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Kuldyushev N. Directed Evolution of Fluorescent Genetically Encoded Biosensors: Innovative Approaches for Development and Optimization of Biosensors. Chembiochem 2025; 26:e202401055. [PMID: 40090897 DOI: 10.1002/cbic.202401055] [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: 12/20/2024] [Revised: 03/12/2025] [Accepted: 03/14/2025] [Indexed: 03/18/2025]
Abstract
Fluorescent protein-based biosensors are indispensable molecular tools in cell biology and biomedical research, providing non-invasive dynamic measurements of metabolite concentrations and other cellular signals. Traditional methods for developing these biosensors rely on rational design, but directed evolution methods offer a more efficient alternative. This review discusses recent advancements in the development of biosensors using directed evolution, including methods for optimizing domain fusions, sequence optimization, and new screening and selection systems. Additionally, the incorporation of machine learning into the directed evolution process is explored, highlighting its potential to enhance the efficiency and cost reduction of biosensor development. Finally, emerging trends in the development of near-infrared biosensors and photochromic sensors are discussed, along with the opportunities presented by de novo design of sensing domains and biosensors.
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Affiliation(s)
- Nikita Kuldyushev
- Research Center for Translational Medicine, Sirius University of Science and Technology, Olimpiyskiy ave. b.1, Sirius, Krasnodar region, 354340, Sochi, Russia
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2
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Anderson NT, Xie JS, Chacko AN, Liu VL, Fan KC, Mukherjee A. Rational Design of a Circularly Permuted Flavin-Based Fluorescent Protein. Chembiochem 2024; 25:e202300814. [PMID: 38356332 PMCID: PMC11065581 DOI: 10.1002/cbic.202300814] [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: 12/01/2023] [Revised: 02/12/2024] [Accepted: 02/14/2024] [Indexed: 02/16/2024]
Abstract
Flavin-based fluorescent proteins are oxygen-independent reporters that hold great promise for imaging anaerobic and hypoxic biological systems. In this study, we explored the feasibility of applying circular permutation, a valuable method for the creation of fluorescent sensors, to flavin-based fluorescent proteins. We used rational design and structural data to identify a suitable location for circular permutation in iLOV, a flavin-based reporter derived from A. thaliana. However, relocating the N- and C-termini to this position resulted in a significant reduction in fluorescence. This loss of fluorescence was reversible, however, by fusing dimerizing coiled coils at the new N- and C-termini to compensate for the increase in local chain entropy. Additionally, by inserting protease cleavage sites in circularly permuted iLOV, we developed two protease sensors and demonstrated their application in mammalian cells. In summary, our work establishes the first approach to engineer circularly permuted FbFPs optimized for high fluorescence and further showcases the utility of circularly permuted FbFPs to serve as a scaffold for sensor engineering.
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Affiliation(s)
| | - Jason S. Xie
- Department of Molecular, Cellular, and Developmental Biology
| | | | - Vannie L. Liu
- Department of Molecular, Cellular, and Developmental Biology
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Coleman T, Shin J, Silberg JJ, Shamoo Y, Atkinson JT. The Biochemical Impact of Extracting an Embedded Adenylate Kinase Domain Using Circular Permutation. Biochemistry 2024; 63:599-609. [PMID: 38357768 DOI: 10.1021/acs.biochem.3c00605] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/16/2024]
Abstract
Adenylate kinases (AKs) have evolved AMP-binding and lid domains that are encoded as continuous polypeptides embedded at different locations within the discontinuous polypeptide encoding the core domain. A prior study showed that AK homologues of different stabilities consistently retain cellular activity following circular permutation that splits a region with high energetic frustration within the AMP-binding domain into discontinuous fragments. Herein, we show that mesophilic and thermophilic AKs having this topological restructuring retain activity and substrate-binding characteristics of the parental AK. While permutation decreased the activity of both AK homologues at physiological temperatures, the catalytic activity of the thermophilic AK increased upon permutation when assayed >30 °C below the melting temperature of the native AK. The thermostabilities of the permuted AKs were uniformly lower than those of native AKs, and they exhibited multiphasic unfolding transitions, unlike the native AKs, which presented cooperative thermal unfolding. In addition, proteolytic digestion revealed that permutation destabilized each AK in differing manners, and mass spectrometry suggested that the new termini within the AMP-binding domain were responsible for the increased proteolysis sensitivity. These findings illustrate how changes in contact order can be used to tune enzyme activity and alter folding dynamics in multidomain enzymes.
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Affiliation(s)
- Tom Coleman
- Department of BioSciences, Rice University, MS-140, 6100 Main Street, Houston, Texas 77005, United States
| | - John Shin
- Department of BioSciences, Rice University, MS-140, 6100 Main Street, Houston, Texas 77005, United States
| | - Jonathan J Silberg
- Department of BioSciences, Rice University, MS-140, 6100 Main Street, Houston, Texas 77005, United States
- Department of Chemical and Biomolecular Engineering, Rice University, MS-362, 6100 Main Street, Houston, Texas 77005, United States
- Department of Bioengineering, Rice University, MS-142, 6100 Main Street, Houston, Texas 77005, United States
| | - Yousif Shamoo
- Department of BioSciences, Rice University, MS-140, 6100 Main Street, Houston, Texas 77005, United States
| | - Joshua T Atkinson
- Department of BioSciences, Rice University, MS-140, 6100 Main Street, Houston, Texas 77005, United States
- Department of Physics and Astronomy, University of Southern California, Los Angeles, California 90007, United States
- Department of Civil and Environmental Engineering, Princeton University, Princeton, New Jersey 08544, United States
- Omenn-Darling Bioengineering Institute, Princeton University, Princeton, New Jersey 08544, United States
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4
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Zhang H, Tian X, Zhang J, Ai HW. Engineering and Characterization of 3-Aminotyrosine-Derived Red Fluorescent Variants of Circularly Permutated Green Fluorescent Protein. BIOSENSORS 2024; 14:54. [PMID: 38275307 PMCID: PMC10813706 DOI: 10.3390/bios14010054] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/12/2023] [Revised: 01/08/2024] [Accepted: 01/18/2024] [Indexed: 01/27/2024]
Abstract
Introducing 3-aminotyrosine (aY), a noncanonical amino acid (ncAA), into green fluorescent protein (GFP)-like chromophores shows promise for achieving red-shifted fluorescence. However, inconsistent results, including undesired green fluorescent species, hinder the effectiveness of this approach. In this study, we optimized expression conditions for an aY-derived cpGFP (aY-cpGFP). Key factors like rich culture media and oxygen restriction pre- and post-induction enabled high-yield, high-purity production of the red-shifted protein. We also engineered two variants of aY-cpGFP with enhanced brightness by mutating a few amino acid residues surrounding the chromophore. We further investigated the sensitivity of the aY-derived protein to metal ions, reactive oxygen species (ROS), and reactive nitrogen species (RNS). Incorporating aY into cpGFP had minimal impact on metal ion reactivity but increased the response to RNS. Expanding on these findings, we examined aY-cpGFP expression in mammalian cells and found that reductants in the culture media significantly increased the red-emitting product. Our study indicates that optimizing expression conditions to promote a reduced cellular state proved effective in producing the desired red-emitting product in both E. coli and mammalian cells, while targeted mutagenesis-based protein engineering can further enhance brightness and increase method robustness.
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Affiliation(s)
- Hao Zhang
- Center for Membrane and Cell Physiology, University of Virginia, Charlottesville, VA 22908, USA; (H.Z.); (X.T.); (J.Z.)
- Department of Chemistry, University of Virginia, Charlottesville, VA 22904, USA
| | - Xiaodong Tian
- Center for Membrane and Cell Physiology, University of Virginia, Charlottesville, VA 22908, USA; (H.Z.); (X.T.); (J.Z.)
- Department of Molecular Physiology and Biological Physics, University of Virginia, Charlottesville, VA 22908, USA
| | - Jing Zhang
- Center for Membrane and Cell Physiology, University of Virginia, Charlottesville, VA 22908, USA; (H.Z.); (X.T.); (J.Z.)
- Department of Molecular Physiology and Biological Physics, University of Virginia, Charlottesville, VA 22908, USA
| | - Hui-wang Ai
- Center for Membrane and Cell Physiology, University of Virginia, Charlottesville, VA 22908, USA; (H.Z.); (X.T.); (J.Z.)
- Department of Chemistry, University of Virginia, Charlottesville, VA 22904, USA
- Department of Molecular Physiology and Biological Physics, University of Virginia, Charlottesville, VA 22908, USA
- The UVA Comprehensive Cancer Center, University of Virginia, Charlottesville, VA 22908, USA
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Abstract
The genetically encoded fluorescent sensors convert chemical and physical signals into light. They are powerful tools for the visualisation of physiological processes in living cells and freely moving animals. The fluorescent protein is the reporter module of a genetically encoded biosensor. In this study, we first review the history of the fluorescent protein in full emission spectra on a structural basis. Then, we discuss the design of the genetically encoded biosensor. Finally, we briefly review several major types of genetically encoded biosensors that are currently widely used based on their design and molecular targets, which may be useful for the future design of fluorescent biosensors.
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Affiliation(s)
- Minji Wang
- Shanghai Key Laboratory of Green Chemistry and Chemical Processes, School of Chemistry and Molecular Engineering, East China Normal University, No. 3663 Zhong Shan Road North, Shanghai, 200062, China
| | - Yifan Da
- Shanghai Key Laboratory of Green Chemistry and Chemical Processes, School of Chemistry and Molecular Engineering, East China Normal University, No. 3663 Zhong Shan Road North, Shanghai, 200062, China
| | - Yang Tian
- Shanghai Key Laboratory of Green Chemistry and Chemical Processes, School of Chemistry and Molecular Engineering, East China Normal University, No. 3663 Zhong Shan Road North, Shanghai, 200062, China
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Wu T, Pang Y, Ai HW. Circularly Permuted Far-Red Fluorescent Proteins. BIOSENSORS 2021; 11:438. [PMID: 34821654 PMCID: PMC8615523 DOI: 10.3390/bios11110438] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 10/06/2021] [Revised: 11/01/2021] [Accepted: 11/02/2021] [Indexed: 12/22/2022]
Abstract
The color palette of genetically encoded fluorescent protein indicators (GEFPIs) has expanded rapidly in recent years. GEFPIs with excitation and emission within the "optical window" above 600 nm are expected to be superior in many aspects, such as enhanced tissue penetration, reduced autofluorescence and scattering, and lower phototoxicity. Circular permutation of fluorescent proteins (FPs) is often the first step in the process of developing single-FP-based GEFPIs. This study explored the tolerance of two far-red FPs, mMaroon1 and mCarmine, towards circular permutation. Several initial constructs were built according to previously reported circularly permuted topologies for other FP analogs. Mutagenesis was then performed on these constructs and screened for fluorescent variants. As a result, five circularly permuted far-red FPs (cpFrFPs) with excitation and emission maxima longer than 600 nm were identified. Some displayed appreciable brightness and efficient chromophore maturation. These cpFrFPs variants could be intriguing starting points to further engineer far-red GEFPIs for in vivo tissue imaging.
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Affiliation(s)
- Tianchen Wu
- Department of Molecular Physiology and Biological Physics, and Center for Membrane and Cell Physiology, University of Virginia School of Medicine, 1340 Jefferson Park Avenue, Charlottesville, VA 22908, USA; (T.W.); (Y.P.)
| | - Yu Pang
- Department of Molecular Physiology and Biological Physics, and Center for Membrane and Cell Physiology, University of Virginia School of Medicine, 1340 Jefferson Park Avenue, Charlottesville, VA 22908, USA; (T.W.); (Y.P.)
- Department of Chemistry, University of Virginia, Charlottesville, VA 22908, USA
| | - Hui-wang Ai
- Department of Molecular Physiology and Biological Physics, and Center for Membrane and Cell Physiology, University of Virginia School of Medicine, 1340 Jefferson Park Avenue, Charlottesville, VA 22908, USA; (T.W.); (Y.P.)
- Department of Chemistry, University of Virginia, Charlottesville, VA 22908, USA
- The UVA Cancer Center, University of Virginia, Charlottesville, VA 22908, USA
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Subach OM, Barykina NV, Anokhin KV, Piatkevich KD, Subach FV. Near-Infrared Genetically Encoded Positive Calcium Indicator Based on GAF-FP Bacterial Phytochrome. Int J Mol Sci 2019; 20:ijms20143488. [PMID: 31315229 PMCID: PMC6678319 DOI: 10.3390/ijms20143488] [Citation(s) in RCA: 30] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2019] [Revised: 07/09/2019] [Accepted: 07/15/2019] [Indexed: 02/01/2023] Open
Abstract
A variety of genetically encoded calcium indicators are currently available for visualization of calcium dynamics in cultured cells and in vivo. Only one of them, called NIR-GECO1, exhibits fluorescence in the near-infrared region of the spectrum. NIR-GECO1 is engineered based on the near-infrared fluorescent protein mIFP derived from bacterial phytochromes. However, NIR-GECO1 has an inverted response to calcium ions and its excitation spectrum is not optimal for the commonly used 640 nm lasers. Using small near-infrared bacterial phytochrome GAF-FP and calmodulin/M13-peptide pair, we developed a near-infrared calcium indicator called GAF-CaMP2. In vitro, GAF-CaMP2 showed a positive response of 78% and high affinity (Kd of 466 nM) to the calcium ions. It had excitation and emission maxima at 642 and 674 nm, respectively. GAF-CaMP2 had a 2.0-fold lower brightness, 5.5-fold faster maturation and lower pH stability compared to GAF-FP in vitro. GAF-CaMP2 showed 2.9-fold higher photostability than smURFP protein. The GAF-CaMP2 fusion with sfGFP demonstrated a ratiometric response with a dynamic range of 169% when expressed in the cytosol of mammalian cells in culture. Finally, we successfully applied the ratiometric version of GAF-CaMP2 for the simultaneous visualization of calcium transients in three organelles of mammalian cells using four-color fluorescence microscopy.
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Affiliation(s)
- Oksana M Subach
- National Research Center "Kurchatov Institute", Moscow 123182, Russia
| | | | - Konstantin V Anokhin
- P.K. Anokhin Institute of Normal Physiology, Moscow 125315, Russia
- Lomonosov Moscow State University, Moscow 119991, Russia
| | - Kiryl D Piatkevich
- MIT Media Lab, Massachusetts Institute of Technology, Cambridge, MA 02139-4307, USA
| | - Fedor V Subach
- National Research Center "Kurchatov Institute", Moscow 123182, Russia.
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Karasev MM, Stepanenko OV, Rumyantsev KA, Turoverov KK, Verkhusha VV. Near-Infrared Fluorescent Proteins and Their Applications. BIOCHEMISTRY (MOSCOW) 2019; 84:S32-S50. [PMID: 31213194 DOI: 10.1134/s0006297919140037] [Citation(s) in RCA: 22] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
Abstract
High transparency, low light-scattering, and low autofluorescence of mammalian tissues in the near-infrared (NIR) spectral range (~650-900 nm) open a possibility for in vivo imaging of biological processes at the micro- and macroscales to address basic and applied problems in biology and biomedicine. Recently, probes that absorb and fluoresce in the NIR optical range have been engineered using bacterial phytochromes - natural NIR light-absorbing photoreceptors that regulate metabolism in bacteria. Since the chromophore in all these proteins is biliverdin, a natural product of heme catabolism in mammalian cells, they can be used as genetically encoded fluorescent probes, similarly to GFP-like fluorescent proteins. In this review, we discuss photophysical and biochemical properties of NIR fluorescent proteins, reporters, and biosensors and analyze their characteristics required for expression of these molecules in mammalian cells. Structural features and molecular engineering of NIR fluorescent probes are discussed. Applications of NIR fluorescent proteins and biosensors for studies of molecular processes in cells, as well as for tissue and organ visualization in whole-body imaging in vivo, are described. We specifically focus on the use of NIR fluorescent probes in advanced imaging technologies that combine fluorescence and bioluminescence methods with photoacoustic tomography.
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Affiliation(s)
- M M Karasev
- Institute of Cytology, Russian Academy of Sciences, St. Petersburg, 194064, Russia. .,Medicum, University of Helsinki, Helsinki, 00290, Finland
| | - O V Stepanenko
- Institute of Cytology, Russian Academy of Sciences, St. Petersburg, 194064, Russia.
| | - K A Rumyantsev
- Institute of Cytology, Russian Academy of Sciences, St. Petersburg, 194064, Russia. .,Albert Einstein College of Medicine, Bronx, NY 10461, USA.,Loginov Moscow Clinical Scientific Center, Moscow, 111123, Russia
| | - K K Turoverov
- Institute of Cytology, Russian Academy of Sciences, St. Petersburg, 194064, Russia. .,Peter the Great St. Petersburg Polytechnic University, St. Petersburg, 195251, Russia
| | - V V Verkhusha
- Medicum, University of Helsinki, Helsinki, 00290, Finland. .,Albert Einstein College of Medicine, Bronx, NY 10461, USA
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9
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Atkinson JT, Wu B, Segatori L, Silberg JJ. Overcoming component limitations in synthetic biology through transposon-mediated protein engineering. Methods Enzymol 2019; 621:191-212. [DOI: 10.1016/bs.mie.2019.02.014] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/30/2022]
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10
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Stepanenko OV, Stepanenko OV, Bublikov G, Kuznetsova I, Verkhusha V, Turoverov K. Stabilization of structure in near-infrared fluorescent proteins by binding of biliverdin chromophore. J Mol Struct 2017. [DOI: 10.1016/j.molstruc.2016.10.095] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
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11
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Yachnin BJ, Khare SD. Engineering carboxypeptidase G2 circular permutations for the design of an autoinhibited enzyme. Protein Eng Des Sel 2017; 30:321-331. [PMID: 28160000 PMCID: PMC6283397 DOI: 10.1093/protein/gzx005] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/29/2016] [Revised: 01/11/2017] [Accepted: 01/18/2017] [Indexed: 11/14/2022] Open
Abstract
Carboxypeptidase G2 (CPG2) is an Food and Drug Administration (FDA)-approved enzyme drug used to treat methotrexate (MTX) toxicity in cancer patients receiving MTX treatment. It has also been used in directed enzyme-prodrug chemotherapy, but this strategy has been hampered by off-site activation of the prodrug by the circulating enzyme. The development of a tumor protease activatable CPG2, which could be achieved using a circular permutation of CPG2 fused to an inactivating 'prodomain', would aid in these applications. We report the development of a protease accessibility-based screen to identify candidate sites for circular permutation in proximity of the CPG2 active site. The resulting six circular permutants showed similar expression, structure, thermal stability, and, in four cases, activity levels compared to the wild-type enzyme. We rationalize these results based on structural models of the permutants obtained using the Rosetta software. We developed a cell growth-based selection system, and demonstrated that when fused to periplasm-directing signal peptides, one of our circular permutants confers MTX resistance in Escherichia coli with equal efficiency as the wild-type enzyme. As the permutants have similar properties to wild-type CPG2, these enzymes are promising starting points for the development of autoinhibited, protease-activatable zymogen forms of CPG2 for use in therapeutic contexts.
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Affiliation(s)
- Brahm J. Yachnin
- Department of Chemistry & Chemical Biology and the Center for Integrative Proteomics, Rutgers University, Piscataway, NJ 08854, USA
| | - Sagar D. Khare
- Department of Chemistry & Chemical Biology and the Center for Integrative Proteomics, Rutgers University, Piscataway, NJ 08854, USA
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Jones AM, Atkinson JT, Silberg JJ. PERMutation Using Transposase Engineering (PERMUTE): A Simple Approach for Constructing Circularly Permuted Protein Libraries. Methods Mol Biol 2017; 1498:295-308. [PMID: 27709583 DOI: 10.1007/978-1-4939-6472-7_19] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/06/2023]
Abstract
Rearrangements that alter the order of a protein's sequence are used in the lab to study protein folding, improve activity, and build molecular switches. One of the simplest ways to rearrange a protein sequence is through random circular permutation, where native protein termini are linked together and new termini are created elsewhere through random backbone fission. Transposase mutagenesis has emerged as a simple way to generate libraries encoding different circularly permuted variants of proteins. With this approach, a synthetic transposon (called a permuteposon) is randomly inserted throughout a circularized gene to generate vectors that express different permuted variants of a protein. In this chapter, we outline the protocol for constructing combinatorial libraries of circularly permuted proteins using transposase mutagenesis, and we describe the different permuteposons that have been developed to facilitate library construction.
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Affiliation(s)
- Alicia M Jones
- Biosciences Department, Rice University, MS-140, 6100 Main Street, Houston, TX, 77005, USA
| | - Joshua T Atkinson
- Systems, Synthetic, and Physical Biology Graduate Program, Rice University, 6100 Main MS-180, Houston, TX, 77005, USA
| | - Jonathan J Silberg
- Biosciences Department, Rice University, MS-140, 6100 Main Street, Houston, TX, 77005, USA.
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13
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Jackson SE, Suma A, Micheletti C. How to fold intricately: using theory and experiments to unravel the properties of knotted proteins. Curr Opin Struct Biol 2016; 42:6-14. [PMID: 27794211 DOI: 10.1016/j.sbi.2016.10.002] [Citation(s) in RCA: 70] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/01/2016] [Revised: 09/06/2016] [Accepted: 10/03/2016] [Indexed: 11/15/2022]
Abstract
Over the years, advances in experimental and computational methods have helped us to understand the role of thermodynamic, kinetic and active (chaperone-aided) effects in coordinating the folding steps required to achieving a knotted native state. Here, we review such developments by paying particular attention to the complementarity of experimental and computational studies. Key open issues that could be tackled with either or both approaches are finally pointed out.
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Affiliation(s)
- Sophie E Jackson
- Department of Chemistry, University of Cambridge, Cambridge CB2 1EW, United Kingdom.
| | - Antonio Suma
- SISSA, International School for Advanced Studies, via Bonomea 265, I-34136 Trieste, Italy
| | - Cristian Micheletti
- SISSA, International School for Advanced Studies, via Bonomea 265, I-34136 Trieste, Italy.
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