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Page 1: Agricultural and Food Electroanalysis · 2015-07-21 · Agricultural and Food Electroanalysis Editedby ALBERTOESCARPA MARÍACRISTINAGONZÁLEZ MIGUELÁNGELLÓPEZ AnalyticalChemistry
Page 2: Agricultural and Food Electroanalysis · 2015-07-21 · Agricultural and Food Electroanalysis Editedby ALBERTOESCARPA MARÍACRISTINAGONZÁLEZ MIGUELÁNGELLÓPEZ AnalyticalChemistry
Page 3: Agricultural and Food Electroanalysis · 2015-07-21 · Agricultural and Food Electroanalysis Editedby ALBERTOESCARPA MARÍACRISTINAGONZÁLEZ MIGUELÁNGELLÓPEZ AnalyticalChemistry

Agricultural and Food Electroanalysis

Page 4: Agricultural and Food Electroanalysis · 2015-07-21 · Agricultural and Food Electroanalysis Editedby ALBERTOESCARPA MARÍACRISTINAGONZÁLEZ MIGUELÁNGELLÓPEZ AnalyticalChemistry
Page 5: Agricultural and Food Electroanalysis · 2015-07-21 · Agricultural and Food Electroanalysis Editedby ALBERTOESCARPA MARÍACRISTINAGONZÁLEZ MIGUELÁNGELLÓPEZ AnalyticalChemistry

Agricultural and FoodElectroanalysis

Edited by

ALBERTO ESCARPAMARÍA CRISTINA GONZÁLEZ

MIGUEL ÁNGEL LÓPEZ

Analytical Chemistry,Physical Chemistry and Chemical Engineering Department,

University of Alcala,Spain

Page 6: Agricultural and Food Electroanalysis · 2015-07-21 · Agricultural and Food Electroanalysis Editedby ALBERTOESCARPA MARÍACRISTINAGONZÁLEZ MIGUELÁNGELLÓPEZ AnalyticalChemistry

This edition first published 2015© 2015 John Wiley & Sons, Ltd

Registered officeJohn Wiley & Sons Ltd, The Atrium, Southern Gate, Chichester, West Sussex, PO19 8SQ, United Kingdom

For details of our global editorial offices, for customer services and for information about how to apply for permission to reusethe copyright material in this book please see our website at www.wiley.com.

The right of the author to be identified as the author of this work has been asserted in accordance with the Copyright, Designsand Patents Act 1988.

All rights reserved. No part of this publication may be reproduced, stored in a retrieval system, or transmitted, in any form or byany means, electronic, mechanical, photocopying, recording or otherwise, except as permitted by the UK Copyright, Designsand Patents Act 1988, without the prior permission of the publisher.

Wiley also publishes its books in a variety of electronic formats. Some content that appears in print may not be available inelectronic books.

Designations used by companies to distinguish their products are often claimed as trademarks. All brand names and productnames used in this book are trade names, service marks, trademarks or registered trademarks of their respective owners. Thepublisher is not associated with any product or vendor mentioned in this book.

Limit of Liability/Disclaimer of Warranty: While the publisher and author have used their best efforts in preparing this book,they make no representations or warranties with respect to the accuracy or completeness of the contents of this book andspecifically disclaim any implied warranties of merchantability or fitness for a particular purpose. It is sold on the understandingthat the publisher is not engaged in rendering professional services and neither the publisher nor the author shall be liable fordamages arising herefrom. If professional advice or other expert assistance is required, the services of a competent professionalshould be sought

The advice and strategies contained herein may not be suitable for every situation. In view of ongoing research, equipmentmodifications, changes in governmental regulations, and the constant flow of information relating to the use of experimentalreagents, equipment, and devices, the reader is urged to review and evaluate the information provided in the package insert orinstructions for each chemical, piece of equipment, reagent, or device for, among other things, any changes in the instructions orindication of usage and for added warnings and precautions. The fact that an organization or Website is referred to in this workas a citation and/or a potential source of further information does not mean that the author or the publisher endorses theinformation the organization or Website may provide or recommendations it may make. Further, readers should be aware thatInternet Websites listed in this work may have changed or disappeared between when this work was written and when it is read.No warranty may be created or extended by any promotional statements for this work. Neither the publisher nor the author shallbe liable for any damages arising herefrom.

Library of Congress Cataloging-in-Publication Data

Agricultural and food electroanalysis / edited by Alberto Escarpa, Maria Cristina Gonzalez and Miguel Angel Lopez.pages cm

Includes bibliographical references and index.ISBN 978-1-119-96186-4 (cloth)

1.   Food–Analysis. 2.   Electrochemical analysis.   I. Escarpa Miguel, Alberto, 1968- editor. II. Gonzalez Martin,Maria Cristina, editor. III. Lopez Gil, Miguel Angel, editor.

TX545.A39 2015664′.07–dc23

2015016626

A catalogue record for this book is available from the British Library.

ISBN: 9781119961864Cover Image: pawel.gaul/iStockphoto

Set in 10/12pt TimesLTStd by SPi Global, Chennai, India

1 2015

Page 7: Agricultural and Food Electroanalysis · 2015-07-21 · Agricultural and Food Electroanalysis Editedby ALBERTOESCARPA MARÍACRISTINAGONZÁLEZ MIGUELÁNGELLÓPEZ AnalyticalChemistry

At the time we were editing this book, Professor Mascini passed away. Probably, one ofthe latest excellent contributions done in his vast successful career is found in this book.

In memoriam, editors would like to dedicate him these words as proof of his valuablecontribution to the field of electrochemical biosensors in food analysis.

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Contents

List of Contributors xvPreface xix

1. Electroanalysis and Food Analysis 1Paloma Yánez-Sedeno and José M. Pingarrón

1.1 Introduction and Adequacy of Electroanalysis for Food Analysis 11.2 Methodologies Related to Measurement Techniques 2

1.2.1 Continuous Detection Methods 21.2.2 Stripping Analysis 51.2.3 Potentiometry and Chronopotentiometry 71.2.4 Electronic Tongues 71.2.5 Impedance Spectroscopy 9

1.3 Electrochemical Sensors and Biosensors for Food Components 91.3.1 Molecularly Imprinted Electrodes 91.3.2 Enzyme Biosensors 101.3.3 Affinity Biosensors 12

1.4 Nanomaterials for Electrochemical Analysis of Food 141.5 Future Trends 16

Acknowledgments 16References 16

Part I Electroanalytical Techniques in Batch and ContinuousSystems in Food Analysis 21

2. Voltammetric Techniques 23Sandra Mendoza, Erika Bustos, Juan Manrıquez and Luis A. Godınez

2.1 Introduction 232.2 An Overview of Sweep Potential Electrochemical Techniques 23

2.2.1 Linear Sweep Voltammetry/Cyclic Voltammetry 252.2.2 Pulse Voltammetry Techniques 272.2.3 Normal Pulse Voltammetry 272.2.4 Differential Pulse Voltammetry 282.2.5 Square Wave Voltammetry 282.2.6 Stripping Voltammetry 29

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viii Contents

2.3 Applications of Voltammetric Techniques in Food Analysis 312.3.1 Food Contaminants: Heavy Metals, Pesticides, and Toxic

Substances 312.3.2 Trace Essential Elements 352.3.3 Food Additives 352.3.4 Nutraceuticals: Phenolic Acids, Flavonoids, and Others 40

2.4 Concluding Remarks 44Abbreviations 44References 44

3. Flow-Injection Analysis with Electrochemical Detection 49Fabiana Silva Felix and Lúcio Angnes

3.1 Introduction 493.2 Screening the Literature 513.3 Voltammetry under Flowing Stream 523.4 Flow Injection Analysis Principles 52

3.4.1 Liquid Propulsion in FIA 543.4.2 Methods of Sample Introduction in an FIA System 563.4.3 Flow Cell Designs 57

3.5 Batch Injection Analysis Principles 583.6 Sequential Injection Analysis Principles 603.7 Applications 61

3.7.1 FIA and Voltammetric Detection–A Happy Marriage 613.7.2 BIA with Voltammetric Detection 643.7.3 SIA with Voltammetric Detection 65

3.8 Advantages of Voltammetry under Flowing Stream 663.9 Concluding Remarks 67

Acknowledgments 67References 67

4. HPLC Techniques with Electrochemical Detection 73Manuel Chicharro Santamarıa, Mónica Moreno Barambio and AlbertoSánchez Arribas

4.1 Introduction 734.2 Fundamentals 75

4.2.1 Electrochemical Cell 754.2.1.1 Electrode Materials 764.2.1.2 Flow-Cell Designs 774.2.1.3 Operation Modes 80

4.2.2 Development of HPLC-ED Methods 854.2.2.1 Getting Started 864.2.2.2 Hydrodynamic Voltammograms 864.2.2.3 Mobile Phase Composition 874.2.2.4 Temperature 894.2.2.5 Flow Rate 904.2.2.6 Electrode Treatment 90

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Contents ix

4.2.2.7 Gradient Elution 914.2.2.8 Maintenance of HPLC-ED Systems 91

4.3 Analytical Designs and Performance 924.3.1 Natural Constituents 92

4.3.1.1 Carbohydrates 924.3.1.2 Amino Acids 944.3.1.3 Vitamins 964.3.1.4 Natural Phenolic Compounds 97

4.3.2 Nonanthropogenic Contaminants 984.3.2.1 Biogenic Amines 984.3.2.2 Mycotoxins 100

4.3.3 Anthropogenic Contaminants 1014.3.3.1 Antibiotics 1014.3.3.2 Pesticides (Herbicides, Insecticides, and

Fungicides) 1024.4 Concluding Remarks 104

References 105

5. Capillary Electrophoresis with Electrochemical Detection 117Gang Chen

5.1 Introduction 1175.2 Separation Techniques in Agricultural and Food Analysis 1185.3 ECD in the CE Analysis of Foods and Agricultural Products 119

5.3.1 Amperometric Detection 1195.3.2 Conductivity Detection and Potentiometric Detection 120

5.4 Instrumentations of CE-ECD 1215.5 Determination of Nutritions by CE-ECD 122

5.5.1 Amino Acids and Peptides 1225.5.2 Carbohydrates 1245.5.3 Vitamins 1265.5.4 Ions 127

5.6 Determination of Phenolic Compounds by CE-ECD 1275.6.1 Phenols in Tea 1275.6.2 Phenols in Coffee 1275.6.3 Phenols in Wines 1275.6.4 Phenols in Herbal Drugs 1285.6.5 Flavones in Herbal Drugs 128

5.7 Determination of Purines by CE-ECD 1305.8 Determination of Food Additives by CE-ECD 130

5.8.1 Preservatives 1305.8.2 Antioxidants 1315.8.3 Colors 1315.8.4 Artificial Sweeteners 131

5.9 Summary 131Abbreviations 132Acknowledgments 132References 133

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x Contents

Part II Electrochemical Sensing in Food Analysis 137

6. Microelectrode Designs 139Jonathan P. Metters and Craig E. Banks

6.1 Introduction 1396.2 Microfabrication Techniques 142

6.2.1 Lithography and Related Processes (Deposition, Sputtering,Other Relevant Technologies) 142

6.3 Screen-Printing for Producing Electrochemical Sensors 1496.3.1 Improving Mass Transport 1516.3.2 Metal Oxide Electrodes, Metal and Nano and Micro Modified

Screen-Printed Sensors 1596.4 Conclusions and Perspectives 161

References 161

7. Potentiometric Sensors 169Geza Nagy and Lıvia Nagy

7.1 Introduction 1697.2 The Types of Potentiometry 169

7.2.1 Potentiometric Stripping Analysis 1707.2.2 Zero Current Potentiometry 1717.2.3 Direct Potentiometry 1757.2.4 Titrimetric Methods 177

7.3 The Selectivity of Ion-selective Electrodes and Its Determination 1787.3.1 The Selectivity Coefficient 1787.3.2 Separate Solution and Mixed Solution Methods 178

7.3.2.1 Separation Solution Methods 1797.3.2.2 Mixed Solution Methods 180

7.4 Measuring Electrodes Used in Potentiometric Analysis 1817.4.1 Ion-selective Field Effect Transistors 1837.4.2 Severinghaus-type Probes 1837.4.3 Potentiometric Enzyme Electrodes 184

7.5 Special Tasks 1857.5.1 pH Measurements 1857.5.2 Miscellaneous Analytical Tasks by Potentiometric Methods 190

7.6 Application of Potentiometric Measurements for Anions 1917.6.1 Determination of Chloride Ion Concentration 191

7.6.1.1 Measurement of Cl− Concentration in Milk 1927.6.1.2 Measurement of Cl− Concentration in Meat and

Meat Products 1927.6.1.3 Measurement of Cl− Concentration in Butter 1927.6.1.4 Measurement of Cl− Concentration in Mayonnaise 1927.6.1.5 Measurement of Cl− Concentration in Soil Samples 1927.6.1.6 Chloride Ion Determination in Fruit Juice 193

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Contents xi

7.6.2 Determination of Fluoride Ion Concentration 1937.6.2.1 Fluoride Content of Wines 194

7.6.3 Applications of EPA Methods for Anion and Cation Analysis 1947.6.4 Determination of Potassium Ion Concentration 1957.6.5 Determination of Nitrate Ion Concentration 195

7.6.5.1 Nitrate Contain of Vegetables 1957.6.6 Determination of Calcium Ion Concentration 1977.6.7 Determination of Sweetening Additive Concentration 1977.6.8 Determination of Fumaric Acid Concentration 197

7.6.8.1 Measuring the Fumarate Content in Gelatin 1977.6.9 Quantification of Food Preservatives 198

7.6.9.1 Quantification of Sorbate 1987.6.9.2 Quantification of Benzoate 198

7.6.10 Determination of Aluminum Ion Concentration 1997.6.11 Methods for Detecting Histamine 199References 200

8. Electrochemical Enzyme Biosensors 207Ilaria Palchetti and Marco Mascini

8.1 Introduction 2078.2 General Features of Enzyme Biosensors 209

8.2.1 Enzyme Biosensor Assembly 2128.2.2 Enzyme Biosensor Stability 2138.2.3 Biosensors Based on the Principle of Enzyme Inhibition 213

8.3 Analytical Features of Enzyme Based Biosensors 2148.3.1 Biosensor Calibration 2148.3.2 Biosensor Calibration for Determination of Inhibitors 2158.3.3 Practical Aspects 215

8.3.3.1 Response Time 2158.3.3.2 Thickness of the Enzyme Layer 2168.3.3.3 Effect of Additional Membranes 216

8.4 Examples of Electrochemical Enzymatic Biosensors for Food Analysis 2168.4.1 Detection of Pesticides 217

8.5 Conclusion 219References 220

9. Electrochemical Immunosensors 223M. Teresa Fernández-Abedul, M. Begona González-Garcıa and AgustınCosta-Garcıa

9.1 Introduction 2239.2 Defining the Problem: The Targets 2259.3 Recognizing the Target 231

9.3.1 Antibodies 2319.3.2 Antigens 236

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xii Contents

9.4 Immunosensing Architectures 2369.4.1 Components of the Sensing Layer 2389.4.2 Surface Engineering Procedures 2569.4.3 Renewable Solid Surfaces 259

9.5 Performing Affinity Interactions for Molecular Recognition 2609.6 Transducing Immunological Events 263

9.6.1 Electrode Materials and Types 2639.6.1.1 Film Electrodes 264

9.6.2 Electrochemical Detection Methodologies 2669.6.2.1 Label-Free Approaches 2679.6.2.2 Amperometric Response to Labels 270

9.7 Advancing in Real Immunosensing 2749.7.1 Multiplexed Determinations 2759.7.2 Automation of Immunosensors 277

9.8 Processing Data 2789.9 Conclusions 278

Abbreviations 280References 283

10. Electrochemical Genosensors 295Briza Pérez-López and Arben Merkoçi

10.1 General Introduction on Electrochemical Genosensors 29510.1.1 Operation Principles 296

10.1.1.1 Label-Free (Direct) Detection 29610.1.1.2 Label-Based (Indirect) Detection 300

10.2 Detection Methodologies 30210.2.1 Voltammetric/Stripping 30310.2.2 Potentiometric 30410.2.3 Impedimetric 30610.2.4 Conductometric 306

10.3 Applications 30710.3.1 Species Identification 30710.3.2 Contaminant Monitoring 309

10.4 Conclusions and Future Trends 311Acknowledgments 311References 311

11. Electrochemical Biosensors Based on Nanomaterials 317Joseph Wang

11.1 Why Nanoscale Materials? 31711.2 Nanowires, Nanotubes, and Nanoparticles 31711.3 Nanomaterial-based Electrochemical Biosensors 319

11.3.1 Nanomaterial-based Biocatalytic Sensors 31911.3.2 Nanomaterial-based Bioaffinity Sensors 321

11.4 Future Prospects 325References 326

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Contents xiii

12. Electrochemical Sensing on Microfluidic Chips 331Alberto Escarpa, Marıa Cristina González and Miguel A. López

12.1 Electrochemical Detection Implementation in Microfluidic Chips 33112.2 Microchip Electrophoresis with Electrochemical Detection

for Food Analysis 33512.2.1 Microchip Electrophoresis with Amperometric Detection

for Organic Food Analytes 33512.2.2 Microchip Electrophoresis with Amperometric Detection for

Inorganic Food Analytes 34112.2.3 Microchip Electrophoresis with Conductometric Detection

for Food Analysis 34112.3 Microfluidic Chips with Nanomaterial-Based Electrochemical

Detection for Food Analysis 34212.4 Microfluidic Electrochemical Biosensing Chips for Food Analysis 34612.5 Outlook 350

Acknowledgments 351Acronyms 351References 352

13. Nanoelectrochemistry Applications Based on Electrospinning 357Matteo Scampicchio, Maria Stella Cosio, Solomon Lemma Mengistu andSaverio Mannino

13.1 A Note on Nanoelectrochemistry 35713.2 Electrochemical Sensors Modified with Nanofibrous Membranes 35813.3 Introduction to Electrospinning 35913.4 Applications of Electrochemical Sensors Based on Electrospinning 361

13.4.1 Nanofibrous Membranes as Coating Material 36113.4.2 High Permeability 36213.4.3 Selective Barrier to Diffusion 36213.4.4 Conducting Nanofibrous Membranes 36413.4.5 Biosensor Based on Nanofibrous Membranes 369References 374

14. Electrochemical Impedance Spectroscopy 381Araceli González-Cortés

14.1 Introduction 38114.2 Impedance Spectroscopy–Theoretical Background 38214.3 Chemical Sensors 38714.4 Electrochemical Biosensors Based on Impedance Spectroscopy 390

14.4.1 Enzymatic Biosensors 39114.4.2 Immunosensors 392

14.4.2.1 Impedimetric Immunosensors Using InterdigitatedArray Microelectrodes 403

14.4.3 Genosensors and Aptasensors 406

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xiv Contents

14.5 Nonelectrochemical Interfacial Impedance 41014.6 Conclusions and Perspectives 414

References 415

Part III Industrial Implications 421

15. Electroanalysis in Food Process Control 423Maria Stella Cosio, Simona Benedetti, Matteo Scampicchio and SaverioMannino

15.1 Sensors in Food Process 42615.2 Electronic Nose 42915.3 Electronic Nose Technologies 430

15.3.0.1 Metal Oxide Semiconductors 43115.3.0.2 Metal Oxide Semiconductor Field-Effect

Transistors 43115.3.0.3 Conducting Organic Polymers 43115.3.0.4 Piezoelectric Crystal Sensors 432

15.4 Electronic Noses for the Food Industry 43315.5 Electronic Tongue 43415.6 Pattern Recognition Models 43615.7 Sampling 43715.8 Conclusions 439

References 439

16. Instrumental Aspects of Food Analysis by Electrochemical Methods 443Wendell K. T. Coltro, Maria F. Mora and Carlos D. Garcia

16.1 Introduction 44316.2 Principles 44416.3 Instrumentation for Electrochemical Detection 445

16.3.1 Instruments for Voltammetric Techniques 44516.3.1.1 Amperometry 44516.3.1.2 Pulsed Amperometric Detection 44616.3.1.3 Voltammetry 447

16.3.2 Instrumentation for Potentiometric Techniques 44816.3.3 Instruments for Conductometric Techniques 44916.3.4 Instruments Developed for Portability 45116.3.5 Low-Cost Potentiostats 45516.3.6 Remotely Controlled Instruments 45916.3.7 Electrochemical Detectors Coupled to Microchip Capillary

Electrophoresis 46016.4 Conclusions 464

Acknowledgments 464References 464

Index 479

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List of Contributors

Lúcio Angnes, Instituto de Química, Universidade de São Paulo, Brazil

Alberto Sánchez Arribas, Departamento de Química Analítica y Análisis Instrumental,Universidad Autónoma de Madrid, Spain

Craig E. Banks, School of Chemistry and the Environment, Division of Chemistry andEnvironmental Science, Manchester Metropolitan University, UK

Mónica Moreno Barambio , Departamento de Química Analítica y Análisis Instrumental,Universidad Autónoma de Madrid, Spain

Simona Benedetti, Dipartimento di Scienze per gli Alimenti, la nutrizione e l’ambienteUniversità degli Studi di Milano, Italy

Erika Bustos, Centro de Investigación y Desarrollo Tecnológico en Electroquímica, Par-que Tecnológico Querétaro Sanfandila, México

Gang Chen, School of Pharmacy, Fudan University, China

Wendell K. T. Coltro, Institute of Chemistry, Federal University of Goias, Brazil

Stella M. Cosio, Dipartimento di Scienze e Tecnologie Alimentari e Microbiologiche, Uni-versità degli Studi di Milano, Italy

Agustín Costa-García, Departamento de Química Física y Analítica, Facultad deQuímica, Universidad de Oviedo, Spain

Alberto Escarpa, Departamento de Química Analítica, Química Física e IngenieríaQuímica, Universidad de Alcalá, Spain

Fabiana Silva Felix, Instituto de Química, Universidade de São Paulo, Brazil

M. Teresa Fernández-Abedul, Departamento de Química Física y Analítica, Facultad deQuímica, Universidad de Oviedo, Spain

Carlos D. Garcia, Department of Chemistry, The University of Texas at San Antonio, USA

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xvi List of Contributors

Luis A. Godínez, Centro de Investigación y Desarrollo Tecnológico en Electroquímica,Parque Tecnológico Querétaro Sanfandila, México

María Cristina González, Departamento de Química Analítica, Química Física e Inge-niería Química, Universidad de Alcalá, Spain

Araceli González-Cortés, Departamento de Química Analítica, Facultad de CienciasQuímica, Universidad Complutense de Madrid, Spain

M. Begoña González-García , Departamento de Química Física y Analítica, Facultad deQuímica, Universidad de Oviedo, Spain

Miguel A. López, Departamento de Química Analítica, Química Física e IngenieríaQuímica, Universidad de Alcalá, Spain

Saverio Mannino, Dipartimento di Scienze e Tecnologie Alimentari e Microbiologiche,Università degli Studi di Milano, Italy

Juan Manríquez , Centro de Investigación y Desarrollo Tecnológico en Electroquímica,Parque Tecnológico Querétaro Sanfandila, México

Marco Mascini, Dipartimento di Chimica Ugo Schiff, Università degli Studi di Firenze,Italy

Sandra Mendoza, Departamento de Investigación y Posgrado en Alimentos, UniversidadAutónoma de Querétaro, México

Solomon Lemma Mengistu, Free University of Bolzano, Italy

Arben Merkoçi, Institució Catalana de Recerca i Estudis Avançats (ICREA), Spain;Nanobioelectronics and Biosensors Group, Universitat Autònoma de Barcelona, Spain

Jonathan P. Metters, School of Chemistry and the Environment, Division of Chemistryand Environmental Science, Manchester Metropolitan University, UK

Maria F. Mora, Jet Propulsion Laboratory, California Institute of Technology, USA

Geza Nagy, General and Physical Chemistry, Faculty of Science, University of Pécs,Hungary

Lívia Nagy, Szentagothai Research Centre, University of Pécs, Hungary

Ilaria Palchetti, Dipartimento di Chimica Ugo Schiff, Università degli Studi di Firenze,Italy

Briza Pérez-López, Nanobioelectronics and Biosensors Group, Universitat Autònoma deBarcelona, Spain; LEITAT Technological Center, Spain

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List of Contributors xvii

José M. Pingarrón, Department of Analytical Chemistry, Faculty of Chemistry, UniversityComplutense of Madrid, Spain

Manuel Chicharro Santamaría, Departamento de Química Analítica y Análisis Instru-mental, Universidad Autónoma de Madrid, Spain

Matteo Scampicchio, Free University of Bolzano, Italy

Joseph Wang, Departments of Nanoengineering, University of California, USA

Paloma Yáñez-Sedeño, Department of Analytical Chemistry, Faculty of Chemistry,University Complutense of Madrid, Spain

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Preface

This pioneer book Agricultural and Food Electroanalysis provides a description and ratio-nale use of modern electroanalytical techniques, strategies, and approaches in the excitingfield of agricultural and food analysis. Electrochemical techniques offer very valuable fea-tures such as very good sensitivity, tunable selectivity, low cost, simple use, inherent minia-turization, high compatibility with modern technologies required from microfabricationtechniques to build “lab-on-a-chip” devices, high compatibility with surface modificationemploying biological reagents as well as exciting nanomaterials such as nanoparticles, nan-otubes, and nanowires. Without any question, with the incursion of advanced approachessuch as screen printed technology, biosensors, microchips, and nanotechnology, amongothers, electroanalysis is living a truly Renaissance and new frontiers have been clearlyopened in the last years.

This book is divided in three parts and contains 16 chapters written by trulywell-recognized experts in the field.

The first chapter, Electroanalysis and Food Analysis, has the important role to introducethe readers in the whole book where the adequacy of electroanalysis to agricultural andfood analysis is exposed.

Following this initial introductory chapter, the book is structured in three parts. Thefirst part discusses different Electroanalytical Techniques in Batch and Continuous Sys-tems as highly remarkable tools in the agricultural and food field. In this sense, Chapter 2deeply explores the sweep potential electroanalytical techniques, while Chapter 3 allowsthe readers to obtain fundamental information on voltammetric techniques coupled to flowsystems which could proportionate faster analysis, reproducible results, high sensitivity,with additional advantages such as the requirement of less sample, and the use of simplerinstrumentation.

Separation techniques coupled to electrochemical detectors are also studied in thissection. Chapter 4 deals with the design and integration of electrochemical detectorswithin the HPLC separation system and their compatibility and compromise with thechromatographic conditions necessary to achieve the optimum resolution of the ana-lytes in agricultural and food field. Chapter 5 introduces the key strategies in capillaryelectrophoresis using electrochemical detection for separating and detecting a varietyof constituents in foods and agricultural products. That includes the commonly usedseparation modes of capillary electrophoresis, its coupling with electrochemical detection,and its application in agricultural and food analysis.

The largest part of the book, organized in the following nine chapters, is dedicated tothe Electrochemical Sensing in Food Analysis. Chapter 6 introduces microelectrodes and

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xx Preface

microelectrode arrays which can be used for both fundamental and applied electrochem-istry. Different approaches to fabricate such transducers are critically overviewed withspecial emphasis on the requirement of sensors that can be used at the site of sampling,being cost-effective and reproducible. Besides, the importance of potentiometric sensorsand electrochemical biosensing approaches is deeply studied in Chapters 7–11.

Electrochemical transducers combined with an enzyme as a biochemical component con-stitute the largest category of biosensors, thus becoming an important tool for the detectionof highly concern analytes in agricultural and food monitoring. This matter is consideredin Chapter 8. The design, chemical construction, and application in agricultural and foodelectroanalysis of the further most important biosensing approaches such as immunosen-sors and genosensors are studied in Chapter 9 and Chapter 10, respectively. Additionally,Chapter 11 discusses the recent trends that have led to powerful nanomaterial-based electro-chemical biosensing devices and examines the related prospects and challenges suggestingconsiderable promise for diverse applications in the food and agricultural field.

The next two chapters of this book section address the novel micro- and nanotechnologiesimpact in the field. Electroanalysis on board of microfluidics and lab-on-a-chip platformsis studied in Chapter 12 and selected nanoelectrochemistry applications for food analysisare covered in Chapter 13. To conclude this part, Chapter 14 deals with the principles andfood applications using electrochemical impedance spectroscopy.

The book finishes with two chapters configuring the third part regarding Industrial Impli-cations: Electroanalysis in Food Process Control (Chapter 15) and Instrumental Aspectsof Food Analysis by Electrochemical Methods (Chapter 16). Unlike traditional chemicalanalysis, performed in well-equipped laboratories with the aim to identify and quantifysmall amounts of analytes, the goal of process analytical chemistry is to supply quanti-tative and qualitative information about a chemical process that can be used not only tomonitor and control the process, but also to optimize its efficient use of energy, time, andraw materials. In addition, it is possible to simultaneously minimize plant effluent releaseand to improve product quality. These important concepts adapted to food and agriculturalelectroanalysis are focused in Chapter 15. In contrast, despite the clear advantages asso-ciated with electrochemical detectors, the training of personnel and somehow the limitedavailability of commercial instruments has traditionally limited the development of elec-trochemical methods applied to agricultural and food-related samples. In the light of suchconsiderations, Chapter 16 aims to provide a brief overview of the key instrumental aspectslinked to agricultural and food electroanalysis.

In sum, and in editor’s opinion, this valuable text offers a comprehensive vision aboutdifferent electrochemical techniques following their basic principles, instrumentation, andmain applications in the field of food and agricultural analysis. Also, editors hope that thecritical and attractive vision of the book will help readers to get introduced in the excitingarea of agricultural and food electroanalysis.

Finally, the editors would like to thank to all the authors for their excellent contributionsto this pioneer book in the agricultural and food analysis field.

Alberto Escarpa, María Cristina González, and Miguel Ángel LópezEditors

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1Electroanalysis and Food Analysis

Paloma Yáñez-Sedeño and José M. PingarrónDepartment of Analytical Chemistry, Faculty of Chemistry, University Complutense of

Madrid, 28040, Madrid, Spain

1.1 Introduction and Adequacy of Electroanalysis for Food Analysis

Electroanalysis is a powerful analytical tool for food analysis. Since the early times ofpolarography and potentiometry until the current developments of chemical sensors,biosensors and lab-on-a-chip (LOC) devices involving electrochemical detection princi-ples and many other electroanalytical methodologies have demonstrated their usefulnessto accomplish the requirements imposed by the food industry for the analytical monitoringand control of raw materials and foodstuffs. This is particularly true in the last decadeswhere impressing advances exhibited in automation, miniaturization, and easy handlingof electroanalytical devices including both the corresponding instrumentation and theelectrodes employed as electrochemical transducers, have led to user-friendly methodsof analysis that are competitive against other well-established analytical techniques suchas chromatography and spectroscopy. This, together with the inherent affordable costsof electroanalytical approaches and the superior sensitivity that can be achieved usingmodern voltammetric techniques or coupling with amplification response methodologiesinvolving nanomaterials, makes modern electroanalysis a more than suitable strategyto face up to the increasingly demanding requirements of food industry to ensure foodquality, control, and safety [1].

The development and innovation in food industry rely basically on the concepts of foodsafety and food quality. However, lately, products as foodstuffs supplemented with com-pounds such as omega-3 acids, vitamins, fiber, and so on, which confer them particularproperties sought by specific strata of society, have burst into the modern food industryproviding products with a high added value. Obviously, as the food chain is increasingly

Agricultural and Food Electroanalysis, First Edition.Edited by Alberto Escarpa, María Cristina González and Miguel Ángel López.© 2015 John Wiley & Sons, Ltd. Published 2015 by John Wiley & Sons, Ltd.

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2 Agricultural and Food Electroanalysis

complex, there is a high demand for the development of efficient traceability systems whichare able to guarantee the firmness of the whole chain. These systems should possess highsensitivity, ability to be implemented rapidly, and permit automatic screening.

Food quality can be understood as a set of factors which are able to differentiate foodproducts according to their organoleptic characteristics, composition, and functional prop-erties. An increased regulatory action together with an increased consumer demand forinformation have led to the extensive labeling of major and minor constituents of the food-stuffs. The scientific evaluation of the food freshness is another important task concerningfood quality assessment. A list of the most current compounds to be analyzed for foodquality assessment can be found in [2]. Moreover, continuous monitoring of food indus-trial processes allow real-time detection of possible errors in the chain production as wellas taking decisions to rectify such errors in an immediate manner. The assessment of foodsafety is the other key axe for the modern food industry. In general, one can speak aboutfood contamination when dealing with harmful substances or microorganisms that are notintentionally added to the food. Contaminants may enter the food chain during growth,cultivation, or preparation, accumulate in food during storage, form in the food throughthe interaction of chemical components or may be concentrated from the natural compo-nents of the food [3]. However, chemicals are also added during food processing in theform of additives. At present, pathogen microorganisms, pesticides, animal-drug residues,and antimicrobial drug resistance are the main concerns for food safety. Food regula-tory agencies have established control programs, such as the HACCP (Hazard AnalysisCritical Control Point) program, to avoid the entering of these substances into the foodchain [4].

Electroanalysis has played a relevant role in food quality and food safety assessment and,in the last few years, it is increasingly significant due to the combination of sensors andbiosensors technology, even in a disposable manner, with efficient electrochemical trans-duction techniques allowing the implementation of rapid and reliable detection methods.To provide an overview of the state of art in the use of electrochemical techniques in thefield of agricultural and food analysis, we discuss in this chapter some examples on thelatest advances in this field, pointing out on relevant methodologies related to the measure-ment techniques, including the development of electrochemical sensors and biosensors forfood components, and the use of nanostructured electrodes.

1.2 Methodologies Related to Measurement Techniques

1.2.1 Continuous Detection Methods

In general, the application of electrochemical techniques for the detection of analytes ina continuous mode has demonstrated to be able to improve the sensitivity and selectivityof well-established analytical methods. Electrochemical detection has shown to be appro-priate to be combined with high-performance liquid chromatography (HPLC), flow injec-tion analysis, capillary electrophoresis, or microfluidics-based methodologies. There arenumerous examples regarding food analysis where the improvements achieved using elec-trochemical detection techniques can be illustrated. With respect to liquid chromatography,methods are still being developed for detecting healthy food components. Representative

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Electroanalysis and Food Analysis 3

examples are the simultaneous determination of hydroxy polymethoxy-flavones in citrusproducts and orange juice [5], and a very recent method for the determination of phenolicsin olive oil [6]. In both cases, HPLC with coulometric detection at multichannel CoulArraydetector was used which enabled a high sensitivity to be obtained. Moreover, method-ologies developed for the detection of drugs and pesticide residues using electrochemi-cal detection can be found in the recent literature. As examples, the efficient separationand sensitive determination of sulfonamides in shrimps using a monolithic column andamperometric detection at a boron-doped diamond electrode [7], and the detection of car-bamate pesticides in fruits and vegetables using an acetylcholinesterase biosensor wherethe enzyme was immobilized on a polyaniline–carbon nanotubes composite electrode [8],can be cited.

Flow-injection methods with electrochemical detection continue to attract great attentionin the field of food analysis due to the inherent simplicity of these approaches and the goodanalytical performance provided. A recent and interesting application involves a single-lineflow injection system combined with multiple pulse amperometric detection with a boron-doped diamond electrode for the simultaneous determination of two pairs of food colorants:tartrazine (TT) and sunset yellow (SY) (TT–SY) or brilliant blue (BB) and SY (BB–SY)in sports drink beverages, gelatin, and powdered juice. A dual-potential waveform wasapplied to the electrode for both colorants in each pair to be determined with detectionlimits ranging between 0.80 and 3.5 μM [9]. Batch injection analysis (BIA) combined withelectrochemical detection has also been applied in this field taking advantage of the ver-satility, reproducibility, high analytical frequency, sensitivity, portability, and sample sizeprovided by this combination [10]. Using these systems, precise sample plugs are directlyinjected onto the working electrode surface which is immersed in a large-volume blanksolution, and the electrochemical responses are recorded directly. For example, ampero-metric detection at a Prussian Blue-modified graphite-composite electrode was recentlydescribed for determining H2O2 in high- and low-fat milk samples [11]. In this method,an electronic micropipette injected 100-μl aliquots of 10-fold diluted samples directly ontothe modified electrode immersed in the BIA cell (Figure 1.1). The detection limit was low(10 μM), and good recovery values were achieved for spiked samples.

Within this family of continuous methodologies, it is also important to mention thesequential injection lab-on-valve (SI-LOV) technique, which allows increasing samplingcapacity and the automation of the analytical methods [12]. In a recent article, an SI-LOVsystem was used for the sensitive determination of hypoxanthine [13]. As one of thepurine bases, hypoxanthine is produced during the degradation process of fresh meat andfish, so that the content of this compound can be envisaged as a valuable indicator of foodfreshness [14]. In the cited work, a Fe3O4/multiwalled carbon nanotubes (MWCNTs)/𝛽-cyclodextrin (𝛽-CD) (Fe3O4/MWCNTs/𝛽-CD) modified electrode was employed tomeasure the electrochemical oxidation of hypoxanthine. A diagram of the SI-LOV systemused is depicted in Figure 1.2. After aspiration of 500 μl phosphate buffer solution (PBS)into the holding coil, various microvolumes of carrier, air, sample solution, and PBS, wereaspirated and transferred into electrochemical flow cell (EFC) for the analyte accumulationon the modified electrode at 0.1 V. Then, the stripping voltammogram of hypoxanthinewas recorded. Under the optimized conditions, a linear dependence between log Ip vs.log [hypoxanthine] was found in the 5.0× 10− 8 –1.0× 10− 5 range, and the method wasapplied in determining hypoxanthine in meat samples.

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4 Agricultural and Food Electroanalysis

Top cover

(Polyethylene)

(a) (b)

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Figure 1.1 (a) Schematic diagram of the batch injection cell containing the three-electrodesystem. (b) BIA amperometric responses of PB-modified graphite composite electrode for100–600 μmol/l H2O2. Reproduced from Ref. [11] with permission from Elsevier

HC

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Figure 1.2 (a) Schematic diagram of SI-LOV manifold for hypoxanthine analysis: C, carrier(H2O); SP, syringe pump; HC, holding coil; W, waste; A, air; S, sample; PBS, phosphate buffersolution, EFC, electrochemical flow cell (internal volume 200 μl). (b) Stripping voltammogramsfor (a–i) 0.05–10 mmol/l hypoxanthine. Inset: log Ip vs. log hypoxanthine concentration cali-bration plot. Reproduced from Ref. [13] with permission from Elsevier

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Electroanalysis and Food Analysis 5

R7

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electrode

Pt wire

R4

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Buffer solution

Sample waste

Sample input

R3FASI channel

FASS channel

Separation channel

Figure 1.3 Scheme of the microfluidic device for sulfonamides separation and detection.Reproduced from Ref. [16] with permission from Elsevier

During the past 20 years, a great progress has been made in the development of minia-turized systems for chemical analysis. In this context, microfluidics has attracted specialinterest because of offering remarkable sensitivity, inherent miniaturization, low cost,portability, compatibility with mass fabrication, and on-site analysis. The manipulationof small amounts of fluids through microchannels can be combined with miniaturizationtechnologies for developing “LOC” devices, which intend the integration of differentsteps involved in the analytical process. When a separation step is required, capillaryelectrophoresis (CE) has demonstrated to be very appropriate for miniaturized technology.A representative example of application of these systems to agricultural and food analysisis the determination of phenolic compounds (tyrosol, hydroxytyrosol, and oleuropeinglucoside) in olive oil using glass microchip electrophoresis with end-channel ampero-metric detection at a 100-μm gold wire working electrode [15]. Other recent applicationmakes use of a microfluidic device for the simultaneous detection of five sulfonamidesin meat involving preconcentration of the analytes in the microfluidic device (Figure 1.3)followed by their electrokinetic separation and amperometric detection at Al2O3 –goldnanoparticles (AuNPs)-modified carbon paste electrodes. A linear range between 0.01 and2,025 pM, and detection limits between 0.91 and 2.21 fM were obtained [16].

Capillary electrophoresis with amperometric detection was also used for the determina-tion of four electroactive preservatives (methylparaben, ethylparaben, propylparaben, andbutylparaben) and, indirectly, two nonelectroactive preservatives (potassium sorbate andsodium lactate) in various types of foodstuffs [17]. Moreover, high-performance micel-lar electrokinetic capillary chromatography with amperometric detection (MECC–AD)has been also employed for the fast determination of melamine (2,4,6-triamino-s-triazine),which was occasionally used to increase the apparent protein content of milk products [18].

1.2.2 Stripping Analysis

Mercury film electrode has been widely used in stripping voltammetry for a long timeowing to its excellent electrochemical behavior. However, the toxicity of mercury has ledto the development and use of the environmentally friendly bismuth film electrode (BiFE).This electrode is characterized by the simple preparation process, large enough accessiblepotential window, high sensitivity, well-defined, and undistorted stripping signal, as well asgood resolution of neighboring peaks. In addition, BiFE is less sensitive to the presence of

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6 Agricultural and Food Electroanalysis

dissolved oxygen than MFE [19]. An interesting example of recent applications of strippingmethodologies with BiFE in food analysis is the determination of azo-compounds used asdyes for food, beverages, and textile industry coloring, which represent a human hazardbecause their degradation products, including amines, are carcinogenic. A bismuth/poly(p-aminobenzene sulfonic acid) (p-ABSA) composite film-coated glassy carbon electrode(GCE) (Bi/poly(p-ABSA)/GCE), prepared by depositing bismuth on the poly(p-ABSA)modified electrode at −0.9 V, was used in this method. Azo-compounds such as 1-(2-pyridylazo)-2-naphthol (PAN), 4-(2-pyridylazo)-resorcinol (PAR), and azobenzene weredetermined by differential pulse voltammetry in orange and lemon beverages [20]. Othermetallic films have also been employed for the preparation of modified electrodes to beapplied in stripping methodologies for food analysis. For example, adsorptive strippingvoltammetry (AdSV) with an in situ plated lead film GCE was used for the determinationof vitamin B1 (thiamine) in juices. Thiamine was preconcentrated at −1.25 V and thenelectrochemically reduced by scanning the potential from −1.25 to −1.55 V using squarewave voltammetry (SWV). A range of linearity between 0.0133 and 0.265 mg/l thiaminewas reported with this methodology [21].

Despite the attempts to substitute mercury electrodes by other greener film electrodes,some recent applications involving Hg electrodes still appear in the literature. As anexample, a method for the determination of the antibiotic ceftiofur (CF) in milk has beenreported implying the adsorptive accumulation of the drug on a hanging mercury-dropelectrode (HMDE) and reductive SWV. CF is a widely used broad-spectrum third-generation cephalosporin, which is approved for the treatment of infections in cattle,swine, sheep, goats, turkeys, and chickens. By application of the AdSV methodology,a linear calibration plot between 52.4 and 524 ng/ml, which allowed testing of theestablished tolerance level of 100 ng/ml for CF residues in bovine milk, was achieved.The method was applied to determine CF in spiked milk samples [22]. HMDE andSWV were also used for trace determination of azoxystrobin [methyl (E)-2-{2-[6-(2-cyanophenoxy)-pytimidin-4-yloxy]phenyl}-3-methoxyacrylate] and dimoxy-strobin[(E)-o-(2,5-dimethylphenoxymethyl)-2-methoxyimino-N-methyl phenylacetamide] inpotatoes, grapes, and grape juice. These compounds are synthetic pesticides, the strobil-urins, which are derived from the natural occurring 𝛽-methoxyacrylates. In this method,limits of quantification as low as 119 μg/l in grape juice and 45 μg/kg in potatoes andgrapes were found using deposition potential and deposition time values of −300 mV and30 s, respectively [23]. Differential pulse stripping voltammetry at an HMDE was alsoused for the simultaneous determination of tetracycline antibiotics in spiked animal feedand fresh fish muscle dosed with the drugs. The voltammograms from the drug mixtureproduced complex, overlapping profiles, and chemometrics methods were applied forcalibration modeling. The analytical linear ranges were within 0.02–0.18 μg/ml and thecorresponding limit of detections (LODs) were within 3–5 μg/l [24].

However, metal traces in foods were also determined by stripping analysis. For example,in a recent method, the sequential voltammetric determination of Hg(II) and Cu(II) at agold electrode, and of Cu(II), Pb(II), Cd(II), Zn(II) at an HMDE by SW anodic strippingvoltammetry in matrices involved in food chain as whole meal, wheat, and maize meal,was proposed. The supporting electrolyte was 0.01 mol/l EDTA-Na2 + 0.06 mol/l NaCl+ 2.0 mol/l HClO4, and the analytical procedure was validated by the analysis of standardreference materials [25].

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Electroanalysis and Food Analysis 7

1.2.3 Potentiometry and Chronopotentiometry

Potentiometric detection using ion selective electrodes (ISEs) has had wide application inthe field of food analysis since long time ago due to the fair selectivity, wide linear dynamicrange, low cost, and automation ability of the derived methods [26]. Advances ISEs, devel-oped in the last years, have also found application in this area. For example, solid-contaction-selective platforms based on GCEs coated with electropolymerized polyaniline (PANI)and tetrasubstituted thiacalix[4]arene ionophores were reported for the discrimination ofthe brands of apple juices and herbal liqueurs. The samples were diluted and spiked withFe3+, and the variation of the signal from this ion, which is related to its reactivity withthe organic ligands, was monitored. The method was also applied to the determination ofantioxidants (ascorbic, malic, oxalic acids, hydroquinone, and quercetin) in the range from5.0 × 10− 6 to 1.0 × 10− 2 M [27]. A potentiometric fumarate (FUM) ion selective elec-trode (Pt/Hg/Hg2+ FUM/graphite) has been recently developed for the determination of theacidulant additive fumaric acid in powdered foods such as gelatin, instant pudding, and icecream. The achieved sensitivity was (−29.2 ± 0.6) mV/decade over a concentration rangebetween 7.5× 10− 7 and 1.0× 10− 2 M [26]. A graphite carbon electrode coupled with aflow system was also used for the potentiometric determination of citrate in fruit juices andan isotonic drink. The fundamentals of this procedure involve the ion-exchange adsorptionprocess of citrate on the electrode surface and the subsequent potential change. The elec-trode exhibits a linear response, with a slope of −29.0 ± 1.0 mV/decade, in a 0.07–7.0 mMconcentration range with an LOD of 3.0 μM [28].

Chronopotentiometric analytical methods have also found application in the field of foodanalysis. In this technique, the oxidation or reduction of species at a constant current is car-ried out, and the transition time is measured as the quantitative characteristic [29]. In thiscontext, recent chronopotentiometric methods have been reported for histamine determi-nation in foodstuffs. One of these methods was based on the oxidation of the amine at aplanar gold disc electrode in the presence of electrogenerated chlorine which facilitatescharge transfer between the analyte and the electrode surface. Well-defined signals wereobserved at +1.15 V in hydrochloric acid medium, giving rise to a linear calibration plot inthe 2–100 mg/l concentration range with an LOD of 0.27 mg/l histamine. The method wasapplied to the determination of histamine in fermented sausages [30]. The same authorsused a mercury film electrode to develop a chronopotentiometric method for histamine incheese [29].

1.2.4 Electronic Tongues

Electronic tongues are multisensor systems with marked mix-response, capable of givinga wide and complete response toward the analyzed species [31]. Advanced mathematicalprocedures for signal processing based on pattern recognition and/or multivariate analy-sis, able to extract meaningful data from the complex readings, are usually needed in theirapplications [32]. Electronic tongues involving arrays of electrodes suitable for voltammet-ric experiments have been applied in food quality studies, namely in wines [33], milk [34],and fruit juices [35]. An illustrative recent example is the development of an electronictongue that combined non-noble metals (Ni, Co, and Cu) and noble metals (Au, Pt, Rh, Ir,and Ag) for the determination of chloride, nitrate, and nitrite in minced meat. A rational

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8 Agricultural and Food Electroanalysis

design of the waveform used by the electronic tongue and multivariate analysis includingcross validation and partial least square (PLS) to build suitable management and predictionmodels for the analysis were reported [36]. Another electronic tongue has been developedfor the simultaneous determination of the ethanol acetaldehyde, diacetyl, lactic acid, aceticacid, and citric acid content in probiotic fermented milk. The sensor array comprised ofseven nonspecific, cross-sensitive sensors coupled with a reference Ag/AgCl electrode.Samples of plain, strawberry, apple-pear, and forest-fruit flavored probiotic fermented milkwere analyzed and the results were used for the development of neural network models forrapid estimation of the aroma compounds content in probiotic fermented milk [37].

Monitoring of biotechnological processes, including fermentation, by determination ofphysicochemical parameters allows the suitable control of the process ongoing includingthe detection of possible relevant perturbations. A sensor array composed of potentiometricand voltammetric sensors (Figure 1.4a) was proposed as an efficient tool to control theproduction process of beer. The sensor array consisted of 10 miniaturized ion-selectiveelectrodes and silicon based three-electrode voltammetric transducers. The obtained resultswere processed using PLSs and PLS-DA (partial least squares-discriminant analysis).The samples originated from batch of homemade beer fermentation and from two stagesof the process: fermentation reaction and maturation of beer [38]. Also, a bioelectronictongue has been constructed for the estimation of the polyphenol content in wine. Theapproach involved an array of four voltammetric enzyme biosensors (Figure 1.4b) usingepoxy–graphite composites and a chemometric processing tool, which is able to interpretthe chemical signals and extract meaningful data from the complex readings. One blank

“0” samples

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Figure 1.4 Schemes of the experimental setups of: (a) a hybrid electronic tongue for the con-trol of the beer production process. Reproduced from Ref. [38] with permission from Elsevier.(b) A bioelectronic tongue for quantification of polyphenols in wine. Reproduced from Ref.[31] with permission from Elsevier