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Published in: Magnetic Resonance Materials in Physics, Biology and Medicine 2/2018

Open Access 01-04-2018 | Research Article

Rapid measurement of intravoxel incoherent motion (IVIM) derived perfusion fraction for clinical magnetic resonance imaging

Authors: Emma M. Meeus, Jan Novak, Hamid Dehghani, Andrew C. Peet

Published in: Magnetic Resonance Materials in Physics, Biology and Medicine | Issue 2/2018

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Abstract

Objective

This study aimed to investigate the reliability of intravoxel incoherent motion (IVIM) model derived parameters D and f and their dependence on b value distributions with a rapid three b value acquisition protocol.

Materials and methods

Diffusion models for brain, kidney, and liver were assessed for bias, error, and reproducibility for the estimated IVIM parameters using b values 0 and 1000, and a b value between 200 and 900, at signal-to-noise ratios (SNR) 40, 55, and 80. Relative errors were used to estimate optimal b value distributions for each tissue scenario. Sixteen volunteers underwent brain DW-MRI, for which bias and coefficient of variation were determined in the grey matter.

Results

Bias had a large influence in the estimation of D and f for the low-perfused brain model, particularly at lower b values, with the same trends being confirmed by in vivo imaging. Significant differences were demonstrated in vivo for estimation of D (P = 0.029) and f (P < 0.001) with [300,1000] and [500,1000] distributions. The effect of bias was considerably lower for the high-perfused models. The optimal b value distributions were estimated to be brain500,1000, kidney300,1000, and liver200,1000.

Conclusion

IVIM parameters can be estimated using a rapid DW-MRI protocol, where the optimal b value distribution depends on tissue characteristics and compromise between bias and variability.
Literature
1.
go back to reference Le Bihan D, Breton E, Lallemand D, Aubin ML, Vignaud J, Laval-Jeantet M (1988) Separation of diffusion and perfusion in intravoxel incoherent motion MR imaging. Radiology 168(2):497–505CrossRefPubMed Le Bihan D, Breton E, Lallemand D, Aubin ML, Vignaud J, Laval-Jeantet M (1988) Separation of diffusion and perfusion in intravoxel incoherent motion MR imaging. Radiology 168(2):497–505CrossRefPubMed
2.
go back to reference Le Bihan D, Breton E, Lallemand D, Grenier P, Cabanis E, Laval-Jeantet M (1986) MR imaging of intravoxel incoherent motions: application to diffusion and perfusion in neurologic disorders. Radiology 161(2):401–407CrossRefPubMed Le Bihan D, Breton E, Lallemand D, Grenier P, Cabanis E, Laval-Jeantet M (1986) MR imaging of intravoxel incoherent motions: application to diffusion and perfusion in neurologic disorders. Radiology 161(2):401–407CrossRefPubMed
3.
go back to reference Cho GY, Moy L, Zhang JL, Baete S, Lattanzi R, Moccaldi M, Babb JS, Kim S, Sodickson DK, Sigmund EE (2015) Comparison of fitting methods and b-value sampling strategies for intravoxel incoherent motion in breast cancer. Magn Reson Med 74(4):1077–1085CrossRefPubMed Cho GY, Moy L, Zhang JL, Baete S, Lattanzi R, Moccaldi M, Babb JS, Kim S, Sodickson DK, Sigmund EE (2015) Comparison of fitting methods and b-value sampling strategies for intravoxel incoherent motion in breast cancer. Magn Reson Med 74(4):1077–1085CrossRefPubMed
4.
go back to reference Federau C, Meuli R, O’Brien K, Maeder P, Hagmann P (2014) Perfusion measurement in brain gliomas with intravoxel incoherent motion MRI. Am J Neuroradiol 35(2):256–262CrossRefPubMed Federau C, Meuli R, O’Brien K, Maeder P, Hagmann P (2014) Perfusion measurement in brain gliomas with intravoxel incoherent motion MRI. Am J Neuroradiol 35(2):256–262CrossRefPubMed
5.
go back to reference Hectors SJ, Wagner M, Besa C, Bane O, Dyvorne HA, Fiel MI, Zhu H, Donovan M, Taouli B (2016) Intravoxel incoherent motion diffusion-weighted imaging of hepatocellular carcinoma: is there a correlation with flow and perfusion metrics obtained with dynamic contrast-enhanced MRI? J Magn Reson Imaging 44(4):856–864CrossRefPubMedPubMedCentral Hectors SJ, Wagner M, Besa C, Bane O, Dyvorne HA, Fiel MI, Zhu H, Donovan M, Taouli B (2016) Intravoxel incoherent motion diffusion-weighted imaging of hepatocellular carcinoma: is there a correlation with flow and perfusion metrics obtained with dynamic contrast-enhanced MRI? J Magn Reson Imaging 44(4):856–864CrossRefPubMedPubMedCentral
6.
go back to reference Suo S, Cao M, Zhu W, Li L, Li J, Shen F, Zu J, Zhou Z, Zhuang Z, Qu J, Chen Z, Xu J (2016) Stroke assessment with intravoxel incoherent motion diffusion-weighted MRI. NMR Biomed 29(3):320–328CrossRefPubMed Suo S, Cao M, Zhu W, Li L, Li J, Shen F, Zu J, Zhou Z, Zhuang Z, Qu J, Chen Z, Xu J (2016) Stroke assessment with intravoxel incoherent motion diffusion-weighted MRI. NMR Biomed 29(3):320–328CrossRefPubMed
7.
go back to reference Wirestam R, Brockstedt S, Lindgren A, Geijer B, Thomsen C, Holtas S, Stahlberg F (1997) The perfusion fraction in volunteers and in patients with ischaemic stroke. Acta Radiol 38(6):961–964CrossRefPubMed Wirestam R, Brockstedt S, Lindgren A, Geijer B, Thomsen C, Holtas S, Stahlberg F (1997) The perfusion fraction in volunteers and in patients with ischaemic stroke. Acta Radiol 38(6):961–964CrossRefPubMed
8.
go back to reference Luciani A, Vignaud A, Cavet M, Van Nhieu JT, Mallat A, Ruel L, Laurent A, Deux JF, Brugieres P, Rahmouni A (2008) Liver cirrhosis: intravoxel incoherent motion MR imaging-pilot study. Radiology 249(3):891–899CrossRefPubMed Luciani A, Vignaud A, Cavet M, Van Nhieu JT, Mallat A, Ruel L, Laurent A, Deux JF, Brugieres P, Rahmouni A (2008) Liver cirrhosis: intravoxel incoherent motion MR imaging-pilot study. Radiology 249(3):891–899CrossRefPubMed
9.
go back to reference Patel J, Sigmund EE, Rusinek H, Oei M, Babb JS, Taouli B (2010) Diagnosis of cirrhosis with intravoxel incoherent motion diffusion MRI and dynamic contrast-enhanced MRI alone and in combination: preliminary experience. J Magn Reson Imaging 31(3):589–600CrossRefPubMedPubMedCentral Patel J, Sigmund EE, Rusinek H, Oei M, Babb JS, Taouli B (2010) Diagnosis of cirrhosis with intravoxel incoherent motion diffusion MRI and dynamic contrast-enhanced MRI alone and in combination: preliminary experience. J Magn Reson Imaging 31(3):589–600CrossRefPubMedPubMedCentral
10.
go back to reference Barbieri S, Donati OF, Froehlich JM, Thoeny HC (2016) Impact of the calculation algorithm on biexponential fitting of diffusion-weighted MRI in upper abdominal organs. Magn Reson Med 75(5):2175–2184CrossRefPubMed Barbieri S, Donati OF, Froehlich JM, Thoeny HC (2016) Impact of the calculation algorithm on biexponential fitting of diffusion-weighted MRI in upper abdominal organs. Magn Reson Med 75(5):2175–2184CrossRefPubMed
11.
go back to reference Cohen AD, Schieke MC, Hohenwalter MD, Schmainda KM (2015) The effect of low b-values on the intravoxel incoherent motion derived pseudodiffusion parameter in liver. Magn Reson Med 73(1):306–311CrossRefPubMed Cohen AD, Schieke MC, Hohenwalter MD, Schmainda KM (2015) The effect of low b-values on the intravoxel incoherent motion derived pseudodiffusion parameter in liver. Magn Reson Med 73(1):306–311CrossRefPubMed
12.
go back to reference Lemke A, Stieltjes B, Schad LR, Laun FB (2011) Toward an optimal distribution of b values for intravoxel incoherent motion imaging. Magn Reson Imaging 29(6):766–776CrossRefPubMed Lemke A, Stieltjes B, Schad LR, Laun FB (2011) Toward an optimal distribution of b values for intravoxel incoherent motion imaging. Magn Reson Imaging 29(6):766–776CrossRefPubMed
13.
go back to reference Meeus EM, Novak J, Withey SB, Zarinabad N, Dehghani H, Peet AC (2017) Evaluation of intravoxel incoherent motion fitting methods in low-perfused tissue. J Magn Reson Imaging 45(5):1325–1334CrossRefPubMed Meeus EM, Novak J, Withey SB, Zarinabad N, Dehghani H, Peet AC (2017) Evaluation of intravoxel incoherent motion fitting methods in low-perfused tissue. J Magn Reson Imaging 45(5):1325–1334CrossRefPubMed
14.
go back to reference Grech-Sollars M, Hales PW, Miyazaki K, Raschke F, Rodriguez D, Wilson M, Gill SK, Banks T, Saunders DE, Clayden JD, Gwilliam MN, Barrick TR, Morgan PS, Davies NP, Rossiter J, Auer DP, Grundy R, Leach MO, Howe FA, Peet AC, Clark CA (2015) Multi-centre reproducibility of diffusion MRI parameters for clinical sequences in the brain. NMR Biomed 28(4):468–485CrossRefPubMedPubMedCentral Grech-Sollars M, Hales PW, Miyazaki K, Raschke F, Rodriguez D, Wilson M, Gill SK, Banks T, Saunders DE, Clayden JD, Gwilliam MN, Barrick TR, Morgan PS, Davies NP, Rossiter J, Auer DP, Grundy R, Leach MO, Howe FA, Peet AC, Clark CA (2015) Multi-centre reproducibility of diffusion MRI parameters for clinical sequences in the brain. NMR Biomed 28(4):468–485CrossRefPubMedPubMedCentral
15.
go back to reference Schneider MJ, Dietrich O, Ingrisch M, Helck A, Winter KS, Reiser MF, Staehler M, Casuscelli J, Notohamiprodjo M (2016) Intravoxel incoherent motion magnetic resonance imaging in partially nephrectomized kidneys. Invest Radiol 51(5):323–330PubMed Schneider MJ, Dietrich O, Ingrisch M, Helck A, Winter KS, Reiser MF, Staehler M, Casuscelli J, Notohamiprodjo M (2016) Intravoxel incoherent motion magnetic resonance imaging in partially nephrectomized kidneys. Invest Radiol 51(5):323–330PubMed
16.
go back to reference Federau C, O’Brien K, Meuli R, Hagmann P, Maeder P (2014) Measuring brain perfusion with intravoxel incoherent motion (IVIM): initial clinical experience. J Magn Reson Imaging 39(3):624–632CrossRefPubMed Federau C, O’Brien K, Meuli R, Hagmann P, Maeder P (2014) Measuring brain perfusion with intravoxel incoherent motion (IVIM): initial clinical experience. J Magn Reson Imaging 39(3):624–632CrossRefPubMed
17.
go back to reference Hu YC, Yan LF, Wu L, Du P, Chen BY, Wang L, Wang SM, Han Y, Tian Q, Yu Y, Xu TY, Wang W, Cui GB (2014) Intravoxel incoherent motion diffusion-weighted MR imaging of gliomas: efficacy in preoperative grading. Sci Rep 4:7208CrossRefPubMedPubMedCentral Hu YC, Yan LF, Wu L, Du P, Chen BY, Wang L, Wang SM, Han Y, Tian Q, Yu Y, Xu TY, Wang W, Cui GB (2014) Intravoxel incoherent motion diffusion-weighted MR imaging of gliomas: efficacy in preoperative grading. Sci Rep 4:7208CrossRefPubMedPubMedCentral
18.
go back to reference Conklin J, Heyn C, Roux M, Cerny M, Wintermark M, Federau C (2016) A simplified model for intravoxel incoherent motion perfusion imaging of the brain. AJNR Am J Neuroradiol 37(12):2251–2257CrossRefPubMed Conklin J, Heyn C, Roux M, Cerny M, Wintermark M, Federau C (2016) A simplified model for intravoxel incoherent motion perfusion imaging of the brain. AJNR Am J Neuroradiol 37(12):2251–2257CrossRefPubMed
19.
go back to reference Park HJ, Sung YS, Lee SS, Lee Y, Cheong H, Kim YJ, Lee MG (2016) Intravoxel incoherent motion diffusion-weighted MRI of the abdomen: the effect of fitting algorithms on the accuracy and reliability of the parameters. J Magn Reson Imaging. doi:10.1002/jmri.25535 Park HJ, Sung YS, Lee SS, Lee Y, Cheong H, Kim YJ, Lee MG (2016) Intravoxel incoherent motion diffusion-weighted MRI of the abdomen: the effect of fitting algorithms on the accuracy and reliability of the parameters. J Magn Reson Imaging. doi:10.​1002/​jmri.​25535
20.
go back to reference Li YT, Cercueil JP, Yuan J, Chen W, Loffroy R, Wáng YXJ (2017) Liver intravoxel incoherent motion (IVIM) magnetic resonance imaging: a comprehensive review of published data on normal values and applications for fibrosis and tumor evaluation. Quantitative Imaging in Medicine and Surgery 7(1):59–78CrossRefPubMedPubMedCentral Li YT, Cercueil JP, Yuan J, Chen W, Loffroy R, Wáng YXJ (2017) Liver intravoxel incoherent motion (IVIM) magnetic resonance imaging: a comprehensive review of published data on normal values and applications for fibrosis and tumor evaluation. Quantitative Imaging in Medicine and Surgery 7(1):59–78CrossRefPubMedPubMedCentral
21.
go back to reference Wu WC, Chen YF, Tseng HM, Yang SC, My PC (2015) Caveat of measuring perfusion indexes using intravoxel incoherent motion magnetic resonance imaging in the human brain. Eur Radiol 25(8):2485–2492CrossRefPubMedPubMedCentral Wu WC, Chen YF, Tseng HM, Yang SC, My PC (2015) Caveat of measuring perfusion indexes using intravoxel incoherent motion magnetic resonance imaging in the human brain. Eur Radiol 25(8):2485–2492CrossRefPubMedPubMedCentral
23.
go back to reference Le Bihan D, Turner R, MacFall JR (1989) Effects of intravoxel incoherent motions (IVIM) in steady-state free precession (SSFP) imaging: application to molecular diffusion imaging. Magn Reson Med 10(3):324–337CrossRefPubMed Le Bihan D, Turner R, MacFall JR (1989) Effects of intravoxel incoherent motions (IVIM) in steady-state free precession (SSFP) imaging: application to molecular diffusion imaging. Magn Reson Med 10(3):324–337CrossRefPubMed
24.
go back to reference (NEMA) NEMA (2001) Determination of signal-to-noise ratio (SNR) in diagnostic magnetic resonance imaging. National electrical manufacturers association (NEMA) NEMA (2001) Determination of signal-to-noise ratio (SNR) in diagnostic magnetic resonance imaging. National electrical manufacturers association
25.
go back to reference Smith SM, Jenkinson M, Woolrich MW, Beckmann CF, Behrens TE, Johansen-Berg H, Bannister PR, De Luca M, Drobnjak I, Flitney DE, Niazy RK, Saunders J, Vickers J, Zhang Y, De Stefano N, Brady JM, Matthews PM (2004) Advances in functional and structural MR image analysis and implementation as FSL. Neuroimage 23(Suppl 1):S208–219CrossRefPubMed Smith SM, Jenkinson M, Woolrich MW, Beckmann CF, Behrens TE, Johansen-Berg H, Bannister PR, De Luca M, Drobnjak I, Flitney DE, Niazy RK, Saunders J, Vickers J, Zhang Y, De Stefano N, Brady JM, Matthews PM (2004) Advances in functional and structural MR image analysis and implementation as FSL. Neuroimage 23(Suppl 1):S208–219CrossRefPubMed
26.
go back to reference Zhang Y, Brady M, Smith S (2001) Segmentation of brain MR images through a hidden Markov random field model and the expectation-maximization algorithm. IEEE Trans Med Imaging 20(1):45–57CrossRefPubMed Zhang Y, Brady M, Smith S (2001) Segmentation of brain MR images through a hidden Markov random field model and the expectation-maximization algorithm. IEEE Trans Med Imaging 20(1):45–57CrossRefPubMed
27.
go back to reference Barnhart HX, Barboriak DP (2009) Applications of the repeatability of quantitative imaging biomarkers: a review of statistical analysis of repeat data sets. Transl Oncol 2(4):231–235CrossRefPubMedPubMedCentral Barnhart HX, Barboriak DP (2009) Applications of the repeatability of quantitative imaging biomarkers: a review of statistical analysis of repeat data sets. Transl Oncol 2(4):231–235CrossRefPubMedPubMedCentral
28.
go back to reference Hyslop NP, White WH (2009) Estimating precision using duplicate measurements. J Air Waste Manag Assoc 59(9):1032–1039CrossRefPubMed Hyslop NP, White WH (2009) Estimating precision using duplicate measurements. J Air Waste Manag Assoc 59(9):1032–1039CrossRefPubMed
29.
go back to reference Iima M, Yano K, Kataoka M, Umehana M, Murata K, Kanao S, Togashi K, Le Bihan D (2015) Quantitative non-Gaussian diffusion and intravoxel incoherent motion magnetic resonance imaging: differentiation of malignant and benign breast lesions. Invest Radiol 50(4):205–211CrossRefPubMed Iima M, Yano K, Kataoka M, Umehana M, Murata K, Kanao S, Togashi K, Le Bihan D (2015) Quantitative non-Gaussian diffusion and intravoxel incoherent motion magnetic resonance imaging: differentiation of malignant and benign breast lesions. Invest Radiol 50(4):205–211CrossRefPubMed
30.
go back to reference Sigmund EE, Cho GY, Kim S, Finn M, Moccaldi M, Jensen JH, Sodickson DK, Goldberg JD, Formenti S, Moy L (2011) Intravoxel incoherent motion imaging of tumor microenvironment in locally advanced breast cancer. Magn Reson Med 65(5):1437–1447CrossRefPubMedPubMedCentral Sigmund EE, Cho GY, Kim S, Finn M, Moccaldi M, Jensen JH, Sodickson DK, Goldberg JD, Formenti S, Moy L (2011) Intravoxel incoherent motion imaging of tumor microenvironment in locally advanced breast cancer. Magn Reson Med 65(5):1437–1447CrossRefPubMedPubMedCentral
31.
go back to reference Taouli B, Beer AJ, Chenevert T, Collins D, Lehman C, Matos C, Padhani AR, Rosenkrantz AB, Shukla-Dave A, Sigmund E, Tanenbaum L, Thoeny H, Thomassin-Naggara I, Barbieri S, Corcuera-Solano I, Orton M, Partridge SC, Koh DM (2016) Diffusion-weighted imaging outside the brain: consensus statement from an ISMRM-sponsored workshop. J Magn Reson Imaging 44(3):521–540CrossRefPubMedPubMedCentral Taouli B, Beer AJ, Chenevert T, Collins D, Lehman C, Matos C, Padhani AR, Rosenkrantz AB, Shukla-Dave A, Sigmund E, Tanenbaum L, Thoeny H, Thomassin-Naggara I, Barbieri S, Corcuera-Solano I, Orton M, Partridge SC, Koh DM (2016) Diffusion-weighted imaging outside the brain: consensus statement from an ISMRM-sponsored workshop. J Magn Reson Imaging 44(3):521–540CrossRefPubMedPubMedCentral
32.
go back to reference Hayashi T, Miyati T, Takahashi J, Fukuzawa K, Sakai H, Tano M, Saitoh S (2013) Diffusion analysis with triexponential function in liver cirrhosis. J Magn Reson Imaging 38(1):148–153CrossRefPubMed Hayashi T, Miyati T, Takahashi J, Fukuzawa K, Sakai H, Tano M, Saitoh S (2013) Diffusion analysis with triexponential function in liver cirrhosis. J Magn Reson Imaging 38(1):148–153CrossRefPubMed
33.
go back to reference Woo S, Lee JM, Yoon JH, Joo I, Han JK, Choi BI (2014) Intravoxel incoherent motion diffusion-weighted MR imaging of hepatocellular carcinoma: correlation with enhancement degree and histologic grade. Radiology 270(3):758–767CrossRefPubMed Woo S, Lee JM, Yoon JH, Joo I, Han JK, Choi BI (2014) Intravoxel incoherent motion diffusion-weighted MR imaging of hepatocellular carcinoma: correlation with enhancement degree and histologic grade. Radiology 270(3):758–767CrossRefPubMed
34.
go back to reference Kuru TH, Roethke MC, Stieltjes B, Maier-Hein K, Schlemmer HP, Hadaschik BA, Fenchel M (2014) Intravoxel incoherent motion (IVIM) diffusion imaging in prostate cancer—what does it add? J Comput Assist Tomogr 38(4):558–564CrossRefPubMed Kuru TH, Roethke MC, Stieltjes B, Maier-Hein K, Schlemmer HP, Hadaschik BA, Fenchel M (2014) Intravoxel incoherent motion (IVIM) diffusion imaging in prostate cancer—what does it add? J Comput Assist Tomogr 38(4):558–564CrossRefPubMed
35.
go back to reference Ueda Y, Takahashi S, Ohno N, Kyotani K, Kawamitu H, Miyati T, Aoyama N, Ueno Y, Kitajima K, Kawakami F, Okuaki T, Tsukamoto R, Yanagita E, Sugimura K (2016) Triexponential function analysis of diffusion-weighted MRI for diagnosing prostate cancer. J Magn Reson Imaging 43(1):138–148CrossRefPubMed Ueda Y, Takahashi S, Ohno N, Kyotani K, Kawamitu H, Miyati T, Aoyama N, Ueno Y, Kitajima K, Kawakami F, Okuaki T, Tsukamoto R, Yanagita E, Sugimura K (2016) Triexponential function analysis of diffusion-weighted MRI for diagnosing prostate cancer. J Magn Reson Imaging 43(1):138–148CrossRefPubMed
36.
go back to reference Kang KM, Lee JM, Yoon JH, Kiefer B, Han JK, Choi BI (2014) Intravoxel incoherent motion diffusion-weighted MR imaging for characterization of focal pancreatic lesions. Radiology 270(2):444–453CrossRefPubMed Kang KM, Lee JM, Yoon JH, Kiefer B, Han JK, Choi BI (2014) Intravoxel incoherent motion diffusion-weighted MR imaging for characterization of focal pancreatic lesions. Radiology 270(2):444–453CrossRefPubMed
37.
go back to reference Klauss M, Lemke A, Grunberg K, Simon D, Re TJ, Wente MN, Laun FB, Kauczor HU, Delorme S, Grenacher L, Stieltjes B (2011) Intravoxel incoherent motion MRI for the differentiation between mass forming chronic pancreatitis and pancreatic carcinoma. Invest Radiol 46(1):57–63CrossRefPubMed Klauss M, Lemke A, Grunberg K, Simon D, Re TJ, Wente MN, Laun FB, Kauczor HU, Delorme S, Grenacher L, Stieltjes B (2011) Intravoxel incoherent motion MRI for the differentiation between mass forming chronic pancreatitis and pancreatic carcinoma. Invest Radiol 46(1):57–63CrossRefPubMed
38.
go back to reference Bisdas S, Koh TS, Roder C, Braun C, Schittenhelm J, Ernemann U, Klose U (2013) Intravoxel incoherent motion diffusion-weighted MR imaging of gliomas: feasibility of the method and initial results. Neuroradiology 55(10):1189–1196CrossRefPubMed Bisdas S, Koh TS, Roder C, Braun C, Schittenhelm J, Ernemann U, Klose U (2013) Intravoxel incoherent motion diffusion-weighted MR imaging of gliomas: feasibility of the method and initial results. Neuroradiology 55(10):1189–1196CrossRefPubMed
39.
go back to reference Lin YK, Li JR, Zhang ZQ, Xu Q, Zhou ZY, Zhang ZP, Zhang Y, Zhang ZJ (2015) Comparison of intravoxel incoherent motion diffusion-weighted mr imaging and arterial spin labeling MR imaging in gliomas. Biomed Res Int. doi:10.1155/2015/234245 Lin YK, Li JR, Zhang ZQ, Xu Q, Zhou ZY, Zhang ZP, Zhang Y, Zhang ZJ (2015) Comparison of intravoxel incoherent motion diffusion-weighted mr imaging and arterial spin labeling MR imaging in gliomas. Biomed Res Int. doi:10.​1155/​2015/​234245
40.
go back to reference Ohno N, Miyati T, Kobayashi S, Gabata T (2016) Modified triexponential analysis of intravoxel incoherent motion for brain perfusion and diffusion. J Magn Reson Imaging 43(4):818–823CrossRefPubMed Ohno N, Miyati T, Kobayashi S, Gabata T (2016) Modified triexponential analysis of intravoxel incoherent motion for brain perfusion and diffusion. J Magn Reson Imaging 43(4):818–823CrossRefPubMed
41.
go back to reference Yablonskiy DA, Sukstanskii AL (2010) Theoretical models of the diffusion weighted MR signal. NMR Biomed 23(7):661–681CrossRefPubMed Yablonskiy DA, Sukstanskii AL (2010) Theoretical models of the diffusion weighted MR signal. NMR Biomed 23(7):661–681CrossRefPubMed
42.
go back to reference Dyvorne H, Jajamovich G, Kakite S, Kuehn B, Taouli B (2014) Intravoxel incoherent motion diffusion imaging of the liver: optimal b-value subsampling and impact on parameter precision and reproducibility. Eur J Radiol 83(12):2109–2113CrossRefPubMedPubMedCentral Dyvorne H, Jajamovich G, Kakite S, Kuehn B, Taouli B (2014) Intravoxel incoherent motion diffusion imaging of the liver: optimal b-value subsampling and impact on parameter precision and reproducibility. Eur J Radiol 83(12):2109–2113CrossRefPubMedPubMedCentral
43.
go back to reference Zhang JL, Sigmund EE, Rusinek H, Chandarana H, Storey P, Chen Q, Lee VS (2012) Optimization of b-value sampling for diffusion-weighted imaging of the kidney. Magn Reson Med 67(1):89–97CrossRefPubMed Zhang JL, Sigmund EE, Rusinek H, Chandarana H, Storey P, Chen Q, Lee VS (2012) Optimization of b-value sampling for diffusion-weighted imaging of the kidney. Magn Reson Med 67(1):89–97CrossRefPubMed
44.
go back to reference Lee Y, Lee SS, Kim N, Kim E, Kim YJ, Yun SC, Kuhn B, Kim IS, Park SH, Kim SY, Lee MG (2015) Intravoxel incoherent motion diffusion-weighted MR imaging of the liver: effect of triggering methods on regional variability and measurement repeatability of quantitative parameters. Radiology 274(2):405–415CrossRefPubMed Lee Y, Lee SS, Kim N, Kim E, Kim YJ, Yun SC, Kuhn B, Kim IS, Park SH, Kim SY, Lee MG (2015) Intravoxel incoherent motion diffusion-weighted MR imaging of the liver: effect of triggering methods on regional variability and measurement repeatability of quantitative parameters. Radiology 274(2):405–415CrossRefPubMed
45.
go back to reference Iima M, Le Bihan D (2016) Clinical intravoxel incoherent motion and diffusion MR imaging: past, present, and future. Radiology 278(1):13–32CrossRefPubMed Iima M, Le Bihan D (2016) Clinical intravoxel incoherent motion and diffusion MR imaging: past, present, and future. Radiology 278(1):13–32CrossRefPubMed
46.
go back to reference Le Bihan D (2008) Intravoxel incoherent motion perfusion MR imaging: a wake-up call. Radiology 249(3):748–752CrossRefPubMed Le Bihan D (2008) Intravoxel incoherent motion perfusion MR imaging: a wake-up call. Radiology 249(3):748–752CrossRefPubMed
47.
go back to reference Chandarana H, Kang SK, Wong S, Rusinek H, Zhang JL, Arizono S, Huang WC, Melamed J, Babb JS, Suan EF, Lee VS, Sigmund EE (2012) Diffusion-weighted intravoxel incoherent motion imaging of renal tumors with histopathologic correlation. Invest Radiol 47(12):688–696CrossRefPubMed Chandarana H, Kang SK, Wong S, Rusinek H, Zhang JL, Arizono S, Huang WC, Melamed J, Babb JS, Suan EF, Lee VS, Sigmund EE (2012) Diffusion-weighted intravoxel incoherent motion imaging of renal tumors with histopathologic correlation. Invest Radiol 47(12):688–696CrossRefPubMed
Metadata
Title
Rapid measurement of intravoxel incoherent motion (IVIM) derived perfusion fraction for clinical magnetic resonance imaging
Authors
Emma M. Meeus
Jan Novak
Hamid Dehghani
Andrew C. Peet
Publication date
01-04-2018
Publisher
Springer Berlin Heidelberg
Published in
Magnetic Resonance Materials in Physics, Biology and Medicine / Issue 2/2018
Print ISSN: 0968-5243
Electronic ISSN: 1352-8661
DOI
https://doi.org/10.1007/s10334-017-0656-6

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