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Schmid SY, Lachowski K, Chiang HT, Pozzo L, De Yoreo J, Zhang S. Mechanisms of Biomolecular Self-Assembly Investigated Through In Situ Observations of Structures and Dynamics. Angew Chem Int Ed Engl 2023; 62:e202309725. [PMID: 37702227 DOI: 10.1002/anie.202309725] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/09/2023] [Indexed: 09/14/2023]
Abstract
Biomolecular self-assembly of hierarchical materials is a precise and adaptable bottom-up approach to synthesizing across scales with considerable energy, health, environment, sustainability, and information technology applications. To achieve desired functions in biomaterials, it is essential to directly observe assembly dynamics and structural evolutions that reflect the underlying energy landscape and the assembly mechanism. This review will summarize the current understanding of biomolecular assembly mechanisms based on in situ characterization and discuss the broader significance and achievements of newly gained insights. In addition, we will also introduce how emerging deep learning/machine learning-based approaches, multiparametric characterization, and high-throughput methods can boost the development of biomolecular self-assembly. The objective of this review is to accelerate the development of in situ characterization approaches for biomolecular self-assembly and to inspire the next generation of biomimetic materials.
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Affiliation(s)
- Sakshi Yadav Schmid
- Physical Sciences Division, Pacific Northwest National Laboratory, Richland, WA 99354, USA
| | - Kacper Lachowski
- Chemical Engineering, University of Washington, Seattle, WA 98105, USA
- Molecular Engineering and Sciences Institute, University of Washington, Seattle, WA 98105, USA
| | - Huat Thart Chiang
- Chemical Engineering, University of Washington, Seattle, WA 98105, USA
| | - Lilo Pozzo
- Chemical Engineering, University of Washington, Seattle, WA 98105, USA
- Molecular Engineering and Sciences Institute, University of Washington, Seattle, WA 98105, USA
- Materials Science and Engineering, University of Washington, Seattle, WA 98105, USA
| | - Jim De Yoreo
- Physical Sciences Division, Pacific Northwest National Laboratory, Richland, WA 99354, USA
- Materials Science and Engineering, University of Washington, Seattle, WA 98105, USA
| | - Shuai Zhang
- Physical Sciences Division, Pacific Northwest National Laboratory, Richland, WA 99354, USA
- Molecular Engineering and Sciences Institute, University of Washington, Seattle, WA 98105, USA
- Materials Science and Engineering, University of Washington, Seattle, WA 98105, USA
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2
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Berneschi S, D'Andrea C, Baldini F, Banchelli M, de Angelis M, Pelli S, Pini R, Pugliese D, Boetti NG, Janner D, Milanese D, Giannetti A, Matteini P. Ion-exchanged glass microrods as hybrid SERS/fluorescence substrates for molecular beacon-based DNA detection. Anal Bioanal Chem 2021; 413:6171-6182. [PMID: 34278523 DOI: 10.1007/s00216-021-03418-0] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/16/2021] [Revised: 05/07/2021] [Accepted: 05/19/2021] [Indexed: 11/26/2022]
Abstract
Ion-exchange in molten nitrate salts containing metal ions (i.e. silver, copper, etc.) represents a well-established technique able to modify the chemical-physical properties of glass materials. It is widely used not only in the field of integrated optics (IO) but also, more recently, in plasmonics due to the possibility to induce the formation of metal nanoparticles in the glass matrix by an ad hoc thermal post-process. In this work, the application of this technology for the realisation of low-cost and stable surface-enhanced Raman scattering (SERS) active substrates, based on soda-lime glass microrods, is reported. The microrods, with a radius of a few tens of microns, were obtained by cutting the end of an ion-exchanged soda-lime fibre for a length less than 1 cm. As ion source, silver nitrate was selected due to the outstanding SERS properties of silver. The ion-exchange and thermal annealing post-process parameters were tuned to expose the embedded silver nanoparticles on the surface of the glass microrods, avoiding the use of any further chemical etching step. In order to test the combined SERS/fluorescence response of these substrates, labelled molecular beacons (MBs) were immobilised on their surface for deoxyribonucleic acid (DNA) detection. Our experiments confirm that target DNA is attached on the silver nanoparticles and its presence is revealed by both SERS and fluorescence measurements. These results pave the way towards the development of low-cost and stable hybrid fibres, in which SERS and fluorescence interrogation techniques are combined in the same optical device.
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Affiliation(s)
- Simone Berneschi
- Institute of Applied Physics "Nello Carrara", IFAC - CNR, Via Madonna del Piano 10, 50019, Sesto Fiorentino, FI, Italy
| | - Cristiano D'Andrea
- Institute of Applied Physics "Nello Carrara", IFAC - CNR, Via Madonna del Piano 10, 50019, Sesto Fiorentino, FI, Italy
| | - Francesco Baldini
- Institute of Applied Physics "Nello Carrara", IFAC - CNR, Via Madonna del Piano 10, 50019, Sesto Fiorentino, FI, Italy
| | - Martina Banchelli
- Institute of Applied Physics "Nello Carrara", IFAC - CNR, Via Madonna del Piano 10, 50019, Sesto Fiorentino, FI, Italy
| | - Marella de Angelis
- Institute of Applied Physics "Nello Carrara", IFAC - CNR, Via Madonna del Piano 10, 50019, Sesto Fiorentino, FI, Italy
| | - Stefano Pelli
- Institute of Applied Physics "Nello Carrara", IFAC - CNR, Via Madonna del Piano 10, 50019, Sesto Fiorentino, FI, Italy
| | - Roberto Pini
- Institute of Applied Physics "Nello Carrara", IFAC - CNR, Via Madonna del Piano 10, 50019, Sesto Fiorentino, FI, Italy
| | - Diego Pugliese
- Department of Applied Science and Technology and RU INSTM, Politecnico di Torino, Corso Duca degli Abruzzi 24, 10129, Turin, Italy
| | - Nadia G Boetti
- Fondazione LINKS-Leading Innovation and Knowledge for Society, via P. C. Boggio 61, 10138, Turin, Italy
| | - Davide Janner
- Department of Applied Science and Technology and RU INSTM, Politecnico di Torino, Corso Duca degli Abruzzi 24, 10129, Turin, Italy
| | - Daniel Milanese
- Department of Engineering and Architecture and RU INSTM, Università di Parma, Parco Area delle Scienze 181/A, 43124, Parma, Italy
| | - Ambra Giannetti
- Institute of Applied Physics "Nello Carrara", IFAC - CNR, Via Madonna del Piano 10, 50019, Sesto Fiorentino, FI, Italy.
| | - Paolo Matteini
- Institute of Applied Physics "Nello Carrara", IFAC - CNR, Via Madonna del Piano 10, 50019, Sesto Fiorentino, FI, Italy
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Amicucci C, D’Andrea C, de Angelis M, Banchelli M, Pini R, Matteini P. Cost Effective Silver Nanowire-Decorated Graphene Paper for Drop-On SERS Biodetection. NANOMATERIALS (BASEL, SWITZERLAND) 2021; 11:1495. [PMID: 34200106 PMCID: PMC8229787 DOI: 10.3390/nano11061495] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/03/2021] [Revised: 05/31/2021] [Accepted: 06/02/2021] [Indexed: 12/17/2022]
Abstract
The use of SERS for real-world bioanalytical applications represents a concrete opportunity, which, however, is being largely delayed by the inadequacy of existing substrates used to collect SERS spectra. In particular, the main bottleneck is their poor usability, as in the case of unsupported noble metal colloidal nanoparticles or because of the need for complex or highly specialized fabrication procedures, especially in view of a large-scale commercial diffusion. In this work, we introduce a graphene paper-supported plasmonic substrate for biodetection as obtained by a simple and rapid aerosol deposition patterning of silver nanowires. This substrate is compatible with the analysis of small (2 μL) analyte drops, providing stable SERS signals at sub-millimolar concentration and a detection limit down to the nanogram level in the case of hemoglobin. The presence of a graphene underlayer assures an even surface distribution of SERS hotspots with improved stability of the SERS signal, the collection of well-resolved and intense SERS spectra, and an ultra-flat and photostable SERS background in comparison with other popular disposable supports.
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Affiliation(s)
- Chiara Amicucci
- “Nello Carrara” Institute of Applied Physics (IFAC), Italian National Research Council (CNR), Via Madonna del Piano 10, 50019 Sesto Fiorentino, Italy; (C.A.); (C.D.); (M.d.A.); (M.B.); (R.P.)
- Department of Industrial Engineering, University of Florence, Via Santa Marta 3, 50134 Florence, Italy
| | - Cristiano D’Andrea
- “Nello Carrara” Institute of Applied Physics (IFAC), Italian National Research Council (CNR), Via Madonna del Piano 10, 50019 Sesto Fiorentino, Italy; (C.A.); (C.D.); (M.d.A.); (M.B.); (R.P.)
| | - Marella de Angelis
- “Nello Carrara” Institute of Applied Physics (IFAC), Italian National Research Council (CNR), Via Madonna del Piano 10, 50019 Sesto Fiorentino, Italy; (C.A.); (C.D.); (M.d.A.); (M.B.); (R.P.)
| | - Martina Banchelli
- “Nello Carrara” Institute of Applied Physics (IFAC), Italian National Research Council (CNR), Via Madonna del Piano 10, 50019 Sesto Fiorentino, Italy; (C.A.); (C.D.); (M.d.A.); (M.B.); (R.P.)
| | - Roberto Pini
- “Nello Carrara” Institute of Applied Physics (IFAC), Italian National Research Council (CNR), Via Madonna del Piano 10, 50019 Sesto Fiorentino, Italy; (C.A.); (C.D.); (M.d.A.); (M.B.); (R.P.)
| | - Paolo Matteini
- “Nello Carrara” Institute of Applied Physics (IFAC), Italian National Research Council (CNR), Via Madonna del Piano 10, 50019 Sesto Fiorentino, Italy; (C.A.); (C.D.); (M.d.A.); (M.B.); (R.P.)
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Bistaffa E, Tagliavini F, Matteini P, Moda F. Contributions of Molecular and Optical Techniques to the Clinical Diagnosis of Alzheimer's Disease. Brain Sci 2020; 10:E815. [PMID: 33153223 PMCID: PMC7692713 DOI: 10.3390/brainsci10110815] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/16/2020] [Revised: 10/29/2020] [Accepted: 10/31/2020] [Indexed: 01/28/2023] Open
Abstract
Alzheimer's disease (AD) is the most common neurodegenerative disorder worldwide. The distinctive neuropathological feature of AD is the intracerebral accumulation of two abnormally folded proteins: β-amyloid (Aβ) in the form of extracellular plaques, and tau in the form of intracellular neurofibrillary tangles. These proteins are considered disease-specific biomarkers, and the definite diagnosis of AD relies on their post-mortem identification in the brain. The clinical diagnosis of AD is challenging, especially in the early stages. The disease is highly heterogeneous in terms of clinical presentation and neuropathological features. This phenotypic variability seems to be partially due to the presence of distinct Aβ conformers, referred to as strains. With the development of an innovative technique named Real-Time Quaking-Induced Conversion (RT-QuIC), traces of Aβ strains were found in the cerebrospinal fluid of AD patients. Emerging evidence suggests that different conformers may transmit their strain signature to the RT-QuIC reaction products. In this review, we describe the current challenges for the clinical diagnosis of AD and describe how the RT-QuIC products could be analyzed by a surface-enhanced Raman spectroscopy (SERS)-based systems to reveal the presence of strain signatures, eventually leading to early diagnosis of AD with the recognition of individual disease phenotype.
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Affiliation(s)
- Edoardo Bistaffa
- Fondazione IRCCS Istituto Neurologico Carlo Besta, Division of Neurology 5 and Neuropathology, 20133 Milan, Italy;
| | - Fabrizio Tagliavini
- Fondazione IRCCS Istituto Neurologico Carlo Besta, Scientific Directorate, 20133 Milan, Italy;
| | - Paolo Matteini
- IFAC-CNR, Institute of Applied Physics “Nello Carrara”, National Research Council, 50019 Sesto Fiorentino, Italy
| | - Fabio Moda
- Fondazione IRCCS Istituto Neurologico Carlo Besta, Division of Neurology 5 and Neuropathology, 20133 Milan, Italy;
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Olson JE, Braegelman AS, Zou L, Webber MJ, Camden JP. Capture of Phenylalanine and Phenylalanine-Terminated Peptides Using a Supramolecular Macrocycle for Surface-Enhanced Raman Scattering Detection. APPLIED SPECTROSCOPY 2020; 74:1374-1383. [PMID: 32508116 DOI: 10.1177/0003702820937333] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/11/2023]
Abstract
The cucurbit[n]uril (CB[n]) family of macrocycles are known to bind a variety of small molecules with high affinity. These motifs thus have promise in an ever-growing list of trace detection methods. Surface-enhanced Raman scattering (SERS) detection schemes employing CB[n] motifs exhibit increased sensitivity due to selective concentration of the analyte at the nanoparticle surface, coupled with the ability of CB[n] to facilitate the formation of well-defined electromagnetic hot spots. Herein, we report a CB[7] SERS assay for quantification of phenylalanine (Phe) and further demonstrate its utility for detecting peptides with an N-terminal Phe. The CB[7]-guest interaction improves the sensitivity 5-25-fold over direct detection of Phe using citrate-capped silver nanoparticle aggregates, enabling use of a portable Raman system. We further illustrate detection of insulin via binding of CB[7] to the N-terminal Phe residue on its B-chain, suggesting a general strategy for detecting Phe-terminated peptides of clinically relevant biomolecules.
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Affiliation(s)
- Jacob E Olson
- Department of Chemistry and Biochemistry, University of Notre Dame, Notre Dame, USA
| | - Adam S Braegelman
- Department of Chemical and Biomolecular Engineering, University of Notre Dame, Notre Dame, USA
| | - Lei Zou
- Department of Chemical and Biomolecular Engineering, University of Notre Dame, Notre Dame, USA
| | - Matthew J Webber
- Department of Chemical and Biomolecular Engineering, University of Notre Dame, Notre Dame, USA
| | - Jon P Camden
- Department of Chemistry and Biochemistry, University of Notre Dame, Notre Dame, USA
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Eravuchira PJ, Banchelli M, D’Andrea C, de Angelis M, Matteini P, Gannot I. Hollow core photonic crystal fiber-assisted Raman spectroscopy as a tool for the detection of Alzheimer's disease biomarkers. JOURNAL OF BIOMEDICAL OPTICS 2020; 25:1-10. [PMID: 32618152 PMCID: PMC7330420 DOI: 10.1117/1.jbo.25.7.077001] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 03/11/2020] [Accepted: 06/11/2020] [Indexed: 06/11/2023]
Abstract
SIGNIFICANCE Alzheimer's disease (AD) is an irreversible and progressive disorder that damages brain cells and impairs the cognitive abilities of the affected. Developing a sensitive and cost-effective method to detect Alzheimer's biomarkers appears vital in both a diagnostic and therapeutic perspective. AIM Our goal is to develop a sensitive and reliable tool for detection of amyloid β (1-42) peptide (Aβ42), a major AD biomarker, using fiber-enhanced Raman spectroscopy (FERS). APPROACH A hollow core photonic crystal fiber (HCPCF) was integrated with a conventional Raman spectroscopic setup to perform FERS measurements. FERS was then coupled with surface-enhanced Raman spectroscopy (SERS) to further amplify the Raman signal thanks to a combined FERS-SERS assay. RESULTS A minimum 20-fold enhancement of the Raman signal of Aβ42 as compared to a conventional Raman spectroscopy scheme was observed using the HCPCF-based light delivery system. The signal was further boosted by decorating the fiber core with gold bipyramids generating an additional SERS effect, resulting in an overall 200 times amplification. CONCLUSIONS The results demonstrate that the use of an HCPCF-based platform can provide sharp and intense Raman signals of Aβ42, in turn paving the way toward the development of a sensitive label-free detection tool for early diagnosis of AD.
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Affiliation(s)
- Pinkie J. Eravuchira
- Tel Aviv University, Department of Biomedical Engineering, Faculty of Engineering, Tel Aviv, Israel
| | - Martina Banchelli
- Institute of Applied Physics “NelloCarrara,” National Research Council, Sesto Fiorentino, Italy
| | - Cristiano D’Andrea
- Institute of Applied Physics “NelloCarrara,” National Research Council, Sesto Fiorentino, Italy
| | - Marella de Angelis
- Institute of Applied Physics “NelloCarrara,” National Research Council, Sesto Fiorentino, Italy
| | - Paolo Matteini
- Institute of Applied Physics “NelloCarrara,” National Research Council, Sesto Fiorentino, Italy
| | - Israel Gannot
- Tel Aviv University, Department of Biomedical Engineering, Faculty of Engineering, Tel Aviv, Israel
- Johns Hopkins University, Department of Electrical and Computer Engineering, Baltimore, Maryland, United States
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7
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Banchelli M, Cascella R, D'Andrea C, Cabaj L, Osticioli I, Ciofini D, Li MS, Skupień K, de Angelis M, Siano S, Cecchi C, Pini R, La Penna G, Chiti F, Matteini P. Nanoscopic insights into the surface conformation of neurotoxic amyloid β oligomers. RSC Adv 2020; 10:21907-21913. [PMID: 35516647 PMCID: PMC9054531 DOI: 10.1039/d0ra03799k] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2020] [Accepted: 06/01/2020] [Indexed: 11/21/2022] Open
Abstract
Raman spectroscopy assisted by localized plasmon resonances generating effective hot spots at the gaps between intertwined silver nanowires is herein adopted to unravel characteristic molecular motifs on the surface of Aβ42 misfolded oligomers that are critical in driving intermolecular interactions in neurodegeneration. Unraveling characteristic structural determinants at the basis of Aβ42 oligomers' neurotoxicity by a sub-molecular SERS investigation of their surface.![]()
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Bruzas I, Lum W, Gorunmez Z, Sagle L. Advances in surface-enhanced Raman spectroscopy (SERS) substrates for lipid and protein characterization: sensing and beyond. Analyst 2019; 143:3990-4008. [PMID: 30059080 DOI: 10.1039/c8an00606g] [Citation(s) in RCA: 73] [Impact Index Per Article: 14.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Abstract
Surface-enhanced Raman spectroscopy (SERS) has become an essential ultrasensitive analytical tool for biomolecular analysis of small molecules, macromolecular proteins, and even cells. SERS enables label-free, direct detection of molecules through their intrinsic Raman fingerprint. In particular, protein and lipid bilayers are dynamic three-dimensional structures that necessitate label-free methods of characterization. Beyond direct detection and quantitation, the structural information contained in SERS spectra also enables deeper biophysical characterization of biomolecules near metallic surfaces. Therefore, SERS offers enormous potential for such systems, although making measurements in a nonperturbative manner that captures the full range of interactions and activity remains a challenge. Many of these challenges have been overcome through advances in SERS substrate development, which have expanded the applications and targets of SERS for direct biomolecular quantitation and biophysical characterization. In this review, we will first discuss different categories of SERS substrates including solution-phase, solid-supported, tip-enhanced Raman spectroscopy (TERS), and single-molecule substrates for biomolecular analysis. We then discuss detection of protein and biological lipid membranes. Lastly, biophysical insights into proteins, lipids and live cells gained through SERS measurements of these systems are reviewed.
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Affiliation(s)
- Ian Bruzas
- Department of Chemistry, University of Cincinnati, 301 Clifton Court, Cincinnati, OH 45221, USA.
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9
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D'Andrea C, Foti A, Cottat M, Banchelli M, Capitini C, Barreca F, Canale C, de Angelis M, Relini A, Maragò OM, Pini R, Chiti F, Gucciardi PG, Matteini P. Nanoscale Discrimination between Toxic and Nontoxic Protein Misfolded Oligomers with Tip-Enhanced Raman Spectroscopy. SMALL (WEINHEIM AN DER BERGSTRASSE, GERMANY) 2018; 14:e1800890. [PMID: 30091859 DOI: 10.1002/smll.201800890] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/06/2018] [Revised: 07/20/2018] [Indexed: 05/12/2023]
Abstract
Highly toxic protein misfolded oligomers associated with neurological disorders such as Alzheimer's and Parkinson's diseases are nowadays considered primarily responsible for promoting synaptic failure and neuronal death. Unraveling the relationship between structure and neurotoxicity of protein oligomers appears pivotal in understanding the causes of the pathological process, as well as in designing novel diagnostic and therapeutic strategies tuned toward the earliest and presymptomatic stages of the disease. Here, it is benefited from tip-enhanced Raman spectroscopy (TERS) as a surface-sensitive tool with spatial resolution on the nanoscale, to inspect the spatial organization and surface character of individual protein oligomers from two samples formed by the same polypeptide sequence and different toxicity levels. TERS provides direct assignment of specific amino acid residues that are exposed to a large extent on the surface of toxic species and buried in nontoxic oligomers. These residues, thanks to their outward disposition, might represent structural factors driving the pathogenic behavior exhibited by protein misfolded oligomers, including affecting cell membrane integrity and specific signaling pathways in neurodegenerative conditions.
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Affiliation(s)
- Cristiano D'Andrea
- IFAC-CNR, Institute of Applied Physics "Nello Carrara,", National Research Council, Via Madonna del Piano 10, I-50019, Sesto Fiorentino, Italy
| | - Antonino Foti
- IPCF-CNR, Institute for Chemical and Physical Processes, National Research Council, Viale F. Stagno D'Alcontres 37, I-98158, Messina, Italy
| | - Maximilien Cottat
- IFAC-CNR, Institute of Applied Physics "Nello Carrara,", National Research Council, Via Madonna del Piano 10, I-50019, Sesto Fiorentino, Italy
| | - Martina Banchelli
- IFAC-CNR, Institute of Applied Physics "Nello Carrara,", National Research Council, Via Madonna del Piano 10, I-50019, Sesto Fiorentino, Italy
| | - Claudia Capitini
- Department of Experimental and Clinical Biomedical Sciences, University of Florence, Viale Morgagni 50, I-50134, Firenze, Italy
| | - Francesco Barreca
- Department of MIFT, University of Messina, Viale F. Stagno d'Alcontres 31, I-98166, Messina, Italy
| | - Claudio Canale
- Department of Physics, University of Genoa, Via Dodecaneso 33, I-16146, Genova, Italy
| | - Marella de Angelis
- IFAC-CNR, Institute of Applied Physics "Nello Carrara,", National Research Council, Via Madonna del Piano 10, I-50019, Sesto Fiorentino, Italy
| | - Annalisa Relini
- Department of Chemistry and Industrial Chemistry, University of Genoa, Via Dodecaneso 31, I-16146, Genova, Italy
| | - Onofrio M Maragò
- IPCF-CNR, Institute for Chemical and Physical Processes, National Research Council, Viale F. Stagno D'Alcontres 37, I-98158, Messina, Italy
| | - Roberto Pini
- IFAC-CNR, Institute of Applied Physics "Nello Carrara,", National Research Council, Via Madonna del Piano 10, I-50019, Sesto Fiorentino, Italy
| | - Fabrizio Chiti
- Department of Experimental and Clinical Biomedical Sciences, University of Florence, Viale Morgagni 50, I-50134, Firenze, Italy
| | - Pietro G Gucciardi
- IPCF-CNR, Institute for Chemical and Physical Processes, National Research Council, Viale F. Stagno D'Alcontres 37, I-98158, Messina, Italy
| | - Paolo Matteini
- IFAC-CNR, Institute of Applied Physics "Nello Carrara,", National Research Council, Via Madonna del Piano 10, I-50019, Sesto Fiorentino, Italy
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