computer-aided diagnosis (CAD);
magnetic resonance imaging;
cine-tagging;
liver fibrosis;
elastography;
bending energy;
power spectrum;
REAL-TIME ELASTOGRAPHY;
MR ELASTOGRAPHY;
BIOPSY;
MOTION;
D O I:
10.3390/app8030437
中图分类号:
O6 [化学];
学科分类号:
0703 ;
摘要:
To date, the measurement of the stiffness of liver requires a special vibrational tool that limits its application in many hospitals. In this study, we developed a novel method for automatically assessing the elasticity of the liver without any use of contrast agents or mechanical devices. By calculating the non-rigid deformation of the liver from magnetic resonance (MR) tagging images, the stiffness was quantified as the displacement of grids on the liver image during a forced exhalation cycle. Our methods include two major processes: (1) quantification of the non-rigid deformation as the bending energy (BE) based on the thin-plate spline method in the spatial domain and (2) calculation of the difference in the power spectrum from the tagging images, by using fast Fourier transform in the frequency domain. By considering 34 cases (17 normal and 17 abnormal liver cases), a remarkable difference between the two groups was found by both methods. The elasticity of the liver was finally analyzed by combining the bending energy and power spectral features obtained through MR tagging images. The result showed that only one abnormal case was misclassified in our dataset, which implied our method for non-invasive assessment of liver fibrosis has the potential to reduce the traditional liver biopsy.
机构:
Imperial Coll Sch Med, Fac Med, Div Med, Robert Steiner MR Unit, London W12 0HS, EnglandImperial Coll Sch Med, Fac Med, Div Med, Robert Steiner MR Unit, London W12 0HS, England
Cobbold, J. F. L.
Wylezinska, M.
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Imperial Coll Sch Med, Fac Med, Div Med, Robert Steiner MR Unit, London W12 0HS, EnglandImperial Coll Sch Med, Fac Med, Div Med, Robert Steiner MR Unit, London W12 0HS, England
Wylezinska, M.
Cunningham, C.
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Imperial Coll Sch Med, Fac Med, Div Med, Robert Steiner MR Unit, London W12 0HS, EnglandImperial Coll Sch Med, Fac Med, Div Med, Robert Steiner MR Unit, London W12 0HS, England
Cunningham, C.
Crossey, M. E.
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Imperial Coll Sch Med, Fac Med, Div Med, Robert Steiner MR Unit, London W12 0HS, EnglandImperial Coll Sch Med, Fac Med, Div Med, Robert Steiner MR Unit, London W12 0HS, England
Crossey, M. E.
Thomas, H. C.
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Imperial Coll Sch Med, Fac Med, Div Med, Robert Steiner MR Unit, London W12 0HS, EnglandImperial Coll Sch Med, Fac Med, Div Med, Robert Steiner MR Unit, London W12 0HS, England
Thomas, H. C.
Cox, I. J.
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Imperial Coll Sch Med, Fac Med, Div Med, Robert Steiner MR Unit, London W12 0HS, EnglandImperial Coll Sch Med, Fac Med, Div Med, Robert Steiner MR Unit, London W12 0HS, England
Cox, I. J.
Patel, N.
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Imperial Coll Sch Med, Fac Med, Div Med, Robert Steiner MR Unit, London W12 0HS, EnglandImperial Coll Sch Med, Fac Med, Div Med, Robert Steiner MR Unit, London W12 0HS, England
Patel, N.
Taylor-Robinson, S. D.
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Imperial Coll Sch Med, Fac Med, Div Med, Robert Steiner MR Unit, London W12 0HS, EnglandImperial Coll Sch Med, Fac Med, Div Med, Robert Steiner MR Unit, London W12 0HS, England
机构:
Univ Med & Pharm Carol Davila, Dept Gastroenterol, Bucharest 050474, RomaniaUniv Med & Pharm Carol Davila, Dept Gastroenterol, Bucharest 050474, Romania
Gheorghe, Gina
Bungau, Simona
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机构:
Univ Oradea, Fac Med & Pharm, Dept Pharm, Oradea 410028, RomaniaUniv Med & Pharm Carol Davila, Dept Gastroenterol, Bucharest 050474, Romania
Bungau, Simona
Ceobanu, Gabriela
论文数: 0引用数: 0
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机构:
Clin Emergency Hosp Bucharest, Dept Internal Med, Bucharest 014461, RomaniaUniv Med & Pharm Carol Davila, Dept Gastroenterol, Bucharest 050474, Romania
Ceobanu, Gabriela
Ilie, Madalina
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机构:
Univ Med & Pharm Carol Davila, Dept Gastroenterol, Bucharest 050474, RomaniaUniv Med & Pharm Carol Davila, Dept Gastroenterol, Bucharest 050474, Romania
Ilie, Madalina
Bacalbasa, Nicolae
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机构:
Univ Med & Pharm Carol Davila, Dept Obstet & Gynecol, Bucharest 050474, RomaniaUniv Med & Pharm Carol Davila, Dept Gastroenterol, Bucharest 050474, Romania
Bacalbasa, Nicolae
Bratu, Ovidiu Gabriel
论文数: 0引用数: 0
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机构:
Univ Med & Pharm Carol Davila, Dept Urol, Bucharest 050474, RomaniaUniv Med & Pharm Carol Davila, Dept Gastroenterol, Bucharest 050474, Romania
Bratu, Ovidiu Gabriel
Vesa, Cosmin Mihai
论文数: 0引用数: 0
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机构:
Univ Oradea, Fac Med & Pharm, Dept Preclin Disciplines, Oradea 410028, RomaniaUniv Med & Pharm Carol Davila, Dept Gastroenterol, Bucharest 050474, Romania
Vesa, Cosmin Mihai
Gaman, Mihnea-Alexandru
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机构:
Univ Med & Pharm Carol Davila, Bucharest 050474, Romania
Fundeni Clin Inst, Ctr Hematol & Bone Marrow Transplantat, Dept Hematol, Bucharest 022328, RomaniaUniv Med & Pharm Carol Davila, Dept Gastroenterol, Bucharest 050474, Romania
Gaman, Mihnea-Alexandru
Diaconu, Camelia Cristina
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Clin Emergency Hosp Bucharest, Dept Internal Med, Bucharest 014461, Romania
Univ Med & Pharm Carol Davila, Dept Internal Med, Bucharest 050474, RomaniaUniv Med & Pharm Carol Davila, Dept Gastroenterol, Bucharest 050474, Romania
机构:
Department of Nuclear Medicine,the Second Affiliated Hospital of Chongqing Medical UniversityDepartment of Nuclear Medicine,the Second Affiliated Hospital of Chongqing Medical University
Zhang Chengyao
Yuan Gengbiao
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机构:
Department of Nuclear Medicine,the Second Affiliated Hospital of Chongqing Medical UniversityDepartment of Nuclear Medicine,the Second Affiliated Hospital of Chongqing Medical University
机构:
Univ Calif San Diego, NAFLD Res Ctr, Div Gastroenterol & Epidemiol, La Jolla, CA 92093 USAUniv Calif San Diego, NAFLD Res Ctr, Div Gastroenterol & Epidemiol, La Jolla, CA 92093 USA
Loomba, Rohit
Adams, Leon A.
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机构:
Univ Western Australia, Med & Pharmacol, Nedlands, WA, AustraliaUniv Calif San Diego, NAFLD Res Ctr, Div Gastroenterol & Epidemiol, La Jolla, CA 92093 USA
机构:
Liver Unit, Division of Digestive Health, Department of Surgery and Cancer, Imperial College London, St Mary's CampusLiver Unit, Division of Digestive Health, Department of Surgery and Cancer, Imperial College London, St Mary's Campus
Rustam N Karanjia
Mary ME Crossey
论文数: 0引用数: 0
h-index: 0
机构:
Liver Unit, Division of Digestive Health, Department of Surgery and Cancer, Imperial College London, St Mary's CampusLiver Unit, Division of Digestive Health, Department of Surgery and Cancer, Imperial College London, St Mary's Campus
Mary ME Crossey
I Jane Cox
论文数: 0引用数: 0
h-index: 0
机构:
MRC Gambia
Faculty of Life Sciences and Medicine, King’s College LondonLiver Unit, Division of Digestive Health, Department of Surgery and Cancer, Imperial College London, St Mary's Campus
I Jane Cox
Haddy KS Fye
论文数: 0引用数: 0
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机构:
Institute of Hepatology London, Foundation for Liver ResearchLiver Unit, Division of Digestive Health, Department of Surgery and Cancer, Imperial College London, St Mary's Campus
Haddy KS Fye
Ramou Njie
论文数: 0引用数: 0
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机构:
Institute of Hepatology London, Foundation for Liver ResearchLiver Unit, Division of Digestive Health, Department of Surgery and Cancer, Imperial College London, St Mary's Campus
Ramou Njie
Robert D Goldin
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机构:
Liver Unit, Division of Digestive Health, Department of Surgery and Cancer, Imperial College London, St Mary's CampusLiver Unit, Division of Digestive Health, Department of Surgery and Cancer, Imperial College London, St Mary's Campus
Robert D Goldin
Simon D Taylor-Robinson
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Liver Unit, Division of Digestive Health, Department of Surgery and Cancer, Imperial College London, St Mary's CampusLiver Unit, Division of Digestive Health, Department of Surgery and Cancer, Imperial College London, St Mary's Campus