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Quantitation of glucose uptake in tumors by dynamic FDG-PET has less glucose bias and lower variability when adjusted for partial saturation of glucose transport

Background A retrospective analysis of estimates of tumor glucose uptake from 1,192 dynamic 2-deoxy-2-( 18 F)fluoro- D -glucose-positron-emission tomography [ FDG-PET] scans showed strong correlations between blood glucose and both the uptake rate constant [ K i ] and the metabolic rate of glucose [...

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Published in:EJNMMI research 2012-02, Vol.2 (1), p.6-6
Main Authors: Williams, Simon-Peter, Flores-Mercado, Judith E, Port, Ruediger E, Bengtsson, Thomas
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description Background A retrospective analysis of estimates of tumor glucose uptake from 1,192 dynamic 2-deoxy-2-( 18 F)fluoro- D -glucose-positron-emission tomography [ FDG-PET] scans showed strong correlations between blood glucose and both the uptake rate constant [ K i ] and the metabolic rate of glucose [MRGluc], hindering the interpretation of PET scans acquired under conditions of altered blood glucose. We sought a method to reduce this glucose bias without increasing the between-subject or test-retest variability and did this by considering that tissue glucose transport is a saturable yet unsaturated process best described as a nonlinear function of glucose levels. Methods Patlak-Gjedde analysis was used to compute K i from 30-min dynamic PET scans in tumor-bearing mice. MRGluc was calculated by factoring in the blood glucose level and a lumped constant equal to unity. Alternatively, we assumed that glucose consumption is saturable according to Michaelis-Menten kinetics and estimated a hypothetical maximum rate of glucose consumption [MRGluc MAX ] by multiplying K i and ( K M + [glucose]), where K M is a half-saturation Michaelis constant for glucose uptake. Results were computed for 112 separate studies of 8 to 12 scans each; test-retest statistics were measured in a suitable subset of 201 mice. Results A K M value of 130 mg/dL was determined from the data based on minimizing the average correlation between blood glucose and the uptake metric. Using MRGluc MAX resulted in the following benefits compared to using MRGluc: (1) the median correlation with blood glucose was practically zero, and yet (2) the test-retest coefficient of variation [COV] was reduced by 13.4%, and (3) the between-animal COVs were reduced by15.5%. In statistically equivalent terms, achieving the same reduction in between-animal COV while using the traditional MRGluc would require a 40% increase in sample size. Conclusions MRGluc appeared to overcorrect tumor FDG data for changing glucose levels. Applying partial saturation correction using MRGluc MAX offered reduced bias, reduced variability, and potentially increased statistical power. We recommend further investigation of MRGluc MAX in quantitative studies of tumor FDG uptake.
doi_str_mv 10.1186/2191-219X-2-6
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We sought a method to reduce this glucose bias without increasing the between-subject or test-retest variability and did this by considering that tissue glucose transport is a saturable yet unsaturated process best described as a nonlinear function of glucose levels. Methods Patlak-Gjedde analysis was used to compute K i from 30-min dynamic PET scans in tumor-bearing mice. MRGluc was calculated by factoring in the blood glucose level and a lumped constant equal to unity. Alternatively, we assumed that glucose consumption is saturable according to Michaelis-Menten kinetics and estimated a hypothetical maximum rate of glucose consumption [MRGluc MAX ] by multiplying K i and ( K M + [glucose]), where K M is a half-saturation Michaelis constant for glucose uptake. Results were computed for 112 separate studies of 8 to 12 scans each; test-retest statistics were measured in a suitable subset of 201 mice. Results A K M value of 130 mg/dL was determined from the data based on minimizing the average correlation between blood glucose and the uptake metric. Using MRGluc MAX resulted in the following benefits compared to using MRGluc: (1) the median correlation with blood glucose was practically zero, and yet (2) the test-retest coefficient of variation [COV] was reduced by 13.4%, and (3) the between-animal COVs were reduced by15.5%. In statistically equivalent terms, achieving the same reduction in between-animal COV while using the traditional MRGluc would require a 40% increase in sample size. Conclusions MRGluc appeared to overcorrect tumor FDG data for changing glucose levels. Applying partial saturation correction using MRGluc MAX offered reduced bias, reduced variability, and potentially increased statistical power. We recommend further investigation of MRGluc MAX in quantitative studies of tumor FDG uptake.</description><identifier>ISSN: 2191-219X</identifier><identifier>EISSN: 2191-219X</identifier><identifier>DOI: 10.1186/2191-219X-2-6</identifier><identifier>PMID: 22297096</identifier><language>eng</language><publisher>Berlin/Heidelberg: Springer Berlin Heidelberg</publisher><subject>Cardiac Imaging ; Imaging ; Medicine ; Medicine &amp; Public Health ; Nuclear Medicine ; Oncology ; Original Research ; Orthopedics ; Radiology</subject><ispartof>EJNMMI research, 2012-02, Vol.2 (1), p.6-6</ispartof><rights>Williams et al; licensee Springer. 2012. This article is published under license to BioMed Central Ltd. This is an Open Access article distributed under the terms of the Creative Commons Attribution License ( ), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.</rights><rights>Copyright ©2012 Williams et al; licensee Springer. 2012 Williams et al; licensee Springer.</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-b482t-355866cf96cbabb0fc21c0dc4490aab7a3d89c35e8544c96e557c5297a585fd93</citedby><cites>FETCH-LOGICAL-b482t-355866cf96cbabb0fc21c0dc4490aab7a3d89c35e8544c96e557c5297a585fd93</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/PMC3395842/pdf/$$EPDF$$P50$$Gpubmedcentral$$Hfree_for_read</linktopdf><linktohtml>$$Uhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC3395842/$$EHTML$$P50$$Gpubmedcentral$$Hfree_for_read</linktohtml><link.rule.ids>230,314,727,780,784,885,27924,27925,53791,53793</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/22297096$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Williams, Simon-Peter</creatorcontrib><creatorcontrib>Flores-Mercado, Judith E</creatorcontrib><creatorcontrib>Port, Ruediger E</creatorcontrib><creatorcontrib>Bengtsson, Thomas</creatorcontrib><title>Quantitation of glucose uptake in tumors by dynamic FDG-PET has less glucose bias and lower variability when adjusted for partial saturation of glucose transport</title><title>EJNMMI research</title><addtitle>EJNMMI Res</addtitle><addtitle>EJNMMI Res</addtitle><description>Background A retrospective analysis of estimates of tumor glucose uptake from 1,192 dynamic 2-deoxy-2-( 18 F)fluoro- D -glucose-positron-emission tomography [ FDG-PET] scans showed strong correlations between blood glucose and both the uptake rate constant [ K i ] and the metabolic rate of glucose [MRGluc], hindering the interpretation of PET scans acquired under conditions of altered blood glucose. We sought a method to reduce this glucose bias without increasing the between-subject or test-retest variability and did this by considering that tissue glucose transport is a saturable yet unsaturated process best described as a nonlinear function of glucose levels. Methods Patlak-Gjedde analysis was used to compute K i from 30-min dynamic PET scans in tumor-bearing mice. MRGluc was calculated by factoring in the blood glucose level and a lumped constant equal to unity. Alternatively, we assumed that glucose consumption is saturable according to Michaelis-Menten kinetics and estimated a hypothetical maximum rate of glucose consumption [MRGluc MAX ] by multiplying K i and ( K M + [glucose]), where K M is a half-saturation Michaelis constant for glucose uptake. Results were computed for 112 separate studies of 8 to 12 scans each; test-retest statistics were measured in a suitable subset of 201 mice. Results A K M value of 130 mg/dL was determined from the data based on minimizing the average correlation between blood glucose and the uptake metric. Using MRGluc MAX resulted in the following benefits compared to using MRGluc: (1) the median correlation with blood glucose was practically zero, and yet (2) the test-retest coefficient of variation [COV] was reduced by 13.4%, and (3) the between-animal COVs were reduced by15.5%. In statistically equivalent terms, achieving the same reduction in between-animal COV while using the traditional MRGluc would require a 40% increase in sample size. Conclusions MRGluc appeared to overcorrect tumor FDG data for changing glucose levels. Applying partial saturation correction using MRGluc MAX offered reduced bias, reduced variability, and potentially increased statistical power. We recommend further investigation of MRGluc MAX in quantitative studies of tumor FDG uptake.</description><subject>Cardiac Imaging</subject><subject>Imaging</subject><subject>Medicine</subject><subject>Medicine &amp; Public Health</subject><subject>Nuclear Medicine</subject><subject>Oncology</subject><subject>Original Research</subject><subject>Orthopedics</subject><subject>Radiology</subject><issn>2191-219X</issn><issn>2191-219X</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2012</creationdate><recordtype>article</recordtype><recordid>eNp1kk1v1DAQhi0EolXpkSvyjVNK7MTZ-IJApS1IlQpSkXqzxo6z68Wxgz9a7c_hn-LVtqtWVX0Yf8zrZ8bjQeg9qU8I6btPlHBSFXNT0ap7hQ73-9eP1gfoOMZ1XQYjjDf9W3RAKeWLmneH6N-vDC6ZBMl4h_2IlzYrHzXOc4I_GhuHU558iFhu8LBxMBmFz79dVD_PrvEKIrY6xv0lacoJuAFbf6cDvoVgQBpr0gbfrbTDMKxzTHrAow94hpAMWBwh5fAsfgrg4uxDeofejGCjPr6fj9Dv87Pr0-_V5dXFj9Ovl5Vse5qqhrG-69TIOyVBynpUlKh6UG3LawC5gGbouWqY7lnbKt5pxhaKlTIA69k48OYIfd5x5ywnPSjtSgpWzMFMEDbCgxFPPc6sxNLfiqbhrG9pAXzZAaTxLwCeepSfxPaXtuZGUNEVxMf7HIL_m3VMYjJRaWvBaZ-j4JQtSN-QuiirnVIFH2PQ4z4OqcW2N56RPzx-3V790AlFcLITxOJySx3E2ufgSsVfIP4HW5rJVA</recordid><startdate>20120201</startdate><enddate>20120201</enddate><creator>Williams, Simon-Peter</creator><creator>Flores-Mercado, Judith E</creator><creator>Port, Ruediger E</creator><creator>Bengtsson, Thomas</creator><general>Springer Berlin Heidelberg</general><general>BioMed Central Ltd</general><general>Springer</general><scope>C6C</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7X8</scope><scope>5PM</scope></search><sort><creationdate>20120201</creationdate><title>Quantitation of glucose uptake in tumors by dynamic FDG-PET has less glucose bias and lower variability when adjusted for partial saturation of glucose transport</title><author>Williams, Simon-Peter ; Flores-Mercado, Judith E ; Port, Ruediger E ; Bengtsson, Thomas</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-b482t-355866cf96cbabb0fc21c0dc4490aab7a3d89c35e8544c96e557c5297a585fd93</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2012</creationdate><topic>Cardiac Imaging</topic><topic>Imaging</topic><topic>Medicine</topic><topic>Medicine &amp; Public Health</topic><topic>Nuclear Medicine</topic><topic>Oncology</topic><topic>Original Research</topic><topic>Orthopedics</topic><topic>Radiology</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Williams, Simon-Peter</creatorcontrib><creatorcontrib>Flores-Mercado, Judith E</creatorcontrib><creatorcontrib>Port, Ruediger E</creatorcontrib><creatorcontrib>Bengtsson, Thomas</creatorcontrib><collection>SpringerOpen (Open Access)</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>MEDLINE - Academic</collection><collection>PubMed Central (Full Participant titles)</collection><jtitle>EJNMMI research</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Williams, Simon-Peter</au><au>Flores-Mercado, Judith E</au><au>Port, Ruediger E</au><au>Bengtsson, Thomas</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Quantitation of glucose uptake in tumors by dynamic FDG-PET has less glucose bias and lower variability when adjusted for partial saturation of glucose transport</atitle><jtitle>EJNMMI research</jtitle><stitle>EJNMMI Res</stitle><addtitle>EJNMMI Res</addtitle><date>2012-02-01</date><risdate>2012</risdate><volume>2</volume><issue>1</issue><spage>6</spage><epage>6</epage><pages>6-6</pages><issn>2191-219X</issn><eissn>2191-219X</eissn><abstract>Background A retrospective analysis of estimates of tumor glucose uptake from 1,192 dynamic 2-deoxy-2-( 18 F)fluoro- D -glucose-positron-emission tomography [ FDG-PET] scans showed strong correlations between blood glucose and both the uptake rate constant [ K i ] and the metabolic rate of glucose [MRGluc], hindering the interpretation of PET scans acquired under conditions of altered blood glucose. We sought a method to reduce this glucose bias without increasing the between-subject or test-retest variability and did this by considering that tissue glucose transport is a saturable yet unsaturated process best described as a nonlinear function of glucose levels. Methods Patlak-Gjedde analysis was used to compute K i from 30-min dynamic PET scans in tumor-bearing mice. MRGluc was calculated by factoring in the blood glucose level and a lumped constant equal to unity. Alternatively, we assumed that glucose consumption is saturable according to Michaelis-Menten kinetics and estimated a hypothetical maximum rate of glucose consumption [MRGluc MAX ] by multiplying K i and ( K M + [glucose]), where K M is a half-saturation Michaelis constant for glucose uptake. Results were computed for 112 separate studies of 8 to 12 scans each; test-retest statistics were measured in a suitable subset of 201 mice. Results A K M value of 130 mg/dL was determined from the data based on minimizing the average correlation between blood glucose and the uptake metric. Using MRGluc MAX resulted in the following benefits compared to using MRGluc: (1) the median correlation with blood glucose was practically zero, and yet (2) the test-retest coefficient of variation [COV] was reduced by 13.4%, and (3) the between-animal COVs were reduced by15.5%. In statistically equivalent terms, achieving the same reduction in between-animal COV while using the traditional MRGluc would require a 40% increase in sample size. Conclusions MRGluc appeared to overcorrect tumor FDG data for changing glucose levels. Applying partial saturation correction using MRGluc MAX offered reduced bias, reduced variability, and potentially increased statistical power. We recommend further investigation of MRGluc MAX in quantitative studies of tumor FDG uptake.</abstract><cop>Berlin/Heidelberg</cop><pub>Springer Berlin Heidelberg</pub><pmid>22297096</pmid><doi>10.1186/2191-219X-2-6</doi><tpages>1</tpages><oa>free_for_read</oa></addata></record>
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subjects Cardiac Imaging
Imaging
Medicine
Medicine & Public Health
Nuclear Medicine
Oncology
Original Research
Orthopedics
Radiology
title Quantitation of glucose uptake in tumors by dynamic FDG-PET has less glucose bias and lower variability when adjusted for partial saturation of glucose transport
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