Abstract
Noninvasive diagnosis using salivary samples to detect thiocyanate provides vital information on individual health. This article demonstrates the first example of a wearable sensing device to noninvasively assess thiocyanate levels. The customized screen-printed electrode system is integrated into a form of a mouthguard squarewave-voltammetric sensor toward the convenient and fast detection of the salivary biomarker within 15 s. The sensor with a protective film to mitigate the effect of biofouling offers high sensitivity and selectivity toward the detection of thiocyanate ions. Partial least square regression is applied to analyze the high-order squarewave-voltammetric data over the applied potential range of 0–1.75 V vs Ag/AgCl and quantify the thiocyanate concentration in a complex matrix. The mouthguard sensor operating under physiological conditions can monitor a wide range of thiocyanate (up to 11 mM) with a low detection limit of 30 µM. The demonstration introduces a unique approach, that obviates the requirement for blood sampling, to study thiocyanate levels of healthy people, cigarette smokers, or people with other health conditions. It is envisioned that the new cavitas device possesses a substantial promise for diverse biomedical diagnosis applications.
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Sempionatto JR, Jeerapan I, Krishnan S, Wang J (2020) Wearable chemical sensors: emerging systems for on-body analytical chemistry. Anal Chem 92:378–396. https://doi.org/10.1021/acs.analchem.9b04668
Pungjunun K, Yakoh A, Chaiyo S, Praphairaksit N, Siangproh W, Kalcher K, Chailapakul O (2021) Laser engraved microapillary pump paper-based microfluidic device for colorimetric and electrochemical detection of salivary thiocyanate. Microchim Acta 188:140. https://doi.org/10.1007/s00604-021-04793-2
Ponnaiah SK, Prakash P, Vellaichamy B, Paulmony T, Selvanathan R (2018) Picomolar-level electrochemical detection of thiocyanate in the saliva samples of smokers and non-smokers of tobacco using carbon dots doped Fe3O4 nanocomposite embedded on g-C3N4 nanosheets. Electrochim Acta 283:914–921. https://doi.org/10.1016/j.electacta.2018.07.012
Yang Y, Song Y, Bo X, Min J, Pak OS, Zhu L, Wang M, Tu J, Kogan A, Zhang H, Hsiai TK, Li Z, Gao W (2020) A laser-engraved wearable sensor for sensitive detection of uric acid and tyrosine in sweat. Nat Biotechnol 38:217–224. https://doi.org/10.1038/s41587-019-0321-x
Mani V, Beduk T, Khushaim W, Ceylan AE, Timur S, Wolfbeis OS, Salama KN (2021) Electrochemical sensors targeting salivary biomarkers: a comprehensive review. TrAC Trends Anal Chem 135:116164. https://doi.org/10.1016/j.trac.2020.116164
Ngamchuea K, Chaisiwamongkhol K, Batchelor-McAuley C, Compton RG (2018) Chemical analysis in saliva and the search for salivary biomarkers – a tutorial review. Analyst 143:81–99. https://doi.org/10.1039/C7AN01571B
Arakawa T, Mitsubayashi K (2017) Cavitas sensors (soft contact lens type biosensor, mouth-guard type sensor, etc.) for daily medicine. In: Postolache OA, Mukhopadhyay SC, Jayasundera KP, Swain AK (eds) Sensors for everyday life: healthcare settings. Springer International Publishing, Cham, pp 45–65
Kim J, Imani S, de Araujo WR, Warchall J, Valdés-Ramírez G, Paixão TRLC, Mercier PP, Wang J (2015) Wearable salivary uric acid mouthguard biosensor with integrated wireless electronics. Biosens Bioelectron 74:1061–1068. https://doi.org/10.1016/j.bios.2015.07.039
Kim J, Valdés-Ramírez G, Bandodkar AJ, Jia W, Martinez AG, Ramírez J, Mercier P, Wang J (2014) Non-invasive mouthguard biosensor for continuous salivary monitoring of metabolites. Analyst 139:1632–1636. https://doi.org/10.1039/C3AN02359A
Lee Y, Howe C, Mishra S, Lee DS, Mahmood M, Piper M, Kim Y, Tieu K, Byun H-S, Coffey JP, Shayan M, Chun Y, Costanzo RM, Yeo W-H (2018) Wireless, intraoral hybrid electronics for real-time quantification of sodium intake toward hypertension management. Proc Natl Acad Sci 115:5377. https://doi.org/10.1073/pnas.1719573115
Arakawa T, Tomoto K, Nitta H, Toma K, Takeuchi S, Sekita T, Minakuchi S, Mitsubayashi K (2020) A wearable cellulose acetate-coated mouthguard biosensor for in vivo salivary glucose measurement. Anal Chem 92:12201–12207. https://doi.org/10.1021/acs.analchem.0c01201
de Castro LF, de Freitas SV, Duarte LC, de Souza JAC, Paixão TRLC, Coltro WKT (2019) Salivary diagnostics on paper microfluidic devices and their use as wearable sensors for glucose monitoring. Anal Bioanal Chem 411:4919–4928. https://doi.org/10.1007/s00216-019-01788-0
Ciui B, Tertis M, Feurdean CN, Ilea A, Sandulescu R, Wang J, Cristea C (2019) Cavitas electrochemical sensor toward detection of N-epsilon (carboxymethyl)lysine in oral cavity. Sens Actuators B Chem 281:399–407. https://doi.org/10.1016/j.snb.2018.10.096
Riedel K, Hagedorn HW, Scherer G (2013) Thiocyanate in plasma and saliva [Biomonitoring Methods, 2013]. In: The MAK-Collection for Occupational Health and Safety. Wiley, Chichester, pp 277-292. https://doi.org/10.1002/3527600418.bi5712sale0013
Heliövaara M, Karvonen MJ, Punsar S, Rautanen Y, Haapakoski J (1981) Serum thiocyanate concentration and cigarette smoking in relation to overall mortality and to deaths from coronary heart disease and lung cancer. J Chronic Dis 34:305–311. https://doi.org/10.1016/0021-9681(81)90068-0
Nedoboy PE, Morgan PE, Mocatta TJ, Richards AM, Winterbourn CC, Davies MJ (2014) High plasma thiocyanate levels are associated with enhanced myeloperoxidase-induced thiol oxidation and long-term survival in subjects following a first myocardial infarction. Free Radical Res 48:1256–1266. https://doi.org/10.3109/10715762.2014.947286
Madiyal A, Ajila V, Babu SG, Hegde S, Kumari S, Madi M, Achalli S, Alva P, Ullal H (2018) Status of thiocyanate levels in the serum and saliva of non-smokers, ex-smokers and smokers. Afr Health Sci 18:727–736. https://doi.org/10.4314/ahs.v18i3.31
Flieger J, Kawka J, Tatarczak-Michalewska M (2019) Levels of the thiocyanate in the saliva of tobacco smokers in comparison to e-cigarette smokers and nonsmokers measured by HPLC on a phosphatidylcholine column. Molecules 24(20):3790. https://doi.org/10.3390/molecules24203790
Tsuge K, Kataoka M, Seto Y (2000) Cyanide and thiocyanate levels in blood and saliva of healthy adult volunteers. J Health Sci 46:343–350. https://doi.org/10.1248/jhs.46.343
Valdés M, Díaz-García M (2004) Determination of thiocyanate within physiological fluids and environmental samples: current practice and future trends. Crit Rev Anal Chem 34:9–23. https://doi.org/10.1080/10408340490273726
Hanrahan G, Udeh F, Patil DG (2005) CHEMOMETRICS AND STATISTICS | Multivariate Calibration Techniques. In: Worsfold P, Townshend A, Poole C (eds) Encyclopedia of Analytical Science, 2nd edn. Elsevier, Oxford, pp 27–32
Jeerapan I, Poorahong S (2020) Review—flexible and stretchable electrochemical sensing systems: materials, energy sources, and integrations. J Electrochem Soc 167:037573. https://doi.org/10.1149/1945-7111/ab7117
Kim J, Jeerapan I, Ciui B, Hartel MC, Martin A, Wang J (2017) Edible electrochemistry: food materials based electrochemical sensors. Adv Healthcare Mater. 6:1700770. https://doi.org/10.1002/adhm.201700770
Jiang C, Wang G, Hein R, Liu N, Luo X, Davis JJ (2020) Antifouling strategies for selective in vitro and in vivo sensing. Chem Rev 120:3852–3889. https://doi.org/10.1021/acs.chemrev.9b00739
Morgan AJ, Wynn PC, Sheehy PA (2016) Milk proteins: minor proteins, bovine serum albumin, and vitamin-binding proteins and their biological properties. In: Reference Module in Food Science. Elsevier. https://doi.org/10.1016/B978-0-08-100596-5.00947-1
Patel J, Radhakrishnan L, Zhao B, Uppalapati B, Daniels RC, Ward KR, Collinson MM (2013) Electrochemical properties of nanostructured porous gold electrodes in biofouling solutions. Anal Chem 85:11610–11618. https://doi.org/10.1021/ac403013r
Krishnan P (2007) The effect of concentration in electrochemical oxidation of thiocyanate on platinum electrode. J Solid State Electrochem 11:1327–1334. https://doi.org/10.1007/s10008-007-0295-3
Griffiths ML, Barbagallo RP, Keer JT (2006) Multiple and simultaneous fluorophore detection using fluorescence spectrometry and partial least-squares regression with sample-specific confidence intervals. Anal Chem 78:513–523. https://doi.org/10.1021/ac051635p
Herrero A, Ortiz MC (1998) Modelling the background current with partial least squares regression and transference of the calibration models in the simultaneous determination of Tl and Pb by stripping voltammetry. Talanta 46:129–138. https://doi.org/10.1016/S0039-9140(97)00269-5
Sisouane M, Cascant MM, Tahiri S, Garrigues S, El Krati M, Boutchich GELK, Cervera ML, de la Guardia M (2017) Prediction of organic carbon and total nitrogen contents in organic wastes and their composts by infrared spectroscopy and partial least square regression. Talanta 167:352–358. https://doi.org/10.1016/j.talanta.2017.02.034
Wold S (1994) PLS for multivariate linear modeling. QSAR: chemometric methods in molecular design Methods and principles in medicinal chemistry. Weinheim, Germany: Verlag-Chemie
Zhang W, Du Y, Wang ML (2015) Noninvasive glucose monitoring using saliva nano-biosensor. Sens Bio-Sensing Res 4:23–29. https://doi.org/10.1016/j.sbsr.2015.02.002
Kumar B, Kashyap N, Avinash A, Chevvuri R, Sagar MK, Kumar S (2017) The composition, function and role of saliva in maintaining oral health: a review. Int J Contemp Dent Med Rev. https://doi.org/10.15713/ins.ijcdmr.121
Soukup M, Biesiada I, Henderson A, Idowu B, Rodeback D, Ridpath L, Bridges EG, Nazar AM, Bridges KG (2012) Salivary uric acid as a noninvasive biomarker of metabolic syndrome. Diabetol Metab Syndr 4:14. https://doi.org/10.1186/1758-5996-4-14
Renda R (2017) Can salivary creatinine and urea levels be used to diagnose chronic kidney disease in children as accurately as serum creatinine and urea levels? A case–control study. Ren Fail 39:452–457. https://doi.org/10.1080/0886022X.2017.1308256
Tékus É, Kaj M, Szabó E, Szénási NL, Kerepesi I, Figler M, Gábriel R, Wilhelm M (2012) Comparison of blood and saliva lactate level after maximum intensity exercise. Acta Biol Hung 63:89–98. https://doi.org/10.1556/ABiol.63.2012.Suppl.1.9
Hwang D-W, Lee S, Seo M, Chung TD (2018) Recent advances in electrochemical non-enzymatic glucose sensors – a review. Anal Chim Acta 1033:1–34. https://doi.org/10.1016/j.aca.2018.05.051
Galanti LM (1997) Specificity of salivary thiocyanate as marker of cigarette smoking is not affected by alimentary sources. Clin Chem 43:184–185. https://doi.org/10.1093/clinchem/43.1.184
Acknowledgements
We would like to thank to Talent Management Project of Prince of Songkla University. We also gratefully acknowledge the Center of Excellence for Innovation in Chemistry (PERCH-CIC), Ministry of Higher Education, Science, Research, and Innovation (MHESI).
Funding
This project was supported by the Faculty of Science Research Fund 2021 (Contract Number: 264003), Prince of Songkla University, Hat Yai, Thailand.
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Sangsawang, R., Buranachai, C., Thavarungkul, P. et al. Cavitas electrochemical sensors for the direct determination of salivary thiocyanate levels. Microchim Acta 188, 415 (2021). https://doi.org/10.1007/s00604-021-05067-7
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DOI: https://doi.org/10.1007/s00604-021-05067-7