1
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Rodriguez-Aponte SA, Naranjo CA, Johnston RS, Dalvie NC, Crowell LE, Bajoria S, Kumru OS, Joshi SB, Volkin DB, Love JC. Minimal purification method enables developability assessment of recombinant proteins. Biotechnol Bioeng 2024; 121:2423-2434. [PMID: 36929469 DOI: 10.1002/bit.28385] [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: 12/12/2022] [Revised: 03/10/2023] [Accepted: 03/14/2023] [Indexed: 03/18/2023]
Abstract
Analytical characterization of proteins is a critical task for developing therapeutics and subunit vaccine candidates. Assessing candidates with a battery of biophysical assays can inform the selection of one that exhibits properties consistent with a given target product profile (TPP). Such assessments, however, require several milligrams of purified protein, and ideal assessments of the physicochemical attributes of the proteins should not include unnatural modifications like peptide tags for purification. Here, we describe a fast two-stage minimal purification process for recombinant proteins secreted by the yeast host Komagataella phaffii from a 20 mL culture supernatant. This method comprises a buffer exchange and filtration with a Q-membrane filter and we demonstrate sufficient removal of key supernatant impurities including host-cell proteins (HCPs) and DNA with yields of 1-2 mg and >60% purity. This degree of purity enables characterizing the resulting proteins using affinity binding, mass spectrometry, and differential scanning calorimetry. We first evaluated this method to purify an engineered SARS-CoV-2 subunit protein antigen and compared the purified protein to a conventional two-step chromatographic process. We then applied this method to compare several SARS-CoV-2 RBD sequences. Finally, we show this simple process can be applied to a range of other proteins, including a single-domain antibody, a rotavirus protein subunit, and a human growth hormone. This simple and fast developability methodology obviates the need for genetic tagging or full chromatographic development when assessing and comparing early-stage protein therapeutics and vaccine candidates produced in K. phaffii.
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Affiliation(s)
- Sergio A Rodriguez-Aponte
- Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, Massachusetts, USA
- The Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, Massachusetts, USA
| | - Christopher A Naranjo
- The Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, Massachusetts, USA
| | - Ryan S Johnston
- The Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, Massachusetts, USA
| | - Neil C Dalvie
- The Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, Massachusetts, USA
- Department of Chemical Engineering, Massachusetts Institute of Technology, Cambridge, Massachusetts, USA
| | - Laura E Crowell
- The Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, Massachusetts, USA
- Department of Chemical Engineering, Massachusetts Institute of Technology, Cambridge, Massachusetts, USA
| | - Sakshi Bajoria
- Department of Pharmaceutical Chemistry, Vaccine Analytics and Formulation Center, University of Kansas, Lawrence, Kansas, USA
| | - Ozan S Kumru
- Department of Pharmaceutical Chemistry, Vaccine Analytics and Formulation Center, University of Kansas, Lawrence, Kansas, USA
| | - Sangeeta B Joshi
- Department of Pharmaceutical Chemistry, Vaccine Analytics and Formulation Center, University of Kansas, Lawrence, Kansas, USA
| | - David B Volkin
- Department of Pharmaceutical Chemistry, Vaccine Analytics and Formulation Center, University of Kansas, Lawrence, Kansas, USA
| | - J Christopher Love
- The Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, Massachusetts, USA
- Department of Chemical Engineering, Massachusetts Institute of Technology, Cambridge, Massachusetts, USA
- Ragon Institute of MGH, MIT, and Harvard, Cambridge, Massachusetts, USA
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2
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Kjeldsen T, Andersen AS, Hubálek F, Johansson E, Kreiner FF, Schluckebier G, Kurtzhals P. Molecular engineering of insulin for recombinant expression in yeast. Trends Biotechnol 2024; 42:464-478. [PMID: 37880066 DOI: 10.1016/j.tibtech.2023.09.012] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/10/2023] [Revised: 09/22/2023] [Accepted: 09/25/2023] [Indexed: 10/27/2023]
Abstract
Since the first administration of insulin to a person with diabetes in 1922, scientific contributions from academia and industry have improved insulin therapy and access. The pharmaceutical need for insulin is now more than 40 tons annually, half of which is produced by recombinant secretory expression in Saccharomyces cerevisiae. We discuss how, in this yeast species, adaptation of insulin precursors by removable structural elements is pivotal for efficient secretory expression. The technologies reviewed have been implemented at industrial scale and are seminal for the supply of human insulin and insulin analogues to people with diabetes now and in the future. Engineering of a target protein with removable structural elements may provide a general approach to yield optimisation.
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3
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Meng X, Xu C, Fan S, Dong M, Zhuang J, Duan Z, Zhao Y, Wu C. Selection and evolution of disulfide-rich peptides via cellular protein quality control. Chem Sci 2023; 14:3668-3675. [PMID: 37006698 PMCID: PMC10055976 DOI: 10.1039/d2sc05343h] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/24/2022] [Accepted: 03/07/2023] [Indexed: 03/17/2023] Open
Abstract
A selection system leveraging cellular protein quality control (termed PQC-select) has been designed to select DRPs with robust foldability from random sequences, providing valuable scaffolds for developing peptide-based probes or therapeutics.
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Affiliation(s)
- Xiaoting Meng
- Department of Chemistry, College of Chemistry and Chemical Engineering, The MOE Key Laboratory of Spectrochemical Analysis and Instrumentation, State Key Laboratory of Physical Chemistry of Solid Surfaces, Xiamen University, Xiamen, 361005, P. R. China
| | - Chaoying Xu
- Department of Chemistry, College of Chemistry and Chemical Engineering, The MOE Key Laboratory of Spectrochemical Analysis and Instrumentation, State Key Laboratory of Physical Chemistry of Solid Surfaces, Xiamen University, Xiamen, 361005, P. R. China
| | - Shihui Fan
- Department of Chemistry, College of Chemistry and Chemical Engineering, The MOE Key Laboratory of Spectrochemical Analysis and Instrumentation, State Key Laboratory of Physical Chemistry of Solid Surfaces, Xiamen University, Xiamen, 361005, P. R. China
| | - Meng Dong
- Department of Chemistry, College of Chemistry and Chemical Engineering, The MOE Key Laboratory of Spectrochemical Analysis and Instrumentation, State Key Laboratory of Physical Chemistry of Solid Surfaces, Xiamen University, Xiamen, 361005, P. R. China
| | - Jie Zhuang
- Department of Chemistry, College of Chemistry and Chemical Engineering, The MOE Key Laboratory of Spectrochemical Analysis and Instrumentation, State Key Laboratory of Physical Chemistry of Solid Surfaces, Xiamen University, Xiamen, 361005, P. R. China
| | - Zengping Duan
- Department of Chemistry, College of Chemistry and Chemical Engineering, The MOE Key Laboratory of Spectrochemical Analysis and Instrumentation, State Key Laboratory of Physical Chemistry of Solid Surfaces, Xiamen University, Xiamen, 361005, P. R. China
| | - Yibing Zhao
- Department of Chemistry, College of Chemistry and Chemical Engineering, The MOE Key Laboratory of Spectrochemical Analysis and Instrumentation, State Key Laboratory of Physical Chemistry of Solid Surfaces, Xiamen University, Xiamen, 361005, P. R. China
| | - Chuanliu Wu
- Department of Chemistry, College of Chemistry and Chemical Engineering, The MOE Key Laboratory of Spectrochemical Analysis and Instrumentation, State Key Laboratory of Physical Chemistry of Solid Surfaces, Xiamen University, Xiamen, 361005, P. R. China
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4
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Teufl M, Zajc CU, Traxlmayr MW. Engineering Strategies to Overcome the Stability-Function Trade-Off in Proteins. ACS Synth Biol 2022; 11:1030-1039. [PMID: 35258287 PMCID: PMC8938945 DOI: 10.1021/acssynbio.1c00512] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
![]()
In addition to its
biological function, the stability of a protein
is a major determinant for its applicability. Unfortunately, engineering
proteins for improved functionality usually results in destabilization
of the protein. This so-called stability–function trade-off
can be explained by the simple fact that the generation of a novel
protein function—or the improvement of an existing one—necessitates
the insertion of mutations, i.e., deviations from
the evolutionarily optimized wild-type sequence. In fact, it was demonstrated
that gain-of-function mutations are not more destabilizing than other
random mutations. The stability–function trade-off is a universal
phenomenon during protein evolution that has been observed with completely
different types of proteins, including enzymes, antibodies, and engineered
binding scaffolds. In this review, we discuss three types of strategies
that have been successfully deployed to overcome this omnipresent
obstacle in protein engineering approaches: (i) using highly stable
parental proteins, (ii) minimizing the extent of destabilization during
functional engineering (by library optimization and/or coselection
for stability and function), and (iii) repairing damaged mutants through
stability engineering. The implementation of these strategies in protein
engineering campaigns will facilitate the efficient generation of
protein variants that are not only functional but also stable and
therefore better-suited for subsequent applications.
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Affiliation(s)
- Magdalena Teufl
- Department of Chemistry, Institute of Biochemistry, University of Natural Resources and Life Sciences, 1190 Vienna, Austria
- CD Laboratory for Next Generation CAR T Cells, 1190 Vienna, Austria
| | - Charlotte U. Zajc
- Department of Chemistry, Institute of Biochemistry, University of Natural Resources and Life Sciences, 1190 Vienna, Austria
- CD Laboratory for Next Generation CAR T Cells, 1190 Vienna, Austria
| | - Michael W. Traxlmayr
- Department of Chemistry, Institute of Biochemistry, University of Natural Resources and Life Sciences, 1190 Vienna, Austria
- CD Laboratory for Next Generation CAR T Cells, 1190 Vienna, Austria
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5
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Assessment of Therapeutic Antibody Developability by Combinations of In Vitro and In Silico Methods. METHODS IN MOLECULAR BIOLOGY (CLIFTON, N.J.) 2022; 2313:57-113. [PMID: 34478132 DOI: 10.1007/978-1-0716-1450-1_4] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
Although antibodies have become the fastest-growing class of therapeutics on the market, it is still challenging to develop them for therapeutic applications, which often require these molecules to withstand stresses that are not present in vivo. We define developability as the likelihood of an antibody candidate with suitable functionality to be developed into a manufacturable, stable, safe, and effective drug that can be formulated to high concentrations while retaining a long shelf life. The implementation of reliable developability assessments from the early stages of antibody discovery enables flagging and deselection of potentially problematic candidates, while focussing available resources on the development of the most promising ones. Currently, however, thorough developability assessment requires multiple in vitro assays, which makes it labor intensive and time consuming to implement at early stages. Furthermore, accurate in vitro analysis at the early stage is compromised by the high number of potential candidates that are often prepared at low quantities and purity. Recent improvements in the performance of computational predictors of developability potential are beginning to change this scenario. Many computational methods only require the knowledge of the amino acid sequences and can be used to identify possible developability issues or to rank available candidates according to a range of biophysical properties. Here, we describe how the implementation of in silico tools into antibody discovery pipelines is increasingly offering time- and cost-effective alternatives to in vitro experimental screening, thus streamlining the drug development process. We discuss in particular the biophysical and biochemical properties that underpin developability potential and their trade-offs, review various in vitro assays to measure such properties or parameters that are predictive of developability, and give an overview of the growing number of in silico tools available to predict properties important for antibody development, including the CamSol method developed in our laboratory.
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6
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Madan B, Zhang B, Xu K, Chao CW, O'Dell S, Wolfe JR, Chuang GY, Fahad AS, Geng H, Kong R, Louder MK, Nguyen TD, Rawi R, Schön A, Sheng Z, Nimrania R, Wang Y, Zhou T, Lin BC, Doria-Rose NA, Shapiro L, Kwong PD, DeKosky BJ. Mutational fitness landscapes reveal genetic and structural improvement pathways for a vaccine-elicited HIV-1 broadly neutralizing antibody. Proc Natl Acad Sci U S A 2021; 118:e2011653118. [PMID: 33649208 PMCID: PMC7958426 DOI: 10.1073/pnas.2011653118] [Citation(s) in RCA: 15] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/16/2023] Open
Abstract
Vaccine-based elicitation of broadly neutralizing antibodies holds great promise for preventing HIV-1 transmission. However, the key biophysical markers of improved antibody recognition remain uncertain in the diverse landscape of potential antibody mutation pathways, and a more complete understanding of anti-HIV-1 fusion peptide (FP) antibody development will accelerate rational vaccine designs. Here we survey the mutational landscape of the vaccine-elicited anti-FP antibody, vFP16.02, to determine the genetic, structural, and functional features associated with antibody improvement or fitness. Using site-saturation mutagenesis and yeast display functional screening, we found that 1% of possible single mutations improved HIV-1 envelope trimer (Env) affinity, but generally comprised rare somatic hypermutations that may not arise frequently in vivo. We observed that many single mutations in the vFP16.02 Fab could enhance affinity >1,000-fold against soluble FP, although affinity improvements against the HIV-1 trimer were more measured and rare. The most potent variants enhanced affinity to both soluble FP and Env, had mutations concentrated in antibody framework regions, and achieved up to 37% neutralization breadth compared to 28% neutralization of the template antibody. Altered heavy- and light-chain interface angles and conformational dynamics, as well as reduced Fab thermal stability, were associated with improved HIV-1 neutralization breadth and potency. We also observed parallel sets of mutations that enhanced viral neutralization through similar structural mechanisms. These data provide a quantitative understanding of the mutational landscape for vaccine-elicited FP-directed broadly neutralizing antibody and demonstrate that numerous antigen-distal framework mutations can improve antibody function by enhancing affinity simultaneously toward HIV-1 Env and FP.
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Affiliation(s)
- Bharat Madan
- Department of Pharmaceutical Chemistry, The University of Kansas, Lawrence, KS 66045
| | - Baoshan Zhang
- Vaccine Research Center, National Institute of Allergy and Infectious Diseases, Bethesda, MD 20892
| | - Kai Xu
- Vaccine Research Center, National Institute of Allergy and Infectious Diseases, Bethesda, MD 20892
| | - Cara W Chao
- Vaccine Research Center, National Institute of Allergy and Infectious Diseases, Bethesda, MD 20892
| | - Sijy O'Dell
- Vaccine Research Center, National Institute of Allergy and Infectious Diseases, Bethesda, MD 20892
| | - Jacy R Wolfe
- Department of Pharmaceutical Chemistry, The University of Kansas, Lawrence, KS 66045
| | - Gwo-Yu Chuang
- Vaccine Research Center, National Institute of Allergy and Infectious Diseases, Bethesda, MD 20892
| | - Ahmed S Fahad
- Department of Pharmaceutical Chemistry, The University of Kansas, Lawrence, KS 66045
| | - Hui Geng
- Vaccine Research Center, National Institute of Allergy and Infectious Diseases, Bethesda, MD 20892
| | - Rui Kong
- Vaccine Research Center, National Institute of Allergy and Infectious Diseases, Bethesda, MD 20892
| | - Mark K Louder
- Vaccine Research Center, National Institute of Allergy and Infectious Diseases, Bethesda, MD 20892
| | - Thuy Duong Nguyen
- Department of Pharmaceutical Chemistry, The University of Kansas, Lawrence, KS 66045
| | - Reda Rawi
- Vaccine Research Center, National Institute of Allergy and Infectious Diseases, Bethesda, MD 20892
| | - Arne Schön
- Department of Biology, John Hopkins University, Baltimore, MD 21218
| | - Zizhang Sheng
- Department of Biochemistry and Molecular Biophysics, Columbia University, New York, NY 10027
| | - Rajani Nimrania
- Department of Pharmaceutical Chemistry, The University of Kansas, Lawrence, KS 66045
| | - Yiran Wang
- Vaccine Research Center, National Institute of Allergy and Infectious Diseases, Bethesda, MD 20892
| | - Tongqing Zhou
- Vaccine Research Center, National Institute of Allergy and Infectious Diseases, Bethesda, MD 20892
| | - Bob C Lin
- Vaccine Research Center, National Institute of Allergy and Infectious Diseases, Bethesda, MD 20892
| | - Nicole A Doria-Rose
- Vaccine Research Center, National Institute of Allergy and Infectious Diseases, Bethesda, MD 20892
| | - Lawrence Shapiro
- Vaccine Research Center, National Institute of Allergy and Infectious Diseases, Bethesda, MD 20892
- Department of Biochemistry and Molecular Biophysics, Columbia University, New York, NY 10027
- Aaron Diamond AIDS Research Center, Columbia University Irving Medical Center, New York, NY 10032
| | - Peter D Kwong
- Vaccine Research Center, National Institute of Allergy and Infectious Diseases, Bethesda, MD 20892
- Department of Biochemistry and Molecular Biophysics, Columbia University, New York, NY 10027
| | - Brandon J DeKosky
- Department of Pharmaceutical Chemistry, The University of Kansas, Lawrence, KS 66045;
- Department of Chemical Engineering, The University of Kansas, Lawrence, KS 66045
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7
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Azevedo Reis Teixeira A, Erasmus MF, D’Angelo S, Naranjo L, Ferrara F, Leal-Lopes C, Durrant O, Galmiche C, Morelli A, Scott-Tucker A, Bradbury ARM. Drug-like antibodies with high affinity, diversity and developability directly from next-generation antibody libraries. MAbs 2021; 13:1980942. [PMID: 34850665 PMCID: PMC8654478 DOI: 10.1080/19420862.2021.1980942] [Citation(s) in RCA: 17] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2021] [Revised: 09/09/2021] [Accepted: 09/10/2021] [Indexed: 11/09/2022] Open
Abstract
Therapeutic antibodies must have "drug-like" properties. These include high affinity and specificity for the intended target, biological activity, and additional characteristics now known as "developability properties": long-term stability and resistance to aggregation when in solution, thermodynamic stability to prevent unfolding, high expression yields to facilitate manufacturing, low self-interaction, among others. Sequence-based liabilities may affect one or more of these characteristics. Improving the stability and developability of a lead antibody is typically achieved by modifying its sequence, a time-consuming process that often results in reduced affinity. Here we present a new antibody library format that yields high-affinity binders with drug-like developability properties directly from initial selections, reducing the need for further engineering or affinity maturation. The innovative semi-synthetic design involves grafting natural complementarity-determining regions (CDRs) from human antibodies into scaffolds based on well-behaved clinical antibodies. HCDR3s were amplified directly from B cells, while the remaining CDRs, from which all sequence liabilities had been purged, were replicated from a large next-generation sequencing dataset. By combining two in vitro display techniques, phage and yeast display, we were able to routinely recover a large number of unique, highly developable antibodies against clinically relevant targets with affinities in the subnanomolar to low nanomolar range. We anticipate that the designs and approaches presented here will accelerate the drug development process by reducing the failure rate of leads due to poor antibody affinities and developability.Abbreviations: AC-SINS: affinity-capture self-interaction nanoparticle spectroscopy; CDR: complementarity-determining region; CQA: critical quality attribute; ELISA: enzyme-linked immunoassay; FACS: fluorescence-activated cell sorting; Fv: fragment variable; GM-CSF: granulocyte-macrophage colony-stimulating factor; HCDR3: heavy chain CDR3; IFN2a: interferon α-2; IL6: interleukin-6; MACS: magnetic-activated cell sorting; NGS: next generation sequencing; PCR: polymerase chain reaction; SEC: size-exclusion chromatography; SPR: surface plasmon resonance; TGFβ-R2: transforming growth factor β-R2; VH: variable heavy; VK: variable kappa; VL: variable light; Vl: variable lambda.
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8
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Starr TN, Greaney AJ, Hilton SK, Ellis D, Crawford KHD, Dingens AS, Navarro MJ, Bowen JE, Tortorici MA, Walls AC, King NP, Veesler D, Bloom JD. Deep Mutational Scanning of SARS-CoV-2 Receptor Binding Domain Reveals Constraints on Folding and ACE2 Binding. Cell 2020; 182:1295-1310.e20. [PMID: 32841599 PMCID: PMC7418704 DOI: 10.1016/j.cell.2020.08.012] [Citation(s) in RCA: 1377] [Impact Index Per Article: 344.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/17/2020] [Revised: 07/31/2020] [Accepted: 08/06/2020] [Indexed: 02/07/2023]
Abstract
The receptor binding domain (RBD) of the SARS-CoV-2 spike glycoprotein mediates viral attachment to ACE2 receptor and is a major determinant of host range and a dominant target of neutralizing antibodies. Here, we experimentally measure how all amino acid mutations to the RBD affect expression of folded protein and its affinity for ACE2. Most mutations are deleterious for RBD expression and ACE2 binding, and we identify constrained regions on the RBD's surface that may be desirable targets for vaccines and antibody-based therapeutics. But a substantial number of mutations are well tolerated or even enhance ACE2 binding, including at ACE2 interface residues that vary across SARS-related coronaviruses. However, we find no evidence that these ACE2-affinity-enhancing mutations have been selected in current SARS-CoV-2 pandemic isolates. We present an interactive visualization and open analysis pipeline to facilitate use of our dataset for vaccine design and functional annotation of mutations observed during viral surveillance.
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Affiliation(s)
- Tyler N Starr
- Basic Sciences Division and Computational Biology Program, Fred Hutchinson Cancer Research Center, Seattle, WA 98109, USA
| | - Allison J Greaney
- Basic Sciences Division and Computational Biology Program, Fred Hutchinson Cancer Research Center, Seattle, WA 98109, USA; Department of Genome Sciences, University of Washington, Seattle, WA 98195, USA; Medical Scientist Training Program, University of Washington, Seattle, WA 98195, USA
| | - Sarah K Hilton
- Basic Sciences Division and Computational Biology Program, Fred Hutchinson Cancer Research Center, Seattle, WA 98109, USA; Department of Genome Sciences, University of Washington, Seattle, WA 98195, USA
| | - Daniel Ellis
- Institute for Protein Design, University of Washington, Seattle, WA 98195, USA; Department of Biochemistry, University of Washington, Seattle, WA 98195, USA; Graduate Program in Molecular and Cellular Biology, University of Washington, Seattle, WA 98195, USA
| | - Katharine H D Crawford
- Basic Sciences Division and Computational Biology Program, Fred Hutchinson Cancer Research Center, Seattle, WA 98109, USA; Department of Genome Sciences, University of Washington, Seattle, WA 98195, USA; Medical Scientist Training Program, University of Washington, Seattle, WA 98195, USA
| | - Adam S Dingens
- Basic Sciences Division and Computational Biology Program, Fred Hutchinson Cancer Research Center, Seattle, WA 98109, USA
| | - Mary Jane Navarro
- Department of Biochemistry, University of Washington, Seattle, WA 98195, USA
| | - John E Bowen
- Department of Biochemistry, University of Washington, Seattle, WA 98195, USA
| | | | - Alexandra C Walls
- Department of Biochemistry, University of Washington, Seattle, WA 98195, USA
| | - Neil P King
- Institute for Protein Design, University of Washington, Seattle, WA 98195, USA; Department of Biochemistry, University of Washington, Seattle, WA 98195, USA
| | - David Veesler
- Department of Biochemistry, University of Washington, Seattle, WA 98195, USA
| | - Jesse D Bloom
- Basic Sciences Division and Computational Biology Program, Fred Hutchinson Cancer Research Center, Seattle, WA 98109, USA; Department of Genome Sciences, University of Washington, Seattle, WA 98195, USA; Howard Hughes Medical Institute, Seattle, WA 98109, USA.
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9
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Starr TN, Greaney AJ, Hilton SK, Crawford KH, Navarro MJ, Bowen JE, Tortorici MA, Walls AC, Veesler D, Bloom JD. Deep mutational scanning of SARS-CoV-2 receptor binding domain reveals constraints on folding and ACE2 binding. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2020:2020.06.17.157982. [PMID: 32587970 PMCID: PMC7310626 DOI: 10.1101/2020.06.17.157982] [Citation(s) in RCA: 27] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 12/16/2022]
Abstract
The receptor binding domain (RBD) of the SARS-CoV-2 spike glycoprotein mediates viral attachment to ACE2 receptor, and is a major determinant of host range and a dominant target of neutralizing antibodies. Here we experimentally measure how all amino-acid mutations to the RBD affect expression of folded protein and its affinity for ACE2. Most mutations are deleterious for RBD expression and ACE2 binding, and we identify constrained regions on the RBD's surface that may be desirable targets for vaccines and antibody-based therapeutics. But a substantial number of mutations are well tolerated or even enhance ACE2 binding, including at ACE2 interface residues that vary across SARS-related coronaviruses. However, we find no evidence that these ACE2-affinity enhancing mutations have been selected in current SARS-CoV-2 pandemic isolates. We present an interactive visualization and open analysis pipeline to facilitate use of our dataset for vaccine design and functional annotation of mutations observed during viral surveillance.
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Affiliation(s)
- Tyler N. Starr
- Basic Sciences Division and Computational Biology Program, Fred Hutchinson Cancer Research Center, Seattle, WA 98109, USA
- Co-first authors
| | - Allison J. Greaney
- Basic Sciences Division and Computational Biology Program, Fred Hutchinson Cancer Research Center, Seattle, WA 98109, USA
- Department of Genome Sciences, University of Washington, Seattle, WA 98195, USA
- Medical Scientist Training Program, University of Washington, Seattle, WA 98195, USA
- Co-first authors
| | - Sarah K. Hilton
- Basic Sciences Division and Computational Biology Program, Fred Hutchinson Cancer Research Center, Seattle, WA 98109, USA
- Department of Genome Sciences, University of Washington, Seattle, WA 98195, USA
| | - Katharine H.D. Crawford
- Basic Sciences Division and Computational Biology Program, Fred Hutchinson Cancer Research Center, Seattle, WA 98109, USA
- Department of Genome Sciences, University of Washington, Seattle, WA 98195, USA
- Medical Scientist Training Program, University of Washington, Seattle, WA 98195, USA
| | - Mary Jane Navarro
- Department of Biochemistry, University of Washington, Seattle, WA 98195, USA
| | - John E. Bowen
- Department of Biochemistry, University of Washington, Seattle, WA 98195, USA
| | | | - Alexandra C. Walls
- Department of Biochemistry, University of Washington, Seattle, WA 98195, USA
| | - David Veesler
- Department of Biochemistry, University of Washington, Seattle, WA 98195, USA
| | - Jesse D. Bloom
- Basic Sciences Division and Computational Biology Program, Fred Hutchinson Cancer Research Center, Seattle, WA 98109, USA
- Department of Genome Sciences, University of Washington, Seattle, WA 98195, USA
- Howard Hughes Medical Institute, Seattle, WA 98109, USA
- Lead Contact
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10
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Shehata L, Maurer DP, Wec AZ, Lilov A, Champney E, Sun T, Archambault K, Burnina I, Lynaugh H, Zhi X, Xu Y, Walker LM. Affinity Maturation Enhances Antibody Specificity but Compromises Conformational Stability. Cell Rep 2019; 28:3300-3308.e4. [PMID: 31553901 DOI: 10.1016/j.celrep.2019.08.056] [Citation(s) in RCA: 55] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/05/2019] [Revised: 06/04/2019] [Accepted: 08/16/2019] [Indexed: 11/16/2022] Open
Abstract
Monoclonal antibodies (mAbs) have recently emerged as one of the most promising classes of biotherapeutics. A potential advantage of B cell-derived mAbs as therapeutic agents is that they have been subjected to natural filtering mechanisms, which may enrich for B cell receptors (BCRs) with favorable biophysical properties. Here, we evaluated 400 human mAbs for polyreactivity, hydrophobicity, and thermal stability using high-throughput screening assays. Overall, mAbs derived from memory B cells and long-lived plasma cells (LLPCs) display reduced levels of polyreactivity, hydrophobicity, and thermal stability compared with naive B cell-derived mAbs. Somatic hypermutation (SHM) is inversely associated with all three biophysical properties, as well as BCR expression levels. Finally, the developability profiles of the human B cell-derived mAbs are comparable with those observed for clinical mAbs, suggesting their high therapeutic potential. The results provide insight into the biophysical consequences of affinity maturation and have implications for therapeutic antibody engineering and development.
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11
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Rabia LA, Desai AA, Jhajj HS, Tessier PM. Understanding and overcoming trade-offs between antibody affinity, specificity, stability and solubility. Biochem Eng J 2018; 137:365-374. [PMID: 30666176 DOI: 10.1016/j.bej.2018.06.003] [Citation(s) in RCA: 89] [Impact Index Per Article: 14.8] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022]
Abstract
The widespread use of monoclonal antibodies for therapeutic applications has led to intense interest in optimizing several of their natural properties (affinity, specificity, stability, solubility and effector functions) as well as introducing non-natural activities (bispecificity and cytotoxicity mediated by conjugated drugs). A common challenge during antibody optimization is that improvements in one property (e.g., affinity) can lead to deficits in other properties (e.g., stability). Here we review recent advances in understanding trade-offs between different antibody properties, including affinity, specificity, stability and solubility. We also review new approaches for co-optimizing multiple antibody properties and discuss how these methods can be used to rapidly and systematically generate antibodies for a wide range of applications.
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Affiliation(s)
- Lilia A Rabia
- Center for Biotechnology & Interdisciplinary Studies, Isermann Dept. of Chemical & Biological Engineering, Rensselaer Polytechnic Institute, Troy, NY 12180
| | - Alec A Desai
- Department of Chemical Engineering, Biointerfaces Institute, University of Michigan, Ann Arbor, MI 48109, USA
| | - Harkamal S Jhajj
- Department of Biomedical Engineering, Biointerfaces Institute, University of Michigan, Ann Arbor, MI 48109, USA
| | - Peter M Tessier
- Center for Biotechnology & Interdisciplinary Studies, Isermann Dept. of Chemical & Biological Engineering, Rensselaer Polytechnic Institute, Troy, NY 12180
- Department of Chemical Engineering, Biointerfaces Institute, University of Michigan, Ann Arbor, MI 48109, USA
- Department of Biomedical Engineering, Biointerfaces Institute, University of Michigan, Ann Arbor, MI 48109, USA
- Department of Pharmaceutical Sciences, Biointerfaces Institute, University of Michigan, Ann Arbor, MI 48109, USA
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12
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Sivelle C, Sierocki R, Ferreira-Pinto K, Simon S, Maillere B, Nozach H. Fab is the most efficient format to express functional antibodies by yeast surface display. MAbs 2018; 10:720-729. [PMID: 29708852 DOI: 10.1080/19420862.2018.1468952] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022] Open
Abstract
Multiple formats are available for engineering of monoclonal antibodies (mAbs) by yeast surface display, but they do not all lead to efficient expression of functional molecules. We therefore expressed four anti-tumor necrosis factor and two anti-IpaD mAbs as single-chain variable fragment (scFv), antigen-binding fragment (Fab) or single-chain Fabs and compared their expression levels and antigen-binding efficiency. Although the scFv and scFab formats are widely used in the literature, 2 of 6 antibodies were either not or weakly expressed. In contrast, all 6 antibodies expressed as Fab revealed strong binding and high affinity, comparable to that of the soluble form. We also demonstrated that the variations in expression did not affect Fab functionality and were due to variations in light chain display and not to misfolded dimers. Our results suggest that Fab is the most versatile format for the engineering of mAbs.
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Affiliation(s)
- Coline Sivelle
- a Service d'Ingénierie Moléculaire des Protéines (SIMOPRO), CEA, Université Paris-Saclay , Gif/Yvette , France
| | - Raphaël Sierocki
- a Service d'Ingénierie Moléculaire des Protéines (SIMOPRO), CEA, Université Paris-Saclay , Gif/Yvette , France
| | - Kelly Ferreira-Pinto
- a Service d'Ingénierie Moléculaire des Protéines (SIMOPRO), CEA, Université Paris-Saclay , Gif/Yvette , France
| | - Stéphanie Simon
- b Service de Pharmacologie et Immunoanalyse (SPI), CEA, INRA, Laboratoire d'Etudes et de Recherches en Immunoanalyse, Université Paris-Saclay , Gif/Yvette , France
| | - Bernard Maillere
- a Service d'Ingénierie Moléculaire des Protéines (SIMOPRO), CEA, Université Paris-Saclay , Gif/Yvette , France
| | - Hervé Nozach
- a Service d'Ingénierie Moléculaire des Protéines (SIMOPRO), CEA, Université Paris-Saclay , Gif/Yvette , France
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13
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Hattori M, Ishikawa O, Oikawa D, Amano H, Yasuda M, Kaira K, Ishida-Yamamoto A, Nakano H, Sawamura D, Terawaki SI, Wakamatsu K, Tokunaga F, Shimizu A. In-frame Val 216-Ser 217 deletion of KIT in mild piebaldism causes aberrant secretion and SCF response. J Dermatol Sci 2018; 91:35-42. [PMID: 29631773 DOI: 10.1016/j.jdermsci.2018.03.012] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/17/2018] [Revised: 03/14/2018] [Accepted: 03/18/2018] [Indexed: 11/16/2022]
Abstract
BACKGROUND Piebaldism is a pigmentary disorder characterized by a white forelock and depigmented patches. Although the loss-of-function mutations in the KIT gene underlie the disease, the intracellular dynamics of the mutant KIT are largely unknown. We herein report a Japanese family with piebaldism in which the affected members showed a mild phenotype. OBJECTIVE The objective of this study is to investigate the functions and intracellular dynamics of the mutant KIT protein. METHODS We performed genetic analyses of the KIT gene using peripheral blood cells. We analyzed the intracellular localization of the mutant KIT protein in HEK293T cells transfected with wild-type (Wt) and/or mutant KIT genes. Immunoprecipitation analyses, immunoblotting and immunofluorescence studies were performed using antibodies against KIT and downstream signaling proteins. Glycosidase digestion analysis was performed to clarify the intracellular localization of KIT protein. RESULTS A genetic analysis revealed a novel heterozygous mutation c.645_650delTGTGTC which results in the in-frame deletion of Val216 and Ser217 in the extracellular domain of KIT. Immunoprecipitation analyses confirmed that the wild and mutant KIT formed a heterodimer after treatment with stem cell factor (SCF); however, the phosphorylation of the downstream signaling factors was decreased. In an immunofluorescence study, the mutant KIT accumulated predominantly in the endoplasmic reticulum (ER) and was sparsely expressed on the cell surface. A glycosidase digestion study revealed that the mutant KIT is predominantly localized in the ER. CONCLUSION These data reveal an aberrant function and intracellular localization of mutant KIT protein in piebaldism.
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Affiliation(s)
- Mai Hattori
- Department of Dermatology, Gunma University Graduate School of Medicine, Maebashi, Gunma, Japan; Department of Dermatology, Japan Red Cross Maebashi Hospital, Maebashi, Japan
| | - Osamu Ishikawa
- Department of Dermatology, Gunma University Graduate School of Medicine, Maebashi, Gunma, Japan
| | - Daisuke Oikawa
- Department of Pathobiochemistry, Graduate School of Medicine, Osaka City University, Osaka, Japan
| | - Hiroo Amano
- Department of Dermatology, Iwate Medical University, Morioka, Iwate, Japan
| | - Masahito Yasuda
- Department of Dermatology, Gunma University Graduate School of Medicine, Maebashi, Gunma, Japan
| | - Kyoichi Kaira
- Department of Oncology Clinical Development, Gunma University Graduate School of Medicine, Maebashi, Gunma, Japan
| | | | - Hajime Nakano
- Department of Dermatology, Hirosaki University Graduate School of Medicine, Hirosaki, Aomori, Japan
| | - Daisuke Sawamura
- Department of Dermatology, Hirosaki University Graduate School of Medicine, Hirosaki, Aomori, Japan
| | - Shin-Ichi Terawaki
- Graduate School of Science and Technology, Gunma University, Kiryu, Gunma, Japan
| | - Kaori Wakamatsu
- Graduate School of Science and Technology, Gunma University, Kiryu, Gunma, Japan
| | - Fuminori Tokunaga
- Department of Pathobiochemistry, Graduate School of Medicine, Osaka City University, Osaka, Japan
| | - Akira Shimizu
- Department of Dermatology, Gunma University Graduate School of Medicine, Maebashi, Gunma, Japan.
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14
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Dagar VK, Khasa YP. Combined effect of gene dosage and process optimization strategies on high-level production of recombinant human interleukin-3 (hIL-3) in Pichia pastoris fed-batch culture. Int J Biol Macromol 2018; 108:999-1009. [DOI: 10.1016/j.ijbiomac.2017.11.008] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/14/2017] [Revised: 10/30/2017] [Accepted: 11/02/2017] [Indexed: 02/01/2023]
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15
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Vincenz-Donnelly L, Hipp MS. The endoplasmic reticulum: A hub of protein quality control in health and disease. Free Radic Biol Med 2017; 108:383-393. [PMID: 28363604 DOI: 10.1016/j.freeradbiomed.2017.03.031] [Citation(s) in RCA: 31] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/02/2016] [Revised: 03/20/2017] [Accepted: 03/27/2017] [Indexed: 01/03/2023]
Abstract
One third of the eukaryotic proteome is synthesized at the endoplasmic reticulum (ER), whose unique properties provide a folding environment substantially different from the cytosol. A healthy, balanced proteome in the ER is maintained by a network of factors referred to as the ER quality control (ERQC) machinery. This network consists of various protein folding chaperones and modifying enzymes, and is regulated by stress response pathways that prevent the build-up as well as the secretion of potentially toxic and aggregation-prone misfolded protein species. Here, we describe the components of the ERQC machinery, investigate their response to different forms of stress, and discuss the consequences of ERQC break-down.
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Affiliation(s)
- Lisa Vincenz-Donnelly
- Max Planck Institute of Biochemistry, Department of Cellular Biochemistry, 82152 Martinsried, Germany
| | - Mark S Hipp
- Max Planck Institute of Biochemistry, Department of Cellular Biochemistry, 82152 Martinsried, Germany
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16
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Abstract
Antibodies are a highly successful class of biological drugs, with over 50 such molecules approved for therapeutic use and hundreds more currently in clinical development. Improvements in technology for the discovery and optimization of high-potency antibodies have greatly increased the chances for finding binding molecules with desired biological properties; however, achieving drug-like properties at the same time is an additional requirement that is receiving increased attention. In this work, we attempt to quantify the historical limits of acceptability for multiple biophysical metrics of "developability." Amino acid sequences from 137 antibodies in advanced clinical stages, including 48 approved for therapeutic use, were collected and used to construct isotype-matched IgG1 antibodies, which were then expressed in mammalian cells. The resulting material for each source antibody was evaluated in a dozen biophysical property assays. The distributions of the observed metrics are used to empirically define boundaries of drug-like behavior that can represent practical guidelines for future antibody drug candidates.
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17
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Guan B, Chen F, Su S, Duan Z, Chen Y, Li H, Jin J. Effects of co-overexpression of secretion helper factors on the secretion of a HSA fusion protein (IL2-HSA) in pichia pastoris. Yeast 2016; 33:587-600. [PMID: 27532278 DOI: 10.1002/yea.3183] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/14/2016] [Revised: 07/18/2016] [Accepted: 07/29/2016] [Indexed: 11/12/2022] Open
Abstract
Pichia pastoris is generally considered as an expression host for heterologous proteins with the coding gene under control of the alcohol oxidase 1 (AOX1) promoter. The secretion of heterologous proteins in P. pastoris can be potentially affected by many factors. Based on our previous results, the secretion levels of human albumin (HSA) fusion protein IL2-HSA were only around 500 mg/L or less in fermentor cultures, which decreased more than 50% compared with that of HSA (>1 g/L). In this study, we selected five potential secretion helper factors, in which Ero1, Pdi1 and Kar2 were involved in protein folding and Sec1 and Sly1 were involved in vesicle trafficking. We evaluated the possible effects of individual overexpression of these secretion helper factors on the secretion of IL2-HSA in P. pastoris. Constitutive overexpression of the five selected secretion factors did not have an obvious negative effect on cell growth of the IL2-HSA secreting strain. Individual co-overexpression of Ero1, Kar2, Pdi1, Sec1 and Sly1 improved the secretion level of IL2-HSA to ~2.3-, 1.9-, 2.2-, 2.5- and 1.9-fold that in the control strain respectively in shake flasks. We evaluated the changes in mRNA and protein levels of the intracellular IL2-HSA, as well as the secretion helper factor genes in the co-overexpressing strains. Our results indicated that manipulating the expression level of ER resident protein Pdi1, Ero1, Kar2 and SM protein Sec1 and Sly1 could improve the secretion level of IL2-HSA fusion protein in P. pastoris, which provided new candidates for combinatorial engineering in future study. Copyright © 2016 John Wiley & Sons, Ltd.
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Affiliation(s)
- Bo Guan
- School of Food Science, Shihezi University, Shihezi, China
| | - Fengxiang Chen
- Key Laboratory of Industrial Biotechnology, Ministry of Education, School of Biotechnology, Jiangnan University, Wuxi, China
| | - Shuai Su
- Key Laboratory of Industrial Biotechnology, Ministry of Education, School of Biotechnology, Jiangnan University, Wuxi, China
| | - Zuoying Duan
- Key Laboratory of Industrial Biotechnology, Ministry of Education, School of Biotechnology, Jiangnan University, Wuxi, China
| | - Yun Chen
- Laboratory of Drug Design axnd Molecular Pharmacology, School of Pharmaceutical Sciences, Jiangnan University, Wuxi, China
| | - Huazhong Li
- Key Laboratory of Industrial Biotechnology, Ministry of Education, School of Biotechnology, Jiangnan University, Wuxi, China
| | - Jian Jin
- Laboratory of Drug Design axnd Molecular Pharmacology, School of Pharmaceutical Sciences, Jiangnan University, Wuxi, China
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18
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Abstract
Transport of newly synthesized proteins from the endoplasmic reticulum (ER) to the Golgi complex is highly selective. As a general rule, such transport is limited to soluble and membrane-associated secretory proteins that have reached properly folded and assembled conformations. To secure the efficiency, fidelity, and control of this crucial transport step, cells use a combination of mechanisms. The mechanisms are based on selective retention of proteins in the ER to prevent uptake into transport vesicles, on selective capture of proteins in COPII carrier vesicles, on inclusion of proteins in these vesicles by default as part of fluid and membrane bulk flow, and on selective retrieval of proteins from post-ER compartments by retrograde vesicle transport.
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Affiliation(s)
- Charles Barlowe
- Biochemistry Department, Geisel School of Medicine at Dartmouth, Hanover, New Hampshire 03755;
| | - Ari Helenius
- Institute of Biochemistry, ETH Zurich, Zurich CH-8093, Switzerland
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19
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Siegemund M, Seifert O, Zarani M, Džinić T, De Leo V, Göttsch D, Münkel S, Hutt M, Pfizenmaier K, Kontermann RE. An optimized antibody-single-chain TRAIL fusion protein for cancer therapy. MAbs 2016; 8:879-91. [PMID: 27064440 DOI: 10.1080/19420862.2016.1172163] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/22/2022] Open
Abstract
Fusion proteins combining oligomeric assemblies of a genetically obtained single-chain (sc) variant of tumor necrosis factor-related apoptosis-inducing ligand (TRAIL) with antibodies directed against tumor-associated antigens represent a promising strategy to overcome the limited therapeutic activity of conventional soluble TRAIL. To further improve the scTRAIL module in order to obtain a robust, thermostable molecule of high activity, we performed a comprehensive analysis of the minimal TNF homology domain (THD) and optimized linkers between the 3 TRAIL subunits constituting a scTRAIL. Through a stepwise mutagenesis of the N- and C-terminal region and the joining linker sequences, we generated bioactive scTRAIL molecules comprising a covalent linkage of the C-terminal Val280 and the N-terminal position 122 by only 2 amino acid residues in combination with conservative exchanges at positions 122 and 279. The increased thermal stability and solubility of such optimized scTRAIL molecules translated into increased bioactivity in the diabody-scTRAIL (Db-scTRAIL) format, exemplified here for an epidermal growth factor receptor-specific Db-scTRAIL. Additional modifications within the diabody linkers resulted in a fusion protein exerting high, target-dependent apoptosis induction in tumor cell lines in vitro and potent antitumor activity in vivo. Our results illustrate that protein engineering of scTRAIL and associated peptide linkers provides a promising strategy to develop antibody-scTRAIL fusion proteins as effective antitumor therapeutics.
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Affiliation(s)
- Martin Siegemund
- a Institute of Cell Biology and Immunology, University of Stuttgart , Stuttgart , Germany
| | - Oliver Seifert
- a Institute of Cell Biology and Immunology, University of Stuttgart , Stuttgart , Germany
| | | | | | | | - Doris Göttsch
- a Institute of Cell Biology and Immunology, University of Stuttgart , Stuttgart , Germany
| | - Sabine Münkel
- a Institute of Cell Biology and Immunology, University of Stuttgart , Stuttgart , Germany
| | - Meike Hutt
- a Institute of Cell Biology and Immunology, University of Stuttgart , Stuttgart , Germany
| | - Klaus Pfizenmaier
- a Institute of Cell Biology and Immunology, University of Stuttgart , Stuttgart , Germany
| | - Roland E Kontermann
- a Institute of Cell Biology and Immunology, University of Stuttgart , Stuttgart , Germany
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20
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Julian MC, Lee CC, Tiller KE, Rabia LA, Day EK, Schick AJ, Tessier PM. Co-evolution of affinity and stability of grafted amyloid-motif domain antibodies. Protein Eng Des Sel 2015; 28:339-50. [PMID: 26386257 DOI: 10.1093/protein/gzv050] [Citation(s) in RCA: 31] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2015] [Accepted: 08/17/2015] [Indexed: 11/12/2022] Open
Abstract
An attractive approach for designing lead antibody candidates is to mimic natural protein interactions by grafting peptide recognition motifs into the complementarity-determining regions (CDRs). We are using this approach to generate single-domain (VH) antibodies specific for amyloid-forming proteins such as the Alzheimer's Aβ peptide. Here, we use random mutagenesis and yeast surface display to improve the binding affinity of a lead VH domain grafted with Aβ residues 33-42 in CDR3. Interestingly, co-selection for improved Aβ binding and VH display on the surface of yeast yields antibody domains with improved affinity and reduced stability. The highest affinity VH domains were strongly destabilized on the surface of yeast as well as unfolded when isolated as autonomous domains. In contrast, stable VH domains with improved affinity were reliably identified using yeast surface display by replacing the display antibody that recognizes a linear epitope tag at the terminus of both folded and unfolded VH domains with a conformational ligand (Protein A) that recognizes a discontinuous epitope on the framework of folded VH domains. Importantly, we find that selection for improved stability using Protein A without simultaneous co-selection for improved Aβ binding leads to strong enrichment for stabilizing mutations that reduce antigen binding. Our findings highlight the importance of simultaneously optimizing affinity and stability to improve the rapid isolation of well-folded and specific antibody fragments.
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Affiliation(s)
- Mark C Julian
- Center for Biotechnology & Interdisciplinary Studies, Isermann Department of Chemical & Biological Engineering, Rensselaer Polytechnic Institute, Troy, NY 12180, USA
| | - Christine C Lee
- Center for Biotechnology & Interdisciplinary Studies, Isermann Department of Chemical & Biological Engineering, Rensselaer Polytechnic Institute, Troy, NY 12180, USA
| | - Kathryn E Tiller
- Center for Biotechnology & Interdisciplinary Studies, Isermann Department of Chemical & Biological Engineering, Rensselaer Polytechnic Institute, Troy, NY 12180, USA
| | - Lilia A Rabia
- Center for Biotechnology & Interdisciplinary Studies, Isermann Department of Chemical & Biological Engineering, Rensselaer Polytechnic Institute, Troy, NY 12180, USA
| | - Evan K Day
- Center for Biotechnology & Interdisciplinary Studies, Isermann Department of Chemical & Biological Engineering, Rensselaer Polytechnic Institute, Troy, NY 12180, USA
| | - Arthur J Schick
- Center for Biotechnology & Interdisciplinary Studies, Isermann Department of Chemical & Biological Engineering, Rensselaer Polytechnic Institute, Troy, NY 12180, USA
| | - Peter M Tessier
- Center for Biotechnology & Interdisciplinary Studies, Isermann Department of Chemical & Biological Engineering, Rensselaer Polytechnic Institute, Troy, NY 12180, USA
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21
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Schlebach JP, Narayan M, Alford C, Mittendorf KF, Carter BD, Li J, Sanders CR. Conformational Stability and Pathogenic Misfolding of the Integral Membrane Protein PMP22. J Am Chem Soc 2015; 137:8758-68. [PMID: 26102530 PMCID: PMC4507940 DOI: 10.1021/jacs.5b03743] [Citation(s) in RCA: 40] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/27/2022]
Abstract
![]()
Despite broad biochemical
relevance, our understanding of the physiochemical
reactions that limit the assembly and cellular trafficking of integral
membrane proteins remains superficial. In this work, we report the
first experimental assessment of the relationship between the conformational
stability of a eukaryotic membrane protein and the degree to which
it is retained by cellular quality control in the secretory pathway.
We quantitatively assessed both the conformational equilibrium and
cellular trafficking of 12 variants of the α-helical membrane
protein peripheral myelin protein 22 (PMP22), the intracellular misfolding
of which is known to cause peripheral neuropathies associated with
Charcot–Marie–Tooth disease (CMT). We show that the
extent to which these mutations influence the energetics of Zn(II)-mediated
PMP22 folding is proportional to the observed reduction in cellular
trafficking efficiency. Strikingly, quantitative analyses also reveal
that the reduction of motor nerve conduction velocities in affected
patients is proportional to the extent of the mutagenic destabilization.
This finding provides compelling evidence that the effects of these
mutations on the energetics of PMP22 folding lie at the heart of the
molecular basis of CMT. These findings highlight conformational stability
as a key factor governing membrane protein biogenesis and suggest
novel therapeutic strategies for CMT.
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Affiliation(s)
| | | | - Catherine Alford
- #Flow Cytometry Core, Veterans Affairs Tennessee Valley Healthcare System, Nashville, Tennessee 37232, United States
| | | | | | - Jun Li
- ⊥Veterans Affairs Tennessee Valley Healthcare System, Nashville, Tennessee 37232, United States
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22
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Çalık P, Ata Ö, Güneş H, Massahi A, Boy E, Keskin A, Öztürk S, Zerze GH, Özdamar TH. Recombinant protein production in Pichia pastoris under glyceraldehyde-3-phosphate dehydrogenase promoter: From carbon source metabolism to bioreactor operation parameters. Biochem Eng J 2015. [DOI: 10.1016/j.bej.2014.12.003] [Citation(s) in RCA: 69] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
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23
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Abstract
The method of displaying recombinant proteins on the surface of Saccharomyces cerevisiae via genetic fusion to an abundant cell wall protein, a technology known as yeast surface display, or simply, yeast display, has become a valuable protein engineering tool for a broad spectrum of biotechnology and biomedical applications. This review focuses on the use of yeast display for engineering protein affinity, stability, and enzymatic activity. Strategies and examples for each protein engineering goal are discussed. Additional applications of yeast display are also briefly presented, including protein epitope mapping, identification of protein-protein interactions, and uses of displayed proteins in industry and medicine.
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24
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The safety dance: biophysics of membrane protein folding and misfolding in a cellular context. Q Rev Biophys 2014; 48:1-34. [PMID: 25420508 DOI: 10.1017/s0033583514000110] [Citation(s) in RCA: 37] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
Abstract
Most biological processes require the production and degradation of proteins, a task that weighs heavily on the cell. Mutations that compromise the conformational stability of proteins place both specific and general burdens on cellular protein homeostasis (proteostasis) in ways that contribute to numerous diseases. Efforts to elucidate the chain of molecular events responsible for diseases of protein folding address one of the foremost challenges in biomedical science. However, relatively little is known about the processes by which mutations prompt the misfolding of α-helical membrane proteins, which rely on an intricate network of cellular machinery to acquire and maintain their functional structures within cellular membranes. In this review, we summarize the current understanding of the physical principles that guide membrane protein biogenesis and folding in the context of mammalian cells. Additionally, we explore how pathogenic mutations that influence biogenesis may differ from those that disrupt folding and assembly, as well as how this may relate to disease mechanisms and therapeutic intervention. These perspectives indicate an imperative for the use of information from structural, cellular, and biochemical studies of membrane proteins in the design of novel therapeutics and in personalized medicine.
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25
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Waraho-Zhmayev D, Meksiriporn B, Portnoff AD, DeLisa MP. Optimizing recombinant antibodies for intracellular function using hitchhiker-mediated survival selection. Protein Eng Des Sel 2014; 27:351-8. [PMID: 25225416 DOI: 10.1093/protein/gzu038] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022] Open
Abstract
The 'hitchhiker' mechanism of the bacterial twin-arginine translocation pathway has previously been adapted as a genetic selection for detecting pairwise protein interactions in the cytoplasm of living Escherichia coli cells. Here, we extended this method, called FLI-TRAP, for rapid isolation of intracellular antibodies (intrabodies) in the single-chain Fv format that possess superior traits simply by demanding bacterial growth on high concentrations of antibiotic. Following just a single round of survival-based enrichment using FLI-TRAP, variants of an intrabody against the dimerization domain of the yeast Gcn4p transcription factor were isolated having significantly greater intracellular stability that translated to yield enhancements of >10-fold. Likewise, an intrabody specific for the non-amyloid component region of α-synuclein was isolated that has ~8-fold improved antigen-binding affinity. Collectively, our results illustrate the potential of the FLI-TRAP method for intracellular stabilization and affinity maturation of intrabodies, all without the need for purification or immobilization of the antigen.
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Affiliation(s)
- Dujduan Waraho-Zhmayev
- School of Chemical and Biomolecular Engineering, Cornell University, Ithaca, NY 14853, USA Biological Engineering Program, Faculty of Engineering, King Mongkut's University of Technology Thonburi, 126 Pracha-utid Road, Bangmod, Toongkru, Bangkok 10140, Thailand
| | | | - Alyse D Portnoff
- Department of Biomedical Engineering, Cornell University, Ithaca, NY 14853, USA
| | - Matthew P DeLisa
- School of Chemical and Biomolecular Engineering, Cornell University, Ithaca, NY 14853, USA Department of Biomedical Engineering, Cornell University, Ithaca, NY 14853, USA
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26
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Shapiro SE, Nowak AA, Wooding C, Birdsey G, Laffan MA, McKinnon TAJ. The von Willebrand factor predicted unpaired cysteines are essential for secretion. J Thromb Haemost 2014; 12:246-54. [PMID: 24283831 DOI: 10.1111/jth.12466] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/30/2013] [Accepted: 11/21/2013] [Indexed: 12/18/2022]
Abstract
BACKGROUND von Willebrand factor (VWF) contains free thiols that mass spectroscopy has located to nine cysteines: two in the D3 domain (Cys889 and Cys898) and seven in the C domains (Cys2448, Cys2451, Cys2453, Cys2490, Cys2491, Cys2528, and Cys2533) (J Biol Chem, 7, 2007, 35604; Blood, 118, 5312). It has been suggested that these free thiols function to regulate the self-association of VWF through thiol-disulfide exchange (J Biol Chem, 7, 2007, 35604; Blood, 118, 5312). However, recent structural modeling has predicted that these cysteines are, in fact, disulfide-bonded (Blood, 118, 5312; Blood, 120, 449). OBJECTIVES To use mutation and expression analyses to investigate how these conflicting reports might be compatible with the synthesis and expression of VWF. METHODS AND RESULTS Both full-length VWF and VWF fragments with cysteine to alanine mutations of the nine cysteines and two predicted binding partners (Cys2431 and Cys2468) failed to secrete. Mutation of a cysteine pair, C2431A/C2453A, similarly resulted in a failure to secrete, indicating that this is not secondary to creation of an unpaired thiol. Deletion mutants containing seven of these cysteines, conforming to hypothesized domain boundaries, also failed to secrete: ∆C1C6 (2255-2720), ∆C3C4 (2429-2577), ∆C3 (2429-2496), and ∆C4 (2497-2577). Analysis of cell lysates and immunofluorescence confirmed that the mutants were retained within the endoplasmic reticulum (ER). Coexpression with wild-type VWF rescued secretion of some mutants to a limited extent. CONCLUSIONS These data suggest: first, that pairing of cysteines implicated in free thiol exchange is essential for correct folding of the VWF molecule, and unpairing must occur following exit from the ER or secretion from the cell; and second, that intact C domains are essential for efficient VWF secretion and must interact in the ER.
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Affiliation(s)
- S E Shapiro
- Department of Haematology, Faculty of Medicine, Hammersmith Hospital Campus, London, UK
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27
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Čiplys E, Žitkus E, Slibinskas R. Native signal peptide of human ERp57 disulfide isomerase mediates secretion of active native recombinant ERp57 protein in yeast Saccharomyces cerevisiae. Protein Expr Purif 2013; 89:131-5. [PMID: 23528814 DOI: 10.1016/j.pep.2013.03.003] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/27/2012] [Revised: 03/06/2013] [Accepted: 03/12/2013] [Indexed: 11/30/2022]
Abstract
Human ERp57 protein is disulfide isomerase, facilitating proper folding of glycoprotein precursors in the concert with ER lectin chaperones calreticulin and calnexin. Growing amount of data also associates ERp57 with many different functions in subcellular locations outside the ER. Analysis of protein functions requires substantial amounts of correctly folded, biologically active protein, and in this study we introduce yeast Saccharomyces cerevisiae as a perfect host for production of human ERp57. Our data suggest that native signal peptide of human ERp57 protein is recognized and correctly processed in the yeast cells, which leads to protein secretion. Secreted recombinant ERp57 protein possesses native amino acid sequence and is biologically active. Moreover, secretion allows simple one-step purification of recombinant ERp57 protein with the yields reaching up to 10mg/L.
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Affiliation(s)
- Evaldas Čiplys
- Vilnius University Institute of Biotechnology, V.A. Graiciuno 8, LT-02241 Vilnius, Lithuania.
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Heterologous Expression of Bovine Prochymosin in Pichia pastoris GS115. IRANIAN JOURNAL OF BIOTECHNOLOGY 2013. [DOI: 10.5812/ijb.9228] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
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In vitro functional analyses of arrhythmogenic right ventricular cardiomyopathy-associated desmoglein-2-missense variations. PLoS One 2012; 7:e47097. [PMID: 23071725 PMCID: PMC3468437 DOI: 10.1371/journal.pone.0047097] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/05/2012] [Accepted: 09/10/2012] [Indexed: 01/01/2023] Open
Abstract
Background Although numerous sequence variants in desmoglein-2 (DSG2) have been associated with arrhythmogenic right ventricular cardiomyopathy (ARVC), the functional impact of new sequence variations is difficult to estimate. Methodology/Principal Findings To test the functional consequences of DSG2-variants, we established an expression system for the extracellular domain and the full-length DSG2 using the human cell line HT1080. We established new tools to investigate ARVC-associated DSG2 variations and compared wild-type proteins and proteins with one of the five selected variations (DSG2-p.R46Q, -p.D154E, -p.D187G, -p.K294E, -p.V392I) with respect to prodomain cleavage, adhesion properties and cellular localisation. Conclusions/Significance The ARVC-associated DSG2-p.R46Q variation was predicted to be probably damaging by bioinformatics tools and to concern a conserved proprotein convertase cleavage site. In this study an impaired prodomain cleavage and an influence on the DSG2-properties could be demonstrated for the R46Q-variant leading to the classification of the variant as a potential gain-of-function mutant. In contrast, the variants DSG2-p.K294E and -p.V392I, which have an arguable impact on ARVC pathogenesis and are predicted to be benign, did not show functional differences to the wild-type protein in our study. Notably, the variants DSG2-p.D154E and -p.D187G, which were predicted to be damaging by bioinformatics tools, had no detectable effects on the DSG2 protein properties in our study.
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van den Berg BA, Reinders MJT, Hulsman M, Wu L, Pel HJ, Roubos JA, de Ridder D. Exploring sequence characteristics related to high-level production of secreted proteins in Aspergillus niger. PLoS One 2012; 7:e45869. [PMID: 23049690 PMCID: PMC3462195 DOI: 10.1371/journal.pone.0045869] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/21/2012] [Accepted: 08/22/2012] [Indexed: 12/12/2022] Open
Abstract
Protein sequence features are explored in relation to the production of over-expressed extracellular proteins by fungi. Knowledge on features influencing protein production and secretion could be employed to improve enzyme production levels in industrial bioprocesses via protein engineering. A large set, over 600 homologous and nearly 2,000 heterologous fungal genes, were overexpressed in Aspergillus niger using a standardized expression cassette and scored for high versus no production. Subsequently, sequence-based machine learning techniques were applied for identifying relevant DNA and protein sequence features. The amino-acid composition of the protein sequence was found to be most predictive and interpretation revealed that, for both homologous and heterologous gene expression, the same features are important: tyrosine and asparagine composition was found to have a positive correlation with high-level production, whereas for unsuccessful production, contributions were found for methionine and lysine composition. The predictor is available online at http://bioinformatics.tudelft.nl/hipsec. Subsequent work aims at validating these findings by protein engineering as a method for increasing expression levels per gene copy.
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Affiliation(s)
- Bastiaan A. van den Berg
- Delft Bioinformatics Lab, Department of Intelligent Systems, Faculty Electrical Engineering, Mathematics and Computer Science, Delft University of Technology, Delft, The Netherlands
- Netherlands Bioinformatics Centre, Nijmegen, The Netherlands
- Kluyver Centre for Genomics of Industrial Fermentation, Delft, The Netherlands
| | - Marcel J. T. Reinders
- Delft Bioinformatics Lab, Department of Intelligent Systems, Faculty Electrical Engineering, Mathematics and Computer Science, Delft University of Technology, Delft, The Netherlands
- Netherlands Bioinformatics Centre, Nijmegen, The Netherlands
- Kluyver Centre for Genomics of Industrial Fermentation, Delft, The Netherlands
| | - Marc Hulsman
- Delft Bioinformatics Lab, Department of Intelligent Systems, Faculty Electrical Engineering, Mathematics and Computer Science, Delft University of Technology, Delft, The Netherlands
- Netherlands Bioinformatics Centre, Nijmegen, The Netherlands
- Kluyver Centre for Genomics of Industrial Fermentation, Delft, The Netherlands
| | - Liang Wu
- DSM Biotechnology Center, Delft, The Netherlands
| | | | | | - Dick de Ridder
- Delft Bioinformatics Lab, Department of Intelligent Systems, Faculty Electrical Engineering, Mathematics and Computer Science, Delft University of Technology, Delft, The Netherlands
- Netherlands Bioinformatics Centre, Nijmegen, The Netherlands
- Kluyver Centre for Genomics of Industrial Fermentation, Delft, The Netherlands
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Traxlmayr MW, Obinger C. Directed evolution of proteins for increased stability and expression using yeast display. Arch Biochem Biophys 2012; 526:174-80. [PMID: 22575387 DOI: 10.1016/j.abb.2012.04.022] [Citation(s) in RCA: 63] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2012] [Revised: 04/24/2012] [Accepted: 04/25/2012] [Indexed: 11/17/2022]
Abstract
The expression of recombinant proteins incorporated into the cell wall of Saccharomyces cerevisiae (yeast surface display) is an important tool for protein engineering and library screening applications. In this review, we discuss the state-of-the-art yeast display techniques used for stability engineering of proteins including antibody fragments and immunoglobulin-like molecules. The paper discusses assets and drawbacks of stability engineering using the correlation between expression density on the yeast surface and thermal stability with respect to the quality control system in yeast. Additionally, strategies based on heat incubation of surface displayed protein libraries for selection of stabilized variants are reported including a recently developed method that allows stabilization of proteins of already high intrinsic thermal stability like IgG1-Fc.
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Affiliation(s)
- Michael W Traxlmayr
- Christian Doppler Laboratory for Antibody Engineering, Department of Chemistry, Division of Biochemistry, BOKU - University of Natural Resources and Life Sciences, Muthasse 18, A-1190 Vienna, Austria
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Traxlmayr MW, Faissner M, Stadlmayr G, Hasenhindl C, Antes B, Rüker F, Obinger C. Directed evolution of stabilized IgG1-Fc scaffolds by application of strong heat shock to libraries displayed on yeast. BIOCHIMICA ET BIOPHYSICA ACTA-PROTEINS AND PROTEOMICS 2012; 1824:542-9. [PMID: 22285845 PMCID: PMC3787792 DOI: 10.1016/j.bbapap.2012.01.006] [Citation(s) in RCA: 44] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 10/25/2011] [Revised: 01/04/2012] [Accepted: 01/09/2012] [Indexed: 12/12/2022]
Abstract
We have constructed IgG1-Fc scaffolds with increased thermal stability by directed evolution and yeast surface display. As a basis a new selection strategy that allowed the application of yeast surface display for screening of stabilizing mutations in proteins of already high intrinsic thermal stability and Tm-values up to 85 °C was developed. Besides library construction by error prone PCR, strong heat stress at 79 °C for 10 min and screening for well-folded proteins by FACS, sorting rounds had to include an efficient plasmid DNA isolation step for amplification and further transfection. We describe the successful application of this experimental setup for selection of 17 single, double and triple IgG1-Fc variants of increased thermal stability after four selection rounds. The recombinantly produced homodimeric proteins showed a wild-type-like elution profile in size exclusion chromatography as well as content of secondary structures. Moreover, the kinetics of binding of FcRn, CD16a and Protein A to the engineered Fc-molecules was very similar to the wild-type protein. These data clearly demonstrate the importance and efficacy of the presented strategy for selection of stabilizing mutations in proteins of high intrinsic stability within reasonable time.
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33
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Protein secretion in Pichia pastoris and advances in protein production. Appl Microbiol Biotechnol 2011; 93:31-9. [PMID: 22057543 DOI: 10.1007/s00253-011-3654-z] [Citation(s) in RCA: 200] [Impact Index Per Article: 15.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/20/2011] [Revised: 09/30/2011] [Accepted: 10/17/2011] [Indexed: 01/05/2023]
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34
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Abstract
The endoplasmic reticulum (ER) uses an elaborate surveillance system called the ER quality control (ERQC) system. The ERQC facilitates folding and modification of secretory and membrane proteins and eliminates terminally misfolded polypeptides through ER-associated degradation (ERAD) or autophagic degradation. This mechanism of ER protein surveillance is closely linked to redox and calcium homeostasis in the ER, whose balance is presumed to be regulated by a specific cellular compartment. The potential to modulate proteostasis and metabolism with chemical compounds or targeted siRNAs may offer an ideal option for the treatment of disease.
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35
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Abstract
Analysis of the human genome reveals that approximately a third of all open reading frames code for proteins that enter the endoplasmic reticulum (ER), demonstrating the importance of this organelle for global protein maturation. The path taken by a polypeptide through the secretory pathway starts with its translocation across or into the ER membrane. It then must fold and be modified correctly in the ER before being transported via the Golgi apparatus to the cell surface or another destination. Being physically segregated from the cytosol means that the ER lumen has a distinct folding environment. It contains much of the machinery for fulfilling the task of protein production, including complex pathways for folding, assembly, modification, quality control, and recycling. Importantly, the compartmentalization means that several modifications that do not occur in the cytosol, such as glycosylation and extensive disulfide bond formation, can occur to secreted proteins to enhance their stability before their exposure to the extracellular milieu. How these various machineries interact during the normal pathway of folding and protein secretion is the subject of this review.
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Affiliation(s)
- Ineke Braakman
- Cellular Protein Chemistry, Faculty of Science, Utrecht University, Utrecht, The Netherlands.
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36
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Correction of the F508del-CFTR protein processing defect in vitro by the investigational drug VX-809. Proc Natl Acad Sci U S A 2011; 108:18843-8. [PMID: 21976485 DOI: 10.1073/pnas.1105787108] [Citation(s) in RCA: 823] [Impact Index Per Article: 63.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023] Open
Abstract
Cystic fibrosis (CF) is caused by mutations in the CF transmembrane conductance regulator (CFTR) gene that impair the function of CFTR, an epithelial chloride channel required for proper function of the lung, pancreas, and other organs. Most patients with CF carry the F508del CFTR mutation, which causes defective CFTR protein folding and processing in the endoplasmic reticulum, resulting in minimal amounts of CFTR at the cell surface. One strategy to treat these patients is to correct the processing of F508del-CFTR with small molecules. Here we describe the in vitro pharmacology of VX-809, a CFTR corrector that was advanced into clinical development for the treatment of CF. In cultured human bronchial epithelial cells isolated from patients with CF homozygous for F508del, VX-809 improved F508del-CFTR processing in the endoplasmic reticulum and enhanced chloride secretion to approximately 14% of non-CF human bronchial epithelial cells (EC(50), 81 ± 19 nM), a level associated with mild CF in patients with less disruptive CFTR mutations. F508del-CFTR corrected by VX-809 exhibited biochemical and functional characteristics similar to normal CFTR, including biochemical susceptibility to proteolysis, residence time in the plasma membrane, and single-channel open probability. VX-809 was more efficacious and selective for CFTR than previously reported CFTR correctors. VX-809 represents a class of CFTR corrector that specifically addresses the underlying processing defect in F508del-CFTR.
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37
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Vander Heyden AB, Naismith TV, Snapp EL, Hanson PI. Static retention of the lumenal monotopic membrane protein torsinA in the endoplasmic reticulum. EMBO J 2011; 30:3217-31. [PMID: 21785409 DOI: 10.1038/emboj.2011.233] [Citation(s) in RCA: 42] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/03/2011] [Accepted: 06/16/2011] [Indexed: 02/06/2023] Open
Abstract
TorsinA is a membrane-associated enzyme in the endoplasmic reticulum (ER) lumen that is mutated in DYT1 dystonia. How it remains in the ER has been unclear. We report that a hydrophobic N-terminal domain (NTD) directs static retention of torsinA within the ER by excluding it from ER exit sites, as has been previously reported for short transmembrane domains (TMDs). We show that despite the NTD's physicochemical similarity to TMDs, it does not traverse the membrane, defining torsinA as a lumenal monotopic membrane protein and requiring a new paradigm to explain retention. ER retention and membrane association are perturbed by a subset of nonconservative mutations to the NTD, suggesting that a helical structure with defined orientation in the membrane is required. TorsinA preferentially enriches in ER sheets, as might be expected for a lumenal monotopic membrane protein. We propose that the principle of membrane-based protein sorting extends to monotopic membrane proteins, and identify other proteins including the monotopic lumenal enzyme cyclooxygenase 1 (prostaglandin H synthase 1) that share this mechanism of retention with torsinA.
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Affiliation(s)
- Abigail B Vander Heyden
- Department of Cell Biology and Physiology, Washington University School of Medicine, St Louis, MO, USA
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38
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Jandt U, Zeng AP. Modeling of intracellular transport and compartmentation. ADVANCES IN BIOCHEMICAL ENGINEERING/BIOTECHNOLOGY 2011; 127:221-49. [PMID: 22210243 DOI: 10.1007/10_2011_104] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
The complexity and internal organization of mammalian cells as well as the regulation of intracellular transport processes has increasingly moved into the focus of investigation during the past two decades. Advanced staining and microscopy techniques help to shed light onto spatial cellular compartmentation and regulation, increasing the demand for improved modeling techniques. In this chapter, we summarize recent developments in the field of quantitative simulation approaches and frameworks for the description of intracellular transport processes. Special focus is therefore laid on compartmented and spatiotemporally resolved simulation approaches. The processes considered include free and facilitated diffusion of molecules, active transport via the microtubule and actin filament network, vesicle distribution, membrane transport, cell cycle-dependent cell growth and morphology variation, and protein production. Commercially and freely available simulation packages are summarized as well as model data exchange and harmonization issues.
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Affiliation(s)
- Uwe Jandt
- Institute of Bioprocess and Biosystems Engineering, Hamburg University of Technology, Denickestreet 15, D-21071, Hamburg, Germany,
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39
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Abstract
KCNQ2 (Kv7.2) and KCNQ3 (Kv7.3) are the principal subunits underlying the potassium M-current, which exerts a strong control on neuronal excitability. KCNQ3 subunits coassemble with KCNQ2 to form functional heteromeric channels that are specifically transported to the axonal initial segment and nodes of Ranvier. In contrast, there is no evidence for functional homomeric KCNQ3 channels in neurons, and it appears that these are inefficiently trafficked to the plasma membrane. Among eukaryotic potassium channels, the KCNQ3 subunit is unusual because it has an alanine in place of a threonine at the pore inner vestibule, three residues upstream of the GYG signature sequence of the selectivity filter. This residue is critical for the potentiation of the current after heteromerization, but the mechanism is unknown. We report that the presence of this uncommon residue at position 315 has a strong impact on the stability of the homotetramers and on channel trafficking. Wild-type KCNQ3 expressed alone is retained within the endoplasmic reticulum, and this mechanism is overcome by the substitution of threonine for Ala315. KCNQ3 subunits require assembly with KCNQ2 to exit this compartment, whereas KCNQ3-A315T is no longer dependent on KCNQ2 to form channels that are efficiently trafficked to the plasma membrane. The presence of this alanine, therefore, plays an important role in regulating the subunit composition of functional M-channels expressed at the surface of neurons.
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40
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Stability and CDR composition biases enrich binder functionality landscapes. J Mol Biol 2010; 401:84-96. [PMID: 20540948 DOI: 10.1016/j.jmb.2010.06.004] [Citation(s) in RCA: 66] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/16/2009] [Revised: 05/31/2010] [Accepted: 06/01/2010] [Indexed: 11/23/2022]
Abstract
The rugged protein sequence-function landscape complicates efforts, both in nature and in the laboratory, to evolve protein function. Protein library diversification must strike a balance between sufficient variegation to thoroughly sample alternative functionality versus the probability of mutant destabilization below an expressible threshold. In this work, we explore the sequence-function landscape in the context of screening for molecular recognition from an Ig scaffold library. The fibronectin type III domain is used to explore the impact of two sequence diversification strategies: (a) partial wild-type conservation at structurally important positions within the paratope region and (b) tailored amino acid composition mimicking antibody binding-site composition at putative paratope positions. Structurally important positions within the paratope region were identified through stability, structural, and phylogenetic analyses and partially or fully conserved in sequence. To achieve tailored antibody-like diversity, we designed a set of skewed nucleotide mixtures yielding codons approximately matching the distribution observed in antibody complementarity-determining regions without incurring the expense of triphosphoramidite-based construction. These design elements were explored via comparison of three library designs: a random library, a library with wild-type bias in the DE loop only and tyrosine-serine diversity elsewhere, and a library with wild-type bias at 11 positions and the antibody-inspired amino acid distribution. Using pooled libraries for direct competition in a single tube, selection and maturation of binders to seven targets yielded 19 of 21 clones that originated from the structurally biased, tailored-diversity library design. Sequence analysis of the selected clones supports the importance of both tailored compositional diversity and structural bias. In addition, selection of both well and poorly expressed clones from two libraries further elucidated the impact of structural bias.
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41
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Sanderson TH, Deogracias MP, Nangia KK, Wang J, Krause GS, Kumar R. PKR-like endoplasmic reticulum kinase (PERK) activation following brain ischemia is independent of unfolded nascent proteins. Neuroscience 2010; 169:1307-14. [PMID: 20538047 DOI: 10.1016/j.neuroscience.2010.05.076] [Citation(s) in RCA: 29] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/20/2009] [Revised: 05/21/2010] [Accepted: 05/29/2010] [Indexed: 10/19/2022]
Abstract
Transient global brain ischemia results in an immediate inhibition of protein translation upon reperfusion. During early brain reperfusion protein synthesis is inhibited by alpha subunit of eukaryotic initiation factor 2 (eIF2alpha) phosphorylation by the PKR-like endoplasmic reticulum kinase (PERK). Normally, PERK is held in an inactive, monomeric state by the binding of the endoplasmic reticulum (ER) chaperone GRP78 to the lumenal end of PERK. The prevailing view is that ER stress leads to the accumulation of unfolded proteins in the ER lumen. GRP78 dissociates from PERK to bind these accumulated unfolded proteins, leading to PERK activation, phosphorylation of eIF2alpha, and inhibition of translation. To determine if an increase in unfolded nascent proteins following transient brain ischemia contributes to PERK activation, protein synthesis was blocked by intracerebral injection of anisomycin prior to induction of ischemia. Anisomycin inhibited protein synthesis by over 99% and reduced newly synthesized proteins in the ER to approximately 20% of controls. With an ER nearly devoid of newly synthesized proteins, PERK was still activated and was able to phosphorylate eIF2alpha in CA1 neurons during reperfusion. These data strongly argue that PERK activation is independent of the large increase in unfolded nascent proteins within the ER following transient global brain ischemia.
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Affiliation(s)
- T H Sanderson
- Department of Emergency Medicine, Wayne State University School of Medicine, Detroit, MI 48201, USA
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42
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Molecular basis of the structural stability of a Top7-based scaffold at extreme pH and temperature conditions. J Mol Graph Model 2010; 28:755-65. [DOI: 10.1016/j.jmgm.2010.01.013] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/15/2009] [Revised: 12/29/2009] [Accepted: 01/31/2010] [Indexed: 11/22/2022]
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43
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Combined use of fluorescent dyes and flow cytometry to quantify the physiological state of Pichia pastoris during the production of heterologous proteins in high-cell-density fed-batch cultures. Appl Environ Microbiol 2010; 76:4486-96. [PMID: 20472737 DOI: 10.1128/aem.02475-09] [Citation(s) in RCA: 25] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/25/2022] Open
Abstract
Matching both the construction of a recombinant strain and the process design with the characteristics of the target protein has the potential to significantly enhance bioprocess performance, robustness, and reproducibility. The factors affecting the physiological state of recombinant Pichia pastoris Mut(+) (methanol utilization-positive) strains and their cell membranes were quantified at the individual cell level using a combination of staining with fluorescent dyes and flow cytometric enumeration. Cell vitalities were found to range from 5 to 95% under various process conditions in high-cell-density fed-batch cultures, with strains producing either porcine trypsinogen or horseradish peroxidase extracellularly. Impaired cell vitality was observed to be the combined effect of production of recombinant protein, low pH, and high cell density. Vitality improved when any one of these stress factors was excluded. At a pH value of 4, which is commonly applied to counter proteolysis, recombinant strains exhibited severe physiological stress, whereas strains without heterologous genes were not affected. Physiologically compromised cells were also found to be increasingly sensitive to methanol when it accumulated in the culture broth. The magnitude of the response varied when different reporters were combined with either the native AOX1 promoter or its d6* variant, which differ in both strength and regulation. Finally, the quantitative assessment of the physiology of individual cells enables the implementation of innovative concepts in bioprocess development. Such concepts are in contrast to the frequently used paradigm, which always assumes a uniform cell population, because differentiation between the individual cells is not possible with methods commonly used.
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44
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Lyngsø C, Kjaerulff S, Müller S, Bratt T, Mortensen UH, Dal Degan F. A versatile selection system for folding competent proteins using genetic complementation in a eukaryotic host. Protein Sci 2010; 19:579-92. [PMID: 20082307 DOI: 10.1002/pro.337] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
Abstract
Recombinant expression of native or modified eukaryotic proteins is pivotal for structural and functional studies and for industrial and pharmaceutical production of proteins. However, it is often impeded by the lack of proper folding. Here, we present a stringent and broadly applicable eukaryotic in vivo selection system for folded proteins. It is based on genetic complementation of the Schizosaccharomyces pombe growth marker gene invertase fused C-terminally to a protein library. The fusion proteins are directed to the secretion system, utilizing the ability of the eukaryotic protein quality-control systems to retain misfolded proteins in the ER and redirect them for cytosolic degradation, thereby only allowing folded proteins to reach the cell surface. Accordingly, the folding potential of the tested protein determines the ability of autotrophic colony growth. This system was successfully demonstrated using a complex insertion mutant library of TNF-alpha, from which different folding competent mutant proteins were uncovered.
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Affiliation(s)
- Christina Lyngsø
- The Laboratory for Molecular Cardiology, The Danish National Research Foundation Centre for Cardiac Arrhythmia, Department of Biomedical Sciences, University of Copenhagen, Blegdamsvej 3B, DK-2200 Copenhagen N, Denmark.
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45
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Lahti JL, Silverman AP, Cochran JR. Interrogating and predicting tolerated sequence diversity in protein folds: application to E. elaterium trypsin inhibitor-II cystine-knot miniprotein. PLoS Comput Biol 2009; 5:e1000499. [PMID: 19730675 PMCID: PMC2725296 DOI: 10.1371/journal.pcbi.1000499] [Citation(s) in RCA: 26] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/01/2009] [Accepted: 08/04/2009] [Indexed: 11/18/2022] Open
Abstract
Cystine-knot miniproteins (knottins) are promising molecular scaffolds for protein engineering applications. Members of the knottin family have multiple loops capable of displaying conformationally constrained polypeptides for molecular recognition. While previous studies have illustrated the potential of engineering knottins with modified loop sequences, a thorough exploration into the tolerated loop lengths and sequence space of a knottin scaffold has not been performed. In this work, we used the Ecballium elaterium trypsin inhibitor II (EETI) as a model member of the knottin family and constructed libraries of EETI loop-substituted variants with diversity in both amino acid sequence and loop length. Using yeast surface display, we isolated properly folded EETI loop-substituted clones and applied sequence analysis tools to assess the tolerated diversity of both amino acid sequence and loop length. In addition, we used covariance analysis to study the relationships between individual positions in the substituted loops, based on the expectation that correlated amino acid substitutions will occur between interacting residue pairs. We then used the results of our sequence and covariance analyses to successfully predict loop sequences that facilitated proper folding of the knottin when substituted into EETI loop 3. The sequence trends we observed in properly folded EETI loop-substituted clones will be useful for guiding future protein engineering efforts with this knottin scaffold. Furthermore, our findings demonstrate that the combination of directed evolution with sequence and covariance analyses can be a powerful tool for rational protein engineering.
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Affiliation(s)
- Jennifer L. Lahti
- Department of Bioengineering, Cancer Center, Bio-X Program, Stanford University, Stanford, California, United States of America
| | - Adam P. Silverman
- Department of Bioengineering, Cancer Center, Bio-X Program, Stanford University, Stanford, California, United States of America
| | - Jennifer R. Cochran
- Department of Bioengineering, Cancer Center, Bio-X Program, Stanford University, Stanford, California, United States of America
- * E-mail:
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46
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Biosensor detection systems: engineering stable, high-affinity bioreceptors by yeast surface display. Methods Mol Biol 2009; 504:323-50. [PMID: 19159105 DOI: 10.1007/978-1-60327-569-9_19] [Citation(s) in RCA: 22] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
Over the past two decades, the field of biosensors has been developing fast, portable, and convenient detection tools for various molecules of interest, both biological and environmental. Although much attention is paid to the transduction portion of the sensor, the actual bioreceptor that binds the ligand is equally critical. Tight, specific binding by the bioreceptor is required to detect low levels of the relevant ligand, and the bioreceptor must be stable enough to survive immobilization, storage, and in ideal cases, regeneration on the biosensing device. Often, naturally-occurring bioreceptors or antibodies that are specific for a ligand either express affinities that may be too low to detect useful levels, or the proteins are too unstable to be used and reused as a biosensor. Further engineering of these receptors can improve their utility. Here, we describe in detail the use of yeast surface display techniques to carry out directed evolution of bioreceptors to increase both the stability of the molecules and their affinity for the ligands. This powerful technique has enabled the production of stabilized, single-chain antibodies, T cell receptors, and other binding molecules that exhibit affinity increases for their ligands of up to 1 million-fold and expression of stable molecules in E. coli.
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47
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Penn AC, Williams SR, Greger IH. Gating motions underlie AMPA receptor secretion from the endoplasmic reticulum. EMBO J 2008; 27:3056-68. [PMID: 18923416 DOI: 10.1038/emboj.2008.222] [Citation(s) in RCA: 76] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/13/2008] [Accepted: 09/29/2008] [Indexed: 12/13/2022] Open
Abstract
Ion channel biogenesis involves an intricate interplay between subunit folding and assembly. Channel stoichiometries vary and give rise to diverse functions, which impacts on neuronal signalling. AMPA glutamate receptor (AMPAR) assembly is modulated by RNA processing. Here, we provide mechanistic insight into this process. First, we show that a single alternatively spliced residue within the ligand-binding domain alters AMPAR secretion from the ER. Local contacts differ between Leu758 of the GluR2-flop splice form as compared with the flip-specific Val758, which is transmitted globally to alter resensitization kinetics. Detailed biochemical and functional analysis of mutants suggest that AMPARs sample the gating cascade prior to ER export. Irreversibly locking the receptor within various states of the cascade severely attenuates ER transit. Alternative RNA processing by contrast, shifts equilibria between transition states reversibly and thereby modulates secretion kinetics. These data reveal how RNA processing tunes AMPAR biogenesis, and imply that gating transitions in the ER determine iGluR secretory traffic.
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Affiliation(s)
- Andrew C Penn
- Neurobiology Division, MRC Laboratory of Molecular Biology, Cambridge, UK
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48
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Romero A, Cakir I, Vaslet CA, Stuart RC, Lansari O, Lucero HA, Nillni EA. Role of a pro-sequence in the secretory pathway of prothyrotropin-releasing hormone. J Biol Chem 2008; 283:31438-48. [PMID: 18779326 DOI: 10.1074/jbc.m803413200] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/19/2023] Open
Abstract
The biogenesis of rat thyrotropin releasing hormone (TRH) involves the processing of its precursor (proTRH) into five biologically active TRH peptides and several non-TRH peptides where two of them had been attributed potential biological functions. This process implicates 1) proper folding of proTRH in the endoplasmic reticulum after its biosynthesis and exit to the Golgi apparatus and beyond, 2) initial processing of proTRH in the trans Golgi network and, 3) sorting of proTRH-derived peptides to the regulated secretory pathway. Previous studies have focused on elucidating the processing and sorting determinants of proTRH. However, the role of protein folding in the sorting of proTRH remains unexplored. Here we have investigated the role in the secretion of proTRH of a sequence comprising 22 amino acid residues, located at the N-terminal region of proTRH, residues 31-52. Complete deletion of these 22 amino acids dramatically compromised the biosynthesis of proTRH, manifested as a severe reduction in the steady state level of proTRH in the endoplasmic reticulum. This effect was largely reproduced by the deletion of only three amino acid residues, 40PGL42, within the proTRH31-52 sequence. The decreased steady state level of the mutant DeltaPGL was due to enhanced endoplasmic reticulum-associated protein degradation. However, the remnant of DeltaPGL that escaped degradation was properly processed and sorted to secretory granules. Thus, these results suggest that the N-terminal domain within the prohormone sequence does not act as "sorting signal" in late secretion; instead, it seems to play a key role determining the proper folding pathway of the precursor and, thus, its stability.
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Affiliation(s)
- Amparo Romero
- Department of Medicine, Division of Endocrinology, The Warren Alpert Medical School of Brown University, Rhode Island Hospital, Providence, Rhode Island 02903, USA
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Dutta S, Koide A, Koide S. High-throughput analysis of the protein sequence-stability landscape using a quantitative yeast surface two-hybrid system and fragment reconstitution. J Mol Biol 2008; 382:721-33. [PMID: 18674545 DOI: 10.1016/j.jmb.2008.07.036] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/23/2008] [Revised: 07/07/2008] [Accepted: 07/12/2008] [Indexed: 12/11/2022]
Abstract
Stability evaluation of many mutants can lead to a better understanding of the sequence determinants of a structural motif and of factors governing protein stability and protein evolution. The traditional biophysical analysis of protein stability is low throughput, limiting our ability to widely explore sequence space in a quantitative manner. In this study, we have developed a high-throughput library screening method for quantifying stability changes, which is based on protein fragment reconstitution and yeast surface display. Our method exploits the thermodynamic linkage between protein stability and fragment reconstitution and the ability of the yeast surface display technique to quantitatively evaluate protein-protein interactions. The method was applied to a fibronectin type III (FN3) domain. Characterization of fragment reconstitution was facilitated by the co-expression of two FN3 fragments, thus establishing a yeast surface two-hybrid method. Importantly, our method does not rely on competition between clones and thus eliminates a common limitation of high-throughput selection methods in which the most stable variants are recovered predominantly. Thus, it allows for the isolation of sequences that exhibit a desired level of stability. We identified more than 100 unique sequences for a beta-bulge motif, which was significantly more informative than natural sequences of the FN3 family in revealing the sequence determinants for the beta-bulge. Our method provides a powerful means for the rapid assessment of the stability of many variants, for the systematic assessment of the contribution of different factors to protein stability, and for enhancement of the protein stability.
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Affiliation(s)
- Sanjib Dutta
- Department of Biochemistry and Molecular Biology, The University of Chicago, Chicago, IL 60637, USA
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Hackel BJ, Kapila A, Wittrup KD. Picomolar affinity fibronectin domains engineered utilizing loop length diversity, recursive mutagenesis, and loop shuffling. J Mol Biol 2008; 381:1238-52. [PMID: 18602401 DOI: 10.1016/j.jmb.2008.06.051] [Citation(s) in RCA: 133] [Impact Index Per Article: 8.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/11/2007] [Revised: 06/05/2008] [Accepted: 06/19/2008] [Indexed: 11/29/2022]
Abstract
The 10th type III domain of human fibronectin (Fn3) has been validated as an effective scaffold for molecular recognition. In the current work, it was desired to improve the robustness of selection of stable, high-affinity Fn3 domains. A yeast surface display library of Fn3 was created in which three solvent-exposed loops were diversified in terms of amino acid composition and loop length. The library was screened by fluorescence-activated cell sorting to isolate binders to lysozyme. An affinity maturation scheme was developed to rapidly and broadly diversify populations of clones by random mutagenesis as well as homologous recombination-driven shuffling of mutagenized loops. The novel library and affinity maturation scheme combined to yield stable, monomeric Fn3 domains with 3 pM affinity for lysozyme. A secondary affinity maturation identified a stable 1.1 pM binder, the highest affinity yet reported for an Fn3 domain. In addition to extension of the affinity limit for this scaffold, the results demonstrate the ability to achieve high-affinity binding while preserving stability and the monomeric state. This library design and affinity maturation scheme is highly efficient, utilizing an initial diversity of 2x10(7) clones and screening only 1x10(8) mutants (totaled over all affinity maturation libraries). Analysis of intermediate populations revealed that loop length diversity, loop shuffling, and recursive mutagenesis of diverse populations are all critical components.
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Affiliation(s)
- Benjamin J Hackel
- Department of Chemical Engineering, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
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