Integrated quantitative susceptibility and R2* mapping for evaluation of liver fibrosis: An ex vivo feasibility study
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作者:
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Jafari, Ramin
[1
,2
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Hectors, Stefanie J.
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Cornell Univ, Weill Med Coll, Dept Radiol, New York, NY 10021 USACornell Univ, Weill Med Coll, Dept Radiol, New York, NY 10021 USA
Hectors, Stefanie J.
[1
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Koehne de Gonzalez, Anne K.
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Columbia Univ, Dept Pathol, Med Ctr, New York, NY 10032 USACornell Univ, Weill Med Coll, Dept Radiol, New York, NY 10021 USA
Koehne de Gonzalez, Anne K.
[3
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Spincemaille, Pascal
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Cornell Univ, Weill Med Coll, Dept Radiol, New York, NY 10021 USACornell Univ, Weill Med Coll, Dept Radiol, New York, NY 10021 USA
Spincemaille, Pascal
[1
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Prince, Martin R.
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Cornell Univ, Weill Med Coll, Dept Radiol, New York, NY 10021 USACornell Univ, Weill Med Coll, Dept Radiol, New York, NY 10021 USA
Prince, Martin R.
[1
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Brittenham, Gary M.
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Columbia Univ, Dept Pediat, New York, NY 10032 USACornell Univ, Weill Med Coll, Dept Radiol, New York, NY 10021 USA
Brittenham, Gary M.
[4
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Wang, Yi
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Cornell Univ, Weill Med Coll, Dept Radiol, New York, NY 10021 USA
Cornell Univ, Meinig Sch Biomed Engn, Ithaca, NY 14853 USACornell Univ, Weill Med Coll, Dept Radiol, New York, NY 10021 USA
Wang, Yi
[1
,2
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机构:
[1] Cornell Univ, Weill Med Coll, Dept Radiol, New York, NY 10021 USA
[2] Cornell Univ, Meinig Sch Biomed Engn, Ithaca, NY 14853 USA
[3] Columbia Univ, Dept Pathol, Med Ctr, New York, NY 10032 USA
[4] Columbia Univ, Dept Pediat, New York, NY 10032 USA
To develop a method for noninvasive evaluation of liver fibrosis, we investigated the differential sensitivities of quantitative susceptibility mapping (QSM) and R-2* mapping using corrections for the effects of liver iron. Liver fibrosis is characterized by excessive accumulation of collagen and other extracellular matrix proteins. While collagen increases R-2* relaxation, measures of R-2* for fibrosis are confounded by liver iron, which may be present in the liver over a wide range of concentrations. The diamagnetic collagen contribution to susceptibility values measured by QSM is much less than the contribution of highly paramagnetic iron. In 19 ex vivo liver explants with and without fibrosis, QSM (chi), R-2* and proton density fat fraction (PDFF) maps were constructed from multiecho gradient-recalled echo (mGRE) sequence acquisition at 3 T. Median parameter values were recorded and differences between the MRI parameters in nonfibrotic vs. advanced fibrotic/cirrhotic samples were evaluated using Mann-Whitney U tests and receiver operating characteristic analyses. Logistic regression with stepwise feature selection was employed to evaluate the utility of combined MRI measurements for detection of fibrosis. Median R-2* increased in fibrotic vs. nonfibrotic liver samples (P= .041), while differences in chi and PDFF were nonsignificant (P= .545 andP= .395, respectively). Logistic regression identified the combination of chi and R-2* significant for fibrosis detection (logit [prediction] = -8.45 + 0.23 R-2* - 28.8 chi). For this classifier, a highly significant difference between nonfibrotic vs. advanced fibrotic/cirrhotic samples was observed (P= .002). The model exhibited an AUC of 0.909 (P= .003) for detection of advanced fibrosis/cirrhosis, which was substantially higher compared with AUCs of the individual parameters (AUC 0.591-0.784). An integrated QSM and R-2* analysis of mGRE 3 T imaging data is promising for noninvasive diagnostic assessment of liver fibrosis.
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Univ Western Ontario, Dept Med Biophys, Schulich Sch Med & Dent, London, ON, Canada
Univ Western Ontario, Imaging Res Labs, Robarts Res Inst, Schulich Sch Med & Dent, London, ON, CanadaUniv Western Ontario, Dept Med Biophys, Schulich Sch Med & Dent, London, ON, Canada
Christiansen, Spencer D.
Liu, Junmin
论文数: 0引用数: 0
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Univ Western Ontario, Imaging Res Labs, Robarts Res Inst, Schulich Sch Med & Dent, London, ON, CanadaUniv Western Ontario, Dept Med Biophys, Schulich Sch Med & Dent, London, ON, Canada
Liu, Junmin
Boffa, Michael B.
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Univ Western Ontario, Schulich Sch Med & Dent, Dept Biochem, London, ON, CanadaUniv Western Ontario, Dept Med Biophys, Schulich Sch Med & Dent, London, ON, Canada
Boffa, Michael B.
Drangova, Maria
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Univ Western Ontario, Dept Med Biophys, Schulich Sch Med & Dent, London, ON, Canada
Univ Western Ontario, Imaging Res Labs, Robarts Res Inst, Schulich Sch Med & Dent, London, ON, CanadaUniv Western Ontario, Dept Med Biophys, Schulich Sch Med & Dent, London, ON, Canada
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Univ Georgia, Phys & Astron, Athens, GA 30602 USA
Univ Georgia, Bioimaging Res Ctr, Athens, GA 30602 USAUniv Georgia, Phys & Astron, Athens, GA 30602 USA
Simchick, Gregory
Liu, Zhi
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Univ Georgia, Pharmaceut & Biomed Sci, Athens, GA 30602 USAUniv Georgia, Phys & Astron, Athens, GA 30602 USA
Liu, Zhi
Nagy, Tamas
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Univ Georgia, Coll Vet Med, Pathol, Athens, GA USAUniv Georgia, Phys & Astron, Athens, GA 30602 USA
Nagy, Tamas
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Xiong, May
Zhao, Qun
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Univ Georgia, Phys & Astron, Athens, GA 30602 USA
Univ Georgia, Bioimaging Res Ctr, Athens, GA 30602 USAUniv Georgia, Phys & Astron, Athens, GA 30602 USA
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Southern Med Univ, Sch Biomed Engn, Guangdong Prov Key Laborary Med Image Proc, Guangzhou, Guangdong, Peoples R ChinaSouthern Med Univ, Sch Biomed Engn, Guangdong Prov Key Laborary Med Image Proc, Guangzhou, Guangdong, Peoples R China
Zhang, Xinyuan
Peng, Jie
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Southern Med Univ, Sch Biomed Engn, Guangdong Prov Key Laborary Med Image Proc, Guangzhou, Guangdong, Peoples R ChinaSouthern Med Univ, Sch Biomed Engn, Guangdong Prov Key Laborary Med Image Proc, Guangzhou, Guangdong, Peoples R China
Peng, Jie
Wang, Changqing
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Southern Med Univ, Sch Biomed Engn, Guangdong Prov Key Laborary Med Image Proc, Guangzhou, Guangdong, Peoples R China
Univ Elect Sci & Technol China, Sch Automat Engn, Chengdu, Sichuan, Peoples R ChinaSouthern Med Univ, Sch Biomed Engn, Guangdong Prov Key Laborary Med Image Proc, Guangzhou, Guangdong, Peoples R China
Wang, Changqing
Feng, Yanqiu
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Southern Med Univ, Sch Biomed Engn, Guangdong Prov Key Laborary Med Image Proc, Guangzhou, Guangdong, Peoples R ChinaSouthern Med Univ, Sch Biomed Engn, Guangdong Prov Key Laborary Med Image Proc, Guangzhou, Guangdong, Peoples R China
Feng, Yanqiu
Feng, Qianjin
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Southern Med Univ, Sch Biomed Engn, Guangdong Prov Key Laborary Med Image Proc, Guangzhou, Guangdong, Peoples R ChinaSouthern Med Univ, Sch Biomed Engn, Guangdong Prov Key Laborary Med Image Proc, Guangzhou, Guangdong, Peoples R China
Feng, Qianjin
Li, Xinzhong
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Plymouth Univ, Sch Med, Plymouth, Devon, England
Plymouth Univ, Sch Dent, Plymouth, Devon, EnglandSouthern Med Univ, Sch Biomed Engn, Guangdong Prov Key Laborary Med Image Proc, Guangzhou, Guangdong, Peoples R China
Li, Xinzhong
Chen, Wufan
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Southern Med Univ, Sch Biomed Engn, Guangdong Prov Key Laborary Med Image Proc, Guangzhou, Guangdong, Peoples R ChinaSouthern Med Univ, Sch Biomed Engn, Guangdong Prov Key Laborary Med Image Proc, Guangzhou, Guangdong, Peoples R China
Chen, Wufan
He, Taigang
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St Georges Univ London, Cardiovasc Sci Res Ctr, London, England
Royal Brompton Hosp, London, England
Imperial Coll, London, EnglandSouthern Med Univ, Sch Biomed Engn, Guangdong Prov Key Laborary Med Image Proc, Guangzhou, Guangdong, Peoples R China