Comparison of tri-exponential decay versus bi-exponential decay and full fitting versus segmented fitting for modeling liver intravoxel incoherent motion diffusion MRI

被引:36
作者
Chevallier, Olivier [1 ,2 ]
Zhou, Nan [3 ]
Cercueil, Jean-Pierre [2 ]
He, Jian [3 ]
Loffroy, Romaric [2 ]
Wang, Yi Xiang J. [1 ]
机构
[1] Chinese Univ Hong Kong, Fac Med, Dept Imaging & Intervent Radiol, Hong Kong, Peoples R China
[2] Francois Mitterrand Univ Hosp, Image Guided Therapy Ctr, Dept Vasc & Intervent Radiol, Dijon, France
[3] Nanjing Univ, Sch Med, Affiliated Hosp, Dept Radiol,Nanjing Drum Tower Hosp, Nanjing, Jiangsu, Peoples R China
关键词
bi-exponential; diffusion weighted imaging; full fitting; intravoxel incoherent motion; liver; reproducibility; segmented fitting; tri-exponential; WEIGHTED MRI; TRIEXPONENTIAL FUNCTION; PERFUSION; ALGORITHMS; PARAMETER; VALUES; TIME;
D O I
10.1002/nbm.4155
中图分类号
Q6 [生物物理学];
学科分类号
071011 ;
摘要
Objectives To determine whether bi- or tri-exponential models, and full or segmented fittings, better fit the intravoxel incoherent motion (IVIM) imaging signal of healthy livers. Methods Diffusion-weighted images were acquired with a 3 T scanner using a respiratory-triggered echo-planar sequence and 16 b-values (0-800 s/mm(2)). Eighteen healthy volunteers had their livers scanned twice in the same session, and then once in another session. Liver parenchyma region-of-interest-based measurements were processed with bi-exponential and tri-exponential models, with both full fitting and segmented fitting (threshold b-value = 200 s/mm(2)). Results With the signal of all scans averaged, bi-exponential model full fitting showed D-slow = 1.14 x 10(-3) mm(2)/s, D-fast = 193.6 x 10(-3) mm(2)/s, and perfusion fraction (PF) = 16.9%, and segmented fitting showed D-slow = 0.98 x 10(-3) mm(2)/s, D-fast = 42.2 x 10(-3) mm(2)/s, and PF = 23.3%. IVIM parameters derived from the tri-exponential model were similar for full fitting and segmented fitting, with slow (D'(slow) = 0.98 x 10(-3) mm(2)/s; F'(slow) = 76.4 or 76.6%), fast (D'(fast) = 15.1 or 15.4 x 10(-3) mm(2)/s; F'(fast) = 11.8 or 11.7%) and very fast (D'(Vfast) = 445.0 or 448.8 x 10(-3) mm(2)/s; F'(Vfast) = 11.8 or 11.7%) diffusion compartments. The tri-exponential model provided an overall better fit than the bi-exponential model. For the bi-exponential model, full fitting provided a better fit at very low and low b-values compared with segmented fitting, with the latter tending to underestimate D-fast; however, the segmented method demonstrated lower error in signal prediction for high b-values. Compared with full fitting, tri-exponential segmented fitting offered better scan-rescan reproducibility. Conclusion For healthy liver, tri-exponential modeling is preferred to bi-exponential modeling. For the bi-exponential model, segmented fitting underestimates D-fast, but offers a more accurate estimation of D-slow.
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页数:11
相关论文
共 33 条
[1]   Measurement reproducibility of perfusion fraction and pseudodiffusion coefficient derived by intravoxel incoherent motion diffusion-weighted MR imaging in normal liver and metastases [J].
Andreou, A. ;
Koh, D. M. ;
Collins, D. J. ;
Blackledge, M. ;
Wallace, T. ;
Leach, M. O. ;
Orton, M. R. .
EUROPEAN RADIOLOGY, 2013, 23 (02) :428-434
[2]   Impact of the calculation algorithm on biexponential fitting of diffusion-weighted MRI in upper abdominal organs [J].
Barbieri, Sebastiano ;
Donati, Olivio F. ;
Froehlich, Johannes M. ;
Thoeny, Harriet C. .
MAGNETIC RESONANCE IN MEDICINE, 2016, 75 (05) :2175-2184
[3]   Multimodel inference - understanding AIC and BIC in model selection [J].
Burnham, KP ;
Anderson, DR .
SOCIOLOGICAL METHODS & RESEARCH, 2004, 33 (02) :261-304
[4]   Intravoxel incoherent motion diffusion-weighted imaging in the liver: comparison of mono-, bi- and tri-exponential modelling at 3.0-T [J].
Cercueil, Jean-Pierre ;
Petit, Jean-Michel ;
Nougaret, Stephanie ;
Soyer, Philippe ;
Fohlen, Audrey ;
Pierredon-Foulongne, Marie-Ange ;
Schembri, Valentina ;
Delhom, Elisabeth ;
Schmidt, Sabine ;
Denys, Alban ;
Aho, Serge ;
Guiu, Boris .
EUROPEAN RADIOLOGY, 2015, 25 (06) :1541-1550
[5]   Removal of evidential motion-contaminated and poorly fitted image data improves IVIM diffusion MRI parameter scan-rescan reproducibility [J].
Chevallier, Olivier ;
Zhou, Nan ;
He, Jian ;
Loffroy, Romaric ;
Wang, Yi Xiang J. .
ACTA RADIOLOGICA, 2018, 59 (10) :1157-1167
[6]   The Effect of Low b-Values on the Intravoxel Incoherent Motion Derived Pseudodiffusion Parameter in Liver [J].
Cohen, Alexander D. ;
Schieke, Moira C. ;
Hohenwalter, Mark D. ;
Schmainda, Kathleen M. .
MAGNETIC RESONANCE IN MEDICINE, 2015, 73 (01) :306-311
[7]   Liver T1ρ MRI measurement in healthy human subjects at 3 T: a preliminary study with a two-dimensional fast-field echo sequence [J].
Deng, M. ;
Zhao, F. ;
Yuan, J. ;
Ahuja, A. T. ;
Wang, Y-X J. .
BRITISH JOURNAL OF RADIOLOGY, 2012, 85 (1017) :E590-E595
[8]  
Dillon W.R., 1984, MULTIVARIATE ANAL ME
[9]   A comparison of fitting algorithms for diffusion-weighted MRI data analysis using an intravoxel incoherent motion model [J].
Fusco, Roberta ;
Sansone, Mario ;
Petrillo, Antonella .
MAGNETIC RESONANCE MATERIALS IN PHYSICS BIOLOGY AND MEDICINE, 2017, 30 (02) :113-120
[10]   The Use of the Levenberg Marquardt and Variable Projection Curve-Fitting Algorithm in Intravoxel Incoherent Motion Method for DW-MRI Data Analysis [J].
Fusco, Roberta ;
Sansone, Mario ;
Petrillo, Antonella .
APPLIED MAGNETIC RESONANCE, 2015, 46 (05) :551-558