expression plasmid and basic equipment. We have demonstrated the ability of FASTIA to discriminate between single-domain antibody variants with different binding affinities using the anti-HEL VHH antibody D2-L29, and mapped the results to the crystal structure to identify key interaction sites. FASTIA provides results comparable to those obtained using traditional methods. Our system bypasses the need for genetic engineering facilities and can be easily adopted by laboratories, accelerating the protein engineering and optimization processes. In addition, FASTIA is applicable to other protein-protein interactions, making it a versatile tool for studying molecular recognition. FASTIA facilitates efficient affinity maturation, protein engineering, and analysis of protein-protein interactions. This provides a rapid and accessible route for improving antibodies and a broader understanding of protein interactions.
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Affiliation(s)
- Ryo Matsunaga
- Department of Bioengineering, School of EngineeringThe University of TokyoTokyoJapan
- Department of Chemistry and Biotechnology, School of EngineeringThe University of TokyoTokyoJapan
| | - Kouhei Tsumoto
- Department of Bioengineering, School of EngineeringThe University of TokyoTokyoJapan
- Department of Chemistry and Biotechnology, School of EngineeringThe University of TokyoTokyoJapan
- The Institute of Medical ScienceThe University of TokyoTokyoJapan
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12
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Ouyang WO, Lv H, Liu W, Lei R, Mou Z, Pholcharee T, Talmage L, Tong M, Wang Y, Dailey KE, Gopal AB, Choi D, Ardagh MR, Rodriguez LA, Dai X, Wu NC. High-throughput synthesis and specificity characterization of natively paired antibodies using oPool + display. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2025:2024.08.30.610421. [PMID: 39257766 PMCID: PMC11383711 DOI: 10.1101/2024.08.30.610421] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 09/12/2024]
Abstract
Antibody discovery is crucial for developing therapeutics and vaccines as well as understanding adaptive immunity. However, the lack of approaches to synthesize antibodies with defined sequences in a high-throughput manner represents a major bottleneck in antibody discovery. Here, we presented oPool+ display, a high-throughput cell-free platform that combined oligo pool synthesis and mRNA display to rapidly construct and characterize many natively paired antibodies in parallel. As a proof-of-concept, we applied oPool+ display to probe the binding specificity of >300 uncommon influenza hemagglutinin (HA) antibodies against 9 HA variants through 16 different screens. Over 5,000 binding tests were performed in 3-5 days with further scaling potential. Follow-up structural analysis of two HA stem antibodies revealed the previously unknown versatility of IGHD3-3 gene segment in recognizing the HA stem. Overall, this study established an experimental platform that not only accelerate antibody characterization, but also enable unbiased discovery of antibody molecular signatures.
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Affiliation(s)
- Wenhao O Ouyang
- Department of Biochemistry, University of Illinois at Urbana-Champaign, Urbana, IL 61801, USA
| | - Huibin Lv
- Department of Biochemistry, University of Illinois at Urbana-Champaign, Urbana, IL 61801, USA
- Carl R. Woese Institute for Genomic Biology, University of Illinois at Urbana-Champaign, Urbana, IL 61801, USA
| | - Wenkan Liu
- Department of Biochemistry, University of Illinois at Urbana-Champaign, Urbana, IL 61801, USA
| | - Ruipeng Lei
- Department of Biochemistry, University of Illinois at Urbana-Champaign, Urbana, IL 61801, USA
| | - Zongjun Mou
- Department of Physiology and Biophysics, Case Western Reserve University, School of Medicine, Cleveland, OH 44106, USA
| | - Tossapol Pholcharee
- Department of Biochemistry, University of Illinois at Urbana-Champaign, Urbana, IL 61801, USA
| | - Logan Talmage
- Department of Biochemistry, University of Illinois at Urbana-Champaign, Urbana, IL 61801, USA
| | - Meixuan Tong
- Department of Biochemistry, University of Illinois at Urbana-Champaign, Urbana, IL 61801, USA
| | - Yiquan Wang
- Department of Biochemistry, University of Illinois at Urbana-Champaign, Urbana, IL 61801, USA
| | - Katrine E Dailey
- Department of Biochemistry, University of Illinois at Urbana-Champaign, Urbana, IL 61801, USA
| | - Akshita B Gopal
- Department of Biochemistry, University of Illinois at Urbana-Champaign, Urbana, IL 61801, USA
| | - Danbi Choi
- Department of Biochemistry, University of Illinois at Urbana-Champaign, Urbana, IL 61801, USA
| | - Madison R Ardagh
- Department of Biochemistry, University of Illinois at Urbana-Champaign, Urbana, IL 61801, USA
| | - Lucia A Rodriguez
- Department of Biochemistry, University of Illinois at Urbana-Champaign, Urbana, IL 61801, USA
| | - Xinghong Dai
- Department of Physiology and Biophysics, Case Western Reserve University, School of Medicine, Cleveland, OH 44106, USA
| | - Nicholas C Wu
- Department of Biochemistry, University of Illinois at Urbana-Champaign, Urbana, IL 61801, USA
- Carl R. Woese Institute for Genomic Biology, University of Illinois at Urbana-Champaign, Urbana, IL 61801, USA
- Center for Biophysics and Quantitative Biology, University of Illinois at Urbana-Champaign, Urbana, IL 61801, USA
- Carle Illinois College of Medicine, University of Illinois at Urbana-Champaign, Urbana, IL 61801, USA
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13
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Caschera F. Cell-free protein synthesis platforms for accelerating drug discovery. BIOTECHNOLOGY NOTES (AMSTERDAM, NETHERLANDS) 2025; 6:126-132. [PMID: 40123759 PMCID: PMC11929937 DOI: 10.1016/j.biotno.2025.02.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/24/2024] [Revised: 02/01/2025] [Accepted: 02/17/2025] [Indexed: 03/25/2025]
Abstract
Cell-free protein synthesis is a platform for streamlined production of macromolecules. Recently, several proteins with pharmaceutical relevance were synthesised and characterised. Off-the-shelf reagents and parallelised experimentation have enabled the exploration of many different conditions for in vitro protein synthesis and engineering. Herein is described how machine learning algorithms were applied for protein yield maximisation as well as for protein engineering and de novo design. Cell-free protein synthesis provides the biotechnological platform to unlock the power and benefit of AI/ML for drug discovery and improve human health.
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14
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Casteleijn MG, Abendroth U, Zemella A, Walter R, Rashmi R, Haag R, Kubick S. Beyond In Vivo, Pharmaceutical Molecule Production in Cell-Free Systems and the Use of Noncanonical Amino Acids Therein. Chem Rev 2025; 125:1303-1331. [PMID: 39841856 PMCID: PMC11826901 DOI: 10.1021/acs.chemrev.4c00126] [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: 02/12/2024] [Revised: 12/26/2024] [Accepted: 01/06/2025] [Indexed: 01/24/2025]
Abstract
Throughout history, we have looked to nature to discover and copy pharmaceutical solutions to prevent and heal diseases. Due to the advances in metabolic engineering and the production of pharmaceutical proteins in different host cells, we have moved from mimicking nature to the delicate engineering of cells and proteins. We can now produce novel drug molecules, which are fusions of small chemical drugs and proteins. Currently we are at the brink of yet another step to venture beyond nature's border with the use of unnatural amino acids and manufacturing without the use of living cells using cell-free systems. In this review, we summarize the progress and limitations of the last decades in the development of pharmaceutical protein development, production in cells, and cell-free systems. We also discuss possible future directions of the field.
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Affiliation(s)
| | - Ulrike Abendroth
- VTT
Technical Research Centre of Finland Ltd, 02150 Espoo, Finland
| | - Anne Zemella
- Fraunhofer
Institute for Cell Therapy and Immunology (IZI), Branch Bioanalytics
and Bioprocesses (IZI-BB), Am Mühlenberg, 14476 Potsdam, Germany
| | - Ruben Walter
- Fraunhofer
Institute for Cell Therapy and Immunology (IZI), Branch Bioanalytics
and Bioprocesses (IZI-BB), Am Mühlenberg, 14476 Potsdam, Germany
| | - Rashmi Rashmi
- Freie
Universität Berlin, Institute of Chemistry and Biochemistry, 14195 Berlin, Germany
| | - Rainer Haag
- Freie
Universität Berlin, Institute of Chemistry and Biochemistry, 14195 Berlin, Germany
| | - Stefan Kubick
- Freie
Universität Berlin, Institute of Chemistry and Biochemistry, 14195 Berlin, Germany
- Faculty
of Health Sciences, Joint Faculty of the
Brandenburg University of Technology Cottbus–Senftenberg, The
Brandenburg Medical School Theodor Fontane and the University of Potsdam, 14469 Potsdam, Germany
- B4 PharmaTech
GmbH, Altensteinstraße
40, 14195 Berlin, Germany
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15
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Landwehr GM, Bogart JW, Magalhaes C, Hammarlund EG, Karim AS, Jewett MC. Accelerated enzyme engineering by machine-learning guided cell-free expression. Nat Commun 2025; 16:865. [PMID: 39833164 PMCID: PMC11747319 DOI: 10.1038/s41467-024-55399-0] [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: 07/30/2024] [Accepted: 12/09/2024] [Indexed: 01/22/2025] Open
Abstract
Enzyme engineering is limited by the challenge of rapidly generating and using large datasets of sequence-function relationships for predictive design. To address this challenge, we develop a machine learning (ML)-guided platform that integrates cell-free DNA assembly, cell-free gene expression, and functional assays to rapidly map fitness landscapes across protein sequence space and optimize enzymes for multiple, distinct chemical reactions. We apply this platform to engineer amide synthetases by evaluating substrate preference for 1217 enzyme variants in 10,953 unique reactions. We use these data to build augmented ridge regression ML models for predicting amide synthetase variants capable of making 9 small molecule pharmaceuticals. Over these nine compounds, ML-predicted enzyme variants demonstrate 1.6- to 42-fold improved activity relative to the parent. Our ML-guided, cell-free framework promises to accelerate enzyme engineering by enabling iterative exploration of protein sequence space to build specialized biocatalysts in parallel.
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Affiliation(s)
- Grant M Landwehr
- Department of Chemical and Biological Engineering, Northwestern University, Evanston, IL, USA
- Center for Synthetic Biology, Northwestern University, Evanston, IL, USA
| | - Jonathan W Bogart
- Department of Chemical and Biological Engineering, Northwestern University, Evanston, IL, USA
- Center for Synthetic Biology, Northwestern University, Evanston, IL, USA
| | - Carol Magalhaes
- Department of Chemical and Biological Engineering, Northwestern University, Evanston, IL, USA
- Center for Synthetic Biology, Northwestern University, Evanston, IL, USA
| | - Eric G Hammarlund
- Department of Chemical and Biological Engineering, Northwestern University, Evanston, IL, USA
- Center for Synthetic Biology, Northwestern University, Evanston, IL, USA
| | - Ashty S Karim
- Department of Chemical and Biological Engineering, Northwestern University, Evanston, IL, USA.
- Center for Synthetic Biology, Northwestern University, Evanston, IL, USA.
| | - Michael C Jewett
- Department of Chemical and Biological Engineering, Northwestern University, Evanston, IL, USA.
- Center for Synthetic Biology, Northwestern University, Evanston, IL, USA.
- Department of Bioengineering, Stanford University, Stanford, CA, USA.
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16
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Hunt A, Rasor BJ, Seki K, Ekas HM, Warfel KF, Karim AS, Jewett MC. Cell-Free Gene Expression: Methods and Applications. Chem Rev 2025; 125:91-149. [PMID: 39700225 PMCID: PMC11719329 DOI: 10.1021/acs.chemrev.4c00116] [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: 02/08/2024] [Revised: 07/29/2024] [Accepted: 10/21/2024] [Indexed: 12/21/2024]
Abstract
Cell-free gene expression (CFE) systems empower synthetic biologists to build biological molecules and processes outside of living intact cells. The foundational principle is that precise, complex biomolecular transformations can be conducted in purified enzyme or crude cell lysate systems. This concept circumvents mechanisms that have evolved to facilitate species survival, bypasses limitations on molecular transport across the cell wall, and provides a significant departure from traditional, cell-based processes that rely on microscopic cellular "reactors." In addition, cell-free systems are inherently distributable through freeze-drying, which allows simple distribution before rehydration at the point-of-use. Furthermore, as cell-free systems are nonliving, they provide built-in safeguards for biocontainment without the constraints attendant on genetically modified organisms. These features have led to a significant increase in the development and use of CFE systems over the past two decades. Here, we discuss recent advances in CFE systems and highlight how they are transforming efforts to build cells, control genetic networks, and manufacture biobased products.
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Affiliation(s)
- Andrew
C. Hunt
- Department
of Chemical and Biological Engineering, Northwestern University, Evanston, Illinois 60208, United States
- Center
for Synthetic Biology, Northwestern University, Evanston, Illinois 60208, United States
| | - Blake J. Rasor
- Department
of Chemical and Biological Engineering, Northwestern University, Evanston, Illinois 60208, United States
- Center
for Synthetic Biology, Northwestern University, Evanston, Illinois 60208, United States
| | - Kosuke Seki
- Department
of Chemical and Biological Engineering, Northwestern University, Evanston, Illinois 60208, United States
- Center
for Synthetic Biology, Northwestern University, Evanston, Illinois 60208, United States
| | - Holly M. Ekas
- Department
of Chemical and Biological Engineering, Northwestern University, Evanston, Illinois 60208, United States
- Center
for Synthetic Biology, Northwestern University, Evanston, Illinois 60208, United States
| | - Katherine F. Warfel
- Department
of Chemical and Biological Engineering, Northwestern University, Evanston, Illinois 60208, United States
- Center
for Synthetic Biology, Northwestern University, Evanston, Illinois 60208, United States
| | - Ashty S. Karim
- Department
of Chemical and Biological Engineering, Northwestern University, Evanston, Illinois 60208, United States
- Center
for Synthetic Biology, Northwestern University, Evanston, Illinois 60208, United States
| | - Michael C. Jewett
- Department
of Chemical and Biological Engineering, Northwestern University, Evanston, Illinois 60208, United States
- Center
for Synthetic Biology, Northwestern University, Evanston, Illinois 60208, United States
- Chemistry
of Life Processes Institute, Northwestern
University, Evanston, Illinois 60208, United States
- Robert
H. Lurie Comprehensive Cancer Center, Northwestern
University, Chicago, Illinois 60611, United States
- Department
of Bioengineering, Stanford University, Stanford, California 94305, United States
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17
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Wong DA, Shaver ZM, Cabezas MD, Daniel-Ivad M, Warfel KF, Prasanna DV, Sobol SE, Fernandez R, Nicol R, DeLisa MP, Balskus EP, Karim AS, Jewett MC. Development of cell-free platforms for discovering, characterizing, and engineering post-translational modifications. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.03.25.586624. [PMID: 39651187 PMCID: PMC11623507 DOI: 10.1101/2024.03.25.586624] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/11/2024]
Abstract
Post-translational modifications (PTMs) are important for the stability and function of many therapeutic proteins and peptides. Current methods for studying and engineering PTM installing proteins often suffer from low-throughput experimental techniques. Here we describe a generalizable, in vitro workflow coupling cell-free protein synthesis (CFPS) with AlphaLISA for the rapid expression and testing of PTM installing proteins. We apply our workflow to two representative classes of peptide and protein therapeutics: ribosomally synthesized and post-translationally modified peptides (RiPPs) and conjugate vaccines. First, we demonstrate how our workflow can be used to characterize the binding activity of RiPP recognition elements, an important first step in RiPP biosynthesis, and be integrated into a biodiscovery pipeline for computationally predicted RiPP products. Then, we adapt our workflow to study and engineer oligosaccharyltransferases (OSTs) involved in conjugate vaccine production, enabling the identification of mutant OSTs and sites within a carrier protein that enable high efficiency production of conjugate vaccines. In total, we expect that our workflow will accelerate design-build-test cycles for engineering PTMs.
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18
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Ekas H, Wang B, Silverman AD, Lucks JB, Karim AS, Jewett MC. An Automated Cell-Free Workflow for Transcription Factor Engineering. ACS Synth Biol 2024; 13:3389-3399. [PMID: 39373325 PMCID: PMC11494693 DOI: 10.1021/acssynbio.4c00471] [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: 07/03/2024] [Revised: 09/12/2024] [Accepted: 09/16/2024] [Indexed: 10/08/2024]
Abstract
The design and optimization of metabolic pathways, genetic systems, and engineered proteins rely on high-throughput assays to streamline design-build-test-learn cycles. However, assay development is a time-consuming and laborious process. Here, we create a generalizable approach for the tailored optimization of automated cell-free gene expression (CFE)-based workflows, which offers distinct advantages over in vivo assays in reaction flexibility, control, and time to data. Centered around designing highly accurate and precise transfers on the Echo Acoustic Liquid Handler, we introduce pilot assays and validation strategies for each stage of protocol development. We then demonstrate the efficacy of our platform by engineering transcription factor-based biosensors. As a model, we rapidly generate and assay libraries of 127 MerR and 134 CadR transcription factor variants in 3682 unique CFE reactions in less than 48 h to improve limit of detection, selectivity, and dynamic range for mercury and cadmium detection. This was achieved by assessing a panel of ligand conditions for sensitivity (to 0.1, 1, 10 μM Hg and 0, 1, 10, 100 μM Cd for MerR and CadR, respectively) and selectivity (against Ag, As, Cd, Co, Cu, Hg, Ni, Pb, and Zn). We anticipate that our Echo-based, cell-free approach can be used to accelerate multiple design workflows in synthetic biology.
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Affiliation(s)
- Holly
M. Ekas
- Department
of Chemical and Biological Engineering, Northwestern University, Evanston, Illinois 60208, United States
- Chemistry
of Life Processes Institute, Northwestern
University, Evanston, Illinois 60208, United States
- Center
for Synthetic Biology, Northwestern University, Evanston, Illinois 60208, United States
| | - Brenda Wang
- Department
of Chemical and Biological Engineering, Northwestern University, Evanston, Illinois 60208, United States
- Chemistry
of Life Processes Institute, Northwestern
University, Evanston, Illinois 60208, United States
- Center
for Synthetic Biology, Northwestern University, Evanston, Illinois 60208, United States
| | - Adam D. Silverman
- Department
of Chemical and Biological Engineering, Northwestern University, Evanston, Illinois 60208, United States
- Chemistry
of Life Processes Institute, Northwestern
University, Evanston, Illinois 60208, United States
- Center
for Synthetic Biology, Northwestern University, Evanston, Illinois 60208, United States
| | - Julius B. Lucks
- Department
of Chemical and Biological Engineering, Northwestern University, Evanston, Illinois 60208, United States
- Chemistry
of Life Processes Institute, Northwestern
University, Evanston, Illinois 60208, United States
- Center
for Synthetic Biology, Northwestern University, Evanston, Illinois 60208, United States
- Center
for Engineering Sustainability and Resilience, Northwestern University, Evanston, Illinois 60208, United States
| | - Ashty S. Karim
- Department
of Chemical and Biological Engineering, Northwestern University, Evanston, Illinois 60208, United States
- Chemistry
of Life Processes Institute, Northwestern
University, Evanston, Illinois 60208, United States
- Center
for Synthetic Biology, Northwestern University, Evanston, Illinois 60208, United States
| | - Michael C. Jewett
- Department
of Chemical and Biological Engineering, Northwestern University, Evanston, Illinois 60208, United States
- Chemistry
of Life Processes Institute, Northwestern
University, Evanston, Illinois 60208, United States
- Center
for Synthetic Biology, Northwestern University, Evanston, Illinois 60208, United States
- Robert
H. Lurie Comprehensive Cancer Center, Northwestern
University, Chicago, Illinois 60611, United States
- Simpson Querrey
Institute, Northwestern University, Chicago, Illinois 60611, United States
- Department
of Bioengineering, Stanford University, Stanford, California 94305, United States
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19
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Ekas HM, Wang B, Silverman AD, Lucks JB, Karim AS, Jewett MC. Engineering a PbrR-Based Biosensor for Cell-Free Detection of Lead at the Legal Limit. ACS Synth Biol 2024; 13:3003-3012. [PMID: 39255329 DOI: 10.1021/acssynbio.4c00456] [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] [Indexed: 09/12/2024]
Abstract
Industrialization and failing infrastructure have led to a growing number of irreversible health conditions resulting from chronic lead exposure. While state-of-the-art analytical chemistry methods provide accurate and sensitive detection of lead, they are too slow, expensive, and centralized to be accessible to many. Cell-free biosensors based on allosteric transcription factors (aTFs) can address the need for accessible, on-demand lead detection at the point of use. However, known aTFs, such as PbrR, are unable to detect lead at concentrations regulated by the Environmental Protection Agency (24-72 nM). Here, we develop a rapid cell-free platform for engineering aTF biosensors with improved sensitivity, selectivity, and dynamic range characteristics. We apply this platform to engineer PbrR mutants for a shift in limit of detection from 10 μM to 50 nM lead and demonstrate use of PbrR as a cell-free biosensor. We envision that our workflow could be applied to engineer any aTF.
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Affiliation(s)
- Holly M Ekas
- Department of Chemical and Biological Engineering, Northwestern University, Evanston, Illinois 60208, United States
- Chemistry of Life Processes Institute, Northwestern University, Evanston, Illinois 60208, United States
- Center for Synthetic Biology, Northwestern University, Evanston, Illinois 60208, United States
| | - Brenda Wang
- Department of Chemical and Biological Engineering, Northwestern University, Evanston, Illinois 60208, United States
- Chemistry of Life Processes Institute, Northwestern University, Evanston, Illinois 60208, United States
- Center for Synthetic Biology, Northwestern University, Evanston, Illinois 60208, United States
| | - Adam D Silverman
- Department of Chemical and Biological Engineering, Northwestern University, Evanston, Illinois 60208, United States
- Chemistry of Life Processes Institute, Northwestern University, Evanston, Illinois 60208, United States
- Center for Synthetic Biology, Northwestern University, Evanston, Illinois 60208, United States
| | - Julius B Lucks
- Department of Chemical and Biological Engineering, Northwestern University, Evanston, Illinois 60208, United States
- Chemistry of Life Processes Institute, Northwestern University, Evanston, Illinois 60208, United States
- Center for Synthetic Biology, Northwestern University, Evanston, Illinois 60208, United States
- Center for Engineering Sustainability and Resilience, Northwestern University, Evanston, Illinois 60208, United States
| | - Ashty S Karim
- Department of Chemical and Biological Engineering, Northwestern University, Evanston, Illinois 60208, United States
- Chemistry of Life Processes Institute, Northwestern University, Evanston, Illinois 60208, United States
- Center for Synthetic Biology, Northwestern University, Evanston, Illinois 60208, United States
| | - Michael C Jewett
- Department of Chemical and Biological Engineering, Northwestern University, Evanston, Illinois 60208, United States
- Chemistry of Life Processes Institute, Northwestern University, Evanston, Illinois 60208, United States
- Center for Synthetic Biology, Northwestern University, Evanston, Illinois 60208, United States
- Robert H. Lurie Comprehensive Cancer Center, Northwestern University, Chicago, Illinois 60611, United States
- Simpson Querrey Institute, Northwestern University, Chicago, Illinois 60611, United States
- Department of Bioengineering, Stanford University, Stanford, California 94305, United States
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20
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Kuru E, Rittichier J, de Puig H, Flores A, Rout S, Han I, Reese AE, Bartlett TM, De Moliner F, Bernier SG, Galpin JD, Marchand J, Bedell W, Robinson-McCarthy L, Ahern CA, Bernhardt TG, Rudner DZ, Collins JJ, Vendrell M, Church GM. Rapid discovery and evolution of nanosensors containing fluorogenic amino acids. Nat Commun 2024; 15:7531. [PMID: 39237489 PMCID: PMC11377706 DOI: 10.1038/s41467-024-50956-z] [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: 03/14/2024] [Accepted: 07/24/2024] [Indexed: 09/07/2024] Open
Abstract
Binding-activated optical sensors are powerful tools for imaging, diagnostics, and biomolecular sensing. However, biosensor discovery is slow and requires tedious steps in rational design, screening, and characterization. Here we report on a platform that streamlines biosensor discovery and unlocks directed nanosensor evolution through genetically encodable fluorogenic amino acids (FgAAs). Building on the classical knowledge-based semisynthetic approach, we engineer ~15 kDa nanosensors that recognize specific proteins, peptides, and small molecules with up to 100-fold fluorescence increases and subsecond kinetics, allowing real-time and wash-free target sensing and live-cell bioimaging. An optimized genetic code expansion chemistry with FgAAs further enables rapid (~3 h) ribosomal nanosensor discovery via the cell-free translation of hundreds of candidates in parallel and directed nanosensor evolution with improved variant-specific sensitivities (up to ~250-fold) for SARS-CoV-2 antigens. Altogether, this platform could accelerate the discovery of fluorogenic nanosensors and pave the way to modify proteins with other non-standard functionalities for diverse applications.
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Affiliation(s)
- Erkin Kuru
- Department of Genetics, Harvard Medical School, Boston, MA, USA.
- Wyss Institute for Biologically Inspired Engineering, Harvard University, Boston, MA, USA.
| | - Jonathan Rittichier
- Department of Genetics, Harvard Medical School, Boston, MA, USA
- Wyss Institute for Biologically Inspired Engineering, Harvard University, Boston, MA, USA
- EnPlusOne Biosciences Inc., Watertown, MA, USA
| | - Helena de Puig
- Wyss Institute for Biologically Inspired Engineering, Harvard University, Boston, MA, USA
- Institute for Medical Engineering and Science and Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Allison Flores
- Department of Genetics, Harvard Medical School, Boston, MA, USA
- Wyss Institute for Biologically Inspired Engineering, Harvard University, Boston, MA, USA
| | - Subhrajit Rout
- Department of Genetics, Harvard Medical School, Boston, MA, USA
- Wyss Institute for Biologically Inspired Engineering, Harvard University, Boston, MA, USA
| | - Isaac Han
- Wyss Institute for Biologically Inspired Engineering, Harvard University, Boston, MA, USA
| | - Abigail E Reese
- IRR Chemistry Hub and Centre for Inflammation Research, Institute for Regeneration and Repair, The University of Edinburgh, Edinburgh, UK
| | - Thomas M Bartlett
- Department of Microbiology, Harvard Medical School, Boston, MA, USA
- Division of Genetics, Wadsworth Center, New York State Department of Health, Albany, NY, USA
| | - Fabio De Moliner
- IRR Chemistry Hub and Centre for Inflammation Research, Institute for Regeneration and Repair, The University of Edinburgh, Edinburgh, UK
| | - Sylvie G Bernier
- Wyss Institute for Biologically Inspired Engineering, Harvard University, Boston, MA, USA
| | - Jason D Galpin
- Department of Molecular Physiology and Biophysics, The University of Iowa, Iowa City, IA, USA
| | - Jorge Marchand
- Department of Genetics, Harvard Medical School, Boston, MA, USA
- Department of Chemical Engineering, University of Washington, Seattle, WA, USA
| | - William Bedell
- Wyss Institute for Biologically Inspired Engineering, Harvard University, Boston, MA, USA
| | | | - Christopher A Ahern
- Department of Molecular Physiology and Biophysics, The University of Iowa, Iowa City, IA, USA
| | - Thomas G Bernhardt
- Department of Microbiology, Harvard Medical School, Boston, MA, USA
- Howard Hughes Medical Institute, Boston, MA, USA
| | - David Z Rudner
- Department of Microbiology, Harvard Medical School, Boston, MA, USA
| | - James J Collins
- Wyss Institute for Biologically Inspired Engineering, Harvard University, Boston, MA, USA
- Institute for Medical Engineering and Science and Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA
- Infectious Disease and Microbiome Program, Broad Institute of MIT and Harvard, Cambridge, MA, 02142, USA
| | - Marc Vendrell
- IRR Chemistry Hub and Centre for Inflammation Research, Institute for Regeneration and Repair, The University of Edinburgh, Edinburgh, UK.
| | - George M Church
- Department of Genetics, Harvard Medical School, Boston, MA, USA.
- Wyss Institute for Biologically Inspired Engineering, Harvard University, Boston, MA, USA.
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21
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Thornton EL, Paterson SM, Stam MJ, Wood CW, Laohakunakorn N, Regan L. Applications of cell free protein synthesis in protein design. Protein Sci 2024; 33:e5148. [PMID: 39180484 PMCID: PMC11344276 DOI: 10.1002/pro.5148] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/30/2024] [Revised: 07/26/2024] [Accepted: 08/02/2024] [Indexed: 08/26/2024]
Abstract
In protein design, the ultimate test of success is that the designs function as desired. Here, we discuss the utility of cell free protein synthesis (CFPS) as a rapid, convenient and versatile method to screen for activity. We champion the use of CFPS in screening potential designs. Compared to in vivo protein screening, a wider range of different activities can be evaluated using CFPS, and the scale on which it can easily be used-screening tens to hundreds of designed proteins-is ideally suited to current needs. Protein design using physics-based strategies tended to have a relatively low success rate, compared with current machine-learning based methods. Screening steps (such as yeast display) were often used to identify proteins that displayed the desired activity from many designs that were highly ranked computationally. We also describe how CFPS is well-suited to identify the reasons designs fail, which may include problems with transcription, translation, and solubility, in addition to not achieving the desired structure and function.
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Affiliation(s)
- Ella Lucille Thornton
- Centre for Engineering Biology, Institute of Quantitative Biology, Biochemistry and Biotechnology, School of Biological SciencesUniversity of EdinburghEdinburghUK
| | - Sarah Maria Paterson
- Centre for Engineering Biology, Institute of Quantitative Biology, Biochemistry and Biotechnology, School of Biological SciencesUniversity of EdinburghEdinburghUK
| | - Michael J. Stam
- Centre for Engineering Biology, Institute of Quantitative Biology, Biochemistry and Biotechnology, School of Biological SciencesUniversity of EdinburghEdinburghUK
| | - Christopher W. Wood
- Centre for Engineering Biology, Institute of Quantitative Biology, Biochemistry and Biotechnology, School of Biological SciencesUniversity of EdinburghEdinburghUK
| | - Nadanai Laohakunakorn
- Centre for Engineering Biology, Institute of Quantitative Biology, Biochemistry and Biotechnology, School of Biological SciencesUniversity of EdinburghEdinburghUK
| | - Lynne Regan
- Centre for Engineering Biology, Institute of Quantitative Biology, Biochemistry and Biotechnology, School of Biological SciencesUniversity of EdinburghEdinburghUK
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22
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Clark L, Voigt CA, Jewett MC. Establishing a High-Yield Chloroplast Cell-Free System for Prototyping Genetic Parts. ACS Synth Biol 2024; 13:2402-2411. [PMID: 39023433 DOI: 10.1021/acssynbio.4c00111] [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] [Indexed: 07/20/2024]
Abstract
Plastid engineering offers the potential to carry multigene traits in plants; however, it requires reliable genetic parts to balance expression. The difficulty of chloroplast transformation and slow plant growth makes it challenging to build plants just to characterize genetic parts. To address these limitations, we developed a high-yield cell-free system from Nicotiana tabacum chloroplast extracts for prototyping genetic parts. Our cell-free system uses combined transcription and translation driven by T7 RNA polymerase and works with plasmid or linear template DNA. To develop our system, we optimized lysis, extract preparation procedures (e.g., runoff reaction, centrifugation, and dialysis), and the physiochemical reaction conditions. Our cell-free system can synthesize 34 ± 1 μg/mL luciferase in batch reactions and 60 ± 4 μg/mL in semicontinuous reactions. We apply our batch reaction system to test a library of 103 ribosome binding site (RBS) variants and rank them based on cell-free gene expression. We observe a 1300-fold dynamic range of luciferase expression when normalized by maximum mRNA expression, as assessed by the malachite green aptamer. We also find that the observed normalized gene expression in chloroplast extracts and the predictions made by the RBS Calculator are correlated. We anticipate that chloroplast cell-free systems will increase the speed and reliability of building genetic systems in plant chloroplasts for diverse applications.
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Affiliation(s)
- Lauren Clark
- Department of Chemical and Biological Engineering, Northwestern University, Evanston, Illinois 60208, United States
- Chemistry of Life Processes Institute, Evanston, Illinois 60208, United States
- Center for Synthetic Biology, Northwestern University, Evanston, Illinois 60208, United States
| | - Christopher A Voigt
- Synthetic Biology Center, Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139, United States
| | - Michael C Jewett
- Department of Chemical and Biological Engineering, Northwestern University, Evanston, Illinois 60208, United States
- Chemistry of Life Processes Institute, Evanston, Illinois 60208, United States
- Center for Synthetic Biology, Northwestern University, Evanston, Illinois 60208, United States
- Robert H. Lurie Comprehensive Cancer Center, Chicago, Illinois 60611, United States
- Simpson Querrey Institute, Northwestern University, Chicago, Illinois 60611, United States
- Department of Bioengineering, Stanford University, Stanford, California 94305, United States
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23
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Böhm C, Inckemann R, Burgis M, Baumann J, Brinkmann CK, Lipinska KE, Gilles S, Freudigmann J, Seiler VN, Clark LG, Jewett MC, Voll LM, Niederholtmeyer H. Chloroplast Cell-Free Systems from Different Plant Species as a Rapid Prototyping Platform. ACS Synth Biol 2024; 13:2412-2424. [PMID: 39028299 PMCID: PMC11334176 DOI: 10.1021/acssynbio.4c00117] [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: 02/19/2024] [Revised: 04/30/2024] [Accepted: 05/01/2024] [Indexed: 07/20/2024]
Abstract
Climate change poses a significant threat to global agriculture, necessitating innovative solutions. Plant synthetic biology, particularly chloroplast engineering, holds promise as a viable approach to this challenge. Chloroplasts present a variety of advantageous traits for genetic engineering, but the development of genetic tools and genetic part characterization in these organelles is hindered by the lengthy time scales required to generate transplastomic organisms. To address these challenges, we have established a versatile protocol for generating highly active chloroplast-based cell-free gene expression (CFE) systems derived from a diverse range of plant species, including wheat (monocot), spinach, and poplar trees (dicots). We show that these systems work with conventionally used T7 RNA polymerase as well as the endogenous chloroplast polymerases, allowing for detailed characterization and prototyping of regulatory sequences at both transcription and translation levels. To demonstrate the platform for characterization of promoters and 5' and 3' untranslated regions (UTRs) in higher plant chloroplast gene expression, we analyze a collection of 23 5'UTRs, 10 3'UTRs, and 6 chloroplast promoters, assessed their expression in spinach and wheat extracts, and found consistency in expression patterns, suggesting cross-species compatibility. Looking forward, our chloroplast CFE systems open new avenues for plant synthetic biology, offering prototyping tools for both understanding gene expression and developing engineered plants, which could help meet the demands of a changing global climate.
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Affiliation(s)
- Clemens
V. Böhm
- Max-Planck
Institute for Terrestrial Microbiology, 35043 Marburg, Germany
- Center
for Synthetic Microbiology, Philipps-Universität
Marburg, 35032 Marburg, Germany
| | - René Inckemann
- Max-Planck
Institute for Terrestrial Microbiology, 35043 Marburg, Germany
- Center
for Synthetic Microbiology, Philipps-Universität
Marburg, 35032 Marburg, Germany
| | - Michael Burgis
- Center
for Synthetic Microbiology, Philipps-Universität
Marburg, 35032 Marburg, Germany
| | - Jessica Baumann
- Molecular
Plant Physiology, Philipps-Universität
Marburg, 35043 Marburg, Germany
| | | | - Katarzyna E. Lipinska
- Max-Planck
Institute for Terrestrial Microbiology, 35043 Marburg, Germany
- Center
for Synthetic Microbiology, Philipps-Universität
Marburg, 35032 Marburg, Germany
| | - Sara Gilles
- Max-Planck
Institute for Terrestrial Microbiology, 35043 Marburg, Germany
- Center
for Synthetic Microbiology, Philipps-Universität
Marburg, 35032 Marburg, Germany
| | - Jonas Freudigmann
- Molecular
Plant Physiology, Philipps-Universität
Marburg, 35043 Marburg, Germany
| | - Vinca N. Seiler
- Molecular
Plant Physiology, Philipps-Universität
Marburg, 35043 Marburg, Germany
| | - Lauren G. Clark
- Department
of Chemical and Biological Engineering, Northwestern University, Evanston, Illinois 60208, United States
| | - Michael C. Jewett
- Department
of Chemical and Biological Engineering, Northwestern University, Evanston, Illinois 60208, United States
| | - Lars M. Voll
- Center
for Synthetic Microbiology, Philipps-Universität
Marburg, 35032 Marburg, Germany
- Molecular
Plant Physiology, Philipps-Universität
Marburg, 35043 Marburg, Germany
| | - Henrike Niederholtmeyer
- Max-Planck
Institute for Terrestrial Microbiology, 35043 Marburg, Germany
- Center
for Synthetic Microbiology, Philipps-Universität
Marburg, 35032 Marburg, Germany
- Technical
University of Munich, Campus Straubing for Biotechnology and Sustainability, 94315 Straubing, Germany
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24
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Landwehr GM, Vogeli B, Tian C, Singal B, Gupta A, Lion R, Sargent EH, Karim AS, Jewett MC. A synthetic cell-free pathway for biocatalytic upgrading of one-carbon substrates. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.08.08.607227. [PMID: 39149402 PMCID: PMC11326285 DOI: 10.1101/2024.08.08.607227] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 08/17/2024]
Abstract
Biotechnological processes hold tremendous potential for the efficient and sustainable conversion of one-carbon (C1) substrates into complex multi-carbon products. However, the development of robust and versatile biocatalytic systems for this purpose remains a significant challenge. In this study, we report a hybrid electrochemical-biochemical cell-free system for the conversion of C1 substrates into the universal biological building block acetyl-CoA. The synthetic reductive formate pathway (ReForm) consists of five core enzymes catalyzing non-natural reactions that were established through a cell-free enzyme engineering platform. We demonstrate that ReForm works in a plug-and-play manner to accept diverse C1 substrates including CO2 equivalents. We anticipate that ReForm will facilitate efforts to build and improve synthetic C1 utilization pathways for a formate-based bioeconomy.
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Affiliation(s)
- Grant M. Landwehr
- Department of Chemical and Biological Engineering, Northwestern University, Evanston, IL, 60208, USA
- Center for Synthetic Biology, Northwestern University, Evanston, IL, 60208, USA
| | - Bastian Vogeli
- Department of Chemical and Biological Engineering, Northwestern University, Evanston, IL, 60208, USA
- Center for Synthetic Biology, Northwestern University, Evanston, IL, 60208, USA
| | - Cong Tian
- Department of Chemistry, Northwestern University, Evanston, IL, 60208, USA
| | - Bharti Singal
- Stanford SLAC CryoEM Initiative, Stanford University; Stanford, CA 94305, USA
| | - Anika Gupta
- Department of Chemical and Biological Engineering, Northwestern University, Evanston, IL, 60208, USA
- Center for Synthetic Biology, Northwestern University, Evanston, IL, 60208, USA
| | - Rebeca Lion
- Department of Chemical and Biological Engineering, Northwestern University, Evanston, IL, 60208, USA
- Center for Synthetic Biology, Northwestern University, Evanston, IL, 60208, USA
| | - Edward H. Sargent
- Department of Chemistry, Northwestern University, Evanston, IL, 60208, USA
| | - Ashty S. Karim
- Department of Chemical and Biological Engineering, Northwestern University, Evanston, IL, 60208, USA
- Center for Synthetic Biology, Northwestern University, Evanston, IL, 60208, USA
| | - Michael C. Jewett
- Department of Chemical and Biological Engineering, Northwestern University, Evanston, IL, 60208, USA
- Center for Synthetic Biology, Northwestern University, Evanston, IL, 60208, USA
- Department of Bioengineering, Stanford University; Stanford, CA 94305, USA
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25
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Willi JA, Karim AS, Jewett MC. Cell-Free Translation Quantification via a Fluorescent Minihelix. ACS Synth Biol 2024; 13:2253-2259. [PMID: 38979618 DOI: 10.1021/acssynbio.4c00266] [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] [Indexed: 07/10/2024]
Abstract
Cell-free gene expression systems are used in numerous applications, including medicine making, diagnostics, and educational kits. Accurate quantification of nonfluorescent proteins in these systems remains a challenge. To address this challenge, we report the adaptation and use of an optimized tetra-cysteine minihelix both as a fusion protein and as a standalone reporter with the FlAsH dye. The fluorescent reporter helix is short enough to be encoded on a primer pair to tag any protein of interest via PCR. Both the tagged protein and the standalone reporter can be detected quantitatively in real time or at the end of cell-free expression reactions with standard 96/384-well plate readers, an RT-qPCR system, or gel electrophoresis without the need for staining. The fluorescent signal is stable and correlates linearly with the protein concentration, enabling product quantification. We modified the reporter to study cell-free expression dynamics and engineered ribosome activity. We anticipate that the fluorescent minihelix reporter will facilitate efforts in engineering in vitro transcription and translation systems.
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Affiliation(s)
- Jessica A Willi
- Department of Chemical and Biological Engineering, Northwestern University, Evanston, Illinois 60208, United States
- Center for Synthetic Biology, Northwestern University, Evanston, Illinois 60208, United States
| | - Ashty S Karim
- Department of Chemical and Biological Engineering, Northwestern University, Evanston, Illinois 60208, United States
- Center for Synthetic Biology, Northwestern University, Evanston, Illinois 60208, United States
| | - Michael C Jewett
- Department of Chemical and Biological Engineering, Northwestern University, Evanston, Illinois 60208, United States
- Center for Synthetic Biology, Northwestern University, Evanston, Illinois 60208, United States
- Department of Bioengineering, Stanford University, Stanford, California 94305, United States
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26
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Kofman C, Willi JA, Karim AS, Jewett MC. Ribosome Pool Engineering Increases Protein Biosynthesis Yields. ACS CENTRAL SCIENCE 2024; 10:871-881. [PMID: 38680563 PMCID: PMC11046459 DOI: 10.1021/acscentsci.3c01413] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 11/16/2023] [Revised: 03/07/2024] [Accepted: 03/11/2024] [Indexed: 05/01/2024]
Abstract
The biosynthetic capability of the bacterial ribosome motivates efforts to understand and harness sequence-optimized versions for synthetic biology. However, functional differences between natively occurring ribosomal RNA (rRNA) operon sequences remain poorly characterized. Here, we use an in vitro ribosome synthesis and translation platform to measure protein production capabilities of ribosomes derived from all unique combinations of 16S and 23S rRNAs from seven distinct Escherichia coli rRNA operon sequences. We observe that polymorphisms that distinguish native E. coli rRNA operons lead to significant functional changes in the resulting ribosomes, ranging from negligible or low gene expression to matching the protein production activity of the standard rRNA operon B sequence. We go on to generate strains expressing single rRNA operons and show that not only do some purified in vivo expressed homogeneous ribosome pools outperform the wild-type, heterogeneous ribosome pool but also that a crude cell lysate made from the strain expressing only operon A ribosomes shows significant yield increases for a panel of medically and industrially relevant proteins. We anticipate that ribosome pool engineering can be applied as a tool to increase yields across many protein biomanufacturing systems, as well as improve basic understanding of ribosome heterogeneity and evolution.
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Affiliation(s)
- Camila Kofman
- Department
of Chemical and Biological Engineering, Northwestern University, Evanston, Illinois 60208, United States
| | - Jessica A. Willi
- Department
of Chemical and Biological Engineering, Northwestern University, Evanston, Illinois 60208, United States
| | - Ashty S. Karim
- Department
of Chemical and Biological Engineering, Northwestern University, Evanston, Illinois 60208, United States
| | - Michael C. Jewett
- Department
of Chemical and Biological Engineering, Northwestern University, Evanston, Illinois 60208, United States
- Department
of Bioengineering, Stanford University, Stanford California 94305, United States
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27
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Zemella A, Beer K, Ramm F, Wenzel D, Düx A, Merkel K, Calvignac-Spencer S, Stern D, Dorner MB, Dorner BG, Widulin N, Schnalke T, Walter C, Wolbert A, Schmid BG, Mankertz A, Santibanez S. Vaccine-induced neutralizing antibodies bind to the H protein of a historical measles virus. Int J Med Microbiol 2024; 314:151607. [PMID: 38367508 DOI: 10.1016/j.ijmm.2024.151607] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2023] [Revised: 01/18/2024] [Accepted: 01/18/2024] [Indexed: 02/19/2024] Open
Abstract
Measles is a highly contagious airborne viral disease. It can lead to serious complications and death and is preventable by vaccination. The live-attenuated measles vaccine (LAMV) derived from a measles virus (MV) isolated in 1954 has been in use globally for six decades and protects effectively by providing a durable humoral and cell-mediated immunity. Our study addresses the temporal stability of epitopes on the viral surface glycoprotein hemagglutinin (H) which is the major target of MV-neutralizing antibodies. We investigated the binding of seven vaccine-induced MV-H-specific monoclonal antibodies (mAbs) to cell-free synthesized MV-H proteins derived from the H gene sequences obtained from a lung specimen of a fatal case of measles pneumonia in 1912 and an isolate from a current case. The binding of four out of seven mAbs to the H protein of both MV strains provides evidence of epitopes that are stable for more than 100 years. The binding of the universally neutralizing mAbs RKI-MV-12b and RKI-MV-34c to the H protein of the 1912 MV suggests the long-term stability of highly conserved epitopes on the MV surface.
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Affiliation(s)
- Anne Zemella
- Fraunhofer Institute for Cell Therapy and Immunology (IZI), Branch Bioanalytics and Bioprocesses (IZI-BB), Am Mühlenberg 13, D-14476 Potsdam, Germany
| | - Kerstin Beer
- WHO Measles/Rubella European RRL and NRC Measles, Mumps, Rubella, Robert Koch-Institut, Seestr. 10, D-13353 Berlin, Germany
| | - Franziska Ramm
- Fraunhofer Institute for Cell Therapy and Immunology (IZI), Branch Bioanalytics and Bioprocesses (IZI-BB), Am Mühlenberg 13, D-14476 Potsdam, Germany
| | - Dana Wenzel
- Fraunhofer Institute for Cell Therapy and Immunology (IZI), Branch Bioanalytics and Bioprocesses (IZI-BB), Am Mühlenberg 13, D-14476 Potsdam, Germany
| | - Ariane Düx
- Viral Evolution, Robert Koch-Institut, Seestr. 10, D-13353 Berlin, Germany; Helmholtz Institute for One Health, Helmholtz-Centre for Infection Research (HZI), 17489 Greifswald, Germany
| | - Kevin Merkel
- Viral Evolution, Robert Koch-Institut, Seestr. 10, D-13353 Berlin, Germany
| | - Sebastien Calvignac-Spencer
- Viral Evolution, Robert Koch-Institut, Seestr. 10, D-13353 Berlin, Germany; Helmholtz Institute for One Health, Helmholtz-Centre for Infection Research (HZI), 17489 Greifswald, Germany; Faculty of Mathematics and Natural Sciences, University of Greifswald, 17489 Greifswald, Germany
| | - Daniel Stern
- Biological Toxins (ZBS3), Centre for Biological Threats and Special Pathogens, Robert Koch-Institut, Seestr. 10, D-13353 Berlin, Germany
| | - Martin B Dorner
- Biological Toxins (ZBS3), Centre for Biological Threats and Special Pathogens, Robert Koch-Institut, Seestr. 10, D-13353 Berlin, Germany
| | - Brigitte G Dorner
- Biological Toxins (ZBS3), Centre for Biological Threats and Special Pathogens, Robert Koch-Institut, Seestr. 10, D-13353 Berlin, Germany
| | | | | | - Cornelia Walter
- WHO Measles/Rubella European RRL and NRC Measles, Mumps, Rubella, Robert Koch-Institut, Seestr. 10, D-13353 Berlin, Germany
| | - Anne Wolbert
- WHO Measles/Rubella European RRL and NRC Measles, Mumps, Rubella, Robert Koch-Institut, Seestr. 10, D-13353 Berlin, Germany
| | - Bernhard G Schmid
- WHO Measles/Rubella European RRL and NRC Measles, Mumps, Rubella, Robert Koch-Institut, Seestr. 10, D-13353 Berlin, Germany
| | - Annette Mankertz
- WHO Measles/Rubella European RRL and NRC Measles, Mumps, Rubella, Robert Koch-Institut, Seestr. 10, D-13353 Berlin, Germany
| | - Sabine Santibanez
- WHO Measles/Rubella European RRL and NRC Measles, Mumps, Rubella, Robert Koch-Institut, Seestr. 10, D-13353 Berlin, Germany.
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