Comparative assessment of blood glucose monitoring techniques: a review

References

• Roudgari H. Ibn sina or abu ali sina (ابن سینا c. 980 –1037) is often known by his Latin name of Avicenna (ævɪˈsɛnə/). J Iran Med Council. 2018;1(2):99–100.
   Google Scholar
• Canadian Diabetes Association. What is diabetes? – Diabetes Canada; 2021. [cited 2021 Jan 18]. Available from: https://www.diabetes.ca/about-diabetes/what-is-diabetes.
   Google Scholar
• IDF Diabetes Atlas 2021 – 10th edition; 2021. [cited Dec 28 2021]. Available from: https://diabetesatlas.org.
   Google Scholar
• Zimmet PZ. Diabetes and its drivers: the largest epidemic in human history? Clin Diabetes Endocrinol. 2017;3(1):1–8.
   PubMedGoogle Scholar
• Zhang W, Du Y, Wang ML. Noninvasive glucose monitoring using saliva nano-biosensor. Sens Bio-Sens Res. 2015;4:23–29.
   Google Scholar
• Pafili K, Papanas N. Considerations for single- versus multiple-drug pharmacotherapy in the management of painful diabetic neuropathy. Expert Opin Pharmacother. 2021;22(16):2267–2280.
   PubMed Web of Science ®Google Scholar
• Weber MB, Gujral UP, Jagannathan R, et al. Lifestyle interventions for diabetes prevention in South Asians: current evidence and opportunities. Curr Diab Rep. 2021;21(8):1–11.
   PubMed Web of Science ®Google Scholar
• Acciaroli G, Zanon M, Facchinetti A, et al. Retrospective continuous-time blood glucose estimation in free living conditions with a non-invasive multisensor device. Sensors. 2019;19(17):3677.
   PubMed Web of Science ®Google Scholar
• Rajendran R, Rayman G. Point-of-care blood glucose testing for diabetes care in hospitalized patients: an evidence-based review. J Diabetes Sci Technol. 2014;8(6):1081–1090.
   PubMedGoogle Scholar
• Konwar AN, Borse V. Current status of point-of-care diagnostic devices in the Indian healthcare system with an update on COVID-19 pandemic. Sens Int. 2020;1:100015.
   PubMedGoogle Scholar
• Hanna J, Bteich M, Tawk Y, et al. Noninvasive, wearable, and tunable electromagnetic multisensing system for continuous glucose monitoring, mimicking vasculature anatomy. Sci Adv. 2020;6(24):1–12.
   Web of Science ®Google Scholar
• Coyle VE, Kandjani AE, Field MR, et al. Co3O4 needles on Au honeycomb as a non-invasive electrochemical biosensor for glucose in saliva. Biosens Bioelectron. 2019;141:111479.
   PubMed Web of Science ®Google Scholar
• Siddiqui SA, Zhang Y, Lloret J, et al. Pain-Free blood glucose monitoring using wearable sensors: recent advancements and future prospects. IEEE Rev Biomed Eng. 2018;11:21–35.
   PubMedGoogle Scholar
• Lee H, Hong YJ, Baik S, et al. Enzyme-based glucose sensor: from invasive to wearable device. Adv. Healthcare Mater. 2018;7(8):1701150.
   Web of Science ®Google Scholar
• Wang YF, Wei-Ping J, Ming-Hsun W, et al. Accuracy evaluation of 19 blood glucose monitoring systems manufactured in the Asia-Pacific region: a multicenter study. J Diabetes Sci Technol. 2017;11(5):953–965.
   PubMedGoogle Scholar
• Hasslacher C, Kulozik F, Platten I. Analytical performance of glucose monitoring systems at different blood glucose ranges and analysis of outliers in a clinical setting. J Diabetes Sci Technol. 2014;8(3):466–472.
   PubMedGoogle Scholar
• Bai J, Liu L, Han Y, et al. One-step detection of hexokinase activity using a personal glucose meter. Anal. Methods. 2018;10(18):2075–2080.
   Web of Science ®Google Scholar
• Terai T, Ito H, Hanaoka K, et al. Detection of NAD(P)H-dependent enzyme activity by time-domain ratiometry of terbium luminescence. Bioorg Med Chem Lett. 2016;26(9):2314–2317.
   PubMed Web of Science ®Google Scholar
• Gonzales WV, Mobashsher AT, Abbosh A. The progress of glucose monitoring—a review of invasive to minimally and non-invasive techniques, devices and sensors. Sensors. 2019;19(4):800.
   PubMed Web of Science ®Google Scholar
• Gao H, Leary JA. Multiplex inhibitor screening and kinetic constant determinations for yeast hexokinase using mass spectrometry based assays. J Am Soc Mass Spectrom. 2003;14(3):173–181.
   PubMed Web of Science ®Google Scholar
• Tang L, Chang SJ, Chen CJ, et al. Non-invasive blood glucose monitoring technology: a review. Sensors. 2020;20(23):6925–6932.
   PubMed Web of Science ®Google Scholar
• Delfino I, Esposito R, Portaccio M, et al. Dynamical and structural properties of flavin adenine dinucleotide in aqueous solutions and bound to free and sol–gel immobilized glucose oxidase. J Sol-Gel Sci Technol. 2017;82(1):239–252.
   Web of Science ®Google Scholar
• Wang J. Electrochemical glucose biosensors. Chem Rev. 2008;108(2):814–825.
   PubMed Web of Science ®Google Scholar
• Wooten M, Karra S, Zhang M. On the direct electron transfer, sensing, and enzyme activity in the glucose oxidase/carbon nanotubes system. Anal Chem. 2013;86(1):752–757.
   PubMed Web of Science ®Google Scholar
• Bollella P, Gorton L, Ludwig R, et al. A third generation glucose biosensor based on cellobiose dehydrogenase immobilized on a glassy carbon electrode decorated with electrodeposited gold nanoparticles: characterization and application in human saliva. Sensors. 2017;17(8):1912.
   PubMed Web of Science ®Google Scholar
• Rebel A, Rice MA, Fahy BG. The accuracy of point-of-care glucose measurements. J Diabetes Sci Technol. 2012;6(2):396–411.
   PubMedGoogle Scholar
• Heller A, Feldman B. Electrochemical glucose sensors and their applications in diabetes management. Chem Rev. 2008;108(7):2482–2505.
   PubMed Web of Science ®Google Scholar
• Gao W, Emaminejad S, Nyein HYY, et al. Fully integrated wearable sensor arrays for multiplexed in situ perspiration analysis. Nature. 2016;529(7587):509–514.
   PubMed Web of Science ®Google Scholar
• Keenan DB, Mastrototaro JJ, Voskanyan G, et al. Delays in minimally invasive continuous glucose monitoring devices: a review of current technology. J Diabetes Sci Technol. 2009;3(5):1207–1214.
   PubMedGoogle Scholar
• Bandodkar AJ, Wang J. Non-invasive wearable electrochemical sensors: a review. Trends Biotechnol. 2014;32(7):363–371.
   PubMed Web of Science ®Google Scholar
• Lipani L, Dupont BGR, Doungmene F, et al. Non-invasive, transdermal, path-selective and specific glucose monitoring via a graphene-based platform. Nat Nanotechnol. 2018;13(6):504–511.
   PubMed Web of Science ®Google Scholar
• Kim J, Sempionatto JR, Imani S, et al. Simultaneous monitoring of sweat and interstitial fluid using a single wearable biosensor platform. Adv Sci. 2018;5(10):1800880.
   Web of Science ®Google Scholar
• Zhu J, Zhou X, Kim H, et al. Microneedle patches: gelatin methacryloyl microneedle patches for minimally invasive extraction of skin interstitial fluid (small 16/2020). Small. 2020;16(16):2070086.
   Web of Science ®Google Scholar
• Herman A, Baeck M, de Montjoye L, et al. Allergic contact dermatitis caused by isobornyl acrylate in the enlite glucose sensor and the paradigm MiniMed quick-set insulin infusion set. Contact Dermatitis. 2019;81(6):432–437.
   PubMed Web of Science ®Google Scholar
• Kamann S, Aerts O, Heinemann L. Further evidence of severe allergic contact dermatitis from isobornyl acrylate while using a continuous glucose monitoring system. J Diabetes Sci Technol. 2018;12(3):630–633.
   PubMedGoogle Scholar
• Anderson K, Poulter B, Dudgeon J, et al. A highly sensitive nonenzymatic glucose biosensor based on the regulatory effect of glucose on electrochemical behaviors of colloidal silver nanoparticles on MoS2. Sensors. 2017;17(8):1807.
   PubMed Web of Science ®Google Scholar
• Kim J, Campbell AS, Wang J. Wearable non-invasive epidermal glucose sensors: a review. Talanta. 2018;177:163–170.
   PubMed Web of Science ®Google Scholar
• Heikenfeld J. Non-invasive analyte access and sensing through eccrine sweat: challenges and outlook circa 2016. Electroanalysis. 2016;28(6):1242–1249.
   Web of Science ®Google Scholar
• Karpova EV, Shcherbacheva EV, Galushin AA, et al. Noninvasive diabetes monitoring through continuous analysis of sweat using flow-through glucose biosensor. Anal Chem. 2019;91(6):3778–3783.
   PubMed Web of Science ®Google Scholar
• Moyer J, Wilson D, Finkelshtein I, et al. Correlation between sweat glucose and blood glucose in subjects with diabetes. Diabetes Technol Ther. 2012;14(5):398–402.
   PubMed Web of Science ®Google Scholar
• Caduff A, Zanon M, Mueller M, et al. The effect of a global, subject, and device-specific model on a noninvasive glucose monitoring multisensor system. J Diabetes Sci Technol. 2015;9(4):865–872.
   PubMedGoogle Scholar
• Lee H, Song C, Hong YS, et al. Wearable/disposable sweat-based glucose monitoring device with multistage transdermal drug delivery module. Sci Adv. 2017;3(3):e1601314.
   PubMed Web of Science ®Google Scholar
• Farandos NM, Yetisen AK, Monteiro MJ, et al. Contact lens sensors in ocular diagnostics. Adv Healthc Mater. 2015;4(6):792–810.
   PubMed Web of Science ®Google Scholar
• Määttä M, Kari O, Tervahartiala T, et al. Tear fluid levels of MMP-8 are elevated in ocular rosacea – treatment effect of oral doxycycline. Graefes Arch Clin Exp Ophthalmol. 2006;244(8):957–962.
   PubMed Web of Science ®Google Scholar
• Li K, Liu X, Chen Z, et al. Quantification of tear proteins and sPLA2-IIa alteration in patients with allergic conjunctivitis. Mol Vision. 2010;16:2084–2091.
   PubMed Web of Science ®Google Scholar
• Grus FH, Sabuncuo P, Dick HB, et al. Changes in the tear proteins of diabetic patients. BMC Ophthalmol. 2002;2(1):1–6.
   PubMedGoogle Scholar
• Joachim SC, Grus FH, Kraft D, et al. Complex antibody profile changes in an experimental autoimmune glaucoma animal model. Invest Ophthalmol Vis Sci. 2009;50(10):4734–4742.
   PubMed Web of Science ®Google Scholar
• Malik BH, Coté GL. Real-time, closed-loop dual-wavelength optical polarimetry for glucose monitoring. J Biomed Optics. 2010;15(1):017002.
   Google Scholar
• Malik BH, Coté GL. Modeling the corneal birefringence of the eye toward the development of a polarimetric glucose sensor. J Biomed Optics. 2010;15(3):037012.
   Google Scholar
• Malon RSP, Sadir S, Balakrishnan M, et al. Saliva-based biosensors: noninvasive monitoring tool for clinical diagnostics. Biomed Res Int. 2014;2014:962903.
   PubMed Web of Science ®Google Scholar
• Kim J, Imani S, de Araujo WR, et al. Wearable salivary uric acid mouthguard biosensor with integrated wireless electronics. Biosens Bioelectron. 2015;74:1061–1068.
   PubMed Web of Science ®Google Scholar
• Saleh G, Alkaabi F, Al-Hajhouj N, et al. Design of non-invasive glucose meter using near-infrared technique. J Med Eng Technol. 2018;42(2):140–147.
   PubMedGoogle Scholar
• Arakawa T, Tomoto K, Nitta H, et al. A wearable cellulose acetate-coated mouthguard biosensor for in vivo salivary glucose measurement. Anal Chem. 2020;92(18):12201–12207.
   PubMed Web of Science ®Google Scholar
• Wiercigroch E, Szafraniec E, Czamara K, et al. Raman and infrared spectroscopy of carbohydrates: a review. Spectrochim Acta A Mol Biomol Spectrosc. 2017;185:317–335.
   PubMed Web of Science ®Google Scholar
• Yang D, Afroosheh S, Lee JO, et al. Glucose sensing using surface-enhanced Raman-mode constraining. Anal Chem. 2018;90(24):14269–14278.
   PubMed Web of Science ®Google Scholar
• Singh SP, Mukherjee S, Galindo LH, et al. Evaluation of accuracy dependence of Raman spectroscopic models on the ratio of calibration and validation points for non-invasive glucose sensing. Anal Bioanal Chem. 2018;410(25):6469–6475.
   PubMed Web of Science ®Google Scholar
• Sakudo A. Near-infrared spectroscopy for medical applications: current status and future perspectives. Clin Chim Acta. 2016;455:181–188.
   PubMed Web of Science ®Google Scholar
• Liakat S, Bors KA, Xu L, et al. Noninvasive in vivo glucose sensing on human subjects using mid-infrared light. Biomed Opt Express. 2014;5(7):2397–2404.
   PubMed Web of Science ®Google Scholar
• Liu J, Liu R, Xu K. Accuracy of noninvasive glucose sensing based on near-Infrared spectroscopy. Appl Spectrosc. 2015;69(11):1313–1318.
   PubMed Web of Science ®Google Scholar
• Rachim VP, Chung WY. Wearable-band type visible-near infrared optical biosensor for non-invasive blood glucose monitoring. Sensors Actuators, B: Chem. 2019;286:173–180.
   Web of Science ®Google Scholar
• Xue J, Ye L, Li C, et al. Rapid and nondestructive measurement of glucose in a skin tissue phantom by near-infrared spectroscopy. Optik. 2018;170:30–36.
   Web of Science ®Google Scholar
• Sim JY, Ahn CG, Jeong EJ, et al. In vivo microscopic photoacoustic spectroscopy for non-invasive glucose monitoring invulnerable to skin secretion products. Sci Rep. 2018;8(1):1–11.
   PubMed Web of Science ®Google Scholar
• Jintao X, Liming Y, Yufei L, et al. Noninvasive and fast measurement of blood glucose in vivo by near infrared (NIR) spectroscopy. Spectrochim Acta A Mol Biomol Spectrosc. 2017;179:250–254.
   PubMed Web of Science ®Google Scholar
• Bahartan K, Horman K, Gal A, et al. Assessing the performance of a noninvasive glucose monitor in people with type 2 diabetes with different demographic profiles. J Diabetes Res. 2017;2017:1–8.
   Web of Science ®Google Scholar
• Oliver NS, Toumazou C, Cass AEG, et al. Glucose sensors: a review of current and emerging technology. Diabet Med. 2009;26(3):197–210.
   PubMed Web of Science ®Google Scholar
• Kabilan S, Marshall AJ, Sartain FK, et al. Holographic glucose sensors. Biosens Bioelectron. 2005;20(8):1602–1610.
   PubMed Web of Science ®Google Scholar
• Yilmaz T, Foster R, Hao Y. Radio-frequency and microwave techniques for non-invasive measurement of blood glucose levels. Diagnostics. 2019;9(1):6.
   Web of Science ®Google Scholar
• Topsakal E, Karacolak T, Moreland EC. Glucose-dependent dielectric properties of blood plasma. 2011 XXXth URSI General Assembly and Scientific Symposium; 2011, p. 1–4. DOI:10.1109/URSIGASS.2011.6051324.
   Google Scholar
• Odabashyan L, Babajanyan A, Baghdasaryan Z, et al. Real-time noninvasive measurement of glucose concentration using a modified Hilbert shaped microwave sensor. Sensors. 2019;19(24):5525.
   PubMed Web of Science ®Google Scholar
• Baghelani M, Abbasi Z, Daneshmand M, et al. Non-invasive continuous-time glucose monitoring system using a chipless printable sensor based on split ring microwave resonators. Sci Rep. 2020;10(1):12980.
   PubMed Web of Science ®Google Scholar
• Xue Q, Li Z, Wang Q, et al. Nanostrip flexible microwave enzymatic biosensor for noninvasive epidermal glucose sensing. Nanoscale Horiz. 2020;5(6):934–943.
   PubMed Web of Science ®Google Scholar
• glucoWISE® : Meet the new non-invasive glucose monitor that helps you take control of your life. [cited 2022 Feb 25]. Available from: http://www.gluco-wise.com/.
   Google Scholar
• Non-invasive glucose monitoring – META. [cited 2022 Feb 25]. Available from: https://metamaterial.com/solutions/non-invasive-glucose-monitoring/.
   Google Scholar
• Cano-Garcia H, Kshirsagar R, Pricci R, et al. Enhancing the accuracy of non-invasive glucose sensing in aqueous solutions using combined millimeter wave and near infrared transmission. Sensors. 2021;21(9):3275.
   PubMed Web of Science ®Google Scholar
• Blood glucose monitoring devices market report, 2021-2028. [cited 2021 Feb 08]. Available from: https://www.grandviewresearch.com/industry-analysis/blood-glucose-monitoring-bgm-devices-market.
   Google Scholar
• Danne T, Nimri R, Battelino T, et al. International consensus on use of continuous glucose monitoring. Diabetes Care. 2017;40(12):1631–1640.
   PubMed Web of Science ®Google Scholar
• Siegmund T, Heinemann L, Kolassa R, et al. Discrepancies between blood glucose and interstitial glucose – technological artifacts or physiology: implications for selection of the appropriate therapeutic target. J Diabetes Sci Technol. 2017;11(4):766–772.
   PubMedGoogle Scholar
• Ekhlaspour L, Mondesir D, Lautsch N, et al. Comparative accuracy of 17 point-of-care glucose meters. J Diabetes Sci Technol. 2017;11(3):558–566.
   PubMedGoogle Scholar
• Vashist SK. Non-invasive glucose monitoring technology in diabetes management: a review. Anal Chim Acta. 2012;750:16–27.
   PubMed Web of Science ®Google Scholar