{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,10,1]],"date-time":"2026-10-01T14:29:05Z","timestamp":1790864945776,"version":"4.1.0"},"reference-count":37,"publisher":"Wiley","issue":"8","license":[{"start":{"date-parts":[[2010,7,13]],"date-time":"2010-07-13T00:00:00Z","timestamp":1278979200000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/onlinelibrary.wiley.com\/termsAndConditions#vor"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Medical Physics"],"published-print":{"date-parts":[[2010,8]]},"abstract":"<jats:sec><jats:title>Purpose:<\/jats:title><jats:p>Factor analysis has been pursued as a means to decompose dynamic cardiac PET images into different tissue types based on their unique temporal signatures to improve quantification of physiological function. In this work, the authors present a novel kinetic model\u2010based (MB) method that includes physiological models of factor relationships within the decomposition process. The physiological accuracy of MB decomposed<jats:inline-graphic xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" xlink:href=\"graphic\/mp8474-math-0001.png\" xlink:title=\"urn:x-wiley:00942405:media:mp8474:mp8474-math-0001\"\/> cardiac PET images is evaluated using simulated and experimental data. Precision of myocardial blood flow (MBF) measurement is also evaluated.<\/jats:p><\/jats:sec><jats:sec><jats:title>Methods:<\/jats:title><jats:p>A gamma\u2010variate model was used to describe the transport of<jats:inline-graphic xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" xlink:href=\"graphic\/mp8474-math-0002.png\" xlink:title=\"urn:x-wiley:00942405:media:mp8474:mp8474-math-0002\"\/> in arterial blood from the right to left ventricle, and a one\u2010compartment model to describe the exchange between blood and myocardium. Simulations of canine and rat heart imaging were performed to evaluate parameter estimation errors. Arterial blood sampling in rats and <jats:inline-graphic xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" xlink:href=\"graphic\/mp8474-math-0003.png\" xlink:title=\"urn:x-wiley:00942405:media:mp8474:mp8474-math-0003\"\/> blood pool imaging in dogs were used to evaluate factor and structure accuracy. Variable infusion duration studies in canine were used to evaluate MB structure and global MBF reproducibility. All results were compared to a previously published minimal structure overlap (MSO) method.<\/jats:p><\/jats:sec><jats:sec><jats:title>Results:<\/jats:title><jats:p>Canine heart simulations demonstrated that MB has lower root\u2010mean\u2010square error (RMSE) than MSO for both factor (0.2% vs 0.5%,<jats:inline-graphic xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" xlink:href=\"graphic\/mp8474-math-0004.png\" xlink:title=\"urn:x-wiley:00942405:media:mp8474:mp8474-math-0004\"\/> MB vs MSO, respectively) and structure (3.0% vs 4.7%, <jats:inline-graphic xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" xlink:href=\"graphic\/mp8474-math-0005.png\" xlink:title=\"urn:x-wiley:00942405:media:mp8474:mp8474-math-0005\"\/>) estimations, as with rat heart simulations (factors: 0.2% vs 0.9%, <jats:inline-graphic xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" xlink:href=\"graphic\/mp8474-math-0006.png\" xlink:title=\"urn:x-wiley:00942405:media:mp8474:mp8474-math-0006\"\/> and structures: 3.0% vs 6.7%, <jats:inline-graphic xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" xlink:href=\"graphic\/mp8474-math-0007.png\" xlink:title=\"urn:x-wiley:00942405:media:mp8474:mp8474-math-0007\"\/>). MB blood factors compared to arterial blood samples in rats had lower RMSE than MSO (1.6% vs 2.2%, <jats:inline-graphic xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" xlink:href=\"graphic\/mp8474-math-0008.png\" xlink:title=\"urn:x-wiley:00942405:media:mp8474:mp8474-math-0008\"\/>). There was no difference in the RMSE of blood structures compared to a <jats:inline-graphic xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" xlink:href=\"graphic\/mp8474-math-0009.png\" xlink:title=\"urn:x-wiley:00942405:media:mp8474:mp8474-math-0009\"\/> blood pool image in dogs (8.5% vs 8.8%, <jats:inline-graphic xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" xlink:href=\"graphic\/mp8474-math-0010.png\" xlink:title=\"urn:x-wiley:00942405:media:mp8474:mp8474-math-0010\"\/>). Myocardial structures were more reproducible with MB than with MSO (<jats:inline-graphic xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" xlink:href=\"graphic\/mp8474-math-0011.png\" xlink:title=\"urn:x-wiley:00942405:media:mp8474:mp8474-math-0011\"\/> vs 6.2%, <jats:inline-graphic xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" xlink:href=\"graphic\/mp8474-math-0012.png\" xlink:title=\"urn:x-wiley:00942405:media:mp8474:mp8474-math-0012\"\/>), as were blood structures (<jats:inline-graphic xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" xlink:href=\"graphic\/mp8474-math-0013.png\" xlink:title=\"urn:x-wiley:00942405:media:mp8474:mp8474-math-0013\"\/> vs 5.6%, <jats:inline-graphic xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" xlink:href=\"graphic\/mp8474-math-0014.png\" xlink:title=\"urn:x-wiley:00942405:media:mp8474:mp8474-math-0014\"\/>). Finally, MBF values tended to be more reproducible with MB compared to MSO (<jats:inline-graphic xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" xlink:href=\"graphic\/mp8474-math-0015.png\" xlink:title=\"urn:x-wiley:00942405:media:mp8474:mp8474-math-0015\"\/> vs 18%, <jats:inline-graphic xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" xlink:href=\"graphic\/mp8474-math-0016.png\" xlink:title=\"urn:x-wiley:00942405:media:mp8474:mp8474-math-0016\"\/>). The execution time of MB was, on average, 2.4 times shorter than MSO <jats:inline-graphic xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" xlink:href=\"graphic\/mp8474-math-0017.png\" xlink:title=\"urn:x-wiley:00942405:media:mp8474:mp8474-math-0017\"\/> due to fewer free parameters.<\/jats:p><\/jats:sec><jats:sec><jats:title>Conclusions:<\/jats:title><jats:p>Kinetic model\u2010based factor analysis can be used to provide physiologically accurate decomposition of<jats:inline-graphic xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" xlink:href=\"graphic\/mp8474-math-0018.png\" xlink:title=\"urn:x-wiley:00942405:media:mp8474:mp8474-math-0018\"\/> dynamic PET images, and may improve the precision of MBF quantification.<\/jats:p><\/jats:sec>","DOI":"10.1118\/1.3438474","type":"journal-article","created":{"date-parts":[[2010,7,30]],"date-time":"2010-07-30T23:35:12Z","timestamp":1280532912000},"page":"3995-4010","source":"Crossref","is-referenced-by-count":18,"title":["Kinetic model\u2010based factor analysis of dynamic sequences for 82\u2010rubidium cardiac positron emission tomography"],"prefix":"10.1002","volume":"37","author":[{"given":"R.","family":"Klein","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"R. 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