1
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Leopold AV, Verkhusha VV. Engineering signalling pathways in mammalian cells. Nat Biomed Eng 2024; 8:1523-1539. [PMID: 39237709 DOI: 10.1038/s41551-024-01237-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/04/2023] [Accepted: 06/14/2024] [Indexed: 09/07/2024]
Abstract
In mammalian cells, signalling pathways orchestrate cellular growth, differentiation and survival, as well as many other processes that are essential for the proper functioning of cells. Here we describe cutting-edge genetic-engineering technologies for the rewiring of signalling networks in mammalian cells. Specifically, we describe the recombination of native pathway components, cross-kingdom pathway transplantation, and the development of de novo signalling within cells and organelles. We also discuss how, by designing signalling pathways, mammalian cells can acquire new properties, such as the capacity for photosynthesis, the ability to detect cancer and senescent cell markers or to synthesize hormones or metabolites in response to chemical or physical stimuli. We also review the applications of mammalian cells in biocomputing. Technologies for engineering signalling pathways in mammalian cells are advancing basic cellular biology, biomedical research and drug discovery.
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Affiliation(s)
- Anna V Leopold
- Medicum, Faculty of Medicine, University of Helsinki, Helsinki, Finland
| | - Vladislav V Verkhusha
- Medicum, Faculty of Medicine, University of Helsinki, Helsinki, Finland.
- Department of Genetics and Gruss-Lipper Biophotonics Center, Albert Einstein College of Medicine, Bronx, NY, USA.
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2
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Wu D, Fang X, Luan K, Xu Q, Lin S, Sun S, Yang J, Dong B, Manavalan B, Liao Z. Identification of SH2 domain-containing proteins and motifs prediction by a deep learning method. Comput Biol Med 2023; 162:107065. [PMID: 37267826 DOI: 10.1016/j.compbiomed.2023.107065] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/04/2023] [Revised: 04/30/2023] [Accepted: 05/27/2023] [Indexed: 06/04/2023]
Abstract
The Src Homology 2 (SH2) domain plays an important role in the signal transmission mechanism in organisms. It mediates the protein-protein interactions based on the combination between phosphotyrosine and motifs in SH2 domain. In this study, we designed a method to identify SH2 domain-containing proteins and non-SH2 domain-containing proteins through deep learning technology. Firstly, we collected SH2 and non-SH2 domain-containing protein sequences including multiple species. We built six deep learning models through DeepBIO after data preprocessing and compared their performance. Secondly, we selected the model with the strongest comprehensive ability to conduct training and test separately again, and analyze the results visually. It was found that 288-dimensional (288D) feature could effectively identify two types of proteins. Finally, motifs analysis discovered the specific motif YKIR and revealed its function in signal transduction. In summary, we successfully identified SH2 domain and non-SH2 domain proteins through deep learning method, and obtained 288D features that perform best. In addition, we found a new motif YKIR in SH2 domain, and analyzed its function which helps to further understand the signaling mechanisms within the organism.
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Affiliation(s)
- Duanzhi Wu
- School of Basic Medical Sciences, Fujian Medical University, Fuzhou, 350122, China
| | - Xin Fang
- School of Basic Medical Sciences, Fujian Medical University, Fuzhou, 350122, China; Laboratory of Non-communicable Chronic Disease Control, Fujian Provincial Center for Disease Control and Prevention, Fuzhou, 350012, China
| | - Kai Luan
- School of Basic Medical Sciences, Fujian Medical University, Fuzhou, 350122, China
| | - Qijin Xu
- School of Basic Medical Sciences, Fujian Medical University, Fuzhou, 350122, China
| | - Shiqi Lin
- School of Basic Medical Sciences, Fujian Medical University, Fuzhou, 350122, China
| | - Shiying Sun
- School of Basic Medical Sciences, Fujian Medical University, Fuzhou, 350122, China
| | - Jiaying Yang
- School of Basic Medical Sciences, Fujian Medical University, Fuzhou, 350122, China; Department of Biochemistry and Molecular Biology, School of Basic Medical Sciences, Fujian Medical University, Fuzhou, 350122, China
| | - Bingying Dong
- School of Basic Medical Sciences, Fujian Medical University, Fuzhou, 350122, China; Department of Biochemistry and Molecular Biology, School of Basic Medical Sciences, Fujian Medical University, Fuzhou, 350122, China
| | - Balachandran Manavalan
- Department of Integrative Biotechnology, College of Biotechnology and Bioengineering, Sungkyunkwan University, Suwon, 16419, Gyeonggi-do, Republic of Korea.
| | - Zhijun Liao
- School of Basic Medical Sciences, Fujian Medical University, Fuzhou, 350122, China; Department of Biochemistry and Molecular Biology, School of Basic Medical Sciences, Fujian Medical University, Fuzhou, 350122, China.
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3
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Chang A, Leutert M, Rodriguez-Mias RA, Villén J. Automated Enrichment of Phosphotyrosine Peptides for High-Throughput Proteomics. J Proteome Res 2023; 22:1868-1880. [PMID: 37097255 PMCID: PMC10510590 DOI: 10.1021/acs.jproteome.2c00850] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/26/2023]
Abstract
Phosphotyrosine (pY) enrichment is critical for expanding the fundamental and clinical understanding of cellular signaling by mass spectrometry-based proteomics. However, current pY enrichment methods exhibit a high cost per sample and limited reproducibility due to expensive affinity reagents and manual processing. We present rapid-robotic phosphotyrosine proteomics (R2-pY), which uses a magnetic particle processor and pY superbinders or antibodies. R2-pY can handle up to 96 samples in parallel, requires 2 days to go from cell lysate to mass spectrometry injections, and results in global proteomic, phosphoproteomic, and tyrosine-specific phosphoproteomic samples. We benchmark the method on HeLa cells stimulated with pervanadate and serum and report over 4000 unique pY sites from 1 mg of peptide input, strong reproducibility between replicates, and phosphopeptide enrichment efficiencies above 99%. R2-pY extends our previously reported R2-P2 proteomic and global phosphoproteomic sample preparation framework, opening the door to large-scale studies of pY signaling in concert with global proteome and phosphoproteome profiling.
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Affiliation(s)
- Alexis Chang
- Department of Genome Sciences, University of Washington, Seattle WA 98195, USA
| | - Mario Leutert
- Department of Genome Sciences, University of Washington, Seattle WA 98195, USA
| | | | - Judit Villén
- Department of Genome Sciences, University of Washington, Seattle WA 98195, USA
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4
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Chang A, Leutert M, Rodriguez-Mias RA, Villén J. Automated Enrichment of Phosphotyrosine Peptides for High-Throughput Proteomics. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.01.05.522335. [PMID: 36711935 PMCID: PMC9881991 DOI: 10.1101/2023.01.05.522335] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 01/09/2023]
Abstract
Phosphotyrosine (pY) enrichment is critical for expanding fundamental and clinical understanding of cellular signaling by mass spectrometry-based proteomics. However, current pY enrichment methods exhibit a high cost per sample and limited reproducibility due to expensive affinity reagents and manual processing. We present rapid-robotic phosphotyrosine proteomics (R2-pY), which uses a magnetic particle processor and pY superbinders or antibodies. R2-pY handles 96 samples in parallel, requires 2 days to go from cell lysate to mass spectrometry injections, and results in global proteomic, phosphoproteomic and tyrosine specific phosphoproteomic samples. We benchmark the method on HeLa cells stimulated with pervanadate and serum and report over 4000 unique pY sites from 1 mg of peptide input, strong reproducibility between replicates, and phosphopeptide enrichment efficiencies above 99%. R2-pY extends our previously reported R2-P2 proteomic and global phosphoproteomic sample preparation framework, opening the door to large-scale studies of pY signaling in concert with global proteome and phosphoproteome profiling.
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Affiliation(s)
- Alexis Chang
- Department of Genome Sciences, University of Washington, Seattle WA 98195, USA
| | - Mario Leutert
- Department of Genome Sciences, University of Washington, Seattle WA 98195, USA
| | | | - Judit Villén
- Department of Genome Sciences, University of Washington, Seattle WA 98195, USA
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5
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Martyn GD, Veggiani G, Sidhu SS. Engineering SH2 Domains with Tailored Specificities and Affinities. Methods Mol Biol 2023; 2705:307-348. [PMID: 37668982 DOI: 10.1007/978-1-0716-3393-9_17] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 09/06/2023]
Abstract
The Src Homology 2 (SH2) domain is an emerging biotechnology with applications in basic science, drug discovery, and even diagnostics. The SH2 domains rapid uptake into different areas of research is a direct result of the wealth of information generated on its biochemical, biological, and biophysical role in mammalian cell biology. Functionally, the SH2 domain binds and recognizes specific phosphotyrosine (pTyr) residues in the cell to mediate protein-protein interactions (PPIs) that govern signal transduction networks. These signal transduction networks are responsible for relaying growth and stress state signals to the cell's nucleus, ultimately effecting a change in cell biology. Protein engineers have been able to increase the affinity of SH2 domains for pTyr while also tailoring the domains' specificity to unique amino acid sequences flanking the pTyr residue. In this way, it has been possible to develop unique SH2 variants for use in affinity-purification coupled to mass spectrometry (AP-MS) experiments, microscopy, or even synthetic biology. This chapter outlines methods to tailor the affinity and specificity of virtually any human SH2 domain using a combination of rational engineering and phage-display approaches.
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Affiliation(s)
- Gregory D Martyn
- Donnelly Centre for Cellular and Biomolecular Research, University of Toronto, Toronto, ON, Canada
- Department of Molecular Genetics, University of Toronto, Toronto, ON, Canada
| | - Gianluca Veggiani
- Donnelly Centre for Cellular and Biomolecular Research, University of Toronto, Toronto, ON, Canada
| | - Sachdev S Sidhu
- Donnelly Centre for Cellular and Biomolecular Research, University of Toronto, Toronto, ON, Canada.
- Department of Molecular Genetics, University of Toronto, Toronto, ON, Canada.
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6
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Veggiani G, Villaseñor R, Martyn GD, Tang JQ, Krone MW, Gu J, Chen C, Waters ML, Pearce KH, Baubec T, Sidhu SS. High-affinity chromodomains engineered for improved detection of histone methylation and enhanced CRISPR-based gene repression. Nat Commun 2022; 13:6975. [PMID: 36379931 PMCID: PMC9666628 DOI: 10.1038/s41467-022-34269-7] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/22/2021] [Accepted: 10/18/2022] [Indexed: 11/16/2022] Open
Abstract
Histone methylation is an important post-translational modification that plays a crucial role in regulating cellular functions, and its dysregulation is implicated in cancer and developmental defects. Therefore, systematic characterization of histone methylation is necessary to elucidate complex biological processes, identify biomarkers, and ultimately, enable drug discovery. Studying histone methylation relies on the use of antibodies, but these suffer from lot-to-lot variation, are costly, and cannot be used in live cells. Chromatin-modification reader domains are potential affinity reagents for methylated histones, but their application is limited by their modest affinities. We used phage display to identify key residues that greatly enhance the affinities of Cbx chromodomains for methylated histone marks and develop a general strategy for enhancing the affinity of chromodomains of the human Cbx protein family. Our strategy allows us to develop powerful probes for genome-wide binding analysis and live-cell imaging. Furthermore, we use optimized chromodomains to develop extremely potent CRISPR-based repressors for tailored gene silencing. Our results highlight the power of engineered chromodomains for analyzing protein interaction networks involving chromatin and represent a modular platform for efficient gene silencing.
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Affiliation(s)
- G Veggiani
- The Anvil Institute, Kitchener, ON, N2G 1H6, Canada.
- Department of Pathobiological Sciences, School of Veterinary Medicine, Louisiana State University, Baton Rouge, LA, 70803, USA.
| | - R Villaseñor
- Division of Molecular Biology, Biomedical Center Munich, Ludwig-Maximilians-University, 82152, Planegg-Martinsried, Germany
- Department of Molecular Mechanisms of Disease, University of Zurich, 8057, Zurich, Switzerland
| | - G D Martyn
- The Anvil Institute, Kitchener, ON, N2G 1H6, Canada
- School of Pharmacy, University of Waterloo, Waterloo, ON, N2L 3G1, Canada
| | - J Q Tang
- The Anvil Institute, Kitchener, ON, N2G 1H6, Canada
- School of Pharmacy, University of Waterloo, Waterloo, ON, N2L 3G1, Canada
| | - M W Krone
- Department of Chemistry, University of North Carolina at Chapel Hill, CB 3290, Chapel Hill, NC, 27599, USA
| | - J Gu
- The Anvil Institute, Kitchener, ON, N2G 1H6, Canada
| | - C Chen
- The Anvil Institute, Kitchener, ON, N2G 1H6, Canada
| | - M L Waters
- Department of Chemistry, University of North Carolina at Chapel Hill, CB 3290, Chapel Hill, NC, 27599, USA
| | - K H Pearce
- Center for Integrative Chemical Biology and Drug Discovery, Division of Chemical Biology and Medicinal Chemistry, UNC Eshelman School of Pharmacy, University of North Carolina at Chapel Hill, Chapel Hill, NC, 27599, USA
| | - T Baubec
- Department of Molecular Mechanisms of Disease, University of Zurich, 8057, Zurich, Switzerland
- Division of Genome Biology and Epigenetics, Institute of Biodynamics and Biocomplexity, Department of Biology, Utrecht University, 3584, Utrecht, The Netherlands
| | - S S Sidhu
- The Anvil Institute, Kitchener, ON, N2G 1H6, Canada.
- School of Pharmacy, University of Waterloo, Waterloo, ON, N2L 3G1, Canada.
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7
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Martyn GD, Veggiani G, Kusebauch U, Morrone SR, Yates BP, Singer AU, Tong J, Manczyk N, Gish G, Sun Z, Kurinov I, Sicheri F, Moran MF, Moritz RL, Sidhu SS. Engineered SH2 Domains for Targeted Phosphoproteomics. ACS Chem Biol 2022; 17:1472-1484. [PMID: 35613471 DOI: 10.1021/acschembio.2c00051] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
A comprehensive analysis of the phosphoproteome is essential for understanding molecular mechanisms of human diseases. However, current tools used to enrich phosphotyrosine (pTyr) are limited in their applicability and scope. Here, we engineered new superbinder Src-Homology 2 (SH2) domains that enrich diverse sets of pTyr-peptides. We used phage display to select a Fes-SH2 domain variant (superFes; sFes1) with high affinity for pTyr and solved its structure bound to a pTyr-peptide. We performed systematic structure-function analyses of the superbinding mechanisms of sFes1 and superSrc-SH2 (sSrc1), another SH2 superbinder. We grafted the superbinder motifs from sFes1 and sSrc1 into 17 additional SH2 domains and confirmed increased binding affinity for specific pTyr-peptides. Using mass spectrometry (MS), we demonstrated that SH2 superbinders have distinct specificity profiles and superior capabilities to enrich pTyr-peptides. Finally, using combinations of SH2 superbinders as affinity purification (AP) tools we showed that unique subsets of pTyr-peptides can be enriched with unparalleled depth and coverage.
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Affiliation(s)
- Gregory D. Martyn
- Donnelly Centre for Cellular and Biomolecular Research, University of Toronto, 160 College Street, Toronto, Ontario M5S3E1, Canada
- Department of Molecular Genetics, University of Toronto, Toronto, Ontario M5S 1A8, Canada
| | - Gianluca Veggiani
- Donnelly Centre for Cellular and Biomolecular Research, University of Toronto, 160 College Street, Toronto, Ontario M5S3E1, Canada
| | - Ulrike Kusebauch
- Institute for Systems Biology, Seattle, Washington 98109, United States
| | - Seamus R. Morrone
- Institute for Systems Biology, Seattle, Washington 98109, United States
| | - Bradley P. Yates
- Donnelly Centre for Cellular and Biomolecular Research, University of Toronto, 160 College Street, Toronto, Ontario M5S3E1, Canada
| | - Alex U. Singer
- Donnelly Centre for Cellular and Biomolecular Research, University of Toronto, 160 College Street, Toronto, Ontario M5S3E1, Canada
| | - Jiefei Tong
- Program in Cell biology, Hospital for Sick Children, Toronto M5G 0A4, Canada
| | - Noah Manczyk
- Department of Biochemistry, University of Toronto, Toronto, Ontario M5S 1A8, Canada
- Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, Ontario M5G 1X5, Canada
| | - Gerald Gish
- Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, Ontario M5G 1X5, Canada
| | - Zhi Sun
- Institute for Systems Biology, Seattle, Washington 98109, United States
| | - Igor Kurinov
- Department of Chemistry and Chemical Biology, Cornell University, NE-CAT, Argonne, Illinois 60439, United States
| | - Frank Sicheri
- Department of Molecular Genetics, University of Toronto, Toronto, Ontario M5S 1A8, Canada
- Department of Biochemistry, University of Toronto, Toronto, Ontario M5S 1A8, Canada
- Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, Ontario M5G 1X5, Canada
| | - Michael F. Moran
- Department of Molecular Genetics, University of Toronto, Toronto, Ontario M5S 1A8, Canada
- Program in Cell biology, Hospital for Sick Children, Toronto M5G 0A4, Canada
- The Hospital for Sick Children, SPARC Biocentre, Toronto, Ontario M5G 0A4, Canada
| | - Robert L. Moritz
- Institute for Systems Biology, Seattle, Washington 98109, United States
| | - Sachdev S. Sidhu
- Donnelly Centre for Cellular and Biomolecular Research, University of Toronto, 160 College Street, Toronto, Ontario M5S3E1, Canada
- Department of Molecular Genetics, University of Toronto, Toronto, Ontario M5S 1A8, Canada
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8
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Ma C, Jiang C, Zhao D, Li S, Li R, Li L. Development in Detection Methods for the Expression of Surface-Displayed Proteins. Front Microbiol 2022; 13:899578. [PMID: 35558116 PMCID: PMC9085562 DOI: 10.3389/fmicb.2022.899578] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/18/2022] [Accepted: 04/07/2022] [Indexed: 11/29/2022] Open
Abstract
Directed evolution is a widely-used engineering strategy for improving the stabilities or biochemical functions of proteins by repeated rounds of mutation and selection. A protein of interest is selected as the template and expressed on a molecular display platform such as a bacteriophage for engineering. Initially, the surface-displayed protein template needs to be checked against the desired target via ELISA to examine whether the functions of the displayed template remain intact. The ELISA signal is subject to the protein-target binding affinity. A low-affinity results in a weak ELISA signal which makes it difficult to determine whether the weak signal is because of low affinity or because of poor expression of the protein. Using a methyllysine-binding chromodomain protein Cbx1 that weakly binds to the histone H3K9me3 peptide, we developed and compared three different approaches to increase the signal-to-background ratio of ELISA measurements. We observed that the specific peptide-binding signal was enhanced by increasing the Cbx1 phage concentration on the ELISA plate. The introduction of previously known gain-of-function mutations to the Cbx1 protein significantly increased the ELISA signals. Moreover, we demonstrated that the H3K9me3-specific binding signal was enhanced by fusing Cbx1 with a high-affinity phosphotyrosine-binding protein and by coating the ELISA plate with a mixture of H3K9me3 and phosphotyrosine peptides. This approach also worked with binding to a lower affinity momomethyllysine peptide H3K9me1. These approaches may help improve ELISA experiments when dealing with low-affinity ligand-protein interactions.
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Affiliation(s)
- Chenglong Ma
- College of Life Sciences, Qingdao University, Qingdao, China.,School of Basic Medicine, Qingdao Medical College, Qingdao University, Qingdao, China
| | - Chunyang Jiang
- School of Basic Medicine, Qingdao Medical College, Qingdao University, Qingdao, China
| | - Dongping Zhao
- School of Basic Medicine, Qingdao Medical College, Qingdao University, Qingdao, China
| | - Shuhao Li
- School of Basic Medicine, Qingdao Medical College, Qingdao University, Qingdao, China
| | - Ronggui Li
- College of Life Sciences, Qingdao University, Qingdao, China
| | - Lei Li
- School of Basic Medicine, Qingdao Medical College, Qingdao University, Qingdao, China
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9
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Linossi EM, Li K, Veggiani G, Tan C, Dehkhoda F, Hockings C, Calleja DJ, Keating N, Feltham R, Brooks AJ, Li SS, Sidhu SS, Babon JJ, Kershaw NJ, Nicholson SE. Discovery of an exosite on the SOCS2-SH2 domain that enhances SH2 binding to phosphorylated ligands. Nat Commun 2021; 12:7032. [PMID: 34857742 PMCID: PMC8640019 DOI: 10.1038/s41467-021-26983-5] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/11/2021] [Accepted: 10/28/2021] [Indexed: 11/09/2022] Open
Abstract
Suppressor of cytokine signaling (SOCS)2 protein is a key negative regulator of the growth hormone (GH) and Janus kinase (JAK)-Signal Transducers and Activators of Transcription (STAT) signaling cascade. The central SOCS2-Src homology 2 (SH2) domain is characteristic of the SOCS family proteins and is an important module that facilitates recognition of targets bearing phosphorylated tyrosine (pTyr) residues. Here we identify an exosite on the SOCS2-SH2 domain which, when bound to a non-phosphorylated peptide (F3), enhances SH2 affinity for canonical phosphorylated ligands. Solution of the SOCS2/F3 crystal structure reveals F3 as an α-helix which binds on the opposite side of the SH2 domain to the phosphopeptide binding site. F3:exosite binding appears to stabilise the SOCS2-SH2 domain, resulting in slower dissociation of phosphorylated ligands and consequently, enhances binding affinity. This biophysical enhancement of SH2:pTyr binding affinity translates to increase SOCS2 inhibition of GH signaling.
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Affiliation(s)
- Edmond M Linossi
- The Walter and Eliza Hall Institute of Medical Research, Parkville, VIC, Australia
- Department of Medical Biology, University of Melbourne, Parkville, VIC, Australia
| | - Kunlun Li
- The Walter and Eliza Hall Institute of Medical Research, Parkville, VIC, Australia
- Department of Medical Biology, University of Melbourne, Parkville, VIC, Australia
| | - Gianluca Veggiani
- The Donnelly Center for Cellular and Biomolecular Research, University of Toronto, Toronto, ON, Canada
| | - Cyrus Tan
- The Walter and Eliza Hall Institute of Medical Research, Parkville, VIC, Australia
- Department of Medical Biology, University of Melbourne, Parkville, VIC, Australia
| | - Farhad Dehkhoda
- The Walter and Eliza Hall Institute of Medical Research, Parkville, VIC, Australia
- Department of Medical Biology, University of Melbourne, Parkville, VIC, Australia
| | - Colin Hockings
- The Walter and Eliza Hall Institute of Medical Research, Parkville, VIC, Australia
- Department of Medical Biology, University of Melbourne, Parkville, VIC, Australia
| | - Dale J Calleja
- The Walter and Eliza Hall Institute of Medical Research, Parkville, VIC, Australia
- Department of Medical Biology, University of Melbourne, Parkville, VIC, Australia
| | - Narelle Keating
- The Walter and Eliza Hall Institute of Medical Research, Parkville, VIC, Australia
- Department of Medical Biology, University of Melbourne, Parkville, VIC, Australia
| | - Rebecca Feltham
- The Walter and Eliza Hall Institute of Medical Research, Parkville, VIC, Australia
- Department of Medical Biology, University of Melbourne, Parkville, VIC, Australia
| | - Andrew J Brooks
- The University of Queensland Diamantina Institute, Woolloongabba, QLD, 4102, Australia
| | - Shawn S Li
- Department of Biochemistry and the Siebens-Drake Medical Research Institute, Schulich School of Medicine and Dentistry, University of Western Ontario, London, Canada
| | - Sachdev S Sidhu
- The Donnelly Center for Cellular and Biomolecular Research, University of Toronto, Toronto, ON, Canada
| | - Jeffrey J Babon
- The Walter and Eliza Hall Institute of Medical Research, Parkville, VIC, Australia
- Department of Medical Biology, University of Melbourne, Parkville, VIC, Australia
| | - Nadia J Kershaw
- The Walter and Eliza Hall Institute of Medical Research, Parkville, VIC, Australia.
- Department of Medical Biology, University of Melbourne, Parkville, VIC, Australia.
| | - Sandra E Nicholson
- The Walter and Eliza Hall Institute of Medical Research, Parkville, VIC, Australia.
- Department of Medical Biology, University of Melbourne, Parkville, VIC, Australia.
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10
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Low TY, Mohtar MA, Lee PY, Omar N, Zhou H, Ye M. WIDENING THE BOTTLENECK OF PHOSPHOPROTEOMICS: EVOLVING STRATEGIES FOR PHOSPHOPEPTIDE ENRICHMENT. MASS SPECTROMETRY REVIEWS 2021; 40:309-333. [PMID: 32491218 DOI: 10.1002/mas.21636] [Citation(s) in RCA: 55] [Impact Index Per Article: 13.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/03/2020] [Revised: 05/11/2020] [Accepted: 05/12/2020] [Indexed: 06/11/2023]
Abstract
Phosphorylation is a form of protein posttranslational modification (PTM) that regulates many biological processes. Whereas phosphoproteomics is a scientific discipline that identifies and quantifies the phosphorylated proteome using mass spectrometry (MS). This task is extremely challenging as ~30% of the human proteome is phosphorylated; and each phosphoprotein may exist as multiple phospho-isoforms that are present in low abundance and stoichiometry. Hence, phosphopeptide enrichment techniques are indispensable to (phospho)proteomics laboratories. These enrichment methods encompass widely-adopted techniques such as (i) affinity-based chromatography; (ii) ion exchange and mixed-mode chromatography (iii) enrichment with phospho-specific antibodies and protein domains, and (iv) functionalized polymers and other less common but emerging technologies such as hydroxyapatite chromatography and precipitation with inorganic ions. Here, we review these techniques, their history, continuous development and evaluation. Besides, we outline associating challenges of phosphoproteomics that are linked to experimental design, sample preparation, and proteolytic digestion. In addition, we also discuss about the future outlooks in phosphoproteomics, focusing on elucidating the noncanonical phosphoproteome and deciphering the "dark phosphoproteome". © 2020 John Wiley & Sons Ltd.
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Affiliation(s)
- Teck Yew Low
- UKM Medical Molecular Biology Institute (UMBI), Universiti Kebangsaan Malaysia, 56000, Kuala Lumpur, Malaysia
| | - M Aiman Mohtar
- UKM Medical Molecular Biology Institute (UMBI), Universiti Kebangsaan Malaysia, 56000, Kuala Lumpur, Malaysia
| | - Pey Yee Lee
- UKM Medical Molecular Biology Institute (UMBI), Universiti Kebangsaan Malaysia, 56000, Kuala Lumpur, Malaysia
| | - Nursyazwani Omar
- UKM Medical Molecular Biology Institute (UMBI), Universiti Kebangsaan Malaysia, 56000, Kuala Lumpur, Malaysia
| | - Houjiang Zhou
- Medical Research Council (MRC) Protein Phosphorylation and Ubiquitylation Unit, School of Life Sciences, University of Dundee, Dow Street, Dundee, DD1 5EH, United Kingdom
| | - Mingliang Ye
- CAS Key Laboratory of Separation Sciences for Analytical Chemistry, National Chromatographic R&A Centre, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian, 116023, China
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11
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Liang CT, Roscow OMA, Zhang W. Recent developments in engineering protein-protein interactions using phage display. Protein Eng Des Sel 2021; 34:6297171. [PMID: 34117768 DOI: 10.1093/protein/gzab014] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/03/2020] [Revised: 04/09/2021] [Accepted: 05/18/2021] [Indexed: 12/14/2022] Open
Abstract
Targeted inhibition of misregulated protein-protein interactions (PPIs) has been a promising area of investigation in drug discovery and development for human diseases. However, many constraints remain, including shallow binding surfaces and dynamic conformation changes upon interaction. A particularly challenging aspect is the undesirable off-target effects caused by inherent structural similarity among the protein families. To tackle this problem, phage display has been used to engineer PPIs for high-specificity binders with improved binding affinity and greatly reduced undesirable interactions with closely related proteins. Although general steps of phage display are standardized, library design is highly variable depending on experimental contexts. Here in this review, we examined recent advances in the structure-based combinatorial library design and the advantages and limitations of different approaches. The strategies described here can be explored for other protein-protein interactions and aid in designing new libraries or improving on previous libraries.
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Affiliation(s)
- Chen T Liang
- Department of Molecular and Cellular Biology, College of Biological Science, University of Guelph, 50 Stone Rd E, Guelph, Ontario N1G2W1, Canada
| | - Olivia M A Roscow
- Department of Molecular and Cellular Biology, College of Biological Science, University of Guelph, 50 Stone Rd E, Guelph, Ontario N1G2W1, Canada
| | - Wei Zhang
- Department of Molecular and Cellular Biology, College of Biological Science, University of Guelph, 50 Stone Rd E, Guelph, Ontario N1G2W1, Canada.,CIFAR Azrieli Global Scholars Program, Canadian Institute for Advanced Research, MaRS Centre West Tower, 661 University Avenue, Toronto, Ontario M5G1M1, Canada
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