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Published in: EJNMMI Research 1/2013

Open Access 01-12-2013 | Original research

Estimation of input functions from dynamic [18F]FLT PET studies of the head and neck with correction for partial volume effects

Authors: Sara L Hackett, Dan Liu, Anastasia Chalkidou, Paul Marsden, David Landau, John D Fenwick

Published in: EJNMMI Research | Issue 1/2013

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Abstract

Background

We present a method for extracting arterial input functions from dynamic [18F]FLT PET images of the head and neck, directly accounting for the partial volume effect. The method uses two blood samples, for which the optimum collection times are assessed.

Methods

Six datasets comprising dynamic PET images, co-registered computed tomography (CT) scans and blood-sampled input functions were collected from four patients with head and neck tumours. In each PET image set, a region was identified that comprised the carotid artery (outlined on CT images) and surrounding tissue within the voxels containing the artery. The time course of activity in the region was modelled as the sum of the blood-sampled input function and a compartmental model of tracer uptake in the surrounding tissue.
The time course of arterial activity was described by a mathematical function with seven parameters. The parameters of the function and the compartmental model were simultaneously estimated, aiming to achieve the best match between the modelled and imaged time course of regional activity and the best match of the estimated blood activity to between 0 and 3 samples. The normalised root-mean-square (RMSnorm) differences and errors in areas under the curves (AUCs) between the measured and estimated input functions were assessed.

Results

A one-compartment model of tracer movement to and from the artery best described uptake in the tissue surrounding the artery, so the final model of the input function and tissue kinetics has nine parameters to be estimated. The estimated and blood-sampled input functions agreed well when two blood samples, obtained at times between 2 and 8 min and between 8 and 60 min, were used in the estimation process (RMSnorm values of 1.1 ± 0.5 and AUC errors for the peak and tail region of the curves of 15% ± 9% and 10% ± 8%, respectively). A third blood sample did not significantly improve the accuracy of the estimated input functions.

Conclusions

Input functions for FLT-PET studies of the head and neck can be estimated well using a one-compartment model of tracer movement and TWO blood samples obtained after the peak in arterial activity.
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Literature
1.
go back to reference Weber WA: Use of PET for monitoring cancer therapy and for predicting outcome. J Nucl Med 2005,46(6):983–995. Weber WA: Use of PET for monitoring cancer therapy and for predicting outcome. J Nucl Med 2005,46(6):983–995.
2.
go back to reference Shields AF, Grierson JR, Dohmen BM, Machulla HJ, Stayanoff JC, Lawhorn-Crews JM, Obradovich JE, Muzik O, Mangner TJ: Imaging proliferation in vivo with [F-18]FLT and positron emission tomography. Nat Med 1998,4(11):1334–1336. 10.1038/3337CrossRef Shields AF, Grierson JR, Dohmen BM, Machulla HJ, Stayanoff JC, Lawhorn-Crews JM, Obradovich JE, Muzik O, Mangner TJ: Imaging proliferation in vivo with [F-18]FLT and positron emission tomography. Nat Med 1998,4(11):1334–1336. 10.1038/3337CrossRef
3.
go back to reference Barthel H, Cleij MC, Collingridge DR, Hutchinson OC, Osman S, He Q, Luthra SK, Brady F, Price PM, Aboagye EO: 3 ′ -deoxy-3 ′ -[ 18 F]fluorothymidine as a new marker for monitoring tumor response to antiproliferative therapy in vivo with positron emission tomography . Cancer Res 2003,63(13):3791–3798. Barthel H, Cleij MC, Collingridge DR, Hutchinson OC, Osman S, He Q, Luthra SK, Brady F, Price PM, Aboagye EO: 3 -deoxy-3 -[ 18 F]fluorothymidine as a new marker for monitoring tumor response to antiproliferative therapy in vivo with positron emission tomography . Cancer Res 2003,63(13):3791–3798.
4.
go back to reference Jacobs AH, Thomas A, Kracht LW, Li H, Dittmar C, Garlip G, Galldiks N, Klein JC, Sobesky J, Hilker R, Vollmar S, Herholz K, Wienhard K, Heiss WD: 18 F-fluoro-L-thymidine and 11C-methylmethionine as markers of increased transport and proliferation in brain tumors . J Nucl Med 2005,46(12):1948–1958. Jacobs AH, Thomas A, Kracht LW, Li H, Dittmar C, Garlip G, Galldiks N, Klein JC, Sobesky J, Hilker R, Vollmar S, Herholz K, Wienhard K, Heiss WD: 18 F-fluoro-L-thymidine and 11C-methylmethionine as markers of increased transport and proliferation in brain tumors . J Nucl Med 2005,46(12):1948–1958.
5.
go back to reference Hall R: Vascular injuries resulting from arterial puncture of catheterization. Br J Surg 1971,58(7):513–516. 10.1002/bjs.1800580711CrossRef Hall R: Vascular injuries resulting from arterial puncture of catheterization. Br J Surg 1971,58(7):513–516. 10.1002/bjs.1800580711CrossRef
6.
go back to reference Wahl LM, Asselin MC, Nahmias C: Regions of interest in the venous sinuses as input functions for quantitative PET. J Nucl Med 1999,40(10):1666–1675. Wahl LM, Asselin MC, Nahmias C: Regions of interest in the venous sinuses as input functions for quantitative PET. J Nucl Med 1999,40(10):1666–1675.
7.
go back to reference van der Weerdt AP, Klein LJ, Boellaard R, Visser CA, Visser FC, Lammertsma AA: Image-derived input functions for determination of MRGlu in cardiac (18)F-FDG PET scans. J Nucl Med 2001,42(11):1622–1629. van der Weerdt AP, Klein LJ, Boellaard R, Visser CA, Visser FC, Lammertsma AA: Image-derived input functions for determination of MRGlu in cardiac (18)F-FDG PET scans. J Nucl Med 2001,42(11):1622–1629.
8.
go back to reference Soret M, Bacharach SL, Buvat I: Partial-volume effect in PET tumor imaging. J Nucl Med 2007,48(6):932–945. 10.2967/jnumed.106.035774CrossRef Soret M, Bacharach SL, Buvat I: Partial-volume effect in PET tumor imaging. J Nucl Med 2007,48(6):932–945. 10.2967/jnumed.106.035774CrossRef
9.
go back to reference Krejza J, Arkuszewski M, Kasner SE, Weigele J, Ustymowicz A, Hurst RW, Cucchiara BL, Messe SR: Carotid artery diameter in men and women and the relation to body and neck size. Stroke 2006,37(4):1103–1105. 10.1161/01.STR.0000206440.48756.f7CrossRef Krejza J, Arkuszewski M, Kasner SE, Weigele J, Ustymowicz A, Hurst RW, Cucchiara BL, Messe SR: Carotid artery diameter in men and women and the relation to body and neck size. Stroke 2006,37(4):1103–1105. 10.1161/01.STR.0000206440.48756.f7CrossRef
10.
go back to reference Rousset OG, Ma Y, Evans AC: Correction for partial volume effects in PET: principle and validation. J Nucl Med 1998,39(5):904–911. Rousset OG, Ma Y, Evans AC: Correction for partial volume effects in PET: principle and validation. J Nucl Med 1998,39(5):904–911.
11.
go back to reference Chen CH, Muzic RJr, Nelson AD, Adler LP: Simultaneous recovery of size and radioactivity concentration of small spheroids with PET data. J Nucl Med 1999, 40: 118–130. Chen CH, Muzic RJr, Nelson AD, Adler LP: Simultaneous recovery of size and radioactivity concentration of small spheroids with PET data. J Nucl Med 1999, 40: 118–130.
12.
go back to reference Mourik JEM, Lubberink M, Klumpers UMH, Comans EF, Lammertsma AA, Boellaard R: Partial volume corrected image derived input functions for dynamic PET brain studies: methodology and validation for [ 11 C]flumazenil . Neuroimage 2008,39(3):1041–1050. 10.1016/j.neuroimage.2007.10.022CrossRef Mourik JEM, Lubberink M, Klumpers UMH, Comans EF, Lammertsma AA, Boellaard R: Partial volume corrected image derived input functions for dynamic PET brain studies: methodology and validation for [ 11 C]flumazenil . Neuroimage 2008,39(3):1041–1050. 10.1016/j.neuroimage.2007.10.022CrossRef
13.
go back to reference Wong KP, Feng D, Meikle SR, Fulham MJ: Simultaneous estimation of physiological parameters and the input function— in vivo PET data . IEEE Trans Inf Technol Biomed 2001, 5: 67–76. 10.1109/4233.908397CrossRef Wong KP, Feng D, Meikle SR, Fulham MJ: Simultaneous estimation of physiological parameters and the input function— in vivo PET data . IEEE Trans Inf Technol Biomed 2001, 5: 67–76. 10.1109/4233.908397CrossRef
14.
go back to reference Naganawa M, Kimura Y, Ishii K, Oda K, Ishiwata K, Matani A: Extraction of a plasma time-activity curve from dynamic brain PET images based on independent component analysis. IEEE Trans Biomed Eng 2005,52(2):201–210. 10.1109/TBME.2004.840193CrossRef Naganawa M, Kimura Y, Ishii K, Oda K, Ishiwata K, Matani A: Extraction of a plasma time-activity curve from dynamic brain PET images based on independent component analysis. IEEE Trans Biomed Eng 2005,52(2):201–210. 10.1109/TBME.2004.840193CrossRef
15.
go back to reference Fang YHD, Muzic RFJr: Spillover and partial-volume correction for image-derived input functions for small-animal 18F-FDG PET studies. J Nucl Med 2008,49(4):606–614. 10.2967/jnumed.107.047613CrossRef Fang YHD, Muzic RFJr: Spillover and partial-volume correction for image-derived input functions for small-animal 18F-FDG PET studies. J Nucl Med 2008,49(4):606–614. 10.2967/jnumed.107.047613CrossRef
16.
go back to reference Backes H, Ullrich R, Neumaier B, Kracht L, Wienhard K, Jacobs AH: Noninvasive quantification of 18F-FLT human brain PET for the assessment of tumour proliferation in patients with high-grade glioma. Eur J Nucl Med Mol Imaging 2009,36(12):1960–1967. 10.1007/s00259-009-1244-4PubMedCentralCrossRef Backes H, Ullrich R, Neumaier B, Kracht L, Wienhard K, Jacobs AH: Noninvasive quantification of 18F-FLT human brain PET for the assessment of tumour proliferation in patients with high-grade glioma. Eur J Nucl Med Mol Imaging 2009,36(12):1960–1967. 10.1007/s00259-009-1244-4PubMedCentralCrossRef
17.
go back to reference Thorwarth D, Eschmann SM, Scheiderbauer J, Paulsen F, Alber M: Kinetic analysis of dynamic 18F-fluoromisonidazole PET correlates with radiation treatment outcome in head-and-neck cancer. BMC Cancer 2005, 5: 152. 10.1186/1471-2407-5-152PubMedCentralCrossRef Thorwarth D, Eschmann SM, Scheiderbauer J, Paulsen F, Alber M: Kinetic analysis of dynamic 18F-fluoromisonidazole PET correlates with radiation treatment outcome in head-and-neck cancer. BMC Cancer 2005, 5: 152. 10.1186/1471-2407-5-152PubMedCentralCrossRef
18.
go back to reference Boellaard R, van Lingen A, Lammertsma AA: Experimental and clinical evaluation of iterative reconstruction (OSEM) in dynamic PET: quantitative characteristics and effects on kinetic modeling. J Nucl Med 2001,42(5):808–817. Boellaard R, van Lingen A, Lammertsma AA: Experimental and clinical evaluation of iterative reconstruction (OSEM) in dynamic PET: quantitative characteristics and effects on kinetic modeling. J Nucl Med 2001,42(5):808–817.
19.
go back to reference Liu D, Chalkidou A, Landau DB, Marsden PK, Fenwick JD: 18 F-FLT uptake kinetic in head and neck squamous cell carcinoma: a PET imaging study . Med Phys 2013,. in press Liu D, Chalkidou A, Landau DB, Marsden PK, Fenwick JD: 18 F-FLT uptake kinetic in head and neck squamous cell carcinoma: a PET imaging study . Med Phys 2013,. in press
20.
go back to reference Feng D, Huang SC, Wang X: Models for computer simulation studies of input functions for tracer kinetic modeling with positron emission tomography. Int J Biomed Comput 1993,32(2):95–110. 10.1016/0020-7101(93)90049-CCrossRef Feng D, Huang SC, Wang X: Models for computer simulation studies of input functions for tracer kinetic modeling with positron emission tomography. Int J Biomed Comput 1993,32(2):95–110. 10.1016/0020-7101(93)90049-CCrossRef
21.
go back to reference Zanotti-Fregonara P, Liow JS, Fujita M, Dusch E, Zoghbi SS, Luong E, Boellaard R, Pike VW, Comtat C, Innis RB: Image-derived input function for human brain using high resolution PET imaging with [C](R)-rolipram and [C]PBR28. PLoS One 2011,6(2):e17056. 10.1371/journal.pone.0017056PubMedCentralCrossRef Zanotti-Fregonara P, Liow JS, Fujita M, Dusch E, Zoghbi SS, Luong E, Boellaard R, Pike VW, Comtat C, Innis RB: Image-derived input function for human brain using high resolution PET imaging with [C](R)-rolipram and [C]PBR28. PLoS One 2011,6(2):e17056. 10.1371/journal.pone.0017056PubMedCentralCrossRef
Metadata
Title
Estimation of input functions from dynamic [18F]FLT PET studies of the head and neck with correction for partial volume effects
Authors
Sara L Hackett
Dan Liu
Anastasia Chalkidou
Paul Marsden
David Landau
John D Fenwick
Publication date
01-12-2013
Publisher
Springer Berlin Heidelberg
Published in
EJNMMI Research / Issue 1/2013
Electronic ISSN: 2191-219X
DOI
https://doi.org/10.1186/2191-219X-3-84

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