| Literature DB >> 33008005 |
Ricarda Torre1, Estefanía Costa-Rama1,2, Henri P A Nouws1, Cristina Delerue-Matos1.
Abstract
Food spoilage is caused by the development of microorganisms, biogenic amines, and other harmful substances, which, when consumed, can lead to different health problems. Foodborne diseases can be avoided by assessing the safety and freshness of food along the production and supply chains. The routine methods for food analysis usually involve long analysis times and complex instrumentation and are performed in centralized laboratories. In this context, sensors based on screen-printed electrodes (SPEs) have gained increasing importance because of their advantageous characteristics, such as ease of use and portability, which allow fast analysis in point-of-need scenarios. This review provides a comprehensive overview of SPE-based sensors for the evaluation of food safety and freshness, focusing on the determination of bacteria and biogenic amines. After discussing the characteristics of SPEs as transducers, the main bacteria, and biogenic amines responsible for important and common foodborne diseases are described. Then, SPE-based sensors for the analysis of these bacteria and biogenic amines in food samples are discussed, comparing several parameters, such as limit of detection, analysis time, and sample type.Entities:
Keywords: bacteria; biogenic amines; biosensor; electroanalysis; electrochemical sensor; food analysis; histamine; immunosensor; screen-printed electrode
Mesh:
Substances:
Year: 2020 PMID: 33008005 PMCID: PMC7600659 DOI: 10.3390/bios10100139
Source DB: PubMed Journal: Biosensors (Basel) ISSN: 2079-6374
Figure 1Schematic representation of (A) the advantageous features of ideal analytical methods vs. disadvantageous features of conventional ones and (B) the advantages of screen-printed based biosensors. The last one adapted from [12] with permission from Elsevier.
Figure 2(A) Scheme of the most common configuration of a screen-printed electrode. (B) Examples of commercial screen-printed electrodes with different configurations and designs. Reproduced from [19] with permission from Wiley. (C) Number of publications per year when searching “screen-printed electrode” and “screen-printed electrode sensor” in Scopus database for the last 30 years (1990–2019).
Figure 3(A) A schematic representation of a biosensor with electrochemical transduction. Reproduced from [43] with permission from The Royal Society of Chemistry. (B) Distribution of different types of techniques for signal transduction using biosensors (data retrieved from the Scopus database from 2017 to August 2019). Reproduced from [25] with permission from Springer 2019. (C) Schematic illustration of enzymatic reaction on catalytic-based biosensors (top) and three different types of affinity-based biosensors (bottom). Reproduced from [25] with permission from Springer 2019.
Classification and basic information of the eight most common biogenic amines. Adapted from [52] with permission from Elsevier.
| Classification | Name | Molecular Formula | Structure | Molecular Weight (g/mol) |
|---|---|---|---|---|
| Heterocyclic | Histamine (HIS) | C5H9N3 |
| 111.15 |
| Tryptamine (TRYP) | C10H12N2 |
| 160.21 | |
| Aromatic | Phenylethylamine (PHEN) | C8H11N |
| 121.18 |
| Tyramine (TYR) | C8H11NO |
| 137.18 | |
| Aliphatic | Spermidine (SPD) | C10H26N4 |
| 145.25 |
| Spermine (SPM) | C7H19N3 |
| 202.34 | |
| Cadaverine (CAD) | C5H14N2 |
| 102.18 | |
| Putrescine (PUT) | C4H12N2 |
| 88.15 |
SPE-based sensors for Salmonella and Listeria detection in foods.
| Serotype | Sensor Construction | Detect. Tech. | Conc. Range | LOD | Analysis Time | Sample | Ref. |
|---|---|---|---|---|---|---|---|
| Immunoassay; HRP as indirect label; ERGO/PVA-PDMS/SPCE | CV | 10–109 CFU/mL | 1.61 CFU/mL | ≈31 min | Chicken, eggs | [ | |
| Immunoassay (sandwich); HRP as label; IL/Ab/AuNP/SPCE | CV | 104–109 CFU/mL | 3 × 103 CFU/mL | ≈81 min | Chicken, eggs | [ | |
| Immunoassay (sandwich); Ab-coated MB; Ag measurement; Avidin-SPCE | DPASV | 10–106 CFU/mL | 12.6 CFU/mL | ≈105 min | Milk, green bean sprouts, eggs | [ | |
| Immunoassay; Au-coated MB/SAM/Ab; CdSNP as label; SPCE | SWASV | 10–106 cell/mL | 13 cells/mL | ≈40 min | Milk | [ | |
| Immunoassay (sandwich); Ab on MB-MWCNT-Methylene Blue (which is the label); Avidin-SPCE | DPV | 10–106 CFU/mL in buffer and milk | 7.9 CFU/mL in buffer; 17.3 CFU/mL in milk | ≈55 min | Milk | [ | |
| Immunoassay (sandwich); Capture Ab on MB; AuNP as label; SPCE | DPV | 103–106 cell/mL | 143 cells/mL | ≈95 min | Milk | [ | |
| Immunoassay; Label free; Ferrocyanide measurement; rG-GO/SPCE | EIS | − | 101 CFU/mL in samples | ≈15 min | Water, orange juice | [ | |
| Aptasensor; Label free; diazonium salt- modified SPCE | EIS | 10–108 CFU/mL | 6 CFU/mL | ≈45 min | Apple juice | [ | |
| Paper-based immunoassay (sandwich); AuNP as label; SPCE | C | 10–108 CFU/mL | 10 CFU/mL | ≈35 min | Water | [ | |
| Immunoassay (sandwich); HRP as label; SPAuE | CA | 10–107 CFU/mL | ≈20 CFU/mL | ≈150 min | Chicken | [ | |
| Immunoassay (sandwich); HRP as label; SAM/Protein A/SPAuE | CA | − | 10 CFU/mL | ≈125 min | Milk | [ | |
| Immunoassay (sandwich); Capture Ab on MB; QD (CdTe) dendron as label; BiSPCE | SWASV | − | 4 CFU/mL | ≈80 min | Milk | [ | |
| Immunoassay; Label free; SAM/GA/Ab/2-SPAuE | EIS | 103–108 CFU/mL | 103 CFU/mL | ≈20 min | Milk | [ | |
| Immunoassay (sandwich); Capture biotinylated Ab on stretavidin-MB; GOX-as label; SP-IDME (gold) | EIS | 102–106 CFU/mL for both | 1.66 × 103 CFU/mL (3.90 × 102 CFU/mL for | ≈180 min | Chicken carcass (ground beef for | [ | |
| Antimicrobial petide melittin on MB; SP-IDME (silver) | EIS | 10–104 CFU/mL; 10–106 CFU/mL (1–106 CFU/mL for | 10 CFU/mL for both (1 CFU/mL for | ≈30 min | Water, apple juice | [ | |
| Immunoassay (sandwich); Capture Ab on AuNP-modified MB (SiO2/Fe3O4); HRP as label; 4-SPCE | CV | 102–106 CFU/mL | 32 CFU/mL | ≈70 min | Chicken | [ | |
| Immunoassay (sandwich); Capture Ab on MB; AuNP as label; µFD-8-SPCE | DPV | 10.0–100.0 cell/mL in milk | 7.7 cells/mL | ≈75 min | Milk | [ | |
| Immunoassay (sandwich); HRP as label; 96-well SPCE plate | IPA | 5 × 106–5 × 108 CFU/mL | 2 × 106 CFU/mL | ≈100 min | Pork, chicken, beef | [ | |
| Immunoassay (sandwich); specific nanolabel for each specie (CuS, CdS, PbS); MWCNT-PAH/SPCE | SWASV | 103–5 × 105 cell/mL | 400 cells/mL for | ≈70 min | Milk | [ | |
|
| Immunoassay (sandwich); Ab capture on MB; Ab detection/urease (as label) modified AuNP; SP-IDE (gold) | EIS | 1.9 × 103–1.9 × 106 CFU/mL | 1.6 × 103 CFU/mL | ≈115 min | Lettuce | [ |
| Label-free; Bacteriophage endolysin CBD500 covalent immobilized on SPAuE | EIS | 104–109 CFU/mL | 1.1 × 104 CFU/mL | ≈25 min | Milk | [ |
4-SPCE: screen-printed carbon electrode with 4 working electrodes; 2-SPE: screen-printed electrode with 2 working electrodes; 8-SPCE: screen-printed carbon electrode with 8 working electrodes; µFD: microfluidic device; Ab: antibody; AP: alkaline phosphatase; AuNP: gold nanoparticles; BiSPCE: Bi film-modified screen-printed carbon electrode; C: conductometry; CA: chronoamperometry; CdSNP: CdS nanoparticles; CV: cyclic voltammetry; DPASV: differential pulse anodic stripping voltammetry; DPV: differential pulse voltammetry; EIS: electrochemical impedance spectroscopy; ERGO: electrochemically reduced graphene oxide; GA: Glutaraldehyde; HRP: horseradish peroxidase; GOX: glucose oxidase; IL: ionic liquid; IPA: intermittent pulse amperometry; MB: magnetic beads; MWCNT: multiwalled carbon nanotube; n.r: not reported; LSV: linear sweep voltammetry; PAH: polyallylamine; PDMS: polydimethylsiloxane; PVA: polyvinyl alcohol; QD: Quantum Dot; rG-GO: reduced graphene-graphene oxide; SPAuE: screen-printed gold electrode; SPCE: screen-printed carbon electrode; SP-IDME: screen-printed interdigitated electrode; SWASV: square wave anodic stripping voltammetry.
Figure 4(A) Schematic representation of the multiplexed immunosensor developed by Viswanathan et al. for E. coli, Salmonella, and Campylobacter detection and the analytical signals obtained for the three bacteria by square-wave anodic stripping voltammetry (SWASV). Reproduced from [78] with permission from Elsevier. (B) Schematic representation of the aptasensor developed by Bagheryan et al. for Salmonella detection and the electrochemical impedance spectroscopy (EIS) signals obtained for different Salmonella concentrations included in the calibration curve. Reproduced from [73] with permission from Elsevier. (C) Schematic representation of the immunoassay based on magnetic beads developed by T.R. de Oliveira et al. using the microfluidic multiplex system shown in the picture. Reproduced from [75] with permission from Elsevier.
SPE-based sensors for E. coli O157:H7 detection in foods.
| Sensor Construction | Detect. Tech. | Conc. Range | LOD | Analysis Time | Sample | Ref. |
|---|---|---|---|---|---|---|
| Immunoassay (sandwich); HRP as label; AuNP/FeDC-SPCE | CA | 102 to 107 CFU/mL | 600 CFU/mL | ≈35 min | Milk | [ |
| Immunoassay (sandwich); Ab capture on MB; AuNP as label (catalysing HER); SPCE | CA | 102–105 CFU/mL in samples | 309 CFU/mL in tap water, 457 CFU/mL in minced beef | ≈70 min | Water, minced beef | [ |
| Immunoassay (sandwich); rGO-NR-Au@Pt nanocomposite-detection Ab (measurement of H2O2 reduction); AuNP/PANI-SPCE | CV | 8.9 × 103–8.9 × 109 CFU/mL | 2840 CFU/mL | ≈110 min | Milk, pork | [ |
| Immunoassay (sandwich); Capture Ab on MB; rGO-NR-Au@Pt nanocomposite-detection Ab (measurement of H2O2 reduction); Thionine as mediator; SPCE | CV | 4 × 103–4 × 108 CFU/mL | 450 CFU/mL | ≈115 min | Milk, pork | [ |
| Immunoassay (sandwich); Capture Ab on MB; rGO-NR-Au@Pt nanocomposite HRP-modified detection-Ab; HRP as label; Thionine as mediator; 4-SPCE | CV | 4 × 102–4 × 108 CFU/mL | 91 CFU/mL | ≈135 min | Milk, pork | [ |
| Immunoassay; Label-free (measurement of Fe(CN)63−/4−); AuNP-SPCE | CV | 1.19 × 103–1.19 × 109 CFU/mL | 594 CFU/mL | ≈55 min | Milk powder | [ |
| Immunoassay; Label-free (measurement of Fe(CN)63−/4−); AuNP/PANI-SPCE | DPV | 4 × 104–4 × 109 CFU/mL | 7980 CFU/mL | ≈45 min | Milk | [ |
| Immunoassay (sandwich); Ab photochemical immobilization; Label free; SPAuE | EIS | 102–103 CFU/mL in drinking water | 30 CFU/mL | ≈70 min | Drinking water | [ |
| Immunoassay; Capture Ab on MB; Label free; SP-IDME of gold | EIS | 104–107 CFU/mL | 104.45 CFU/mL | ≈60 min | Ground beef | [ |
| Immunoassay; Ab on AuNP/MB-GOX@PDA; Filtration step; GOX as label; Prussian Blue-modified SP-IDME of gold | A | 103–106 CFU/g in ground beef | 190 CFU/g | ≈75 min | Ground beef | [ |
4-SPCE: screen-printed carbon electrode with 4 working electrodes; A: amperometry; Ab: antibody; AuNP: gold nanoparticles; CA: chronoamperometry; CV: cyclic voltammetry; DPV: differential pulse voltammetry; EIS: electrochemical impedance spectroscopy; FeDC: ferrocene dicarboxylic acid; HER: hydrogen evolution reaction; HRP: horseradish peroxidase; ITO: indium tin oxide; MB: magnetic beads; NP: nanoparticles; NR: neutral red; PANI: polyaniline; PDA: polydopamine; rGO: reduced graphene oxide; SPAuE: screen-printed gold electrode; SPE: screen-printed electrode; SP-IDME: screen-printed interdigitated microelectrode.
Figure 5(A) Schematic representation of the magneto immunoassay developed by Hassan et al. for E.coli O157:H7 detection based on the Hydrogen Evolution Reaction electrocatalyzed by AuNP; chronoamperograms for different bacteria concentration; cyclic voltammograms in absence (red line) and presence of bacteria (blue line). Reproduced from [89] with permission from Elsevier. (B) Schematic representation of the magneto immunoassay, using rGO-NR-Au@Pt nanocomposite and HRP as label, developed by Wenchao Dou et al. E. coli O157:H7 detection. Reproduced from [92] with permission from Springer 2018.
SPE-based sensors for biogenic amines detection in food samples.
| Biogenic Amines | Sensor Construction | Detect. Tech. | Conc. Range | LOD | Analysis Time | Sample | Ref. |
|---|---|---|---|---|---|---|---|
| HIS | Rhenium (IV) oxide-SPCE | A | 4.5–90 µM | 1.8 µM | ≈3 min | Fish sauce | [ |
| HIS | Nafion/Cu3(PO4)2NP/SPCE | A | 0.045–4.5 mM | 0.027 mM | ≈3 min | Fish | [ |
| HIS | Immunoassay (competitive); Histamine labelled with HRP; Capture Ab on SWCNT/SPE (flexible with a silver WE) | CA | 0.045–450 nM | 0.022 nM | ≈140 min | Fish | [ |
| HIS | Immunoassay (competitive); HRP-labelled detection Ab; Histamine-ovalbumin conjugate on PB/chitosan/AuNP/SPCE | CV | 0.09–900 µM | 0.01 nM | ≈130 min | Fish | [ |
| HIS | DAO on SPCE | CA | 9–675 µM | 4.5 µM | ≈1 min | Fish (hake, mackerel) | [ |
| HIS | DAO on SPCE; [Fe(CN)6]3− in solution as mediator | CA | 45–675 µM | 8.7 µM | ≈7 min | Fish (tuna, mackerel) | [ |
| HIS | DAO and HRP on polysulfone/ | A | 0.3–20 µM | 0.17 µM | ≈2 min | Fish (anchovy, tuna, sardine, mackerel, shrimp, grater weever) | [ |
| HIS | DAO on PtNP/rGO/chitosan/SPCE | A | 0.1–300 µM | 25.4 nM | ≈2 min | Fish (carp, tench, catfish, perch) | [ |
| PUT | MAO on TTF-SPCE; TTF as mediator | A | 16–101 µM | 17.2 µM | ≈2 min | Anchovy, Courgette | [ |
| PUT | PUO on TTF-SPCE; TTF as mediator | A | 10–74 µM | 10.1 µM | ≈2 min | Octopus, courgette | [ |
| TYR | DAO on GO/PVF-modified SPCE | A | 0.99–120 µM | 0.41 µM | ≈2 min | Cheese | [ |
| MAO on GO/PVF-modified SPCE | 0.9–110 µM | 0.61 µM | |||||
| TYR | Ty on SWCNT/SPCE | A | 5–180 µM | 0.62 µM | ≈2 min | Fish | [ |
| TYR | 1-methyl-4-mercaptopyridine/AuNP/PEDOT:PSS/SPCE | DPV | 5–100 nM | 2.31 nM | ≈6 min | Milk | [ |
| TYR | Nafion/Ty/Fe3O4-chitosan/poly-L-lysine/SPCE | A | 0.49–63 µM | 0.075 µM | ≈2 min | Cheese | [ |
| TYR | PAO on SPCE (hydroxymethylferrocene in cell solution as mediator) | A | 2–164 µM | 2.0 µM | ≈2 min | Cheese | [ |
| TYR | HRP on SPCE | A | 2–456 µM | 2.1 µM | ≈2 min | Cheese | [ |
| HIS | DAO on PB/ITO nanoparticles/SPCE | A | 6.0–690 µM | 1.9 µM | ≈2 min | Cheese | [ |
| CAD | MAO on PB/ITO nanoparticles/SPCE | 3–1000 µM | 0.9 µM | ||||
| HIS | HMD and PUO respectively on TTF-SPCE (with 4 WE); TTF as mediator | A | − | 8.1 µM | ≈2 min | Octopus | [ |
| PUT | − | 10 µM | |||||
| PUT | MAO (for PUT) or MAO/AuNPs (for PUT and CAD) on TTF-SPCE (with two WE); TTF as mediator | A | 9.9–74.1 µM | 9.9 µM | ≈2 min | Octopus | [ |
| CAD | 19.6–107.1 µM | 19.9 µM | |||||
| Total biogenic amines (calibration with HIS, PUT, CAD) | DAO on MB; PB-SPCE | CA | 0.01–1 mM for HIS, PUT, CAD | 4.8 µM for HIS; 0.9 µM for PUT; 0.67 µM for CAD | ≈15 min | Fish (sea bass) | [ |
| Total biogenic amines (calibration with HIS) | DAO and HRP on aryl diazonium salt/SPCE | A | 0.2–1.6 µM | 0.18 µM | ≈2 min | Fish (anchovy) | [ |
| Total biogenic amines (calibration with PUT) | DAO on polyazetidine prepolimer/SPE (with two WE of gold) | A | 8–227 µM | 2.3 µM | ≈2 min | Wine, beer | [ |
| Total biogenic amines (calibration with CAD, PUT, TYR, HIS) | Nafion/DAO/MnO2-SPCE (MnO2 as mediator) | A | 1–50 µM for CAD and PUT; 10–300 µM for TYR and HIS | 0.3 µM for CAD and PUT; 3.0 µM for TYR and HIS | ≈5 min | Chicken meat | [ |
A: amperometry; AuNP: gold nanoparticles; BSA: bovine serum albumin; CA: chronoamperometry; CAD: cadaverine; CV: cyclic voltammetry; DAO: diamine oxidase; DPV: differential pulse voltammetry; GO: graphene oxide; HIS: histamine; HMD: histamine dehydrogenase; HRP: horseradish peroxidase; ITO: indium tin oxide; MAO: monoamine oxidase; MB: magnetic beads; MWCNT: multi-walled carbon nanotubes; NP: nanoparticles; PAO: plasma amine oxidase; PB: Prussian blue; PEDOT:PSS: poly(3,4-ethylenedioxythiophene):poly-styrene sulfonate: PtNP: platinum nanoparticles; PUO: putrescine oxidase; PUT: putrescine; PVF: polyvinylferrocene; rGO: reduced graphene oxide; SPCE: screen-printed carbon electrode; SPE: screen-printed electrode; SWCNT: single-walled carbon nanotubes; TTF: tetrathiafulvalene; Ty: tyrosinase; TYR: tyramine; WE: working electrode.
Figure 6(A) Photograph of a flexible three-electrode SPE with silver working electrode used as transducer of an immunosensor for histamine, and flexibility test of that sensor (current intensity obtained after bending it). Reproduced from [98]). (B) Schematic representation of the enzymatic reaction occurring at the surface of the HRP/SPCE sensor for tyramine detection; Compound I and compound II are reaction intermediates (compound I (oxidation state +5) comprising a ferryl species (Fe4+=O) and a porphyrin radical cation; compound II (oxidation state +4) is formed by the first reduction of the porphyrin radical cation). Reproduced from [113] with permission from Wiley. (C) Scheme of the enzymatic and electrochemical reaction occurring on DAO-MB mono- and bi-enzymatic sensors for biogenic amines (BAs) detection. Reproduced from [117] from Springer 2016.