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SWEAT BIOSENSORS FOR SPORTS MONITORING

BIOSSENSORES DE SUOR PARA MONITORAMENTO ESPORTIVO

BIOSENSORES DE SUDOR PARA LA MONITORIZACIÓN DEPORTIVA

ABSTRACT

Introduction:

Biometric sweat monitoring is an important tool for optimizing sports training. The possibility of developing a wearable amperometric lactate biosensor using a screen-printed carbon electrode (SPCE) impregnated by Ag nanoparticles (Ag NPs) for sweat determination in sports monitoring is questioned.

Objective:

To develop a sensor with GCE substrate coated on Ag NPs/SPCE.

Methods:

FESEM and XRD analysis were used for the morphological and structural characterizations of Ag and SPCE NPs, respectively.

Results:

FESEM, EDS, and XRD revealed that Ag NPs were uniformly dispersed in SPCE. The electrochemical biosensor responded linearly to lactate in phosphate buffer solutions, with detection and sensitivity limits of 1.2 µM and 14.2 mAcm-2 mM-1, respectively.

Conclusion:

The results suggest that Ag NPs/SPCE can be used to continuously monitor lactate levels in sweat as a practical and reliable biosensor for use. Level of evidence II; Therapeutic studies - investigation of treatment outcomes.

Keywords:
Biosensing Techniques; Sweat; Athletic Performance; Biological Monitoring

RESUMO

Introdução:

O monitoramento biométrico do suor é uma ferramenta importante para otimização do treino esportivo. Questiona-se a possibilidade do desenvolvimento de um biossensor amperométrico de lactato vestível utilizando eletrodo de carbono impresso em tela (SPCE) impregnado por nanopartículas Ag (Ag NPs) para determinação do suor no monitoramento esportivo.

Objetivos:

Desenvolver um sensor com substrato GCE revestido em Ag NPs/SPCE.

Métodos:

A análise FESEM e XRD foi utilizada para as caracterizações morfológicas e estruturais dos NPs de Ag e SPCE, respectivamente.

Resultados:

Os resultados da FESEM, EDS, XRD revelaram que os NPs de Ag estavam uniformemente dispersos em SPCE. O biossensor eletroquímico respondeu linearmente ao lactato em soluções tampão fosfato, com limites de detecção e sensibilidade de 1,2 µM e 14,2 mAcm-2 mM-1, respectivamente.

Conclusão:

Os resultados sugerem que o Ag NPs/SPCE pode ser utilizado para monitorar continuamente os níveis de ácido láctico no suor como um biossensor prático e confiável para o uso. Nível de evidência II; Estudos terapêuticos - investigação dos resultados do tratamento.

Descritores:
Técnicas Biossensoriais; Suor; Desempenho Atlético; Monitoramento Biológico

RESUMEN

Introducción:

La monitorización biométrica del sudor es una herramienta importante para la optimización del entrenamiento deportivo. Se cuestiona la posibilidad de desarrollar un biosensor de lactato amperométrico vestible utilizando un electrodo de carbono serigrafiado (SPCE) impregnado por nanopartículas de Ag (Ag NPs) para la determinación del sudor en la monitorización deportiva.

Objetivos:

Desarrollar un sensor con sustrato GCE recubierto de Ag NPs/SPCE.

Métodos:

Se utilizó el análisis FESEM y XRD para las caracterizaciones morfológicas y estructurales de las NPs de Ag y SPCE, respectivamente.

Resultados:

Los resultados de FESEM, EDS y XRD revelaron que las NPs de Ag estaban uniformemente dispersas en el SPCE. El biosensor electroquímico respondió linealmente al lactato en soluciones de tampón fosfato, con límites de detección y sensibilidad de 1,2 µM y 14,2 mAcm-2 mM-1, respectivamente.

Conclusión:

Los resultados sugieren que Ag NPs/SPCE puede utilizarse para monitorizar de forma continua los niveles de lactato en el sudor como un biosensor práctico y fiable para su uso. Nivel de evidencia II; Estudios terapéuticos - investigación de los resultados del tratamiento.

Descriptores:
Técnicas Biosensibles; Sudor; Rendimiento Atlético; Monitoreo Biológico

INTRODUCTION

The clinical diagnostic of a regularly examined relevant parameter, Lactate content, is utilized in sports medicine, surgery, severe mental/physical discomfort, and the food industry to assess a person's health procedure, pathology, and normal health inspection.11 Rathee K, Dhull V, Dhull R, Singh S. Biosensors based on electrochemical lactate detection: A comprehensive review. Biochem Biophys Rep. 2016;5:35-54. Depending on the intensity of the activity, the level can reach 25 mmol/L.22 Claus P, Gimenes AM, Castro JR, Mantovani MM, Kanayama KK, Simões DMN, et al. Blood lactate concentration in diabetic dogs. Can Vet J. 2017;58(8):817-22. Lactate monitoring is important in diseases such as respiratory failure, tissue destruction, hemorrhage, infection, and liver illness, in addition to being widely utilized in health management and food industry.33 Zhang W, Li X, He Y, Xu X, Chen H, Zhang A, et al. Ammonia amendment promotes high rate lactate production and recovery from semi-continuous food waste fermentation. Bioresour Technol. 2020;302:122881.,44 Wang Y. Preparation of an Electrochemical Luminescence Sensor for Monoamine Neurotransmitter (polydopamine) Detection after Endurance Training. Int J Electrochem Sci. 2020;15:1681-90. Traditional methods for determining lactate levels are imprecise and time-consuming, necessitating the development of a biosensor with excellent precision and high input for lactate screening in a variety of samples.55 Colon-Franco JM, Lo SF, Tarima SS, Gourlay D, Drendel AL, Lerner BE. Validation of a hand-held point of care device for lactate in adult and pediatric patients using traditional and locally-smoothed median and maximum absolute difference curves. Clin Chim Acta. 2017;468:145-9. As a result, there has been a lot of focus on developing low-cost transportable device, notably electrochemical biosensors, for quick, real-time lactate monitoring.

Chemical and electrochemical data is translated into analytical signals by wearable chemicals and electrochemical sensors.66 Zhao F, Sun T, Geng F, Chen P, Gao Y. Metal-organic frameworks-based electrochemical sensors and biosensors. Int J Electrochem Sci. 2019;14:5287-304.,77 Mohan AMV, Rajendran V, Mishra RK, Jayaraman M. Recent advances and perspectives in sweat based wearable electrochemical sensors. Trends Anal Chem. 2020;131:116024. Wearable epidermal electrochemical sensors have also been shown in studies to help evaluate glucose, lactate, potassium, cortisol, ammonia, alcohol, and urea contents in human urine for sport and healthcare monitoring.88 Seshadri DR, Li RT, Voos JE, Rowbottom JR, Alfes CM, Zorman CA, et al. Wearable sensors for monitoring the physiological and biochemical profile of the athlete. NPJ Digit Med. 2019;2:72. Lactate, an important element of intermediate metabolism, is linked to sports motivation and performance regimens.99 Huffman KM, Koves TR, Hubal MJ, Abouassi H, Beri N, Bateman LA, et al. Metabolite signatures of exercise training in human skeletal muscle relate to mitochondrial remodelling and cardiometabolic fitness. Diabetologia. 2014;57(11):2282-95.,1010 Vigh-Larsen JF, Ørtenblad N, Spriet LL, Overgaard K, Mohr M. Muscle glycogen metabolism and high-intensity exercise performance: A narrative review. Sports Med. 2021;51(9):1855-74. Lactate (C3H6O3) is a result of glucose metabolism by muscle cells. Because of their antibacterial capabilities, Ag nanoparticles have lately acquired favor in biosensor applications.1111 Yaqoob AA, Umar K, Ibrahim MNM. Silver nanoparticles: various methods of synthesis, size affecting factors and their potential applications–a review. Appl Nanosci. 2020;10(5):1369-78.,1212 Tan P, Li H, Wang J, Gopinath SCB. Silver nanoparticle in biosensor and bioimaging: Clinical perspectives. Biotechnol Appl Biochem. 2021;68(6):1236-42. In endurance and high-intensity activities, lactate monitoring can assist prevent blood clot and hemorrhagic shock. As a result, the focus of this research was on the development of wearable amperometric biosensing using Ag NPs/SPCE as a lactate sensor for sweat monitoring in sport and healthcare management.

MATERIALS AND METHOD

0.4g pyrrole monomer, 4.5g AgNO3 (99%), and 0.5g FeCl3 (99%) were dissolved in 100 mL of ethylene glycol (98%) to make Ag NPs.1313 Zhang Q, Jian D, Xu C, Ge Y, Liu X, Wei Q, et al. Wearable electrochemical biosensor based on molecularly imprinted Ag nanowires for noninvasive monitoring lactate in human sweat. Sensors and Actuators B: Chemical. 2020;320:128325.,1414 Chen A, Kamata K, Nakagawa M, Iyoda T, Wang H, Li X. Formation process of silver− polypyrrole coaxial nanocables synthesized by redox reaction between AgNO3 and pyrrole in the presence of poly (vinylpyrrolidone). J Phys Chem B. 2005;109(39):18283-8. This mix was stirred for 2 hours at 120°C. After cooling to room temperature, 5mL glycerol (99.5%), 10 mL N-methyl pyrrolidone (99.8%), 10mL poly (vinylpyrrolidone) (99.8%), and 25 mL ethylene glycol have been added to the resulting product under mechanical stirring for 5 hours at room temperature. After that, the Ag NPs were centrifuged for 10 minutes at 2000 rpm. To attain the 15 mg/mL of distributed Ag NPs mix, Ag NPs were soaked in distilled water and ultrasonic assisted dispersed in ethanol (99%), respectively. The scattered Ag NPs were then stored in the dark at room temperature for using. The substrate was built on a flexible terephthalate (PET) substrate with a screen-printed carbon electrode (SPCE).

An Eco-Chemie Autolab method was used for electrochemical investigations, which included a cell with three compartments, a functioning Ag NPs/SPCE electrode, and a platinum wire as counter electrode. The Ag/AgCl reference electrode's potentials were measured and recorded. Lactate solution was produced by combining 5.0mg Lactate with 1.0 mL phosphate-buffered saline (PBS). 20 liters of the solution were poured onto the electrodes’ surfaces and allowed to dry in the open air. A field-emission scanning electron microscope was used to examine the Ag NPs/SPCE electrode. Using an X-ray diffractometer, the structural characteristics of Ag NPs/SPCE were investigated (XRD). EIS also looked studied the charge transfer process at different frequencies ranging from 0.1 Hz to 100 kHz with 10mV potential amplitudes. Real sweat samples were gathered from numerous athletes and analysed immediately after their responses. To perform a sensor regaining analysis, a tiny fraction of the 950L total sample was combined with 50L of lactate solution (0.1M).

The study was conducted in accordance with the Declaration of Helsinki. The participants signed the Free and Informed Consent Form (EHIC) for this work.

RESULTS AND DISCUSSION

Figure 1a displays SEM image of AgNPs spin-coated SPCE, which show that Ag nanoparticles with just a diameter of 100 nm formed uniformly onto porous surface of the SPCE. The XRD pattern of SPCE and AgNPs/SPCE were indicated in Figure 1b. As can be seen, all samples’ XRD patterns show a diffraction peak in 26.19°, which corresponds to the (002) plane of the graphitic structures of SPCE (JCPDS card No. 12-0212).1515 Wang C, Qiu Y, Zhang X, Zhang Y, Sun N, Zhao Y. Geometric design of a Ni@ silica nano-capsule catalyst with superb methane dry reforming stability: enhanced confinement effect over the nickel site anchoring inside a capsule shell with an appropriate inner cavity. Catal Sci Technol. 2018;8(19):4877-90. Figure 2b displays diffraction peaks at 38.1°, 44.3°, and 64.5°, which correspond to the (111), (220), (200), and (311) plane of the fcc phase of Ag+ ions (JCPDS card No.04-0783).

Figure 1
(A) SEM image of Ag NPs/SPCE, (B) XRD pattern of (A) SPCE, (B) Ag NPs/SPCE.
Figure 2
(A) EDS spectum of AgNPs/SPCE, (B) EIS Nyquist curves of SPCE and Ag NPs/SPCE.

Figure 2a shows the EDS of AgNPs/SPCE. Ag elements can be seen in the EDS spectra, as can be seen. Furthermore, the signals of O and C elements that are connected to the SPCE layer are noticed.1616 Chen S, Dong L, Yan M, Dai Z, Sun C, Li X. Rapid and sensitive biomarker detection using molecular imprinting polymer hydrogel and surface-enhanced Raman scattering. R Soc Open Sci. 2018;5(1):171488. SEM, XRD, and EDS investigations show that bimetallic Ag NPs were successfully formed on SPCE.

EIS is a famous and effective tool for detecting charge-separation and -transfer in sensing applications.1717 Xu J. Preparation of ZnS-CdS nanocomposite for photoelectrochemical hydrogen production. Int J Electrochem Sci. 2017;12:2253-61. EIS characterized the effect of AgNPs onto the charge-separation process in SPCE in greater detail. The arc radius visible in EIS spectra indicates the electron transport resistance in the surface of the electrode. Figure 2b shows that arc radius for AgNPs/SPCE is smaller than that of SPCE, indicating that the earlier has superior charge parting and faster interfacial charge transfer than the latter. The EIS findings demonstrate that using AgNPs in SPCE structures can effectively development charge-transfer. This gives us a new, better substance to fabricate biosensors.

Because the sensor is quite stable, it might be used to determine the true lactate content in sweat specimens. Lactate concentration was evaluated in sweat to explore the AgNPs/SPCE electrodes for measuring lactate in biological fluids.1818 Kalasin S, Sangnuang P, Surareungchai W. Satellite-Based Sensor for Environmental Heat-Stress Sweat Creatinine Monitoring: The Remote Artificial Intelligence-Assisted Epidermal Wearable Sensing for Health Evaluation. ACS Biomater Sci Eng. 2020;7(1):322-34. Lactate with in sweat sample was determined using a conventional lactate injection. Figure 3 displays the observed amperometrogram of a sweet Ag NPs/SPCE produced sample after 0.1 µM lactate liquid injections. The calibration curve in Figure 3 has a coefficient of correlation of 0.9986. As a result, lactate concentrations in 0.1M PBS and pure sweat were estimated to be 0.42 µM and 0.26 µM, respectively.

Figure 3
The observed amperometrogram of AgNPs/SPCE in 0.1M PBS as well as varied lactate concentrations in a genuine sample; inset of Fig. 5 shows the calibration curve plot.

The detection limit (LOD) was 0.44M. As indicated in Table 1, the LOD is comparable with those found from other lactate determination methods generally, which may be related to their greater aspect ratio as well as a longer carrier lifespan compared to the other. The repeatability was determined by calculating the relative-standard-deviation (RSD) from 9 different readings of 5mM lactate concentration using a constant biosensor. RSD was given a percentage value of 5%. The storage stability was evaluated, and it was determined that 15 days later, it retains 50% of its previous responses. Based on these findings, it may be determined that using AgNPs/SPCE to manufacture lactate biosensors allows for the acquisition of analytical responses comparable to those obtained using other nanostructures. Furthermore, the biosensor developed in this work has benefits for example a simple production procedure and the utilization of cost-effective nanomaterial 1919 Shkotova LV, Piechniakova NY, Kukla OL, Dzyadevych SV. Thin-film amperometric multibiosensor for simultaneous determination of lactate and glucose in wine. Food Chem. 2016;197(Pt A):972-8.2121 Lamas-Ardisana PJ, Loaiza OA, Añorga L, Jubete E, Borghei M, Ruiz V, et al. Disposable amperometric biosensor based on lactate oxidase immobilised on platinum nanoparticle-decorated carbon nanofiber and poly (diallyldimethylammonium chloride) films. Biosens Biolectron. 2014;56:345-51..

Table 1
Comparison of the performance of the AgNPs/SPCE sensor with that of other lactate sensors.

CONCLUSIONS

When evaluating an athlete's performance, sweat lactate level is among the most crucial factors to be considered. A sensitive electrochemical sensor was built in this study to discover lactate using a simple approach. The sensor was created using a GCE substrate that had been coated with Ag NPs/SPCE. FESEM and XRD analyses were used to characterize the structural and morphological properties of AgNPs/SPCE. The FESEM results revealed that the Ag NPs in SPCE were uniformly distributed. Amperometry was used to test the device's sensor performance. The lactate in phosphate buffer solution electrochemical biosensor had a linear response with a low detection limit and sensitivity of 0.44 µM and 0.55 mAcm−2 mM−1, respectively. This sensor calculated the level of lactate in genuine sweat samples to be extremely near towards the amount of injection, making it a biosensor in lactate detection in sweat samples.

REFERENCES

  • 1
    Rathee K, Dhull V, Dhull R, Singh S. Biosensors based on electrochemical lactate detection: A comprehensive review. Biochem Biophys Rep. 2016;5:35-54.
  • 2
    Claus P, Gimenes AM, Castro JR, Mantovani MM, Kanayama KK, Simões DMN, et al. Blood lactate concentration in diabetic dogs. Can Vet J. 2017;58(8):817-22.
  • 3
    Zhang W, Li X, He Y, Xu X, Chen H, Zhang A, et al. Ammonia amendment promotes high rate lactate production and recovery from semi-continuous food waste fermentation. Bioresour Technol. 2020;302:122881.
  • 4
    Wang Y. Preparation of an Electrochemical Luminescence Sensor for Monoamine Neurotransmitter (polydopamine) Detection after Endurance Training. Int J Electrochem Sci. 2020;15:1681-90.
  • 5
    Colon-Franco JM, Lo SF, Tarima SS, Gourlay D, Drendel AL, Lerner BE. Validation of a hand-held point of care device for lactate in adult and pediatric patients using traditional and locally-smoothed median and maximum absolute difference curves. Clin Chim Acta. 2017;468:145-9.
  • 6
    Zhao F, Sun T, Geng F, Chen P, Gao Y. Metal-organic frameworks-based electrochemical sensors and biosensors. Int J Electrochem Sci. 2019;14:5287-304.
  • 7
    Mohan AMV, Rajendran V, Mishra RK, Jayaraman M. Recent advances and perspectives in sweat based wearable electrochemical sensors. Trends Anal Chem. 2020;131:116024.
  • 8
    Seshadri DR, Li RT, Voos JE, Rowbottom JR, Alfes CM, Zorman CA, et al. Wearable sensors for monitoring the physiological and biochemical profile of the athlete. NPJ Digit Med. 2019;2:72.
  • 9
    Huffman KM, Koves TR, Hubal MJ, Abouassi H, Beri N, Bateman LA, et al. Metabolite signatures of exercise training in human skeletal muscle relate to mitochondrial remodelling and cardiometabolic fitness. Diabetologia. 2014;57(11):2282-95.
  • 10
    Vigh-Larsen JF, Ørtenblad N, Spriet LL, Overgaard K, Mohr M. Muscle glycogen metabolism and high-intensity exercise performance: A narrative review. Sports Med. 2021;51(9):1855-74.
  • 11
    Yaqoob AA, Umar K, Ibrahim MNM. Silver nanoparticles: various methods of synthesis, size affecting factors and their potential applications–a review. Appl Nanosci. 2020;10(5):1369-78.
  • 12
    Tan P, Li H, Wang J, Gopinath SCB. Silver nanoparticle in biosensor and bioimaging: Clinical perspectives. Biotechnol Appl Biochem. 2021;68(6):1236-42.
  • 13
    Zhang Q, Jian D, Xu C, Ge Y, Liu X, Wei Q, et al. Wearable electrochemical biosensor based on molecularly imprinted Ag nanowires for noninvasive monitoring lactate in human sweat. Sensors and Actuators B: Chemical. 2020;320:128325.
  • 14
    Chen A, Kamata K, Nakagawa M, Iyoda T, Wang H, Li X. Formation process of silver− polypyrrole coaxial nanocables synthesized by redox reaction between AgNO3 and pyrrole in the presence of poly (vinylpyrrolidone). J Phys Chem B. 2005;109(39):18283-8.
  • 15
    Wang C, Qiu Y, Zhang X, Zhang Y, Sun N, Zhao Y. Geometric design of a Ni@ silica nano-capsule catalyst with superb methane dry reforming stability: enhanced confinement effect over the nickel site anchoring inside a capsule shell with an appropriate inner cavity. Catal Sci Technol. 2018;8(19):4877-90.
  • 16
    Chen S, Dong L, Yan M, Dai Z, Sun C, Li X. Rapid and sensitive biomarker detection using molecular imprinting polymer hydrogel and surface-enhanced Raman scattering. R Soc Open Sci. 2018;5(1):171488.
  • 17
    Xu J. Preparation of ZnS-CdS nanocomposite for photoelectrochemical hydrogen production. Int J Electrochem Sci. 2017;12:2253-61.
  • 18
    Kalasin S, Sangnuang P, Surareungchai W. Satellite-Based Sensor for Environmental Heat-Stress Sweat Creatinine Monitoring: The Remote Artificial Intelligence-Assisted Epidermal Wearable Sensing for Health Evaluation. ACS Biomater Sci Eng. 2020;7(1):322-34.
  • 19
    Shkotova LV, Piechniakova NY, Kukla OL, Dzyadevych SV. Thin-film amperometric multibiosensor for simultaneous determination of lactate and glucose in wine. Food Chem. 2016;197(Pt A):972-8.
  • 20
    Chen Q, Sun T, Song X, Ran Q, Yu C, Yang J, et al. Flexible electrochemical biosensors based on graphene nanowalls for the real-time measurement of lactate. Nanotechnology. 2017;28(31):315501.
  • 21
    Lamas-Ardisana PJ, Loaiza OA, Añorga L, Jubete E, Borghei M, Ruiz V, et al. Disposable amperometric biosensor based on lactate oxidase immobilised on platinum nanoparticle-decorated carbon nanofiber and poly (diallyldimethylammonium chloride) films. Biosens Biolectron. 2014;56:345-51.

Publication Dates

  • Publication in this collection
    30 Jan 2023
  • Date of issue
    2023

History

  • Received
    24 July 2022
  • Accepted
    05 Oct 2022
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