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Yousefi-Nejad S, Heidarbeigi K, Roushani M. Electronic tongue as innovative instrument for detection of crocin concentration in saffron ( Crocus sativus L.). JOURNAL OF FOOD SCIENCE AND TECHNOLOGY 2022; 59:3548-3556. [PMID: 35875219 PMCID: PMC9304476 DOI: 10.1007/s13197-021-05349-1] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Revised: 12/08/2021] [Accepted: 12/13/2021] [Indexed: 01/03/2023]
Abstract
Electronic tongue is a new approach for simple and fast detection, classification, and quantification of the solved compounds. Crocin is the main source of color of saffron (Crocus sativus L.). An electronic tongue system was used to predict the concentration of saffron crocin in the present study. The measurement system included an electrochemical sensor array based on voltammetry electrodes, a three-electrode cell, a potentiostat, a personal computer. Aqueous analyte were provided by blending pure crocin and different saffron samples from Iran and Spain with distilled water. Output signals of the electronic tongue system were analyzed by principal component analysis and artificial neural networks. Based on principal component analysis, the total variance among pure crocin was 99% and that of saffron samples was 100%. The accuracy of artificial neural network model was 98.80%. The results indicated that the developed electronic tongue system and artificial neural network model can successfully predict crocin concentration in saffron.
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Affiliation(s)
| | - Kobra Heidarbeigi
- Mechanical Engineering of Biosystems Department, Ilam University, Ilam, Iran
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2
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Yousefi-Nejad S, Heidarbeigi K, Roushani M. Applications of electronic tongue system for quantification of safranal concentration in saffron (Crocus sativus L.). JOURNAL OF FOOD MEASUREMENT AND CHARACTERIZATION 2021. [DOI: 10.1007/s11694-020-00723-7] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/22/2022]
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Salvo-Comino C, Garcia-Hernandez C, Garcia-Cabezon C, Rodriguez-Mendez M. Promoting laccase sensing activity for catechol detection using LBL assemblies of chitosan/ionic liquid/phthalocyanine as immobilization surfaces. Bioelectrochemistry 2020; 132:107407. [DOI: 10.1016/j.bioelechem.2019.107407] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/06/2019] [Revised: 09/25/2019] [Accepted: 10/15/2019] [Indexed: 02/08/2023]
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Garcia-Hernandez C, Medina-Plaza C, Garcia-Cabezon C, Blanco Y, Fernandez-Escudero JA, Barajas-Tola E, Rodriguez-Perez MA, Martin-Pedrosa F, Rodriguez-Mendez ML. Monitoring the Phenolic Ripening of Red Grapes Using a Multisensor System Based on Metal-Oxide Nanoparticles. Front Chem 2018; 6:131. [PMID: 29740576 PMCID: PMC5928143 DOI: 10.3389/fchem.2018.00131] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/23/2018] [Accepted: 04/09/2018] [Indexed: 11/29/2022] Open
Abstract
The maturity of grapes is usually monitored by means of the sugar concentration. However, the assessment of other parameters such as the phenolic content is also important because the phenolic maturity has an important impact on the organoleptic characteristics of wines. In this work, voltammetric sensors able to detect phenols in red grapes have been developed. They are based on metal oxide nanoparticles (CeO2, NiO, and TiO2,) whose excellent electrocatalytic properties toward phenols allows obtaining sensors with detection limits in the range of 10-8 M and coefficients of variation lower than 7%. An electronic tongue constructed using a combination of the nanoparticle-based sensors is capable to monitor the phenolic maturity of red grapes from véraison to maturity. Principal Component Analysis (PCA) can be successfully used to discriminate samples according to the ripeness. Regression models performed using Partial Least Squares (PLS-1) have established good correlations between voltammetric data obtained with the electrochemical sensors and the Total Polyphenolic Index, the Brix degree and the Total Acidity, with correlation coefficients close to 1 and low number of latent variables. An advantage of this system is that the electronic tongue can be used for the simultaneous assessment of these three parameters which are the main factors used to monitor the maturity of grapes. Thus the electronic tongue based on metal oxide nanoparticles can be a valuable tool to monitor ripeness. These results demonstrate the exciting possible applications of metal oxide nanoparticles in the field of electronic tongues.
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Affiliation(s)
- Celia Garcia-Hernandez
- Group UVaSens, Department of Inorganic Chemistry, Escuela de Ingenierías Industriales, Universidad de Valladolid, Valladolid, Spain
| | - Cristina Medina-Plaza
- Group UVaSens, Department of Inorganic Chemistry, Escuela de Ingenierías Industriales, Universidad de Valladolid, Valladolid, Spain
| | - Cristina Garcia-Cabezon
- Group UVasens, Department of Materials Science, Universidad de Valladolid, Valladolid, Spain
| | - Yolanda Blanco
- Group UVasens, Department of Materials Science, Universidad de Valladolid, Valladolid, Spain
| | | | | | - Miguel A. Rodriguez-Perez
- Group UVaSens, Department of Inorganic Chemistry, Escuela de Ingenierías Industriales, Universidad de Valladolid, Valladolid, Spain
| | - Fernando Martin-Pedrosa
- Group UVasens, Department of Materials Science, Universidad de Valladolid, Valladolid, Spain
| | - Maria L. Rodriguez-Mendez
- Group UVaSens, Department of Inorganic Chemistry, Escuela de Ingenierías Industriales, Universidad de Valladolid, Valladolid, Spain
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Selvarajan S, Suganthi A, Rajarajan M. A simple sonochemical approach to fabricate a urea biosensor based on zinc phthalocyanine/graphene oxide/urease bioelectrode. ULTRASONICS SONOCHEMISTRY 2018; 42:183-192. [PMID: 29429660 DOI: 10.1016/j.ultsonch.2017.11.030] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/04/2017] [Revised: 11/20/2017] [Accepted: 11/21/2017] [Indexed: 06/08/2023]
Abstract
A novel zinc phthalocyanine/graphene oxide (ZnPh/GO) nanocomposite modified glassy carbon electrode (GCE) was prepared by using sonochemical approach and simple drop casting method. Urease (Urs) was used as the specific enzyme for urea detection and was physically immobilized onto the surface of ZnPh/GO nanocomposite. The fabricated ZnPh/GO/Urs matrix was successfully characterized by UV-vis-spectroscopy, FT-IR spectroscopy, scanning electron microscopy (SEM), raman spectrum, thermogravimetric analysis, cyclic voltammetric (CV) and amperometric techniques. The electrocatalytic performance of the ZnPh/GO/Urs electrode was investigated by urea biosensor. Our results demonstrate that the modified electrode has excellent electrocatalytic activity towards the sensing of urea in 0.1 M phosphate buffer solution (PBS, pH 7.2). The biosensor tolerated a wide linear concentration range for urea from 0.4 to 22 μM (R2 = 0.991), with a detection limit of 0.034 µM (S/N = 3). The ZnPh/GO/Urs bioectrode has several excellent properties, including a fast response time, high reproducibility and stability.
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Affiliation(s)
- Sekar Selvarajan
- PG & Research Department of Chemistry, Thiagarajar College, Madurai 625 009, Tamil Nadu, India
| | - Ayyadurai Suganthi
- PG & Research Department of Chemistry, Thiagarajar College, Madurai 625 009, Tamil Nadu, India; Mother Teresa Women's University, Kodaikanal 624 102, Tamil Nadu, India.
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Rodriguez-Mendez ML, García-Hernandez C, Medina-Plaza C, García-Cabezón C, de Saja JA. Multisensor systems based on phthalocyanines for monitoring the quality of grapes. J PORPHYR PHTHALOCYA 2016. [DOI: 10.1142/s1088424616500796] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022]
Abstract
Arrays of phthalocyanine-based sensors with complementary activity have been used to develop voltammetric electronic tongues. Such systems have demonstrated to be useful in enology for the evaluation of quality of wines in different production stages, from grapes to bottles. In this paper, the state of the art of multisensor systems based on phthalocyanines dedicated to the analysis of musts (juices obtained from crushed grapes) is described. Such multisensor systems cover different types of sensors from simple Carbon Paste Electrodes, to sophiticated nanostructured sensors, including Langmuir–Blodgett or Layer by Layer thin films and biomimetic biosensors where phthalocyanines play a crucial role as electron mediator between enzymes and electrodes. In all cases, multisensor systems based on phthalocyanines have been able to discriminate musts prepared from different varieties of grapes. The performance of these systems can be improved by combining non-specific sensors with biosensors containing enzymes selective to phenols. In this case, excellent relationships have been found between the responses provided by the array and the content in phenols and acids provided by traditional chemical analysis.
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Affiliation(s)
- Maria Luz Rodriguez-Mendez
- Department of Inorganic Chemistry, Escuela de Ingenierías Industriales, Universidad de Valladolid, Paseo del Cauce 59, 47011 Valladolid, Spain
| | - Celia García-Hernandez
- Department of Inorganic Chemistry, Escuela de Ingenierías Industriales, Universidad de Valladolid, Paseo del Cauce 59, 47011 Valladolid, Spain
| | - Cristina Medina-Plaza
- Department of Inorganic Chemistry, Escuela de Ingenierías Industriales, Universidad de Valladolid, Paseo del Cauce 59, 47011 Valladolid, Spain
| | - Cristina García-Cabezón
- Department of Materials Science, Escuela Ingenierías Industriales, Universidad de Valladolid, 47011 Valladolid, Spain
| | - Jose Antonio de Saja
- Department of Condensed Matter Physics, Universidad de Valladolid, 47011 Valladolid, Spain
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Medina-Plaza C, de Saja JA, Fernández-Escudero JA, Barajas E, Medrano G, Rodriguez-Mendez ML. Array of biosensors for discrimination of grapes according to grape variety, vintage and ripeness. Anal Chim Acta 2016; 947:16-22. [PMID: 27846985 DOI: 10.1016/j.aca.2016.10.032] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2016] [Revised: 06/20/2016] [Accepted: 10/19/2016] [Indexed: 11/28/2022]
Abstract
A bioelectronic tongue based on nanostructured biosensors specific for the simultaneous detection of sugars and phenols has been developed. The array combined oxidases and dehydrogenases immobilized on a lipidic layer prepared using the Langmuir-Blodgett technique where Glucose oxidase, d-Fructose dehydrogenase, Tyrosinase or Laccase were imbibed. A phthalocyanine was co-immobilized in the sensing layer and used as electron mediator. The array thus formed has been used to analyze grapes and provides global information about the samples while providing specific information about their phenolic and their sugar content. Using Principal Component Analysis (PCA) the array of voltammetric biosensors has been successfully used to discriminate musts prepared from different varieties of grapes (Tempranillo, Garnacha, Cabernet-Sauvignon, Prieto Picudo and Mencía). Differences could be also detected between grapes of the same variety and cultivar harvested in two successive vintages (2012 and 2013). Moreover, the ripening of grapes could be monitored from veraison to maturity due to the changes in their phenolic and sugar content. Using Partial Least Squares (PLS-1) analysis, excellent correlations have been found between the responses provided by the array of biosensors and classical parameters directly related to phenols (total polyphenol index, TPI) and sugar concentration (degree Brix) measured by chemical methods with correlation coefficients close to 1 and errors close to 0. It is also worthy to notice the good correlations found with parameters associated with the pH and acidity that can be explained by taking into account the influence of the pH in the oxidation potentials of the phenols and in the enzymatic activity. This bioelectronic tongue can assess simultaneously the sugar and the phenolic content of grapes and could be used to monitor the maturity of the fruit and could be adapted easily to field analysis.
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Affiliation(s)
- C Medina-Plaza
- Department of Inorganic Chemistry, Engineers School, Universidad de Valladolid, 47011 Valladolid, Spain
| | - J A de Saja
- Department of Condensed Matter Physics, Faculty of Sciences, Universidad de Valladolid, 47011 Valladolid, Spain
| | | | | | - G Medrano
- Bodega Cooperativa de Cigales, Valladolid, Spain
| | - M L Rodriguez-Mendez
- Department of Inorganic Chemistry, Engineers School, Universidad de Valladolid, 47011 Valladolid, Spain.
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Rodríguez-Méndez ML, De Saja JA, González-Antón R, García-Hernández C, Medina-Plaza C, García-Cabezón C, Martín-Pedrosa F. Electronic Noses and Tongues in Wine Industry. Front Bioeng Biotechnol 2016; 4:81. [PMID: 27826547 PMCID: PMC5078139 DOI: 10.3389/fbioe.2016.00081] [Citation(s) in RCA: 57] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/06/2016] [Accepted: 10/10/2016] [Indexed: 11/24/2022] Open
Abstract
The quality of wines is usually evaluated by a sensory panel formed of trained experts or traditional chemical analysis. Over the last few decades, electronic noses (e-noses) and electronic tongues have been developed to determine the quality of foods and beverages. They consist of arrays of sensors with cross-sensitivity, combined with pattern recognition software, which provide a fingerprint of the samples that can be used to discriminate or classify the samples. This holistic approach is inspired by the method used in mammals to recognize food through their senses. They have been widely applied to the analysis of wines, including quality control, aging control, or the detection of fraudulence, among others. In this paper, the current status of research and development in the field of e-noses and tongues applied to the analysis of wines is reviewed. Their potential applications in the wine industry are described. The review ends with a final comment about expected future developments.
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Affiliation(s)
| | - José A. De Saja
- Group of Sensors, Escuela Ingenierías Industriales, Universidad de Valladolid, Valladolid, Spain
| | - Rocio González-Antón
- Group of Sensors, Escuela Ingenierías Industriales, Universidad de Valladolid, Valladolid, Spain
| | - Celia García-Hernández
- Group of Sensors, Escuela Ingenierías Industriales, Universidad de Valladolid, Valladolid, Spain
| | - Cristina Medina-Plaza
- Group of Sensors, Escuela Ingenierías Industriales, Universidad de Valladolid, Valladolid, Spain
| | - Cristina García-Cabezón
- Group of Sensors, Escuela Ingenierías Industriales, Universidad de Valladolid, Valladolid, Spain
| | - Fernando Martín-Pedrosa
- Group of Sensors, Escuela Ingenierías Industriales, Universidad de Valladolid, Valladolid, Spain
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Rodríguez-Méndez ML, Medina-Plaza C, García-Hernández C, Rodríguez S, García-Cabezón C, Paniagua D, Rodríguez-Pérez MA, de Saja JA. Improvement of electrocatalytic effect in voltammetric sensors based on phthalocyanines. J PORPHYR PHTHALOCYA 2016. [DOI: 10.1142/s1088424616500218] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022]
Abstract
Voltammetric sensors based on phthalocyanines have been used to detect a variety of compounds. In this paper, the state of the art of sensors prepared using classical techniques will be revised. Then, new strategies to improve the performance of the sensors will be described using as example sensors chemically modified with lutetium bisphthalocyanine (LuPc[Formula: see text] dedicated to the detection of phenols of interest in the food industry. Classical LuPc2 carbon paste electrodes can detect phenols such as catechol, caffeic acid or pyrogallol with limits of detection in the range of 10[Formula: see text]–10[Formula: see text] M. The performance can be improved by using nanostructured Langmuir–Blodgett (LB) or Layer by Layer (LbL) films. The enhanced surface to volume ratio produce an increase in the sensitivity of the sensors. Limits of detection of 10[Formula: see text]–10[Formula: see text] M are attained, which are one order of magnitude lower than those obtained using conventional carbon paste electrodes. Moreover, these techniques can be used to co-immobilize two electrocatalytic materials in the same device. The limits of detection obtained in LB sensors combining LuPc2/AuNPs or LuPc2/CNT are further improved. Finally, the LB technique has been used to prepare biosensors where a phenol oxydase (such as tyrosinase or lacasse) is immobilized in a biomimetic environment that preserves the enzymatic activity. Moreover, LuPc2 can be co-immobilized with the enzyme in a lipidic film formed by arachidic acid (AA). LuPc2 can act as an electron mediator facilitating the electron transfer. These biomimetic sensors formed by LuPc2/AA/enzyme show Limits of detection of 10[Formula: see text] M and an enhanced selectivity.
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Affiliation(s)
- María L. Rodríguez-Méndez
- Department of Inorganic Chemistry, Industrial Engineers School, Universidad de Valladolid, 47011 Valladolid, Spain
| | - Cristina Medina-Plaza
- Department of Inorganic Chemistry, Industrial Engineers School, Universidad de Valladolid, 47011 Valladolid, Spain
| | - Celia García-Hernández
- Department of Inorganic Chemistry, Industrial Engineers School, Universidad de Valladolid, 47011 Valladolid, Spain
| | - Silvia Rodríguez
- Department of Inorganic Chemistry, Industrial Engineers School, Universidad de Valladolid, 47011 Valladolid, Spain
| | - Cristina García-Cabezón
- Department of Materials Science, Industrial Engineers School, Universidad de Valladolid, 47011 Valladolid, Spain
| | - David Paniagua
- Department of Inorganic Chemistry, Industrial Engineers School, Universidad de Valladolid, 47011 Valladolid, Spain
| | - Miguel A. Rodríguez-Pérez
- Department of Condensed Matter Physics, Faculty of Sciences, Universidad de Valladolid, 47011 Valladolid, Spain
| | - José A. de Saja
- Department of Condensed Matter Physics, Faculty of Sciences, Universidad de Valladolid, 47011 Valladolid, Spain
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Heidarbeigi K, Mohtasebi S, Serrano-Diaz J, Medina-Plaza C, Ghasemi-Varnamkhasti M, Alonso G, Garcia-Rodriguez M, Rafiee S, Rezaei K, Garcia-Hernandez C, de Saja J, Rodriguez-Mendez M. Flavour characteristics of Spanish and Iranian saffron analysed by electronic tongue. QUALITY ASSURANCE AND SAFETY OF CROPS & FOODS 2016. [DOI: 10.3920/qas2015.0591] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
Affiliation(s)
- K. Heidarbeigi
- Department of Mechanics of Agricultural Machinery, Faculty of Agricultural Engineering and Technology, University of Tehran, Karaj, Iran
- Department of Inorganic Chemistry, Engineers School, Universidad of Valladolid, Paseo del Cauce, 59, 47011 Valladolid, Spain
| | - S.S. Mohtasebi
- Department of Mechanics of Agricultural Machinery, Faculty of Agricultural Engineering and Technology, University of Tehran, Karaj, Iran
| | - J. Serrano-Diaz
- Cátedra de Química Agrícola, ETSI Agronomos de Albacete, Universidad de Castilla-La Mancha, 02071 Albacete, Spain
| | - C. Medina-Plaza
- Department of Inorganic Chemistry, Engineers School, Universidad of Valladolid, Paseo del Cauce, 59, 47011 Valladolid, Spain
| | | | - G.L. Alonso
- Cátedra de Química Agrícola, ETSI Agronomos de Albacete, Universidad de Castilla-La Mancha, 02071 Albacete, Spain
| | - M.V. Garcia-Rodriguez
- Cátedra de Química Agrícola, ETSI Agronomos de Albacete, Universidad de Castilla-La Mancha, 02071 Albacete, Spain
| | - S. Rafiee
- Department of Mechanics of Agricultural Machinery, Faculty of Agricultural Engineering and Technology, University of Tehran, Karaj, Iran
| | - K. Rezaei
- Department of Food Science, Engineering and Technology Faculty of Agricultural and Engineering Technology, University of Tehran, Karaj, Iran
| | - C. Garcia-Hernandez
- Department of Inorganic Chemistry, Engineers School, Universidad of Valladolid, Paseo del Cauce, 59, 47011 Valladolid, Spain
| | - J.A. de Saja
- Department of Condensed Matter Physics, Faculty of Sciences, Universidad de Valladolid, Spain
| | - M.L. Rodriguez-Mendez
- Department of Inorganic Chemistry, Engineers School, Universidad of Valladolid, Paseo del Cauce, 59, 47011 Valladolid, Spain
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Medina-Plaza C, García-Hernández C, de Saja J, Fernández-Escudero J, Barajas E, Medrano G, García-Cabezón C, Martin-Pedrosa F, Rodriguez-Mendez M. The advantages of disposable screen-printed biosensors in a bioelectronic tongue for the analysis of grapes. Lebensm Wiss Technol 2015. [DOI: 10.1016/j.lwt.2015.02.027] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/10/2023]
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