Simultaneous assessment of liver volume and whole liver fat content: a step towards one-stop shop preoperative MRI protocol

被引:18
作者
d'Assignies, Gaspard [1 ,2 ,3 ]
Kauffmann, Claude [4 ,7 ]
Boulanger, Yvan [1 ,2 ]
Bilodeau, Marc [5 ,6 ]
Vilgrain, Valerie [3 ]
Soulez, Gilles [4 ,7 ]
Tang, An [1 ,2 ]
机构
[1] Univ Montreal, Dept Med Imaging, Montreal, PQ H2X 3J4, Canada
[2] Hop St Luc, Ctr Hosp Univ Montreal CRCHUM, Ctr Rech, Montreal, PQ H2X 3J4, Canada
[3] Univ Paris 07, Beaujon Hosp, Dept Radiol, F-92118 Clichy, France
[4] Univ Montreal, Dept Med Imaging, Montreal, PQ H2X 3J4, Canada
[5] Univ Montreal, Dept Gastroenterol & Hepatol, Montreal, PQ H2X 3J4, Canada
[6] CRCHUM, Hop St Luc, Montreal, PQ, Canada
[7] CRCHUM, Hop Notre Dame de Bon Secours, Montreal, PQ, Canada
关键词
Liver fat; Fatty liver disease; MRI; Liver segmentation; Hepatic volume; MAGNETIC-RESONANCE-SPECTROSCOPY; HEPATIC TRIGLYCERIDE CONTENT; 3.0; T; STEATOSIS; TRANSPLANTATION; SEGMENTATION; DONOR; BIOPSY; ECHO; QUANTIFICATION;
D O I
10.1007/s00330-010-1941-1
中图分类号
R8 [特种医学]; R445 [影像诊断学];
学科分类号
1002 ; 100207 ; 1009 ;
摘要
Objective The purpose of this study was to evaluate the ability of a whole liver volume (WLV) segmentation algorithm to measure fat fraction (FF). Methods Twenty consecutive patients with histologically proven fatty liver disease underwent dual-echo in-phase/out-of-phase MRI and magnetic resonance spectroscopy (MRS) at 1.5 T. Two readers independently performed semiautomatic 3D liver segmentation on the out-of-phase sequences using an active contour model. FF was calculated for voxels, segments and WLV. Segmentation inter-observer reproducibility was assessed by intra-class correlation coefficient (ICC) for WLV and FF. Fat fraction correlation and agreement as determined by histology, MRS and MRI were determined. Results ICC was 0.999 (95% CI: 0.999-1, P<0.001) for WLV FF calculation and 0.996 (95% CI: 0.990-0.998, P<0.001) for whole liver volume calculations. Strong correlations were found between FF measured by histology, MRS and WLV-MRI. A Bland-Altman analysis showed a good agreement between FF measured by MRS and WLV-MRI. No systematic variations of FF was found between segments when analyzed by ANOVA (F=1.78, P=0.096). Conclusion This study shows that a reproducible whole liver volume segmentation method to measure fat fraction can be performed. This strategy may be integrated to a "one-stop shop" protocol in liver surgery planning.
引用
收藏
页码:301 / 309
页数:9
相关论文
共 36 条
[1]  
Baccarani U., 2009, Transpl Int, V23, P239
[2]   Assessment of hepatic reserve for the indication of hepatic resection [J].
Belghiti, Jaques ;
Ogata, Satoshi .
JOURNAL OF HEPATO-BILIARY-PANCREATIC SURGERY, 2005, 12 (01) :1-3
[3]  
BIGLANDS JD, 2007, COMPARISON MRI HISTO
[4]  
Bugianesi E, 2007, Clin Liver Dis, V11, P191, DOI 10.1016/j.cld.2007.02.006
[5]   Liver segmentation from computed tomography scans: A survey and a new algorithm [J].
Campadelli, Paola ;
Casiraghi, Elena ;
Esposito, Andrea .
ARTIFICIAL INTELLIGENCE IN MEDICINE, 2009, 45 (2-3) :185-196
[6]  
Cheng YF, 2001, TRANSPLANTATION, V72, P1527
[7]   Measurement of liver fat content using selective saturation at 3.0 T [J].
Cotler, Scott J. ;
Guzman, Grace ;
Layden-Almer, Jennifer ;
Mazzone, Theodore ;
Layden, Thomas J. ;
Zhou, Xiaohong Joe .
JOURNAL OF MAGNETIC RESONANCE IMAGING, 2007, 25 (04) :743-748
[8]   Magnetic resonance imaging and spectroscopy for monitoring liver steatosis [J].
Cowin, Gary J. ;
Jonsson, Julie R. ;
Bauer, Judith D. ;
Ash, Susan ;
Ali, Azmat ;
Osland, Emma J. ;
Purdie, David M. ;
Clouston, Andrew D. ;
Powell, Elizabeth E. ;
Galloway, Graham J. .
JOURNAL OF MAGNETIC RESONANCE IMAGING, 2008, 28 (04) :937-945
[9]   Noninvasive quantitation of human liver steatosis using magnetic resonance and bioassay methods [J].
d'Assignies, Gaspard ;
Ruel, Martin ;
Khiat, Abdesslem ;
Lepanto, Luigi ;
Chagnon, Miguel ;
Kauffmann, Claude ;
Tang, An ;
Gaboury, Louis ;
Boulanger, Yvan .
EUROPEAN RADIOLOGY, 2009, 19 (08) :2033-2040
[10]   Assessment of Hepatic Steatosis by Expert Pathologists The End of a Gold Standard [J].
El-Badry, Ashraf Mohammad ;
Breitenstein, Stefan ;
Jochum, Wolfram ;
Washington, Kay ;
Paradis, Valerie ;
Rubbia-Brandt, Laura ;
Puhan, Milo A. ;
Slankamenac, Ksenija ;
Graf, Rolf ;
Clavien, Pierre-Alain .
ANNALS OF SURGERY, 2009, 250 (05) :691-697