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Volumn 49, Issue 4, 2011, Pages 485-495

An expectation-maximisation approach for simultaneous pixel classification and tracer kinetic modelling in dynamic contrast enhanced-magnetic resonance imaging

Author keywords

Classification; DCE MRI; Expectation maximisation; Tracer kinetic modelling

Indexed keywords

CLASSIFICATION; COMPARTMENTAL MODEL; COMPARTMENTAL MODELLING; DCE-MRI; DYNAMIC CONTRAST; EM ALGORITHMS; EXPECTATION-MAXIMISATION; KEYPOINTS; LOWER BOUNDS; NONLINEAR LEAST-SQUARES FITTING; PIXEL CLASSIFICATION; TAYLOR EXPANSIONS; THEORETICAL FRAMEWORK; TRACER KINETIC MODELLING; TRACER KINETICS;

EID: 79955602024     PISSN: 01400118     EISSN: None     Source Type: Journal    
DOI: 10.1007/s11517-010-0695-x     Document Type: Article
Times cited : (15)

References (29)
  • 1
    • 22844440750 scopus 로고    scopus 로고
    • The use of the Levenberg-Marquardt curve-fitting algorithm in pharmacokinetic modelling of DCE-MRI data
    • DOI 10.1088/0031-9155/50/9/N02
    • TS Ahearn RT Staff TW Redpath SIK Semple 2005 The use of the Levenberg-Marquardt curve-fitting algorithm in pharmacokinetic modelling of DCE-MRI data Phys Med Biol 50 N85 N92 15843726 10.1088/0031-9155/50/9/N02 1:STN:280:DC%2BD2M3gvFGjtA%3D%3D (Pubitemid 41237183)
    • (2005) Physics in Medicine and Biology , vol.50 , Issue.9
    • Ahearn, T.S.1    Staff, R.T.2    Redpath, T.W.3    Semple, S.I.K.4
  • 2
    • 3242808840 scopus 로고    scopus 로고
    • Rectal cancer: Review with emphasis on MR imaging
    • DOI 10.1148/radiol.2322021326
    • R Beets G Beets 2004 Rectal cancer: review with emphasis on MR imaging Radiology 232 335 346 15286305 10.1148/radiol.2322021326 (Pubitemid 38971269)
    • (2004) Radiology , vol.232 , Issue.2 , pp. 335-346
    • Beets-Tan, R.G.H.1    Beets, G.L.2
  • 3
    • 0025733610 scopus 로고
    • Phrmacokinetic parameters in CNS Gd-DTPA enhanced MR imaging
    • 2061479 10.1097/00004728-199107000-00018 1:STN:280:DyaK3M3os1Gjtg%3D%3D
    • G Brix W Semmler R Port 1991 Phrmacokinetic parameters in CNS Gd-DTPA enhanced MR imaging J Comput Assist Tomogr 15 621 628 2061479 10.1097/00004728-199107000-00018 1:STN:280:DyaK3M3os1Gjtg%3D%3D
    • (1991) J Comput Assist Tomogr , vol.15 , pp. 621-628
    • Brix, G.1    Semmler, W.2    Port, R.3
  • 4
    • 51449099619 scopus 로고    scopus 로고
    • Investigation and optimization of parameters accuracy in dynamic contrast-enhanced MRI
    • 10.1002/jmri.21489
    • M Cheng 2008 Investigation and optimization of parameters accuracy in dynamic contrast-enhanced MRI J Reson Imaging 28 736 743 10.1002/jmri.21489
    • (2008) J Reson Imaging , vol.28 , pp. 736-743
    • Cheng, M.1
  • 5
    • 0037626078 scopus 로고    scopus 로고
    • Functional tumor imaging with dynamic contrast-enhanced magnetic resonance imaging
    • DOI 10.1002/jmri.10304
    • PL Choyke AJ Dwyer MV Knopp 2003 Functional tumor imaging with dynamic contrast-enhanced magnetic resonance imaging J Magn Reson Imaging 17 509 52 12720260 10.1002/jmri.10304 (Pubitemid 36528666)
    • (2003) Journal of Magnetic Resonance Imaging , vol.17 , Issue.5 , pp. 509-520
    • Choyke, P.L.1    Dwyer, A.J.2    Knopp, M.V.3
  • 6
    • 9144270641 scopus 로고    scopus 로고
    • Dynamic magnetic resonance imaging of tumor perfusion
    • September/October:65-83
    • Collins J, Padhani R (2004) Dynamic magnetic resonance imaging of tumor perfusion. IEEE Eng Med Biol Mag September/October:65-83
    • (2004) IEEE Eng Med Biol Mag
    • Collins, J.1
  • 8
    • 0002629270 scopus 로고    scopus 로고
    • Maximum likelihood from incomplete data via the em algorithm
    • A Dempster N Laird D Rubin 1997 Maximum likelihood from incomplete data via the EM algorithm J R Stat Soc 39 1 38
    • (1997) J R Stat Soc , vol.39 , pp. 1-38
    • Dempster, A.1    Laird, N.2    Rubin, D.3
  • 9
    • 50949084569 scopus 로고    scopus 로고
    • Texture-based simultaneous registration and segmentation of breast DCE-MRI
    • Y Gong M Brady 2008 Texture-based simultaneous registration and segmentation of breast DCE-MRI LNCS 5116 174 180
    • (2008) LNCS , vol.5116 , pp. 174-180
    • Gong, Y.1    Brady, M.2
  • 11
    • 34250778970 scopus 로고    scopus 로고
    • Imaging tumor vascular heterogeneity and angiogenesis using dynamic contrast-enhanced magnetic resonance imaging
    • DOI 10.1158/1078-0432.CCR-07-0238
    • A Jackson JPB O'Connor GJM Parker GC Jayson 2007 Imaging tumor vascular heterogeneity and angiogenesis using dynamic contrast-enhanced magnetic resonance imaging Clin Cancer Res 13 12 3449 3459 17575207 10.1158/1078-0432. CCR-07-0238 (Pubitemid 46955104)
    • (2007) Clinical Cancer Research , vol.13 , Issue.12 , pp. 3449-3459
    • Jackson, A.1    O'Connor, J.P.B.2    Parker, G.J.M.3    Jayson, G.C.4
  • 12
    • 70349860091 scopus 로고    scopus 로고
    • Estimating kinetic parameter maps from dynamic contrast-enhanced MRI using spatial prior knowledge
    • 10.1109/TMI.2009.2019957
    • BM Kelm BH Menze O Nix CM Zechmann FA Hamprecht 2009 Estimating kinetic parameter maps from dynamic contrast-enhanced MRI using spatial prior knowledge IEEE Trans Med Imaging 10 28 1534 1546 10.1109/TMI.2009.2019957
    • (2009) IEEE Trans Med Imaging , vol.10 , Issue.28 , pp. 1534-1546
    • Kelm, B.M.1    Menze, B.H.2    Nix, O.3    Zechmann, C.M.4    Hamprecht, F.A.5
  • 13
    • 0036186495 scopus 로고    scopus 로고
    • A numerical method for estimating blood flow by dynamic functional imaging
    • DOI 10.1016/S1350-4533(01)00105-9, PII S1350453301001059
    • T Koh Z Hou 2002 A numerical method for estimating blood flow by dynamic functional imaging Med Eng Phys 24 151 158 11886835 10.1016/S1350-4533(01)00105- 9 1:STN:280:DC%2BD387lsV2luw%3D%3D (Pubitemid 34214778)
    • (2002) Medical Engineering and Physics , vol.24 , Issue.2 , pp. 151-158
    • Koh, T.S.1    Hou, Z.2
  • 14
    • 0033659346 scopus 로고    scopus 로고
    • Dynamic image interpretation of MRI of the breast
    • 11105038 10.1002/1522-2586(200012)12:6<965::AID-JMRI23>3.0.CO;2-1 1:STN:280:DC%2BD3M7htVaqtQ%3D%3D
    • CK Kuhl HH Schild 2000 Dynamic image interpretation of MRI of the breast J Magn Reson Imaging 12 965 974 11105038 10.1002/1522-2586(200012)12:6<965:: AID-JMRI23>3.0.CO;2-1 1:STN:280:DC%2BD3M7htVaqtQ%3D%3D
    • (2000) J Magn Reson Imaging , vol.12 , pp. 965-974
    • Kuhl, C.K.1    Schild, H.H.2
  • 15
    • 34249340113 scopus 로고    scopus 로고
    • Pixel-by-pixel analysis of DCE MRI curve patterns and an illustration of its application to the imaging of the musculoskeletal system
    • DOI 10.1016/j.mri.2006.10.021, PII S0730725X06003663
    • C Lavini MC de Jonge MGH van de Sande P Tak J Nederveen M Maas 2007 Pixel-by-pixel analysis of DCE MRI curve patterns and an illustration of its application to the imaging of the musculoskeletal system Mag Reson Imaging 25 604 612 10.1016/j.mri.2006.10.021 (Pubitemid 46817804)
    • (2007) Magnetic Resonance Imaging , vol.25 , Issue.5 , pp. 604-612
    • Lavini, C.1    De Jonge, M.C.2    Van De Sande, M.G.H.3    Tak, P.P.4    Nederveen, A.J.5    Maas, M.6
  • 16
    • 0031742176 scopus 로고    scopus 로고
    • An adiabatic approximation to the tissue homogeneity model for water exchange in the brain. Theoretical derivation
    • 10.1097/00004647-199812000-00011
    • S Lawrence K Lee 1998 An adiabatic approximation to the tissue homogeneity model for water exchange in the brain. Theoretical derivation J Cereb Blood Flow Metab 18 1365 1377 10.1097/00004647-199812000-00011
    • (1998) J Cereb Blood Flow Metab , vol.18 , pp. 1365-1377
    • Lawrence, S.1    Lee, K.2
  • 19
    • 33845587156 scopus 로고    scopus 로고
    • Bayesian methods for pharmacokinetic models in dynamic contrast-enhanced magnetic resonance imaging
    • DOI 10.1109/TMI.2006.884210
    • VJ Schmid B Whitcher AR Padhani NJ Taylor GZ Yang 2006 Bayesian methods for pharmacokinetic models in dynamic contrast-enhanced magnetic resonance imaging IEEE Trans Med Imaging 25 12 1627 1636 17167997 10.1109/TMI.2006.884210 (Pubitemid 44936711)
    • (2006) IEEE Transactions on Medical Imaging , vol.25 , Issue.12 , pp. 1627-1636
    • Schmid, V.J.1    Whitcher, B.2    Padhani, A.R.3    Taylor, N.J.4    Yang, G.-Z.5
  • 21
    • 0032793660 scopus 로고    scopus 로고
    • Deuterium NMR tissue perfusion measurements using the tracer uptake approach: I. Optimization of methods
    • DOI 10.1002/(SICI)1522-2594(199907)42:1<42::AID-MRM8>3.0.CO;2-Z
    • NE Simpson Z He JL Evelhoch 1999 Deuterium NMR tissue perfusion measurements using the tracer uptake approach: I. Optimization of methods Magn Reson Med 42 42 52 10398949 10.1002/(SICI)1522-2594(199907)42:1<42::AID- MRM8>3.0.CO;2-Z 1:CAS:528:DyaK1MXkvVGntbY%3D (Pubitemid 29325612)
    • (1999) Magnetic Resonance in Medicine , vol.42 , Issue.1 , pp. 42-52
    • Simpson, N.E.1    He, Z.2    Evelhoch, J.L.3
  • 23
    • 0031404162 scopus 로고    scopus 로고
    • Modeling tracer kinetics in dynamic Gd-DTPA MR imaging
    • DOI 10.1002/jmri.1880070113
    • PS Tofts 1997 Modeling tracer kinetics in dynamic Gd-DTPA MR imaging J Magn Reson Imaging 7 91 101 9039598 10.1002/jmri.1880070113 1:STN:280: DyaK2s7ptFKmsA%3D%3D (Pubitemid 28365643)
    • (1997) Journal of Magnetic Resonance Imaging , vol.7 , Issue.1 , pp. 91-101
    • Tofts, P.S.1
  • 24
    • 33745245049 scopus 로고    scopus 로고
    • Visual exploratory analysis of DCE-MRI data in breast cancer by dimensional data reduction: A comparative study
    • DOI 10.1016/j.bspc.2006.05.001, PII S1746809406000073
    • C Varini A Degenhard TW Nattkemper 2006 Visual exploratory analysis of DCE-MRI data in breast cancer by dimensional data reduction: a comparative study Biomed Signal Process Control 1 56 63 10.1016/j.bspc.2006.05.001 (Pubitemid 43923704)
    • (2006) Biomedical Signal Processing and Control , vol.1 , Issue.1 , pp. 56-63
    • Varini, C.1    Degenhard, A.2    Nattkemper, T.W.3
  • 25
    • 33745821729 scopus 로고    scopus 로고
    • Evaluation of response to treatment using DCE-MRI: The relationship between initial area under the gadolinium curve (IAUGC) and quantitative pharmacokinetic analysis
    • DOI 10.1088/0031-9155/51/14/021, PII S0031915506196761, 021
    • S Walker-Samuel MO Leach DJ Collins 2006 Evaluation of response to treatment using DCE-MRI: the relationship between initial area under the gadolinium curve (IAUGC) and quantitative pharmacokinetic analysis Phys Med Biol 51 3593 3602 16825751 10.1088/0031-9155/51/14/021 1:STN:280: DC%2BD28vgsFGgtw%3D%3D (Pubitemid 44026420)
    • (2006) Physics in Medicine and Biology , vol.51 , Issue.14 , pp. 3593-3602
    • Walker-Samuel, S.1    Leach, M.O.2    Collins, D.J.3
  • 26
    • 34047239298 scopus 로고    scopus 로고
    • Simultaneous segmentation and registration of contrast-enhanced breast MRI
    • C Xiaohua M Brady J Lok-Chuen N Moore 2008 Simultaneous segmentation and registration of contrast-enhanced breast MRI LNCS 3565 126 137
    • (2008) LNCS , vol.3565 , pp. 126-137
    • Xiaohua, C.1    Brady, M.2    Lok-Chuen, J.3    Moore, N.4
  • 27
    • 7544225845 scopus 로고    scopus 로고
    • Estimating the arterial input function using two reference tissues in dynamic contrast-enhanced MRI studies: Fundamental concepts and simulations
    • DOI 10.1002/mrm.20243
    • C Yang GS Karczmar M Medved WM Stadler 2004 Estimating the arterial input function using two reference tissues in dynamic contrast-enhanced MRI studies: fundamental concepts and simulations Magn Reson Med 52 1110 1117 15508148 10.1002/mrm.20243 (Pubitemid 39453285)
    • (2004) Magnetic Resonance in Medicine , vol.52 , Issue.5 , pp. 1110-1117
    • Yang, C.1    Karczmar, G.S.2    Medved, M.3    Stadler, W.M.4
  • 28
    • 20344399898 scopus 로고    scopus 로고
    • Quantitative pharmacokinetic analysis of DCE-MRI data without an arterial input function: A reference region model
    • DOI 10.1016/j.mri.2005.02.013, PII S0730725X05001359
    • TE Yankeelova J Lucia M Lepagea R Lib L Debuskd PC Lind R Pricea JC Gorea 2005 Quantitative pharmacokinetic analysis of DCE-MRI data without an arterial input function: a reference region model Magn Reson Imaging 23 519 529 10.1016/j.mri.2005.02.013 (Pubitemid 40779238)
    • (2005) Magnetic Resonance Imaging , vol.23 , Issue.4 , pp. 519-529
    • Yankeelov, T.E.1    Luci, J.J.2    Lepage, M.3    Li, R.4    Debusk, L.5    Lin, P.C.6    Price, R.R.7    Gore, J.C.8
  • 29
    • 0034745001 scopus 로고    scopus 로고
    • Segmentation of brain MR images through a hidden Markov random field model and the expectation-maximization algorithm
    • DOI 10.1109/42.906424, PII S027800620100800X
    • Y Zhang M Brady S Smith 2001 Segmentation of brain MR images through a hidden markov random field model and the expectation maximisation algorithm IEEE Trans Med Imaging 20 45 57 11293691 10.1109/42.906424 1:STN:280: DC%2BD3MzjvV2luw%3D%3D (Pubitemid 32293419)
    • (2001) IEEE Transactions on Medical Imaging , vol.20 , Issue.1 , pp. 45-57
    • Zhang, Y.1    Brady, M.2    Smith, S.3


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