Estimation of changes in instantaneous aortic blood flow by the analysis of arterial blood pressure
The purpose of this study was to introduce and validate a new algorithm to estimate instantaneous aortic blood flow (ABF) by mathematical analysis of arterial blood pressure (ABP) waveforms. The algorithm is based on an autoregressive with exogenous input (ARX) model. We applied this algorithm to di...
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Veröffentlicht in: | Journal of applied physiology (1985) 2012-06, Vol.112 (11), p.1832-1838 |
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creator | Arai, Tatsuya Lee, Kichang Marini, Robert P Cohen, Richard J |
description | The purpose of this study was to introduce and validate a new algorithm to estimate instantaneous aortic blood flow (ABF) by mathematical analysis of arterial blood pressure (ABP) waveforms. The algorithm is based on an autoregressive with exogenous input (ARX) model. We applied this algorithm to diastolic ABP waveforms to estimate the autoregressive model coefficients by requiring the estimated diastolic flow to be zero. The algorithm incorporating the coefficients was then applied to the entire ABP signal to estimate ABF. The algorithm was applied to six Yorkshire swine data sets over a wide range of physiological conditions for validation. Quantitative measures of waveform shape (standard deviation, skewness, and kurtosis), as well as stroke volume and cardiac output from the estimated ABF, were computed. Values of these measures were compared with those obtained from ABF waveforms recorded using a Transonic aortic flow probe placed around the aortic root. The estimation errors were compared with those obtained using a windkessel model. The ARX model algorithm achieved significantly lower errors in the waveform measures, stroke volume, and cardiac output than those obtained using the windkessel model (P < 0.05). |
doi_str_mv | 10.1152/japplphysiol.01565.2011 |
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The algorithm is based on an autoregressive with exogenous input (ARX) model. We applied this algorithm to diastolic ABP waveforms to estimate the autoregressive model coefficients by requiring the estimated diastolic flow to be zero. The algorithm incorporating the coefficients was then applied to the entire ABP signal to estimate ABF. The algorithm was applied to six Yorkshire swine data sets over a wide range of physiological conditions for validation. Quantitative measures of waveform shape (standard deviation, skewness, and kurtosis), as well as stroke volume and cardiac output from the estimated ABF, were computed. Values of these measures were compared with those obtained from ABF waveforms recorded using a Transonic aortic flow probe placed around the aortic root. The estimation errors were compared with those obtained using a windkessel model. The ARX model algorithm achieved significantly lower errors in the waveform measures, stroke volume, and cardiac output than those obtained using the windkessel model (P < 0.05).</description><identifier>ISSN: 8750-7587</identifier><identifier>EISSN: 1522-1601</identifier><identifier>DOI: 10.1152/japplphysiol.01565.2011</identifier><identifier>PMID: 22442022</identifier><language>eng</language><publisher>United States: American Physiological Society</publisher><subject>Algorithms ; Animals ; Aorta - physiology ; Blood Flow Velocity - physiology ; Blood pressure ; Blood Pressure - physiology ; Blood Pressure Determination - methods ; Cardiac Output - physiology ; Heart ; Mathematical analysis ; Models, Cardiovascular ; Swine</subject><ispartof>Journal of applied physiology (1985), 2012-06, Vol.112 (11), p.1832-1838</ispartof><rights>Copyright American Physiological Society Jun 1, 2012</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c390t-8dc3362e92532fa0f14abfb90d54365aaff3438f50073a61fae723daa10d24a93</citedby><cites>FETCH-LOGICAL-c390t-8dc3362e92532fa0f14abfb90d54365aaff3438f50073a61fae723daa10d24a93</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>314,776,780,3026,27901,27902</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/22442022$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Arai, Tatsuya</creatorcontrib><creatorcontrib>Lee, Kichang</creatorcontrib><creatorcontrib>Marini, Robert P</creatorcontrib><creatorcontrib>Cohen, Richard J</creatorcontrib><title>Estimation of changes in instantaneous aortic blood flow by the analysis of arterial blood pressure</title><title>Journal of applied physiology (1985)</title><addtitle>J Appl Physiol (1985)</addtitle><description>The purpose of this study was to introduce and validate a new algorithm to estimate instantaneous aortic blood flow (ABF) by mathematical analysis of arterial blood pressure (ABP) waveforms. The algorithm is based on an autoregressive with exogenous input (ARX) model. We applied this algorithm to diastolic ABP waveforms to estimate the autoregressive model coefficients by requiring the estimated diastolic flow to be zero. The algorithm incorporating the coefficients was then applied to the entire ABP signal to estimate ABF. The algorithm was applied to six Yorkshire swine data sets over a wide range of physiological conditions for validation. Quantitative measures of waveform shape (standard deviation, skewness, and kurtosis), as well as stroke volume and cardiac output from the estimated ABF, were computed. Values of these measures were compared with those obtained from ABF waveforms recorded using a Transonic aortic flow probe placed around the aortic root. The estimation errors were compared with those obtained using a windkessel model. The ARX model algorithm achieved significantly lower errors in the waveform measures, stroke volume, and cardiac output than those obtained using the windkessel model (P < 0.05).</description><subject>Algorithms</subject><subject>Animals</subject><subject>Aorta - physiology</subject><subject>Blood Flow Velocity - physiology</subject><subject>Blood pressure</subject><subject>Blood Pressure - physiology</subject><subject>Blood Pressure Determination - methods</subject><subject>Cardiac Output - physiology</subject><subject>Heart</subject><subject>Mathematical analysis</subject><subject>Models, Cardiovascular</subject><subject>Swine</subject><issn>8750-7587</issn><issn>1522-1601</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2012</creationdate><recordtype>article</recordtype><sourceid>EIF</sourceid><recordid>eNpdkctKw0AUhgdRbK2-gg64cZM611yWUuoFCm50HU6SGZsyzcSZCdK3d9JWEeHAWZzvP7cfoRtK5pRKdr-Bvjf9eudba-aEylTOGaH0BE1jlSU0JfQUTfNMkiSTeTZBF95vCKFCSHqOJowJwQhjU1QvfWi3EFrbYatxvYbuQ3ncdjF8gC6GsoPHYF1oa1wZaxusjf3C1Q6HtcLQgYlr-FENLijXgjlivVPeD05dojMNxqurY56h98fl2-I5Wb0-vSweVknNCxKSvKk5T5kqmORMA9FUQKWrgjRS8FQCaM0Fz7UkJOOQUg0qY7wBoKRhAgo-Q3eHvr2zn4Pyody2vlbGHG4oKaF5ymXORvT2H7qxg4un7KkizhMijVR2oGpnvXdKl72Lz3K7CJWjD-VfH8q9D-XoQ1ReH_sP1VY1v7qfx_Nv9HOIgg</recordid><startdate>201206</startdate><enddate>201206</enddate><creator>Arai, Tatsuya</creator><creator>Lee, Kichang</creator><creator>Marini, Robert P</creator><creator>Cohen, Richard J</creator><general>American Physiological Society</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>7QP</scope><scope>7QR</scope><scope>7TK</scope><scope>7TS</scope><scope>7U7</scope><scope>8FD</scope><scope>C1K</scope><scope>FR3</scope><scope>P64</scope><scope>7X8</scope></search><sort><creationdate>201206</creationdate><title>Estimation of changes in instantaneous aortic blood flow by the analysis of arterial blood pressure</title><author>Arai, Tatsuya ; Lee, Kichang ; Marini, Robert P ; Cohen, Richard J</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c390t-8dc3362e92532fa0f14abfb90d54365aaff3438f50073a61fae723daa10d24a93</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2012</creationdate><topic>Algorithms</topic><topic>Animals</topic><topic>Aorta - physiology</topic><topic>Blood Flow Velocity - physiology</topic><topic>Blood pressure</topic><topic>Blood Pressure - physiology</topic><topic>Blood Pressure Determination - methods</topic><topic>Cardiac Output - physiology</topic><topic>Heart</topic><topic>Mathematical analysis</topic><topic>Models, Cardiovascular</topic><topic>Swine</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Arai, Tatsuya</creatorcontrib><creatorcontrib>Lee, Kichang</creatorcontrib><creatorcontrib>Marini, Robert P</creatorcontrib><creatorcontrib>Cohen, Richard J</creatorcontrib><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>Calcium & Calcified Tissue Abstracts</collection><collection>Chemoreception Abstracts</collection><collection>Neurosciences Abstracts</collection><collection>Physical Education Index</collection><collection>Toxicology Abstracts</collection><collection>Technology Research Database</collection><collection>Environmental Sciences and Pollution Management</collection><collection>Engineering Research Database</collection><collection>Biotechnology and BioEngineering Abstracts</collection><collection>MEDLINE - Academic</collection><jtitle>Journal of applied physiology (1985)</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Arai, Tatsuya</au><au>Lee, Kichang</au><au>Marini, Robert P</au><au>Cohen, Richard J</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Estimation of changes in instantaneous aortic blood flow by the analysis of arterial blood pressure</atitle><jtitle>Journal of applied physiology (1985)</jtitle><addtitle>J Appl Physiol (1985)</addtitle><date>2012-06</date><risdate>2012</risdate><volume>112</volume><issue>11</issue><spage>1832</spage><epage>1838</epage><pages>1832-1838</pages><issn>8750-7587</issn><eissn>1522-1601</eissn><abstract>The purpose of this study was to introduce and validate a new algorithm to estimate instantaneous aortic blood flow (ABF) by mathematical analysis of arterial blood pressure (ABP) waveforms. The algorithm is based on an autoregressive with exogenous input (ARX) model. We applied this algorithm to diastolic ABP waveforms to estimate the autoregressive model coefficients by requiring the estimated diastolic flow to be zero. The algorithm incorporating the coefficients was then applied to the entire ABP signal to estimate ABF. The algorithm was applied to six Yorkshire swine data sets over a wide range of physiological conditions for validation. Quantitative measures of waveform shape (standard deviation, skewness, and kurtosis), as well as stroke volume and cardiac output from the estimated ABF, were computed. Values of these measures were compared with those obtained from ABF waveforms recorded using a Transonic aortic flow probe placed around the aortic root. The estimation errors were compared with those obtained using a windkessel model. The ARX model algorithm achieved significantly lower errors in the waveform measures, stroke volume, and cardiac output than those obtained using the windkessel model (P < 0.05).</abstract><cop>United States</cop><pub>American Physiological Society</pub><pmid>22442022</pmid><doi>10.1152/japplphysiol.01565.2011</doi><tpages>7</tpages><oa>free_for_read</oa></addata></record> |
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source | MEDLINE; American Physiological Society; Elektronische Zeitschriftenbibliothek - Frei zugängliche E-Journals; Alma/SFX Local Collection |
subjects | Algorithms Animals Aorta - physiology Blood Flow Velocity - physiology Blood pressure Blood Pressure - physiology Blood Pressure Determination - methods Cardiac Output - physiology Heart Mathematical analysis Models, Cardiovascular Swine |
title | Estimation of changes in instantaneous aortic blood flow by the analysis of arterial blood pressure |
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