Noninvasive glucose sensing by transcutaneous Raman spectroscopy
We present the development of a transcutaneous Raman spectroscopy system and analysis algorithm for noninvasive glucose sensing. The instrument and algorithm were tested in a preclinical study in which a dog model was used. To achieve a robust glucose test system, the blood levels were clamped for p...
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Veröffentlicht in: | Journal of biomedical optics 2015-05, Vol.20 (5), p.051036-051036 |
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creator | Shih, Wei-Chuan Bechtel, Kate L Rebec, Mihailo V |
description | We present the development of a transcutaneous Raman spectroscopy system and analysis algorithm for noninvasive glucose sensing. The instrument and algorithm were tested in a preclinical study in which a dog model was used. To achieve a robust glucose test system, the blood levels were clamped for periods of up to 45 min. Glucose clamping and rise/fall patterns have been achieved by injecting glucose and insulin into the ear veins of the dog. Venous blood samples were drawn every 5 min and a plasma glucose concentration was obtained and used to maintain the clamps, to build the calibration model, and to evaluate the performance of the system. We evaluated the utility of the simultaneously acquired Raman spectra to be used to determine the plasma glucose values during the 8-h experiment. We obtained prediction errors in the range of ∼1.5−2 mM. These were in-line with a best-case theoretical estimate considering the limitations of the signal-to-noise ratio estimates. As expected, the transition regions of the clamp study produced larger predictive errors than the stable regions. This is related to the divergence of the interstitial fluid (ISF) and plasma glucose values during those periods. Two key contributors to error beside the ISF/plasma difference were photobleaching and detector drift. The study demonstrated the potential of Raman spectroscopy in noninvasive applications and provides areas where the technology can be improved in future studies. |
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The instrument and algorithm were tested in a preclinical study in which a dog model was used. To achieve a robust glucose test system, the blood levels were clamped for periods of up to 45 min. Glucose clamping and rise/fall patterns have been achieved by injecting glucose and insulin into the ear veins of the dog. Venous blood samples were drawn every 5 min and a plasma glucose concentration was obtained and used to maintain the clamps, to build the calibration model, and to evaluate the performance of the system. We evaluated the utility of the simultaneously acquired Raman spectra to be used to determine the plasma glucose values during the 8-h experiment. We obtained prediction errors in the range of ∼1.5−2 mM. These were in-line with a best-case theoretical estimate considering the limitations of the signal-to-noise ratio estimates. As expected, the transition regions of the clamp study produced larger predictive errors than the stable regions. This is related to the divergence of the interstitial fluid (ISF) and plasma glucose values during those periods. Two key contributors to error beside the ISF/plasma difference were photobleaching and detector drift. The study demonstrated the potential of Raman spectroscopy in noninvasive applications and provides areas where the technology can be improved in future studies.</description><identifier>ISSN: 1083-3668</identifier><identifier>EISSN: 1560-2281</identifier><identifier>DOI: 10.1117/1.JBO.20.5.051036</identifier><identifier>PMID: 25688542</identifier><language>eng</language><publisher>United States: Society of Photo-Optical Instrumentation Engineers</publisher><subject>Algorithms ; Animals ; Blood Glucose - chemistry ; Calibration ; Clamping ; Clamps ; Construction ; Detection ; Dogs ; Equipment Design ; Estimates ; Glucose ; Insulin - chemistry ; Least-Squares Analysis ; Mathematical models ; Raman spectroscopy ; Reproducibility of Results ; Scattering, Radiation ; Signal-To-Noise Ratio ; Skin - pathology ; Special Section Papers ; Spectrophotometry ; Spectrum Analysis, Raman - instrumentation ; Spectrum Analysis, Raman - methods ; Vibration</subject><ispartof>Journal of biomedical optics, 2015-05, Vol.20 (5), p.051036-051036</ispartof><rights>2015 Society of Photo-Optical Instrumentation Engineers (SPIE)</rights><rights>2015 Society of Photo-Optical Instrumentation Engineers (SPIE) 2015 Society of Photo-Optical Instrumentation Engineers</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c548t-17c3ec0e516eb030859f5c4b0ba5b1610d58eeebaff8928b03f47719f46b3d853</citedby><cites>FETCH-LOGICAL-c548t-17c3ec0e516eb030859f5c4b0ba5b1610d58eeebaff8928b03f47719f46b3d853</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC4330710/pdf/$$EPDF$$P50$$Gpubmedcentral$$H</linktopdf><linktohtml>$$Uhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC4330710/$$EHTML$$P50$$Gpubmedcentral$$H</linktohtml><link.rule.ids>230,314,723,776,780,881,27903,27904,53770,53772</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/25688542$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Shih, Wei-Chuan</creatorcontrib><creatorcontrib>Bechtel, Kate L</creatorcontrib><creatorcontrib>Rebec, Mihailo V</creatorcontrib><title>Noninvasive glucose sensing by transcutaneous Raman spectroscopy</title><title>Journal of biomedical optics</title><addtitle>J. Biomed. Opt</addtitle><description>We present the development of a transcutaneous Raman spectroscopy system and analysis algorithm for noninvasive glucose sensing. The instrument and algorithm were tested in a preclinical study in which a dog model was used. To achieve a robust glucose test system, the blood levels were clamped for periods of up to 45 min. Glucose clamping and rise/fall patterns have been achieved by injecting glucose and insulin into the ear veins of the dog. Venous blood samples were drawn every 5 min and a plasma glucose concentration was obtained and used to maintain the clamps, to build the calibration model, and to evaluate the performance of the system. We evaluated the utility of the simultaneously acquired Raman spectra to be used to determine the plasma glucose values during the 8-h experiment. We obtained prediction errors in the range of ∼1.5−2 mM. These were in-line with a best-case theoretical estimate considering the limitations of the signal-to-noise ratio estimates. As expected, the transition regions of the clamp study produced larger predictive errors than the stable regions. This is related to the divergence of the interstitial fluid (ISF) and plasma glucose values during those periods. Two key contributors to error beside the ISF/plasma difference were photobleaching and detector drift. The study demonstrated the potential of Raman spectroscopy in noninvasive applications and provides areas where the technology can be improved in future studies.</description><subject>Algorithms</subject><subject>Animals</subject><subject>Blood Glucose - chemistry</subject><subject>Calibration</subject><subject>Clamping</subject><subject>Clamps</subject><subject>Construction</subject><subject>Detection</subject><subject>Dogs</subject><subject>Equipment Design</subject><subject>Estimates</subject><subject>Glucose</subject><subject>Insulin - chemistry</subject><subject>Least-Squares Analysis</subject><subject>Mathematical models</subject><subject>Raman spectroscopy</subject><subject>Reproducibility of Results</subject><subject>Scattering, Radiation</subject><subject>Signal-To-Noise Ratio</subject><subject>Skin - pathology</subject><subject>Special Section Papers</subject><subject>Spectrophotometry</subject><subject>Spectrum Analysis, Raman - instrumentation</subject><subject>Spectrum Analysis, Raman - methods</subject><subject>Vibration</subject><issn>1083-3668</issn><issn>1560-2281</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2015</creationdate><recordtype>article</recordtype><sourceid>EIF</sourceid><recordid>eNqFkUFv1DAQhS0Eou3CD-CCcuSSMGPHjveCKKUFqooiVM6W450srrJOiJOVll-PacoKWgQnjzzfG828x9gzhAIRq5dYnL-5LDgUsgCJINQDdohSQc65xoepBi1yoZQ-YEcxXgOAVkv1mB1wqbSWJT9krz92wYetjX5L2bqdXBcpixSiD-us3mXjYEN002gDdVPMPtuNDVnsyY1DF13X756wR41tIz29fRfsy9np1cn7_OLy3YeT44vcyVKPOVZOkAOSqKgGAVouG-nKGmora1QIK6mJqLZNo5dcJ6QpqwqXTalqsdJSLNireW4_1RtaOQpptdb0g9_YYWc6682fneC_mnW3NaUQUCVzFuzF7YCh-zZRHM3GR0dtO59msAIERFnJ_6NKVgKV4DyhOKMu-REHavYbIZifIRk0KSTDwUgzh5Q0z38_Za_4lUoCihmIvSdz3U1DSNb-c-LV3wR77Lvv72pu_o6H0buWPr09u9fuV434AQzKuCU</recordid><startdate>20150501</startdate><enddate>20150501</enddate><creator>Shih, Wei-Chuan</creator><creator>Bechtel, Kate L</creator><creator>Rebec, Mihailo V</creator><general>Society of Photo-Optical Instrumentation Engineers</general><scope>CGR</scope><scope>CUY</scope><scope>CVF</scope><scope>ECM</scope><scope>EIF</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7X8</scope><scope>7SP</scope><scope>7U5</scope><scope>8FD</scope><scope>F28</scope><scope>FR3</scope><scope>L7M</scope><scope>5PM</scope></search><sort><creationdate>20150501</creationdate><title>Noninvasive glucose sensing by transcutaneous Raman spectroscopy</title><author>Shih, Wei-Chuan ; Bechtel, Kate L ; Rebec, Mihailo V</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c548t-17c3ec0e516eb030859f5c4b0ba5b1610d58eeebaff8928b03f47719f46b3d853</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2015</creationdate><topic>Algorithms</topic><topic>Animals</topic><topic>Blood Glucose - chemistry</topic><topic>Calibration</topic><topic>Clamping</topic><topic>Clamps</topic><topic>Construction</topic><topic>Detection</topic><topic>Dogs</topic><topic>Equipment Design</topic><topic>Estimates</topic><topic>Glucose</topic><topic>Insulin - chemistry</topic><topic>Least-Squares Analysis</topic><topic>Mathematical models</topic><topic>Raman spectroscopy</topic><topic>Reproducibility of Results</topic><topic>Scattering, Radiation</topic><topic>Signal-To-Noise Ratio</topic><topic>Skin - pathology</topic><topic>Special Section Papers</topic><topic>Spectrophotometry</topic><topic>Spectrum Analysis, Raman - instrumentation</topic><topic>Spectrum Analysis, Raman - methods</topic><topic>Vibration</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Shih, Wei-Chuan</creatorcontrib><creatorcontrib>Bechtel, Kate L</creatorcontrib><creatorcontrib>Rebec, Mihailo V</creatorcontrib><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>MEDLINE - Academic</collection><collection>Electronics & Communications Abstracts</collection><collection>Solid State and Superconductivity Abstracts</collection><collection>Technology Research Database</collection><collection>ANTE: Abstracts in New Technology & Engineering</collection><collection>Engineering Research Database</collection><collection>Advanced Technologies Database with Aerospace</collection><collection>PubMed Central (Full Participant titles)</collection><jtitle>Journal of biomedical optics</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Shih, Wei-Chuan</au><au>Bechtel, Kate L</au><au>Rebec, Mihailo V</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Noninvasive glucose sensing by transcutaneous Raman spectroscopy</atitle><jtitle>Journal of biomedical optics</jtitle><addtitle>J. Biomed. Opt</addtitle><date>2015-05-01</date><risdate>2015</risdate><volume>20</volume><issue>5</issue><spage>051036</spage><epage>051036</epage><pages>051036-051036</pages><issn>1083-3668</issn><eissn>1560-2281</eissn><abstract>We present the development of a transcutaneous Raman spectroscopy system and analysis algorithm for noninvasive glucose sensing. The instrument and algorithm were tested in a preclinical study in which a dog model was used. To achieve a robust glucose test system, the blood levels were clamped for periods of up to 45 min. Glucose clamping and rise/fall patterns have been achieved by injecting glucose and insulin into the ear veins of the dog. Venous blood samples were drawn every 5 min and a plasma glucose concentration was obtained and used to maintain the clamps, to build the calibration model, and to evaluate the performance of the system. We evaluated the utility of the simultaneously acquired Raman spectra to be used to determine the plasma glucose values during the 8-h experiment. We obtained prediction errors in the range of ∼1.5−2 mM. These were in-line with a best-case theoretical estimate considering the limitations of the signal-to-noise ratio estimates. As expected, the transition regions of the clamp study produced larger predictive errors than the stable regions. This is related to the divergence of the interstitial fluid (ISF) and plasma glucose values during those periods. Two key contributors to error beside the ISF/plasma difference were photobleaching and detector drift. 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subjects | Algorithms Animals Blood Glucose - chemistry Calibration Clamping Clamps Construction Detection Dogs Equipment Design Estimates Glucose Insulin - chemistry Least-Squares Analysis Mathematical models Raman spectroscopy Reproducibility of Results Scattering, Radiation Signal-To-Noise Ratio Skin - pathology Special Section Papers Spectrophotometry Spectrum Analysis, Raman - instrumentation Spectrum Analysis, Raman - methods Vibration |
title | Noninvasive glucose sensing by transcutaneous Raman spectroscopy |
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