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Ivinskij V, Zinovicius A, Dzedzickis A, Subaciute-Zemaitiene J, Rozene J, Bucinskas V, Macerauskas E, Tolvaisiene S, Morkvenaite-Vilkonciene I. Fast detection of micro-objects using scanning electrochemical microscopy based on visual recognition and machine learning. Ultramicroscopy 2024; 259:113937. [PMID: 38359633 DOI: 10.1016/j.ultramic.2024.113937] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2023] [Revised: 01/26/2024] [Accepted: 02/08/2024] [Indexed: 02/17/2024]
Abstract
Scanning electrochemical microscopy (SECM) is a scanning probe microscope with an ultramicroelectrode (UME) as a probe. The technique is advantageous in the characterization of the electrochemical properties of surfaces. However, the limitations, such as slow imaging and many functions depending on the user, only allow us to use some of the possibilities. Therefore, we applied visual recognition and machine learning to detect micro-objects from the image and determine their electrochemical activity. The reconstruction of the image from several approach curves allows it to scan faster and detect active areas of the sample. Therefore, the scanning time and presence of the user is diminished. An automated scanning electrochemical microscope with visual recognition has been developed using commercially available modules, relatively low-cost components, design, software solutions proven in other fields, and an original control and data fusion algorithm.
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Affiliation(s)
- Vadimas Ivinskij
- Department of Electronics Engineering, Vilnius Gediminas Technical University, Plytinės g. 25, 10105 Vilnius, Lithuania
| | - Antanas Zinovicius
- Department of Mechatronics, Robotics, and Digital Manufacturing, Vilnius Gediminas Technical University, Plytinės g. 25, 10105 Vilnius, Lithuania
| | - Andrius Dzedzickis
- Department of Mechatronics, Robotics, and Digital Manufacturing, Vilnius Gediminas Technical University, Plytinės g. 25, 10105 Vilnius, Lithuania
| | - Jurga Subaciute-Zemaitiene
- Department of Mechatronics, Robotics, and Digital Manufacturing, Vilnius Gediminas Technical University, Plytinės g. 25, 10105 Vilnius, Lithuania
| | - Juste Rozene
- Department of Mechatronics, Robotics, and Digital Manufacturing, Vilnius Gediminas Technical University, Plytinės g. 25, 10105 Vilnius, Lithuania
| | - Vytautas Bucinskas
- Department of Mechatronics, Robotics, and Digital Manufacturing, Vilnius Gediminas Technical University, Plytinės g. 25, 10105 Vilnius, Lithuania
| | - Eugenijus Macerauskas
- Department of Electronics Engineering, Vilnius Gediminas Technical University, Plytinės g. 25, 10105 Vilnius, Lithuania
| | - Sonata Tolvaisiene
- Department of Electronics Engineering, Vilnius Gediminas Technical University, Plytinės g. 25, 10105 Vilnius, Lithuania
| | - Inga Morkvenaite-Vilkonciene
- Department of Electronics Engineering, Vilnius Gediminas Technical University, Plytinės g. 25, 10105 Vilnius, Lithuania.
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Chowdhury SN, Biswas S, Das P, Paul S, Biswas AN. Oxygen Reduction Assisted by the Concert of Redox Activity and Proton Relay in a Cu(II) Complex. Inorg Chem 2020; 59:14012-14022. [PMID: 32916051 DOI: 10.1021/acs.inorgchem.0c01776] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/23/2022]
Abstract
A copper complex, [Cu(dpaq)](ClO4) (1), of a monoanionic pentadentate amidate ligand (dpaq) has been isolated and characterized to study its efficacy toward electrocatalytic reduction of oxygen in neutral aqueous medium. The Cu(II) mononuclear complex, poised in a distorted trigonal bipyramidal structure, reduces oxygen at an onset potential of 0.50 V vs RHE. Kinetics study by hydrodynamic voltammetry and chronoamperometry suggests a stepwise mechanism for sequential reduction of O2 to H2O2 to H2O at a single-site Cu-catalyst. The foot-of-the-wave analysis records a turnover frequency of 5.65 × 102 s-1. At pH 7.0, complex 1 undergoes a quasi-reversible mixed metal-ligand-based reduction and triggers the reduction of dioxygen to water. Electrochemical studies in tandem with quantum chemical investigation, conducted at different redox states, portray the active participation of ligand in completing the process of proton-coupled electron transfer internally. The protonated carboxamido moiety acts as a proton relay, while the quinoline-based orbital supplies the necessary redox equivalent for the conversion of complex 1 to Cu(II)-hydroperoxo species. Thus, a suitable combination of redox non-innocence and proton shuttling functionality in the ligand makes it an effective electron-proton-transfer mediator and subsequently assists the process of oxygen reduction.
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Affiliation(s)
- Srijan Narayan Chowdhury
- Department of Chemistry, National Institute of Technology Sikkim, Barfung Block, Ravangla, South Sikkim 737139, India
| | - Sachidulal Biswas
- Department of Chemistry, National Institute of Technology Sikkim, Barfung Block, Ravangla, South Sikkim 737139, India
| | - Purak Das
- Department of Chemistry, Rishi Bankim Chandra College for Women, Naihati 743165, India
| | - Satadal Paul
- Department of Science and Humanities, Darjeeling Polytechnic, Kurseong 734203, India
| | - Achintesh N Biswas
- Department of Chemistry, National Institute of Technology Sikkim, Barfung Block, Ravangla, South Sikkim 737139, India
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Jedraszko J, Michalak M, Jönsson-Niedziolka M, Nogala W. Hopping mode SECM imaging of redox activity in ionic liquid with glass-coated inlaid platinum nanoelectrodes prepared using a heating coil puller. J Electroanal Chem (Lausanne) 2018. [DOI: 10.1016/j.jelechem.2018.03.032] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/17/2022]
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Affiliation(s)
- Nicolas Mano
- CNRS, CRPP, UPR 8641, 33600 Pessac, France
- University of Bordeaux, CRPP, UPR 8641, 33600 Pessac, France
| | - Anne de Poulpiquet
- Aix Marseille Univ., CNRS, BIP, 31, chemin Aiguier, 13402 Marseille, France
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Polcari D, Perry SC, Pollegioni L, Geissler M, Mauzeroll J. Localized Detection of d
-Serine by using an Enzymatic Amperometric Biosensor and Scanning Electrochemical Microscopy. ChemElectroChem 2017. [DOI: 10.1002/celc.201600766] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Affiliation(s)
- David Polcari
- Department of Chemistry; McGill University, 8; 01 Sherbrooke Street West Montreal, QC H3 A 0B8 Canada
| | - Samuel C. Perry
- Department of Chemistry; McGill University, 8; 01 Sherbrooke Street West Montreal, QC H3 A 0B8 Canada
| | - Loredano Pollegioni
- Dipartimento di Biotecnologie e Scienze della Vita; Università degli studi deII'Insubria; via J. H. Dunant 3 21100 Varese ltaly
- The Protein Factory; Centro Interuniversitario di Biotecnologie Proteiche; Politecnico di Milano; Università degli Studi deII'Insubria; Varese Italy
| | - Matthias Geissler
- Life Sciences Division; National Research Council of Canada; 75 de Mortagne Boulevard Boucherville, QC 4B 6Y4 Canada
| | - Janine Mauzeroll
- Department of Chemistry; McGill University, 8; 01 Sherbrooke Street West Montreal, QC H3 A 0B8 Canada
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Polcari D, Dauphin-Ducharme P, Mauzeroll J. Scanning Electrochemical Microscopy: A Comprehensive Review of Experimental Parameters from 1989 to 2015. Chem Rev 2016; 116:13234-13278. [PMID: 27736057 DOI: 10.1021/acs.chemrev.6b00067] [Citation(s) in RCA: 213] [Impact Index Per Article: 26.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/08/2023]
Affiliation(s)
- David Polcari
- Department
of Chemistry, McGill University, 801 Sherbrooke Street West, Montreal, Quebec Canada, H3A 0B8
| | - Philippe Dauphin-Ducharme
- Department
of Chemistry, McGill University, 801 Sherbrooke Street West, Montreal, Quebec Canada, H3A 0B8
| | - Janine Mauzeroll
- Department
of Chemistry, McGill University, 801 Sherbrooke Street West, Montreal, Quebec Canada, H3A 0B8
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Tse ECM, Barile CJ, Kirchschlager NA, Li Y, Gewargis JP, Zimmerman SC, Hosseini A, Gewirth AA. Proton transfer dynamics control the mechanism of O2 reduction by a non-precious metal electrocatalyst. NATURE MATERIALS 2016; 15:754-9. [PMID: 27135859 DOI: 10.1038/nmat4636] [Citation(s) in RCA: 73] [Impact Index Per Article: 9.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/13/2015] [Accepted: 01/28/2016] [Indexed: 05/25/2023]
Abstract
Many chemical and biological processes involve the transfer of both protons and electrons. The complex mechanistic details of these proton-coupled electron transfer (PCET) reactions require independent control of both electron and proton transfer. In this report, we make use of lipid-modified electrodes to modulate proton transport to a Cu-based catalyst that facilitates the O2 reduction reaction (ORR), a PCET process important in fuel cells and O2 reduction enzymes. By quantitatively controlling the kinetics of proton transport to the catalyst, we demonstrate that undesired side products such as H2O2 and O2(-) arise from a mismatch between proton and electron transfer rates. Whereas fast proton kinetics induce H2O2 formation and sluggish proton flux produces O2(-), proton transfer rates commensurate with O-O bond breaking rates ensure that only the desired H2O product forms. This fundamental insight aids in the development of a comprehensive framework for understanding the ORR and PCET processes in general.
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Affiliation(s)
- Edmund C M Tse
- Department of Chemistry, University of Illinois at Urbana-Champaign, Urbana, Illinois 61801, USA
| | - Christopher J Barile
- Department of Chemistry, University of Illinois at Urbana-Champaign, Urbana, Illinois 61801, USA
| | - Nicholas A Kirchschlager
- Department of Chemistry, University of Illinois at Urbana-Champaign, Urbana, Illinois 61801, USA
| | - Ying Li
- Department of Chemistry, University of Illinois at Urbana-Champaign, Urbana, Illinois 61801, USA
| | - John P Gewargis
- Department of Chemistry, University of Illinois at Urbana-Champaign, Urbana, Illinois 61801, USA
| | - Steven C Zimmerman
- Department of Chemistry, University of Illinois at Urbana-Champaign, Urbana, Illinois 61801, USA
| | - Ali Hosseini
- Manufacturing Systems Ltd., Auckland 0632, New Zealand
| | - Andrew A Gewirth
- Department of Chemistry, University of Illinois at Urbana-Champaign, Urbana, Illinois 61801, USA
- International Institute for Carbon Neutral Energy Research (WPI-I2CNER), Kyushu University, Fukuoka 819-0395, Japan
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Holzinger A, Steinbach C, Kranz C. Scanning Electrochemical Microscopy (SECM): Fundamentals and Applications in Life Sciences. ELECTROCHEMICAL STRATEGIES IN DETECTION SCIENCE 2015. [DOI: 10.1039/9781782622529-00125] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/30/2023]
Abstract
In recent years, scanning electrochemical microscopy (SECM) has made significant contributions to the life sciences. Innovative developments focusing on high-resolution imaging, developing novel operation modes, and combining SECM with complementary optical or scanning probe techniques renders SECM an attractive analytical approach. This chapter gives an introduction to the essential instrumentation and operation principles of SECM for studying biologically-relevant systems. Particular emphasis is given to applications aimed at imaging the activity of biochemical constituents such as enzymes, antibodies, and DNA, which play a pivotal role in biomedical diagnostics. Furthermore, the unique advantages of SECM and combined techniques for studying live cells is highlighted by discussion of selected examples.
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Affiliation(s)
- Angelika Holzinger
- Institute of Analytical and Bioanalytical Chemistry, University of Ulm 89069 Ulm Germany
| | - Charlotte Steinbach
- Institute of Analytical and Bioanalytical Chemistry, University of Ulm 89069 Ulm Germany
| | - Christine Kranz
- Institute of Analytical and Bioanalytical Chemistry, University of Ulm 89069 Ulm Germany
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Batchelor-McAuley C, Dickinson EJF, Rees NV, Toghill KE, Compton RG. New Electrochemical Methods. Anal Chem 2011; 84:669-84. [DOI: 10.1021/ac2026767] [Citation(s) in RCA: 60] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Affiliation(s)
- Christopher Batchelor-McAuley
- Department of Chemistry, Physical & Theoretical Chemistry Laboratory, Oxford University, South Parks Road, Oxford, OX1 3QZ, United Kingdom
| | - Edmund J. F. Dickinson
- Department of Chemistry, Physical & Theoretical Chemistry Laboratory, Oxford University, South Parks Road, Oxford, OX1 3QZ, United Kingdom
| | - Neil V. Rees
- Department of Chemistry, Physical & Theoretical Chemistry Laboratory, Oxford University, South Parks Road, Oxford, OX1 3QZ, United Kingdom
| | - Kathryn E. Toghill
- Department of Chemistry, Physical & Theoretical Chemistry Laboratory, Oxford University, South Parks Road, Oxford, OX1 3QZ, United Kingdom
| | - Richard G. Compton
- Department of Chemistry, Physical & Theoretical Chemistry Laboratory, Oxford University, South Parks Road, Oxford, OX1 3QZ, United Kingdom
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Cadorin Fernandes S, Cruz Vieira I, Barbosa AMJ, Souza Ferreira V. Methomyl Detection by Inhibition of Laccase Using a Carbon Ceramic Biosensor. ELECTROANAL 2011. [DOI: 10.1002/elan.201100044] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/09/2023]
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Mirkin MV, Nogala W, Velmurugan J, Wang Y. Scanning electrochemical microscopy in the 21st century. Update 1: five years after. Phys Chem Chem Phys 2011; 13:21196-212. [DOI: 10.1039/c1cp22376c] [Citation(s) in RCA: 113] [Impact Index Per Article: 8.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/31/2023]
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Bioelectrocatalytic mediatorless dioxygen reduction at carbon ceramic electrodes modified with bilirubin oxidase. Electrochim Acta 2010. [DOI: 10.1016/j.electacta.2010.05.007] [Citation(s) in RCA: 29] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022]
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