Noninvasive in Vivo Measurement of Venous Blood pH during Exercise Using Near-Infrared Reflectance Spectroscopy
Blood pH is an important indicator of anaerobic metabolism in exercising muscle. This paper demonstrates multivariate calibration techniques that can be used to produce a general pH model that can be applied to spectra from any new subject without significant prediction error. Tissue spectra (725∼88...
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Veröffentlicht in: | Applied spectroscopy 2007-02, Vol.61 (2), p.223-229 |
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description | Blood pH is an important indicator of anaerobic metabolism in exercising muscle. This paper demonstrates multivariate calibration techniques that can be used to produce a general pH model that can be applied to spectra from any new subject without significant prediction error. Tissue spectra (725∼880 nm) were acquired through the skin overlying the flexor digitorum profundus muscle on the forearms of eight healthy subjects during repetitive hand-grip exercise and referenced to the pH of venous blood drawn from a catheter placed in a vein close to the muscle. Calibration models were developed using multi-subject partial least squares (PLS) and validated using subject-out cross-validation after the subject-to-subject spectral variations were corrected by mathematical preprocessing methods. A combination of standard normal variate (SNV) scaling and principal component analysis loading correction (PCALC) successfully removed most of the subject-to-subject variations and provided the most accurate prediction results. |
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This paper demonstrates multivariate calibration techniques that can be used to produce a general pH model that can be applied to spectra from any new subject without significant prediction error. Tissue spectra (725∼880 nm) were acquired through the skin overlying the flexor digitorum profundus muscle on the forearms of eight healthy subjects during repetitive hand-grip exercise and referenced to the pH of venous blood drawn from a catheter placed in a vein close to the muscle. Calibration models were developed using multi-subject partial least squares (PLS) and validated using subject-out cross-validation after the subject-to-subject spectral variations were corrected by mathematical preprocessing methods. A combination of standard normal variate (SNV) scaling and principal component analysis loading correction (PCALC) successfully removed most of the subject-to-subject variations and provided the most accurate prediction results.</description><identifier>ISSN: 0003-7028</identifier><identifier>EISSN: 1943-3530</identifier><identifier>DOI: 10.1366/000370207779947657</identifier><identifier>PMID: 17331316</identifier><language>eng</language><publisher>London, England: SAGE Publications</publisher><subject>Adult ; Blood Chemical Analysis - methods ; Calibration ; Data Interpretation, Statistical ; Exercise - physiology ; Female ; Hand Strength - physiology ; Humans ; Hydrogen-Ion Concentration ; Least-Squares Analysis ; Male ; Principal Component Analysis ; Spectroscopy, Near-Infrared</subject><ispartof>Applied spectroscopy, 2007-02, Vol.61 (2), p.223-229</ispartof><rights>2007 Society for Applied Spectroscopy</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c407t-158a42d37d08a3577aa6e45226917e7b377d287000830347b56438e32c90b0953</citedby><cites>FETCH-LOGICAL-c407t-158a42d37d08a3577aa6e45226917e7b377d287000830347b56438e32c90b0953</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://journals.sagepub.com/doi/pdf/10.1366/000370207779947657$$EPDF$$P50$$Gsage$$H</linktopdf><linktohtml>$$Uhttps://journals.sagepub.com/doi/10.1366/000370207779947657$$EHTML$$P50$$Gsage$$H</linktohtml><link.rule.ids>314,776,780,21798,27901,27902,43597,43598</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/17331316$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Yang, Ye</creatorcontrib><creatorcontrib>Soyemi, Olusola O.</creatorcontrib><creatorcontrib>Landry, Michelle R.</creatorcontrib><creatorcontrib>Soller, Babs R.</creatorcontrib><title>Noninvasive in Vivo Measurement of Venous Blood pH during Exercise Using Near-Infrared Reflectance Spectroscopy</title><title>Applied spectroscopy</title><addtitle>Appl Spectrosc</addtitle><description>Blood pH is an important indicator of anaerobic metabolism in exercising muscle. This paper demonstrates multivariate calibration techniques that can be used to produce a general pH model that can be applied to spectra from any new subject without significant prediction error. Tissue spectra (725∼880 nm) were acquired through the skin overlying the flexor digitorum profundus muscle on the forearms of eight healthy subjects during repetitive hand-grip exercise and referenced to the pH of venous blood drawn from a catheter placed in a vein close to the muscle. Calibration models were developed using multi-subject partial least squares (PLS) and validated using subject-out cross-validation after the subject-to-subject spectral variations were corrected by mathematical preprocessing methods. A combination of standard normal variate (SNV) scaling and principal component analysis loading correction (PCALC) successfully removed most of the subject-to-subject variations and provided the most accurate prediction results.</description><subject>Adult</subject><subject>Blood Chemical Analysis - methods</subject><subject>Calibration</subject><subject>Data Interpretation, Statistical</subject><subject>Exercise - physiology</subject><subject>Female</subject><subject>Hand Strength - physiology</subject><subject>Humans</subject><subject>Hydrogen-Ion Concentration</subject><subject>Least-Squares Analysis</subject><subject>Male</subject><subject>Principal Component Analysis</subject><subject>Spectroscopy, Near-Infrared</subject><issn>0003-7028</issn><issn>1943-3530</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2007</creationdate><recordtype>article</recordtype><sourceid>EIF</sourceid><recordid>eNp9kEFLw0AQhRdRtFb_gAfZk7fobiabSY4q1QpaQW2vYZtMJJLuxt2k6L93SwseBE8zA997zHuMnUlxKSFNr4QQgCIWiJjnCaYK99hI5glEoEDss9EGiAKRHbFj7z_CqXJQh-xIIoAEmY6YnVnTmLX2zZp4Y_iiWVv-RNoPjlZkem5rviBjB89vWmsr3k15NbjGvPPJF7my8cTnfnPOSLvowdROO6r4C9Utlb02JfHXLmzO-tJ23yfsoNatp9PdHLP53eTtdho9Pt8_3F4_RmUisI-kynQSV4CVyDQoRK1TSlQcp7lEwiUgVnGGIVEGAhJcqjSBjCAuc7EUuYIxu9j6ds5-DuT7YtX4ktpWGwphitBKMJMQwHgLluFD76guOtestPsupCg2NRd_aw6i8537sFxR9SvZ9RqAqy3g9TsVH3ZwJqT9z_IHetSEQA</recordid><startdate>200702</startdate><enddate>200702</enddate><creator>Yang, Ye</creator><creator>Soyemi, Olusola O.</creator><creator>Landry, Michelle R.</creator><creator>Soller, Babs R.</creator><general>SAGE Publications</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></search><sort><creationdate>200702</creationdate><title>Noninvasive in Vivo Measurement of Venous Blood pH during Exercise Using Near-Infrared Reflectance Spectroscopy</title><author>Yang, Ye ; Soyemi, Olusola O. ; Landry, Michelle R. ; Soller, Babs R.</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c407t-158a42d37d08a3577aa6e45226917e7b377d287000830347b56438e32c90b0953</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2007</creationdate><topic>Adult</topic><topic>Blood Chemical Analysis - methods</topic><topic>Calibration</topic><topic>Data Interpretation, Statistical</topic><topic>Exercise - physiology</topic><topic>Female</topic><topic>Hand Strength - physiology</topic><topic>Humans</topic><topic>Hydrogen-Ion Concentration</topic><topic>Least-Squares Analysis</topic><topic>Male</topic><topic>Principal Component Analysis</topic><topic>Spectroscopy, Near-Infrared</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Yang, Ye</creatorcontrib><creatorcontrib>Soyemi, Olusola O.</creatorcontrib><creatorcontrib>Landry, Michelle R.</creatorcontrib><creatorcontrib>Soller, Babs R.</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><jtitle>Applied spectroscopy</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Yang, Ye</au><au>Soyemi, Olusola O.</au><au>Landry, Michelle R.</au><au>Soller, Babs R.</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Noninvasive in Vivo Measurement of Venous Blood pH during Exercise Using Near-Infrared Reflectance Spectroscopy</atitle><jtitle>Applied spectroscopy</jtitle><addtitle>Appl Spectrosc</addtitle><date>2007-02</date><risdate>2007</risdate><volume>61</volume><issue>2</issue><spage>223</spage><epage>229</epage><pages>223-229</pages><issn>0003-7028</issn><eissn>1943-3530</eissn><abstract>Blood pH is an important indicator of anaerobic metabolism in exercising muscle. This paper demonstrates multivariate calibration techniques that can be used to produce a general pH model that can be applied to spectra from any new subject without significant prediction error. Tissue spectra (725∼880 nm) were acquired through the skin overlying the flexor digitorum profundus muscle on the forearms of eight healthy subjects during repetitive hand-grip exercise and referenced to the pH of venous blood drawn from a catheter placed in a vein close to the muscle. Calibration models were developed using multi-subject partial least squares (PLS) and validated using subject-out cross-validation after the subject-to-subject spectral variations were corrected by mathematical preprocessing methods. A combination of standard normal variate (SNV) scaling and principal component analysis loading correction (PCALC) successfully removed most of the subject-to-subject variations and provided the most accurate prediction results.</abstract><cop>London, England</cop><pub>SAGE Publications</pub><pmid>17331316</pmid><doi>10.1366/000370207779947657</doi><tpages>7</tpages></addata></record> |
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subjects | Adult Blood Chemical Analysis - methods Calibration Data Interpretation, Statistical Exercise - physiology Female Hand Strength - physiology Humans Hydrogen-Ion Concentration Least-Squares Analysis Male Principal Component Analysis Spectroscopy, Near-Infrared |
title | Noninvasive in Vivo Measurement of Venous Blood pH during Exercise Using Near-Infrared Reflectance Spectroscopy |
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