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Non-Invasive Blood Glucose Monitoring Technology: A Review
Open accessAbstract
In recent years, with the rise of global diabetes, a growing number of subjects are suffering from pain and infections caused by the invasive nature of mainstream commercial glucose meters. Non-invasive blood glucose monitoring technology has become an international research topic and a new method which could bring relief to a vast number of patients. This paper reviews the research progress and major challenges of non-invasive blood glucose detection technology in recent years, and divides it into three categories: optics, microwave and electrochemistry, based on the detection principle. The technology covers medical, materials, optics, electromagnetic wave, chemistry, biology, computational science and other related fields. The advantages and limitations of non-invasive and invasive technologies as well as electrochemistry and optics in non-invasives are compared horizontally in this paper. In addition, the current research achievements and limitations of non-invasive electrochemical glucose sensing systems in continuous monitoring, point-of-care and clinical settings are highlighted, so as to discuss the development tendency in future research. With the rapid development of wearable technology and transdermal biosensors, non-invasive blood glucose monitoring will become more efficient, affordable, robust, and more competitive on the market.
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![Figure 3 Near-infrared (NIR) and mid-infrared (MIR) spectroscopy methods. (A) Noninvasive and fast measurement of blood glucose in vivo by NIR spectroscopy. Adapted with permission [46]. Copyright 2017, Elsevier. (B) Rapid and non-destructive measurement of glucose in a skin tissue phantom by near-infrared spectroscopy. Adapted with permission [47]. Copyright 2018, Elsevier. (C) Mid-infrared photoacoustic detection of glucose in human skin: towards non-invasive diagnostics. Adapted with permission [35]. Copyright 2016, MDPI. (D) Vibrational sensing using infrared nanoantennas: toward the non-invasive quantitation of physiological levels of glucose and fructose. Adapted with permission [48]. Copyright 2019, American Chemical Society.](/paper-figures/4c6e3c1499124f90a575c4ca4c786b47/non-invasive-blood-glucose-monitoring-technology-a-review-figure-3.jpg)
![Figure 4 Optical polarimetry method: dual-wavelength polarimetric glucose sensing. Adapted with permission [67]. Copyright 2013, SPIE.](/paper-figures/edaded7a8a2a4b1ebcf041b9f1f2073f/non-invasive-blood-glucose-monitoring-technology-a-review-figure-4.jpg)
![Figure 5 Raman spectroscopy methods. (A) multicomponent analysis using a confocal Raman microscope. Adapted with permission [68]. Copyright 2018, Optical Society of America. (B) Glucose sensing using surface-enhanced Raman-mode constraining. Adapted with permission [69]. Copyright 2018, American Chemical Society.](/paper-figures/8dbcc5e8721c49d795b35198fb8e8074/non-invasive-blood-glucose-monitoring-technology-a-review-figure-5.jpg)
![Figure 6 Fluorescence methods. (A) Colorimetric and ratiometric fluorescence dual-mode sensing of glucose. Adapted with permission [75]. Copyright 2019, MDPI. (B) Carbon-dot-based ratiometric fluorescence glucose biosensor. Adapted with permission [73]. Copyright 2019, Elsevier. (C) Nanostructured biosensor for detecting glucose in tear by applying fluorescence resonance energy transfer quenching mechanism. Adapted with permission [76]. Copyright 2017, Elsevier. Optical coherence tomography (OCT) method: (D) Non-invasive monitoring of blood glucose concentration in diabetic patients with optical coherence tomography. Adapted with permission [77]. Copyright 2017, Laser Physics Letters.](/paper-figures/8a3cad9c639d4046864ab2a70297d023/non-invasive-blood-glucose-monitoring-technology-a-review-figure-6.jpg)
![Figure 7 Microwave methods. (A) High-sensitivity, quantified, linear and mediator-free resonator-based microwave biosensor for glucose detection. (a) Microwave-based glucose biosensor, (b) micro-fabricated biochip mounted printed circuit board (PCB), and (c) sensing mechanism of microwave biosensor. Adapted with permission [91]. Copyright 2020, MDPI. (B) Demonstration of microstrip sensor for the feasibility study of non-invasive blood-glucose sensing. Adapted with permission [92]. Copyright 2020, Springer.](/paper-figures/c2918bb3debd4bd0bc6e1d909242455f/non-invasive-blood-glucose-monitoring-technology-a-review-figure-7.jpg)

![Figure 9 Saliva-based and breath acetone glucose monitoring. (A) Non-invasive glucose monitoring using saliva nano-biosensor. Adapted with permission [108]. Copyright 2015, Elsevier. (B) Non-invasive measurement of blood glucose by breath analysis. Adapted with permission [129]. Copyright 2020, John Wiley and Sons.](/paper-figures/6f9a0adc9c564c31898493ceedf899c6/non-invasive-blood-glucose-monitoring-technology-a-review-figure-9.jpg)
![Figure 10 Tear-based glucose monitoring. (A) Paper-based colorimetric biosensor for tear glucose measurements. Adapted with permission [131]. Copyright 2017, Micromachines. (B) Tear glucose detection combining microfluidic thread based device, amperometric biosensor and microflow injection analysis. Adapted with permission [109]. Copyright 2017, Elsevier. (C) Soft, smart contact lenses with integrations of wireless circuits, glucose sensors, and displays. Adapted with permission [137]. Copyright 2018, Science advances.](/paper-figures/8b6771b3028641499f126913e217a3b1/non-invasive-blood-glucose-monitoring-technology-a-review-figure-10.jpg)
![Figure 11 Sweat-based glucose monitoring. (A) Wearable/disposable sweat-based glucose monitoring device with multistage transdermal drug delivery module. Adapted with permission [138]. Copyright 2017, Science advances. (B) Enokitake mushroom-like standing gold nanowires toward wearable noninvasive bimodal glucose and strain sensing. Adapted with permission [110]. Copyright 2019, American Chemical Society.](/paper-figures/ed6f03258e27498385ac1a42fa0e93e5/non-invasive-blood-glucose-monitoring-technology-a-review-figure-11.jpg)
![Figure 12 ISF-based glucose monitoring. (A) Skin-like biosensor system via electrochemical channels for noninvasive blood glucose monitoring. Adapted with permission [111]. Copyright 2017, Science advances. (B) Non-invasive, transdermal, path-selective and specific glucose monitoring via a graphene-based platform. Adapted with permission [142]. Copyright 2018, Nature Nanotechnology.](/paper-figures/647c5c848a7e4a91909cef94c4c856b3/non-invasive-blood-glucose-monitoring-technology-a-review-figure-12.jpg)
![Figure 13 Gelatin methacryloyl microneedle patches for minimally invasive extraction of skin interstitial fluid. (A) Preparation process of the GelMA MN patch. (B) Schematic diagram of the extraction process in a rat model. (C) The detected glucose concentration (blue dots) was fitted as a line (blue line), R2 = 0.981. (D) A picture of the GelMA MN patch containing an 11 × 11 array of MNs over a 1 cm × 1 cm area. (E) Detected glucose concentrations in ISF compared to blood glucose concentrations. * p < 0.05, NS means not significant. Adapted with permission [147]. Copyright 2020, Small.](/paper-figures/a838452177414787ab9b6589d8d26509/non-invasive-blood-glucose-monitoring-technology-a-review-figure-13.jpg)
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“Indeed, it is remarkable that glucose levels in biofluids, such as ISF (Figure 4B), sweat (Figure 4C), saliva, tears, and urine (Figure 4 D, E, F, respectively) are correlated with those in the blood 76.”
From Glucose biosensors in clinical practice: principles, limits and perspectives of currently used devices (2022) · cites this paper as [76]
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“As stated above, over the years, enzymatic amperometric glucose sensors were the first and widespread glucose sensors available 76.”
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“It is widely known that enzymatic sensors such as those based on glucose oxidase are more stable than other enzymes, easy to obtain, and cheap; on the other hand, it quickly loses its activity at pH<2 or pH>8 and can be irrevocably damaged at temperatures above 40 °C 76.”
From Glucose biosensors in clinical practice: principles, limits and perspectives of currently used devices (2022) · cites this paper as [76]
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Citations
Cites
Standards of Medical Care in Diabetes
Power, D. V. (2006) · Diabetes Care · doi:10.2337/diacare.29.02.06.dc05-1593 · Cited by 8,676
Standards of medical care in diabetes—2014
American Diabetes Association (2014) · Diabetes Care · doi:10.2337/dc14-s014 · Cited by 4,572
Gabriel, S., Lau, R. W., & Gabriel, C. (1996) · Physics in Medicine and Biology · doi:10.1088/0031-9155/41/11/003 · Cited by 4,175
ELECTRODE SYSTEMS FOR CONTINUOUS MONITORING IN CARDIOVASCULAR SURGERY
Clark, L. C., & Lyons, C. (1962) · Annals of the New York Academy of Sciences · doi:10.1111/j.1749-6632.1962.tb13623.x · Cited by 3,945
Electrochemical Glucose Biosensors
Wang, J. (2008) · Chemical Reviews · doi:10.1021/cr068123a · Cited by 3,498
Standards of medical care in diabetes 2010
American Diabetes Association (2010) · Diabetes Care · doi:10.2337/dc10-s011 · Cited by 3,470
Nathan, D. M., & for the DCCT/EDIC Research Group (2014) · Diabetes Care · doi:10.2337/dc13-2112 · Cited by 1,832
Wearable and flexible electronics for continuous molecular monitoring
Yang, Y., & Gao, W. (2019) · Chemical Society Reviews · doi:10.1039/c7cs00730b · Cited by 1,315
Flexible Electronics toward Wearable Sensing
Gao, W. F., Ota, H., Kiriya, D., Takei, K., & Javey, A. (2019) · Accounts of Chemical Research · doi:10.1021/acs.accounts.8b00500 · Cited by 1,301
Microneedles: A smart approach and increasing potential for transdermal drug delivery system
Waghule, T., Singhvi, G., Dubey, S. K., Pandey, M. M., Gupta, G., Singh, M., & Dua, K. (2018) · Biomedicine & Pharmacotherapy · doi:10.1016/j.biopha.2018.10.078 · Cited by 1,277
Lee, H., Song, C., Hong, Y. S., Kim, M., Cho, H. R., Kang, T., Shin, K., Choi, S. H., Hyeon, T., & Kim, D.-H. (2017) · Science Advances · doi:10.1126/sciadv.1601314 · Cited by 1,118
Global guideline for type 2 diabetes
(2014) · Diabetes Research and Clinical Practice · doi:10.1016/j.diabres.2012.10.001 · Cited by 1,064
Gonzales, W. V., Mobashsher, A. T., & Abbosh, A. M. (2019) · Sensors · doi:10.3390/s19040800 · Cited by 820
Glucose Sensing for Diabetes Monitoring: Recent Developments
Bruen, D., Delaney, C., Florea, L., & Diamond, D. (2017) · Sensors · doi:10.3390/s17081866 · Cited by 796
Enzyme‐Based Glucose Sensor: From Invasive to Wearable Device
Lee, H., Hong, Y. J., Baik, S., Hyeon, T., & Kim, D. (2018) · Advanced Healthcare Materials · doi:10.1002/adhm.201701150 · Cited by 778
International Diabetes Federation: a consensus on Type 2 diabetes prevention
Alberti, K. G. M. M., Zimmet, P., & Shaw, J. (2007) · Diabetic Medicine · doi:10.1111/j.1464-5491.2007.02157.x · Cited by 778
Bandodkar, A. J., Gutruf, P., Choi, J., Lee, K., Sekine, Y., Reeder, J. T., Jeang, W. J., Aranyosi, A. J., Lee, S. P., Model, J. B., et al. (2019) · Science Advances · doi:10.1126/sciadv.aav3294 · Cited by 761
Accessing analytes in biofluids for peripheral biochemical monitoring
Heikenfeld, J., Jajack, A., Feldman, B., Granger, S. W., Gaitonde, S., Begtrup, G., & Katchman, B. A. (2019) · Nature Biotechnology · doi:10.1038/s41587-019-0040-3 · Cited by 758
Tattoo-Based Noninvasive Glucose Monitoring: A Proof-of-Concept Study
Bandodkar, A. J., Jia, W., Yardımcı, C., Wang, X., Ramirez, J., & Wang, J. (2015) · Analytical Chemistry · doi:10.1021/ac504300n · Cited by 700
Soft, smart contact lenses with integrations of wireless circuits, glucose sensors, and displays
Park, J., Kim, J., Kim, S.-Y., Cheong, W. H., Jang, J., Park, Y.-G., Na, K., Kim, Y.-T., Heo, J. H., Lee, C. Y., et al. (2018) · Science Advances · doi:10.1126/sciadv.aap9841 · Cited by 671
Glucose sensors: a review of current and emerging technology
Oliver, N. S., Toumazou, C., Cass, A. E. G., & Johnston, D. G. (2009) · Diabetic Medicine · doi:10.1111/j.1464-5491.2008.02642.x · Cited by 584
Non-invasive glucose monitoring technology in diabetes management: A review
Vashist, S. K. (2012) · Analytica Chimica Acta · doi:10.1016/j.aca.2012.03.043 · Cited by 575
Simultaneous Monitoring of Sweat and Interstitial Fluid Using a Single Wearable Biosensor Platform
Kim, J., Sempionatto, J. R., Imani, S., Hartel, M. C., Barfidokht, A., Tang, G., Campbell, A. S., Mercier, P. P., & Wang, J. (2018) · Advanced Science · doi:10.1002/advs.201800880 · Cited by 534
Skin-like biosensor system via electrochemical channels for noninvasive blood glucose monitoring
Chen, Y., Lu, S., Zhang, S., Li, Y., Qu, Z., Chen, Y., Lu, B., Wang, X., & Feng, X. (2017) · Science Advances · doi:10.1126/sciadv.1701629 · Cited by 470
Tierney, M. J., Tamada, J. A., Potts, R. O., Jovanovic, L., & Garg, S. (2001) · Biosensors and Bioelectronics · doi:10.1016/s0956-5663(01)00189-0 · Cited by 390
Recent advances of microneedles for biomedical applications: drug delivery and beyond
Yang, J. G., Liu, X., Fu, Y., & Song, Y. (2019) · Acta Pharmaceutica Sinica B · doi:10.1016/j.apsb.2019.03.007 · Cited by 381
Optical glucose sensing in biological fluids: an overview
McNichols, R. J., & Coté, G. L. (2000) · Journal of Biomedical Optics · doi:10.1117/1.429962 · Cited by 369
Lipani, L., Dupont, B. G. R., Doungmene, F., Marken, F., Tyrrell, R. M., Guy, R. H., & Ilie, A. (2018) · Nature Nanotechnology · doi:10.1038/s41565-018-0112-4 · Cited by 340
Recent developments in blood glucose sensors
Wang, H.-C., & Lee, A. (2015) · Journal of Food and Drug Analysis · doi:10.1016/j.jfda.2014.12.001 · Cited by 320
Is breath acetone a biomarker of diabetes? A historical review on breath acetone measurements
Wang, Z., & Wang, C. (2013) · Journal of Breath Research · doi:10.1088/1752-7155/7/3/037109 · Cited by 319
Design and In Vitro Interference Test of Microwave Noninvasive Blood Glucose Monitoring Sensor
Choi, H., Naylon, J. A., Luzio, S. D., Beutler, J., Birchall, J. C., Martin, C., & Porch, A. (2015) · IEEE Transactions on Microwave Theory and Techniques · doi:10.1109/tmtt.2015.2472019 · Cited by 313
Microwave-Based Noninvasive Concentration Measurements for Biomedical Applications
Hofmann, M., Fischer, G., Weigel, R., & Kissinger, D. (2013) · IEEE Transactions on Microwave Theory and Techniques · doi:10.1109/tmtt.2013.2250516 · Cited by 289
Chu, M. X., Miyajima, K., Takahashi, D., Arakawa, T., Sano, K., Sawada, S.-I., Kudo, H., Iwasaki, Y., Akiyoshi, K., Mochizuki, M., et al. (2011) · Talanta · doi:10.1016/j.talanta.2010.10.055 · Cited by 279
Teymourian, H., Moonla, C., Tehrani, F., Vargas, E., Aghavali, R., Barfidokht, A., Tangkuaram, T., Mercier, P. P., Dassau, E., & Wang, J. (2020) · Analytical Chemistry · doi:10.1021/acs.analchem.9b05109 · Cited by 278
Saliva-Based Biosensors: Noninvasive Monitoring Tool for Clinical Diagnostics
Malon, R. S. P., Sadir, S., Balakrishnan, M., & Córcoles, E. P. (2014) · BioMed Research International · doi:10.1155/2014/962903 · Cited by 260
Near-infrared spectroscopy for medical applications: Current status and future perspectives
Sakudo, A. (2016) · Clinica Chimica Acta · doi:10.1016/j.cca.2016.02.009 · Cited by 253
Glucose monitoring by reverse iontophoresis
Potts, R. O., Tamada, J. A., & Tierney, M. J. (2002) · Diabetes/Metabolism Research and Reviews · doi:10.1002/dmrr.210 · Cited by 246
Wilson, A. D. (2015) · Metabolites · doi:10.3390/metabo5010140 · Cited by 243
Wang, C., Mbi, A., & Shepherd, M. D. (2009) · IEEE Sensors Journal · doi:10.1109/jsen.2009.2035730 · Cited by 236
Sabri, A. H. B., Kim, Y., Marlow, M., Scurr, D. J., Segal, J. I., Banga, A. K., Kagan, L., & Lee, J. B. (2019) · Advanced Drug Delivery Reviews · doi:10.1016/j.addr.2019.10.004 · Cited by 236
Noninvasive glucose monitoring using saliva nano-biosensor
Zhang, W., Du, Y., & Wang, M. L. (2015) · Sensing and Bio-Sensing Research · doi:10.1016/j.sbsr.2015.02.002 · Cited by 232
Review of Non-Invasive Glucose Sensing Techniques: Optical, Electrical and Breath Acetone
Shokrekhodaei, M., & Quinones, S. (2020) · Sensors · doi:10.3390/s20051251 · Cited by 221
Zhu, J., Zhou, X., Kim, H., Qu, M., Jiang, X., Lee, K., Ren, L. M., Wu, Q., Wang, C., Zhu, X., et al. (2020) · Small · doi:10.1002/smll.201905910 · Cited by 217
Wearable-band type visible-near infrared optical biosensor for non-invasive blood glucose monitoring
Rachim, V. P., & Chung, W.-Y. (2019) · Sensors and Actuators B Chemical · doi:10.1016/j.snb.2019.01.121 · Cited by 200
Garg, S. K., Potts, R. O., Ackerman, N. R., Fermi, S. J., Tamada, J. A., & Chase, H. P. (1999) · Diabetes Care · doi:10.2337/diacare.22.10.1708 · Cited by 200
Radio-Frequency and Microwave Techniques for Non-Invasive Measurement of Blood Glucose Levels
Yilmaz, T., Foster, R., & Hao, Y. (2019) · Diagnostics · doi:10.3390/diagnostics9010006 · Cited by 200
Ribet, F., Stemme, G., & Roxhed, N. (2018) · Biomedical Microdevices · doi:10.1007/s10544-018-0349-6 · Cited by 184
Turner, C., Walton, C., Hoashi, S., & Evans, M. L. (2009) · Journal of Breath Research · doi:10.1088/1752-7155/3/4/046004 · Cited by 183
Electronic nose: a non-invasive technology for breath analysis of diabetes and lung cancer patients
Behera, B., Joshi, R., Anil Vishnu, G. K., Bhalerao, S., & Pandya, H. J. (2019) · Journal of Breath Research · doi:10.1088/1752-7163/aafc77 · Cited by 179
Saleem, M., Yu, H., Wang, L., Ul-Abdin, Z., Khalid, H., Akram, M. A., Abbasi, N. M., & Huang, J. L. (2015) · Analytica Chimica Acta · doi:10.1016/j.aca.2015.01.012 · Cited by 173
In Vivo Blood Glucose Quantification Using Raman Spectroscopy
Shao, J., Lin, M., Li, Y.-Q., Li, X., Liu, J., Liang, J., & Yao, H. (2012) · PLoS ONE · doi:10.1371/journal.pone.0048127 · Cited by 172
Self-citationSim, J. Y., Ahn, C.-G., Jeong, E.-J., & Kim, B. K. (2018) · Scientific Reports · doi:10.1038/s41598-018-19340-y · Cited by 167
Kownacka, A. E., Vegelyte, D., Joosse, M., Anton, N., Toebes, B. J., Lauko, J., Buzzacchera, I., Lipinska, K., Wilson, D. A., Geelhoed-Duijvestijn, N., et al. (2018) · Biomacromolecules · doi:10.1021/acs.biomac.8b01429 · Cited by 164
Contact lens biofuel cell tested in a synthetic tear solution
Reid, R. C., Minteer, S. D., & Gale, B. K. (2014) · Biosensors and Bioelectronics · doi:10.1016/j.bios.2014.12.034 · Cited by 159
初, 明. (2011) · Medical Entomology and Zoology · Cited by 157
Bollella, P., Sharma, S., Cass, A. E. G., & Antiochia, R. (2019) · Electroanalysis · doi:10.1002/elan.201800630 · Cited by 153
Optical Based Noninvasive Glucose Monitoring Sensor Prototype
Haxha, S., & Jhoja, J. (2016) · IEEE photonics journal · doi:10.1109/jphot.2016.2616491 · Cited by 152
Technologies for Clinical Diagnosis Using Expired Human Breath Analysis
Mathew, T. L., Pownraj, P., Abdulla, S., & Pullithadathil, B. (2015) · Diagnostics · doi:10.3390/diagnostics5010027 · Cited by 149
Noninvasive blood glucose assay using a newly developed near-infrared system
Maruo, K., Tsurugi, M., Chin, J., Ota, T., Arimoto, H., Yamada, Y., Tamura, M., Ishii, M., & Ozaki, Y. (2003) · IEEE Journal of Selected Topics in Quantum Electronics · doi:10.1109/jstqe.2003.811283 · Cited by 147
Noninvasive Electromagnetic Wave Sensing of Glucose
Zhang, R., Liu, S., Jin, H., Luo, Y., Zheng, Z., Gao, F., & Zheng, Y. (2019) · Sensors · doi:10.3390/s19051151 · Cited by 147
Carbon-dot-based ratiometric fluorescence glucose biosensor
Cho, M.-J., & Park, S. (2018) · Sensors and Actuators B Chemical · doi:10.1016/j.snb.2018.11.055 · Cited by 138
Bio(Sensing) devices based on ferrocene–functionalized graphene and carbon nanotubes
Rabti, A., Raouafi, N., & Merkoçi, A. (2016) · Carbon · doi:10.1016/j.carbon.2016.07.043 · Cited by 135
Pain-Free Blood Glucose Monitoring Using Wearable Sensors: Recent Advancements and Future Prospects
Siddiqui, S. A., Zhang, Y., Lloret, J., Song, H. H., & Zoran Obradovic, A. (2018) · IEEE Reviews in Biomedical Engineering · doi:10.1109/rbme.2018.2822301 · Cited by 135
Mid-Infrared Photoacoustic Detection of Glucose in Human Skin: Towards Non-Invasive Diagnostics
Kottmann, J., Rey, J. M., & Sigrist, M. W. (2016) · Sensors · doi:10.3390/s16101663 · Cited by 133
Paper-Based Colorimetric Biosensor for Tear Glucose Measurements
Gabriel, E. F. M., Garcia, P. D. T., Lopes, F. M., & Coltro, W. K. T. (2017) · Micromachines · doi:10.3390/mi8040104 · Cited by 130
Blood Ketone Bodies and Breath Acetone Analysis and Their Correlations in Type 2 Diabetes Mellitus
Saasa, V., Beukes, M., Lemmer, Y., & Mwakikunga, B. W. (2019) · Diagnostics · doi:10.3390/diagnostics9040224 · Cited by 130
Review—Metal Oxides: Application in Exhaled Breath Acetone Chemiresistive Sensors
Masikini, M., Chowdhury, M. R., & Nemraoui, O. (2020) · Journal of The Electrochemical Society · doi:10.1149/1945-7111/ab64bc · Cited by 128
Zhai, Q., Gong, S. P., Wang, Y., Lyu, Q., Liu, Y., Ling, Y., Wang, J., Simon, G. P., & Cheng, W. (2019) · ACS Applied Materials & Interfaces · doi:10.1021/acsami.8b19383 · Cited by 124
Noninvasive glucose monitoring using mid-infrared absorption spectroscopy based on a few wavenumbers
Kasahara, R., Kino, S., Soyama, S., & Matsuura, Y. (2017) · Biomedical Optics Express · doi:10.1364/boe.9.000289 · Cited by 123
Bollella, P., Sharma, S., Cass, A. E. G., Tasca, F., & Antiochia, R. (2019) · Catalysts · doi:10.3390/catal9070580 · Cited by 121
Glucose Sensing Using Surface-Enhanced Raman-Mode Constraining
Yang, D., Afroosheh, S., Lee, J. O., Cho, H., Kumar, S., Siddique, R. H., Narasimhan, V., Yoon, Y.-Z., Zayak, A. T., & Choo, H. (2018) · Analytical Chemistry · doi:10.1021/acs.analchem.8b03420 · Cited by 114
Jang, C., Park, J., Lee, H., Yun, G., & Yook, J. (2020) · IEEE Sensors Journal · doi:10.1109/jsen.2020.2984779 · Cited by 114
Near-infrared LED based non-invasive blood glucose sensor
Yadav, J., Rani, A., Singh, V., & Murari, B. M. (2014) · International Conference on Signal Processing and Integrated Networks (SPIN) · doi:10.1109/spin.2014.6777023 · Cited by 112
Kim, K. B., Lee, W.-C., Cho, C.-H., Park, D., Cho, S. J., & Shim, Y. (2018) · Sensors and Actuators B Chemical · doi:10.1016/j.snb.2018.10.081 · Cited by 110
Turgul, V., & Kale, İ. (2017) · IEEE Sensors Journal · doi:10.1109/jsen.2017.2757083 · Cited by 108
Transdermal colorimetric patch for hyperglycemia sensing in diabetic mice
Wang, Z., Li, H., Wang, J., Chen, Z., Chen, G., Wen, D., Chan, A., & Gu, Z. (2020) · Biomaterials · doi:10.1016/j.biomaterials.2020.119782 · Cited by 107
Rydosz, A. M. (2015) · Journal of Diabetes Science and Technology · doi:10.1177/1932296815572366 · Cited by 100
Silk/polyols/GOD microneedle based electrochemical biosensor for continuous glucose monitoring
Zhao, L., Wen, Z., Jiang, F., Zheng, Z., & Lu, S. (2020) · RSC Advances · doi:10.1039/c9ra10374k · Cited by 96
Towards Accurate Dielectric Property Retrieval of Biological Tissues for Blood Glucose Monitoring
Yilmaz, T., Foster, R., & Hao, Y. (2014) · IEEE Transactions on Microwave Theory and Techniques · doi:10.1109/tmtt.2014.2365019 · Cited by 94
Belle, J. T. L., Adams, A. C., Lin, C.-E., Engelschall, E., Pratt, B., & Cook, C. B. (2016) · Chemical Communications · doi:10.1039/c6cc03609k · Cited by 94
Rapid paper based colorimetric detection of glucose using a hollow microneedle device
Nicholas, D., Logan, K. A., Sheng, Y., Gao, J., Farrell, S., Dixon, D., Callan, B., McHale, A. P., & Callan, J. F. (2018) · International Journal of Pharmaceutics · doi:10.1016/j.ijpharm.2018.06.002 · Cited by 93
Chinnadayyala, S. R., Park, I., & Cho, S. (2018) · Microchimica Acta · doi:10.1007/s00604-018-2770-1 · Cited by 91
Chen, L., Tse, W. H., Chen, Y., McDonald, M. W., Melling, C. W. J., & Zhang, J. (2016) · Biosensors and Bioelectronics · doi:10.1016/j.bios.2016.12.044 · Cited by 88
Current Advancements in Transdermal Biosensing and Targeted Drug Delivery
Pandey, P. C., Shukla, S., Skoog, S. A., Boehm, R. D., & Narayan, R. J. (2019) · Sensors · doi:10.3390/s19051028 · Cited by 87
A Noninvasive Measurement of Blood Glucose Concentration by UWB Microwave Spectrum
Xiao, X., & Li, Q. (2016) · IEEE Antennas and Wireless Propagation Letters · doi:10.1109/lawp.2016.2618946 · Cited by 86
Noninvasive Polarimetric-Based Glucose Monitoring: An in Vivo Study
Purvinis, G., Cameron, B. D., & Altrogge, D. M. (2011) · Journal of Diabetes Science and Technology · doi:10.1177/193229681100500227 · Cited by 83
Agustini, D., Bergamini, M. F., & Junior, L. H. M. (2017) · Biosensors and Bioelectronics · doi:10.1016/j.bios.2017.06.035 · Cited by 81
Lo, Y., & Yu, T.-C. (2005) · Optics Communications · doi:10.1016/j.optcom.2005.08.061 · Cited by 79
Noninvasive in vitro measurement of pig-blood d-glucose by using a microwave cavity sensor
Kim, S., Melikyan, H., Kim, J., Babajanyan, A., Lee, J., Enkhtur, L., Friedman, B., & Lee, K. (2012) · Diabetes Research and Clinical Practice · doi:10.1016/j.diabres.2012.01.018 · Cited by 76
Blood Glucose Level Monitoring Using an FMCW Millimeter-Wave Radar Sensor
Omer, A. E., Safavi‐Naeini, S., Hughson, R. L., & Shaker, G. S. A. (2020) · Remote Sensing · doi:10.3390/rs12030385 · Cited by 75
Properties of erythrocyte light refraction in diabetic patients
Mazarevica, G., Freivalds, T., & Jurka, A. (2002) · Journal of Biomedical Optics · doi:10.1117/1.1463043 · Cited by 74
Maruo, K., & Yamada, Y. (2015) · Journal of Biomedical Optics · doi:10.1117/1.jbo.20.4.047003 · Cited by 73
Glucose sensor using a microfabricated electrode and electropolymerized bilayer films
Yang, H., Chung, T. D., Kim, Y. T., Choi, C. A., Jun, C., & Kim, H. C. (2002) · Biosensors and Bioelectronics · doi:10.1016/s0956-5663(01)00266-4 · Cited by 72
Pleitez, M. A., Lieblein, T., Bauer, A., Hertzberg, O., Lilienfeld-Toal, H. V., & Mäntele, W. (2013) · Review of Scientific Instruments · doi:10.1063/1.4816723 · Cited by 72
Noninvasive and fast measurement of blood glucose in vivo by near infrared (NIR) spectroscopy
Xue, J., Liming, Y., Yufei, L., Chun-yan, L., & Chen, H. (2017) · Spectrochimica Acta Part A Molecular and Biomolecular Spectroscopy · doi:10.1016/j.saa.2017.02.032 · Cited by 68
Kühner, L., Semenyshyn, R., Hentschel, M., Neubrech, F., Tarín, C., & Giessen, H. (2019) · ACS Sensors · doi:10.1021/acssensors.9b00488 · Cited by 68
Kumar, A., Wang, C., Meng, F., Zhou, Z., Zhao, M., Yan, G., Kim, E., & Kim, N. (2020) · Sensors · doi:10.3390/s20144024 · Cited by 68
WGM-Based Sensing of Characterized Glucose- Aqueous Solutions at mm-Waves
Omer, A. E., Gigoyan, S. S., Shaker, G. S. A., & Safavi‐Naeini, S. (2020) · IEEE Access · doi:10.1109/access.2020.2975805 · Cited by 68
Phantoms for Development of Microwave Sensors for Noninvasive Blood Glucose Monitoring
Vrba, J., Karch, J., & Vrba, D. (2015) · International Journal of Antennas and Propagation · doi:10.1155/2015/570870 · Cited by 67
Transdermal reverse iontophoresis: A novel technique for therapeutic drug monitoring
Giri, T. K., Chakrabarty, S., & Ghosh, B. (2016) · Journal of Controlled Release · doi:10.1016/j.jconrel.2016.12.007 · Cited by 66
Barathi, P., Thirumalraj, B., Chen, S., & Angaiah, S. (2019) · Microchemical Journal · doi:10.1016/j.microc.2019.03.083 · Cited by 66
Accuracy of Noninvasive Glucose Sensing Based on Near-Infrared Spectroscopy
Liu, J., Liu, R., & Xu, K. (2015) · Applied Spectroscopy · doi:10.1366/14-07728 · Cited by 63
Self-citationNew optical scheme for a polarimetric-based glucose sensor
Ansari, R. R., Boeckle, S., & Rovati, L. L. (2004) · Journal of Biomedical Optics · doi:10.1117/1.1626664 · Cited by 63
Sun, M., Chen, Z., Gong, Z., Zhao, X., Jiang, C., Yuan, Y., Wang, Z., Li, Y., & Wang, C. (2015) · Analytical and Bioanalytical Chemistry · doi:10.1007/s00216-014-8401-8 · Cited by 61
Glucose-sensitive silicone hydrogel contact lens toward tear glucose monitoring
Badugu, R., Reece, E. A., & Lakowicz, J. R. (2018) · Journal of Biomedical Optics · doi:10.1117/1.jbo.23.5.057005 · Cited by 58
Functionalized microneedles for continuous glucose monitoring
Takeuchi, K., & Kim, B. (2018) · Nano Convergence · doi:10.1186/s40580-018-0161-2 · Cited by 56
Larin, K. V., & Tuchin, V. V. (2008) · Quantum Electronics · doi:10.1070/qe2008v038n06abeh013850 · Cited by 52
Claussen, J. C., Wickner, M. M., Fisher, T. S., & Porterfield, D. M. (2011) · ACS Applied Materials & Interfaces · doi:10.1021/am200299h · Cited by 50
Pirnstill, C. W., Malik, B. H., Gresham, V. C., & Coté, G. L. (2012) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2012.0070 · Cited by 49
Noninvasive measurement of glucose concentration on human fingertip by optical coherence tomography
Chen, T.-L., Lo, Y., Liao, C.-C., & Phan, Q.-H. (2018) · Journal of Biomedical Optics · doi:10.1117/1.jbo.23.4.047001 · Cited by 49
Angular measurements of light scattered by turbid chiral media using linear Stokes polarimeter
Guo, X., Wood, M. F. G., & Vitkin, I. A. (2006) · Journal of Biomedical Optics · doi:10.1117/1.2339134 · Cited by 48
Lan, Y., Kuang, Y., Zhou, L. P., Wu, G., Gu, P., Wei, H., & Chen, K. (2017) · Laser Physics Letters · doi:10.1088/1612-202x/aa58c0 · Cited by 47
Kim, K. B., Choi, H., Jung, H. J., Oh, Y., Cho, C.-H., Min, J. H., Yoon, S., Kim, J., Cho, S. J., & Chi, H. J. (2019) · Biosensors and Bioelectronics · doi:10.1016/j.bios.2019.111622 · Cited by 47
Li, J., Koinkar, P., Fuchiwaki, Y., & Yasuzawa, M. (2016) · Biosensors and Bioelectronics · doi:10.1016/j.bios.2016.06.037 · Cited by 45
MEMS-Based Acetone Vapor Sensor for Non-Invasive Screening of Diabetes
Rabih, A. A. S., Dennis, J. O., Ahmed, A. Y., Khir, M. H. M., Ahmed, M. G., Idris, A., & Mian, M. U. (2018) · IEEE Sensors Journal · doi:10.1109/jsen.2018.2870942 · Cited by 44
Malik, B. H., & Coté, G. L. (2010) · Journal of Biomedical Optics · doi:10.1117/1.3447923 · Cited by 35
Characterizing dual wavelength polarimetry through the eye for monitoring glucose
Malik, B. H., & Coté, G. L. (2010) · Biomedical Optics Express · doi:10.1364/boe.1.001247 · Cited by 35
Zhai, H., Bai, Y., Qin, J., & Feng, F. (2019) · Sensors · doi:10.3390/s19030674 · Cited by 34
Optical Methods for Noninvasive Blood Glucose Monitoring
Bazaev, N. A., Masloboev, Y. P., & Selishchev, S. V. (2012) · Biomedical Engineering · doi:10.1007/s10527-012-9249-x · Cited by 32
Singh, S. P., Mukherjee, S., Galindo, L. H., So, P. T. C., Dasari, R. R., Khan, U. Z., Kannan, R., Upendran, A., & Kang, J. W. (2018) · Analytical and Bioanalytical Chemistry · doi:10.1007/s00216-018-1244-y · Cited by 31
Lavanya, N., Leonardi, S. G., Marini, S., Espro, C., Kanagaraj, M., Reddy, S. L., Sekar, C., & Neri, G. (2019) · Journal of Alloys and Compounds · doi:10.1016/j.jallcom.2019.152787 · Cited by 30
Sadeghi, M., Naseri, R., Mozaffari, H. R., & Ramezani, M. (2018) · Journal of Research in Medical Sciences · doi:10.4103/jrms.jrms_135_18 · Cited by 29
Gold Nanoelectrode Arrays and their Evaluation by Impedance Spectroscopy and Cyclic Voltammetry
Lantiat, D., Vivier, V., Laberty‐Robert, C., Grosso, D., & Sánchez, C. (2010) · ChemPhysChem · doi:10.1002/cphc.200900929 · Cited by 28
Demonstration of Microstrip Sensor for the Feasibility Study of Non-invasive Blood-Glucose Sensing
Satish, Sen, K., & Anand, S. (2020) · MAPAN · doi:10.1007/s12647-020-00396-z · Cited by 28
Malik, B. H., Pirnstill, C. W., & Coté, G. L. (2013) · Journal of Biomedical Optics · doi:10.1117/1.jbo.18.1.017007 · Cited by 28
Ronnander, P., Simon, L., & Koch, A. (2019) · European Journal of Pharmaceutics and Biopharmaceutics · doi:10.1016/j.ejpb.2019.11.007 · Cited by 27
Incretin‐based medications for type 2 diabetes: an overview of reviews
Gamble, J., Clarke, A. M. F., Myers, K. J., Agnew, M. D., Hatch, K., Snow, M., & Davis, E. (2015) · Diabetes Obesity and Metabolism · doi:10.1111/dom.12465 · Cited by 25
On the suitability of refractometry for the analysis of glucose in blood-derived fluids
Zirk, K., & Pötzschke, H. (2004) · Medical Engineering & Physics · doi:10.1016/j.medengphy.2004.03.008 · Cited by 24
Zanon, M., Riz, M., Sparacino, G., Facchinetti, A., Suri, R. E., Talary, M. S., & Cobelli, C. (2011) · Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) · doi:10.1109/iembs.2011.6090702 · Cited by 23
Pretto, L. R. D., Yoshimura, T. M., Ribeiro, M. S., & de Freitas, A. Z. (2016) · Journal of Biomedical Optics · doi:10.1117/1.jbo.21.8.086007 · Cited by 22
Molar extinction coefficients of some carbohydrates in aqueous solutions
Singh, K., Sandhu, G. K., Lark, B., & Sud, S. (2002) · Pramana · doi:10.1007/s12043-002-0061-0 · Cited by 20
Zhao, R., Wang, C., Lu, F., Du, L., Fang, Z., Guo, X., Liu, J., Chen, C.-J., & Zhao, Z. (2018) · Sensors · doi:10.3390/s18051431 · Cited by 20
Self-citationMicrowave Noninvasive Blood Glucose Monitoring Sensor: Penetration Depth and Sensitivity Analysis
Choi, H., Luzio, S. D., Beutler, J., & Porch, A. (2018) · IEEE MTT-S International Microwave Biomedical Conference (IMBioC) · doi:10.1109/imbioc.2018.8428850 · Cited by 20
Xue, J., Ye, L., Li, C., Zhang, M., & Li, P. (2018) · Optik · doi:10.1016/j.ijleo.2018.05.050 · Cited by 18
Zhai, H., Bai, Y., Wang, H., Qin, J., Liu, H., & Feng, F. (2018) · Analytical Methods · doi:10.1039/c8ay01821a · Cited by 18
Lin, M.-J., Wu, C.-C., & Chang, K.-S. (2019) · Sensors · doi:10.3390/s19061448 · Cited by 18
Yadav, J., Rani, A., Singh, V., & Murari, B. M. (2015) · Procedia Computer Science · doi:10.1016/j.procs.2015.10.082 · Cited by 18
Non‐invasive Measurement of Blood Glucose by Breath Analysis
Mansouri, S., Boulares, S., & Alhadidi, T. (2020) · IEEJ Transactions on Electrical and Electronic Engineering · doi:10.1002/tee.23216 · Cited by 17
Liu, T., Li, L., Yang, X., Liang, X., Liu, F., Liu, F., Zhang, C., Sun, P., Yan, X., & Lu, G. (2019) · Sensors and Actuators B Chemical · doi:10.1016/j.snb.2019.126688 · Cited by 16
Unsupervised calibration for noninvasive glucose-monitoring devices using mid-infrared spectroscopy
Kasahara, R., Kino, S., Soyama, S., & Matsuura, Y. (2018) · Journal of Innovative Optical Health Sciences · doi:10.1142/s1793545818500384 · Cited by 16
Design and analysis of non-invasive blood glucose levels monitoring
Sari, M. W., & Luthfi, M. (2016) · International Seminar on Application for Technology of Information and Communication (iSemantic) · doi:10.1109/isemantic.2016.7873825 · Cited by 14
Real-time compensation method for robust polarimetric determination of glucose in turbid media
Stark, C., Behroozian, R., Redmer, B., Fiedler, F., & Müller, S. (2018) · Biomedical Optics Express · doi:10.1364/boe.10.000308 · Cited by 13
Sensitivity enhancement in an in-vitro glucose sensor using gold nanoelectrode ensembles
Mandal, S., Marie, M., Kuchuk, A., Manasreh, M. O., & Benamara, M. (2016) · Journal of Materials Science Materials in Electronics · doi:10.1007/s10854-016-6207-5 · Cited by 12
On the possibility of noninvasive polarimetric determination of glucose content in skin
Pravdin, A. B., Спивак, В. А., & Yakovlev, D. A. (2016) · Optics and Spectroscopy · doi:10.1134/s0030400x16010161 · Cited by 11
Multicomponent analysis using a confocal Raman microscope
Tang, Z., Barton, S. J., Ward, T. E., Lowry, J. P., Doran, M. M., Byrne, H. J., & Hennelly, B. M. (2018) · Applied Optics · doi:10.1364/ao.57.00e118 · Cited by 8
[The research status and development of noninvasive glucose optical measurements].
Li, G., Mei, Z., Wu, H.-J., & Lin, L. (2010) · PubMed · Cited by 8
Mengüç, E., & Helhel, S. (2019) · Photonics & Electromagnetics Research Symposium - Spring (PIERS-Spring) · doi:10.1109/piers-spring46901.2019.9017823 · Cited by 6
Analysis of difference light sources for non-invasive aqueous glucose detection
Aziz, N. A. M., Arsad, N., Menon, P. S., Laili, A. R., Laili, M. H., & Halim, A. A. A. (2014) · IEEE International Conference on Photonics · doi:10.1109/icp.2014.7002339 · Cited by 6
Glucose monitoring in sweat and tears no stretch for new biosensors
(2018) · Nano Today · doi:10.1016/j.nantod.2018.02.004 · Cited by 2
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Pullano, S. A., Greco, M., Bianco, M. G., Foti, D., Brunetti, A., & Fiorillo, A. S. (2022) · Theranostics · doi:10.7150/thno.64035 · Cited by 210
“Indeed, it is remarkable that glucose levels in biofluids, such as ISF (Figure 4B), sweat (Figure 4C), saliva, tears, and urine (Figure 4 D, E, F, respectively) are correlated with those in the blood [76].”
BackgroundMethodInfluentialWu, Z., Qiao, Z., Chen, S., Fan, S., Liu, Y., Qi, J., & Lim, C. T. (2024) · Communications Materials · doi:10.1038/s43246-024-00468-6 · Cited by 204
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Gatou, Μ.-A., Skylla, E., Dourou, P., Pippa, Ν., Gazouli, M., Lаgopati, N., & Pavlatou, E. A. (2024) · Crystals · doi:10.3390/cryst14030215 · Cited by 176
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Metadata
- Authors
- Tang, L., Chang, S. J., Chen, C.-J., & Liu, J.-T.
- Affiliations
- Research Center for Materials Science and Opti-Electronic Technology, College of Materials Science and Opti-Electronic Technology, University of Chinese Academy of Sciences, Beijing 100049, China
- I-Shou University (TW)
- University of Chinese Academy of Sciences (CN)
- Corresponding author
- Chen, Ching-Jung
- Liu, Jen-Tsai
- Venue
- Sensors
- Publisher
- MDPI AG
- Published
- 2020-12-04
- Volume
- 20
- Issue
- 23
- Pages
- 6925
- ISSN
- 1424-8220 (ISSN-L)
- PMC
- PMC7731259
- OpenAlex
- W3106856419
- Cited by
- 481
- References
- 149
- Citations by year
- 2026: 66 · 2025: 100 · 2024: 101 · 2023: 111 · 2022: 71 · 2021: 32
- FWCI
- 2.65
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- Sensors (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Funders
- Chinese Academy of Sciences
- University of Chinese Academy of Sciences
- Topics
- Physical Sciences › Chemistry › Analytical Chemistry › Electrochemical sensors and biosensors
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Biophysics › Spectroscopy Techniques in Biomedical and Chemical Research
- Physical Sciences › Engineering › Biomedical Engineering › Non-Invasive Vital Sign Monitoring
- Keywords
- non-invasive glucose monitoring, diabetes mellitus, optical glucose sensing, electrochemical glucose sensor, continuous glucose monitoring, point-of-care testing, wearable sensors
- MeSH terms
- Wearable Electronic Devices, Blood Glucose, Humans, Monitoring, Physiologic, Blood Glucose Self-Monitoring, Biosensing Techniques
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