Elsevier

Sensors and Actuators B: Chemical

Volume 202, 31 October 2014, Pages 1298-1304
Sensors and Actuators B: Chemical

Electrochemical detection of biogenic amines during food spoilage using an integrated sensing RFID tag

https://doi.org/10.1016/j.snb.2014.05.106Get rights and content

Abstract

This work outlines a new approach for modifying conventional RFID tags with chemically sensitive conductive composites. Conductive composite films were integrated into the RFID tag circuit. As the film was exposed to selected analytes the film swelled increasing the resistance of the film and decreasing the communicating ability of the RFID tag. Using maleic anhydride as the sensing material, the composite was able to detect different biogenic amines associated with food spoilage. RFID tag response was found to depend on amine concentration, tag initial resistance and type of biogenic amine. RFID sensors of this nature are attractive for a number of applications in the gaseous sensing industry.

Introduction

Amine identification and quantification is challenging because underivatized amines are difficult to separate in common liquid and gas chromatography columns. We are interesting in developing portable amine sensors with the goal of detecting amines produced during food spoilage. This objective is particularly challenging because both aliphatic and aromatic di and tri-amines are present in these samples. Traditional analytical techniques such as gas chromatography coupled to mass spectrometry are plagued because samples containing multiple amines must be derivatized to be sufficiently separated. In addition this technique is costly, time consuming and requires a trained technician.

Food spoilage occurs as enzymes in bacteria decarboxylize amino acids to form biogenic amines. A number of volatile components are emitted during food spoilage including alcohols, esters, and ethylene; but are focus is to detect amines because of their biogenic effect. Biogenic amines are volatile organic molecules that make-up the toxic component of spoiled food and they are a direct indicator to detect food spoilage in meat, fish, wine, cheese and other food stuffs [1], [2], [3], [4]. Biogenic amines have been detected in food primarily using liquid chromatography, [5], [6] but other methods such as capillary electrophoresis, [7], [8] mass spectrometry, [9], [10], [11], [12], [13] ion mobility spectrometry, [14] colorimetric, [15], [16] metal oxide sensors [17] and electronic nose sensors [18], [19] have also been employed to detect biogenic amines. There are several detriments to these techniques: extensive sample preparation is required, instrumentation is expensive and requires a skilled technician, sample measurements must be done in a laboratory setting and these techniques are invasive to the sample. For these reasons, portable sensors have been developed to perform food spoilage detection by measure changes in temperature, pH or evolved gas [20], [21], [22], [23], [24]. These sensors have many advantages: they are cost effective, they can be incorporated into food packaging and the sensor can be interpreted by any user. These sensor function by monitoring bacteria stimulus such as the temperature the food is stored in and extrapolate from this the count of bacteria on the food stuffs and the amount of biogenic amines produced using a statistical prediction. The disadvantage of this is the margin of error in the statistical analysis of bacterial growth, a prediction that underestimates bacterial growth can make a person very ill.

One emerging approach to performing analysis of volatile molecules encompasses attaching an absorbing polymer film to an electronic sensor. This technique uses changes in the electronic properties of polymer sensing film to detect volatile chemicals as they absorb to the polymer film [25], [26], [27], [28], [29]. Using an impedance analyzer several parameters of the polymer film such as real and imaginary impedance spectra could be measured to identify and quantify different vapours. This method has had limited success detecting amines [12], [18], [19]. The disadvantages of this work include using expensive Nafion film as the sensing film, needing a network analyzer to perform readings, readings are position-dependant for analyte quantitation and relying on multivariate statistical analysis methods for identification and quantification. Others have combined sensing devices with RFID tags to achieve ‘wireless chemical and biological sensing’ [30], [31], [32], [33], [34], [35].

This paper describes a new method for chemically sensing biogenic amines using smarter RFID tags. Conventional, cost effective passive RFID tags were modified for these experiments. Contrary to other approaches that attached a sensor to the RFID antenna, this method integrates a conducing composite into the RFID tag. When the composite swells the RFID tag optimal frequency for reflecting radio waves shifts to a lower frequency and the amount of radio waves reflected back decreases. The response of the RFID tag was shown to a function of amine concentration as well as composite resistance. Detection was demonstrated with biogenic amines relevant to food spoilage: putrescine, histamine, cadaverine, spermine and spermidine. The sensing film swells in the presence of volatile biogenic amine and de-swells when the stimulus is removed, therefore these sensors can be reused. In this way RFID tags have the ability to track their product but also measure the quality of the delivered product.

Section snippets

Materials

Biogenic amine chloride salts of putrescine, histamine, cadaverine, spermine and spermidine were received from Sigma Aldrich (Oakville, ON) and used as received. Composites were composed of carbon (graphitized, particle size <500 nm), maleic anhydride and poly(ethylene-co-vinyl acetate) (PEVA) (vinyl acetate 18 wt%) were purchased from Sigma Aldrich (Oakville, ON) and used as received. Passive copper RFID tags (STMicroelectronics) with a nominal frequency of 13.56 MHz were purchased from Digi-Key

Measuring RFID tag properties over time

In this work a sensing film composed of PEVA, carbon black and maleic anhydride was used to detect biogenic amines produced during bacterial food spoilage. PEVA was selected as the polymer base because in previous studies it was shown to not swell greatly with water which is present in all samples in large quantities [37]. Carbon black was added to the film to ensure the film was conductive. Maleic anhydride was used as the sensing material in the film; maleic anhydride binds to primary amines

Conclusions

RFID tag components can be replaced with conductive sensing composites to achieve chemical sensing on a conventional RFID tag measuring tag reflectance or resistance properties while the memory chip provides more information about the product. The RFID tag described here was an inexpensive passive RFID tag modified with a composite of carbon black, maleic anhydride, and PEVA using simple bench top pipetting. The modified tag was able to detect volatile biogenic amines typically produced during

Future work

In this work we have described proof of concept experiments that illustrate a method to detect volatile biogenic amines using passive RFID tags. A study of the lifetime of these RFID tag sensors is a priority in future work. Food is currently transported under a large range of temperature conditions; ensuring our tag can operate at all temperature conditions will also be studied. Quantifying tag accuracy, the number of false positives, and the number of false negatives is also an important

Acknowledgements

The authors would like to thank Tse Chan, Electromagnetics Lab Manager, Emerging Communications Technology Institute at the University of Toronto for contributing a network analyzer antenna and helpful discussion. The authors would like to thank Sentinel Bioactive Paper Network for financial support.

Lindsey Fiddes completed her B.Sc. at the University of Western Ontario and her Ph.D. at the University of Toronto in the Department of Chemistry. She joined Ning Yan's lab as a post-doctoral fellow to research RFID tag sensing applications. She currently is a technology specialist at the Centre for Microfluidic Systems in Chemistry and Biology at the University of Toronto.

References (43)

  • G. Nouadje et al.

    J. Chromatogr. A

    (1997)
  • S. Oguri

    J. Chromatogr. B: Biomed. Sci. Appl.

    (2000)
  • T.D. Gibson et al.

    Sensors (Peterborough, NH)

    (1997)
  • Z. Karpas et al.

    Anal. Chim. Acta

    (2002)
  • A. Nopwinyuwong et al.

    Talanta

    (2010)
  • B. Kuswandi et al.

    Food Control

    (2012)
  • V. Mattoli et al.

    Procedia Chem

    (2009)
  • E. Abad et al.

    Sens. Actuators, B: Chem.

    (2007)
  • E. Espinosa et al.

    Sens. Actuators, B: Chem.

    (2010)
  • I.M. Steinberg et al.

    Sens. Actuators, B: Chem.

    (2009)
  • L.K. Fiddes et al.

    Sens. Actuators, B: Chem.

    (2013)
  • E.S. Tillman et al.

    Sens. Actuators, B: Chem.

    (2003)
  • C. Ruiz-Capillas et al.

    Crit. Rev. Food Sci. Nutr.

    (2005)
  • R.J. Shakila

    Asian Fish. Sci.

    (2002)
  • J. Karovičová et al.

    Chem Pap

    (2005)
  • T. Hernandez-Jover et al.

    J Agric Food Chem

    (1996)
  • D. Hornero-Méndez et al.

    Analyst

    (1994)
  • T.-C. Chiu et al.

    Electrophoresis

    (2006)
  • D. Mayr et al.

    Society

    (2003)
  • R.H. Dainty et al.

    J. Appl. Bacteriol.

    (1984)
  • D. Hodgins et al.

    J. Autom. Chem.

    (1995)
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    Lindsey Fiddes completed her B.Sc. at the University of Western Ontario and her Ph.D. at the University of Toronto in the Department of Chemistry. She joined Ning Yan's lab as a post-doctoral fellow to research RFID tag sensing applications. She currently is a technology specialist at the Centre for Microfluidic Systems in Chemistry and Biology at the University of Toronto.

    Ning Yan is a professor in the Faculty of Forestry and cross-appointed to the Department of Chemical Engineering and Applied Chemistry. She specializes in forest-based biomaterials science and composites, bio-based adhesives, printing, and surface sciences of paper. Currently, her research group is focused on developing novel environmentally friendly green bio-based composites, producing green chemicals using renewable forestry biomass as feedstock, and the next generation high valued paper based products. She is a founding member of the Centre for Biocomposites and Biomaterials Processing and Associate Director of the Pulp and Paper Centre at the University of Toronto.

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