The DOI matches its Crossref record; 230 of the 233 references it cites were found in a registry or an index.
Review of Non-Invasive Glucose Sensing Techniques: Optical, Electrical and Breath Acetone
Open accessAbstract
Annual deaths in the U.S. attributed to diabetes are expected to increase from 280,210 in 2015 to 385,840 in 2030. The increase in the number of people affected by diabetes has made it one of the major public health challenges around the world. Better management of diabetes has the potential to decrease yearly medical costs and deaths associated with the disease. Non-invasive methods are in high demand to take the place of the traditional finger prick method as they can facilitate continuous glucose monitoring. Research groups have been trying for decades to develop functional commercial non-invasive glucose measurement devices. The challenges associated with non-invasive glucose monitoring are the many factors that contribute to inaccurate readings. We identify and address the experimental and physiological challenges and provide recommendations to pave the way for a systematic pathway to a solution. We have reviewed and categorized non-invasive glucose measurement methods based on: (1) the intrinsic properties of glucose, (2) blood/tissue properties and (3) breath acetone analysis. This approach highlights potential critical commonalities among the challenges that act as barriers to future progress. The focus here is on the pertinent physiological aspects, remaining challenges, recent advancements and the sensors that have reached acceptable clinical accuracy.
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“The major problem with non‐invasive optical sensors is the specific measurement of glucose with sufficient analytical quality 109.”
From Glucose biosensors in clinical practice: principles, limits and perspectives of currently used devices (2022) · cites this paper as [109]
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IDF Diabetes Atlas: Global estimates of diabetes prevalence for 2017 and projections for 2045
Cho, N. H., Shaw, J. E., Karuranga, S., Huang, Y., da Rocha Fernandes, J. D., Ohlrogge, A. W., & Malanda, B. (2018) · Diabetes Research and Clinical Practice · doi:10.1016/j.diabres.2018.02.023 · Cited by 7,283
Insulin signalling and the regulation of glucose and lipid metabolism
Saltiel, A. R., & Kahn, C. R. (2001) · Nature · doi:10.1038/414799a · Cited by 5,326
Gabriel, S., Lau, R.-W.-M., & Gabriel, C. (1996) · Physics in Medicine and Biology · doi:10.1088/0031-9155/41/11/002 · Cited by 4,487
Optical properties of biological tissues: A review
Jacques, S. L. (2013) · Physics in Medicine and Biology · doi:10.1088/0031-9155/58/11/r37 · Cited by 4,008
2. Classification and Diagnosis of Diabetes: Standards of Medical Care in Diabetes—2018
American Diabetes Association (2018) · Diabetes Care · doi:10.2337/dc18-s002 · Cited by 3,159
Evaluating clinical accuracy of systems for self-monitoring of blood glucose
Clarke, W. L., Cox, D., Gonder-Frederick, L. A., Carter, W., & Pohl, S. L. (1987) · Diabetes Care · doi:10.2337/diacare.10.5.622 · Cited by 1,435
Raman and infrared spectroscopy of carbohydrates: A review
Wiercigroch, E., Szafraniec, E., Czamara, K., Pacia, M. Z., Majzner, K., Kochan, K., Kaczor, A., Barańśka, M., & Małek, K. (2017) · Spectrochimica Acta Part A Molecular and Biomolecular Spectroscopy · doi:10.1016/j.saa.2017.05.045 · Cited by 1,078
The definition of anemia: what is the lower limit of normal of the blood hemoglobin concentration?
Beutler, E., & Waalen, J. (2005) · Blood · doi:10.1182/blood-2005-07-3046 · Cited by 971
Review of tissue simulating phantoms for optical spectroscopy, imaging and dosimetry
Pogue, B. W., & Patterson, M. S. (2006) · Journal of Biomedical Optics · doi:10.1117/1.2335429 · Cited by 842
Gonzales, W. V., Mobashsher, A. T., & Abbosh, A. M. (2019) · Sensors · doi:10.3390/s19040800 · Cited by 820
Research works printed but not linked: 1
- Lide, D.R. (2005). CRC Handbook of Chemistry and Physics, CRC Press. [85th ed.].
Cited by
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Non-Invasive Blood Glucose Monitoring Technology: A Review
Tang, L., Chang, S. J., Chen, C.-J., & Liu, J.-T. (2020) · Sensors · doi:10.3390/s20236925 · Cited by 481
Kiani, S., Rezaei, P., & Fakhr, M. (2021) · IEEE Transactions on Instrumentation and Measurement · doi:10.1109/tim.2021.3052011 · Cited by 228
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
“The major problem with non‐invasive optical sensors is the specific measurement of glucose with sufficient analytical quality [109].”
BackgroundGlucose Detection Devices and Methods Based on Metal–Organic Frameworks and Related Materials
Adeel, M., Asif, K., Rahman, M. M., Daniele, S., Canzonieri, V., & Rizzolio, F. (2021) · Advanced Functional Materials · doi:10.1002/adfm.202106023 · Cited by 182
Firouzi, F., Farahani, B., Daneshmand, M., Grise, K., Song, J., Saracco, R., Wang, L. L., Lo, K., Angelov, P. P., Soares, E. A., et al. (2021) · IEEE Internet of Things Journal · doi:10.1109/jiot.2021.3073904 · Cited by 158
Metadata
- Authors
- Shokrekhodaei, M., & Quinones, S.
- Affiliations
- The University of Texas at El Paso (US)
- Department of Metallurgical, Materials and Biomedical Engineering, The University of Texas at El Paso, El Paso, TX 79968, USA
- Corresponding author
- Shokrekhodaei, Maryamsadat
- Venue
- Sensors
- Publisher
- MDPI AG
- Published
- 2020-02-25
- Volume
- 20
- Issue
- 5
- Pages
- 1251
- ISSN
- 1424-8220 (ISSN-L)
- PMC
- PMC7085605
- OpenAlex
- W3007868482
- Cited by
- 221
- References
- 233
- Citations by year
- 2026: 23 · 2025: 31 · 2024: 36 · 2023: 38 · 2022: 38 · 2021: 41 · 2020: 14
- FWCI
- 5.03
- Type
- journal article
- Language
- en
- Open access
- gold
- dx.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
- University of Texas at El Paso
- Topics
- Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Diabetes Management and Research
- 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, continuous glucose monitoring, optical glucose sensor, clinical accuracy
- MeSH terms
- Acetone, Blood Glucose, Breath Tests, Electricity, Humans, Biosensing Techniques, Optics and Photonics
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