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19-02-2024 | Computed Tomography | Review

Noninvasive diagnosis of liver cirrhosis: qualitative and quantitative imaging biomarkers

Authors: Tianying Zheng, Yali Qu, Jie Chen, Jie Yang, Hualin Yan, Hanyu Jiang, Bin Song

Published in: Abdominal Radiology

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Abstract

A diagnosis of cirrhosis initiates a shift in the management of chronic liver disease and affects the diagnostic workflow and treatment decision of primary liver cancer. Liver biopsy remains the gold standard for cirrhosis diagnosis, but it is invasive and susceptible to sampling bias and observer variability. Various qualitative and quantitative imaging biomarkers based on ultrasound, CT and MRI have been proposed for noninvasive diagnosis of cirrhosis. Qualitative imaging features are easy to apply but have moderate diagnostic sensitivity. Elastography techniques allow quantitative assessment of liver stiffness and are highly accurate for cirrhosis diagnosis. Ultrasound elastography are widely used in clinical practice, while MR elastography has narrower availability. Although not applicable in clinical practice yet, other quantitative imaging features, including liver surface nodularity, linear and volumetric measurement, extracellular volume fraction, liver enhancement on hepatobiliary phase, and parameters derived from diffusion-weighted imaging, can provide additional information of liver morphology, perfusion, and function, thus may increase diagnosis performance. The introduction of radiomics and deep learning has further improved diagnostic accuracy while reducing subjectivity. Several imaging features may also help to assess liver function and outcomes in patients with cirrhosis. In this review, we summarize the qualitative and quantitative imaging biomarkers for noninvasive cirrhosis diagnosis, and the assessment of liver function and outcomes, and discuss the challenges and future directions in this field.
Literature
1.
go back to reference G. D’Amico, A. Morabito, M. D’Amico, L. Pasta, G. Malizia, P. Rebora, M.G. Valsecchi, Clinical states of cirrhosis and competing risks, J Hepatol 68(3) (2018) 563–576.PubMedCrossRef G. D’Amico, A. Morabito, M. D’Amico, L. Pasta, G. Malizia, P. Rebora, M.G. Valsecchi, Clinical states of cirrhosis and competing risks, J Hepatol 68(3) (2018) 563–576.PubMedCrossRef
2.
3.
go back to reference P. Jepsen, Z.M. Younossi, The global burden of cirrhosis: A review of disability-adjusted life-years lost and unmet needs, J Hepatol 75 Suppl 1 (2021) S3-S13.PubMed P. Jepsen, Z.M. Younossi, The global burden of cirrhosis: A review of disability-adjusted life-years lost and unmet needs, J Hepatol 75 Suppl 1 (2021) S3-S13.PubMed
4.
go back to reference N.A. Terrault, A.S.F. Lok, B.J. McMahon, K.M. Chang, J.P. Hwang, M.M. Jonas, R.S. Brown, Jr., N.H. Bzowej, J.B. Wong, Update on prevention, diagnosis, and treatment of chronic hepatitis B: AASLD 2018 hepatitis B guidance, Hepatology 67(4) (2018) 1560–1599.PubMedCrossRef N.A. Terrault, A.S.F. Lok, B.J. McMahon, K.M. Chang, J.P. Hwang, M.M. Jonas, R.S. Brown, Jr., N.H. Bzowej, J.B. Wong, Update on prevention, diagnosis, and treatment of chronic hepatitis B: AASLD 2018 hepatitis B guidance, Hepatology 67(4) (2018) 1560–1599.PubMedCrossRef
5.
go back to reference M.G. Ghany, T.R. Morgan, A.-I.H.C.G. Panel, Hepatitis C Guidance 2019 Update: American Association for the Study of Liver Diseases-Infectious Diseases Society of America Recommendations for Testing, Managing, and Treating Hepatitis C Virus Infection, Hepatology 71(2) (2020) 686–721. M.G. Ghany, T.R. Morgan, A.-I.H.C.G. Panel, Hepatitis C Guidance 2019 Update: American Association for the Study of Liver Diseases-Infectious Diseases Society of America Recommendations for Testing, Managing, and Treating Hepatitis C Virus Infection, Hepatology 71(2) (2020) 686–721.
6.
go back to reference European Association for the Study of the Liver. EASL Clinical Practice Guidelines on non-invasive tests for evaluation of liver disease severity and prognosis – 2021 update, J Hepatol 75(3) (2021) 659–689.CrossRef European Association for the Study of the Liver. EASL Clinical Practice Guidelines on non-invasive tests for evaluation of liver disease severity and prognosis – 2021 update, J Hepatol 75(3) (2021) 659–689.CrossRef
7.
go back to reference V. Chernyak, K.J. Fowler, A. Kamaya, A.Z. Kielar, K.M. Elsayes, M.R. Bashir, Y. Kono, R.K. Do, D.G. Mitchell, A.G. Singal, A. Tang, C.B. Sirlin, Liver Imaging Reporting and Data System (LI-RADS) Version 2018: Imaging of Hepatocellular Carcinoma in At-Risk Patients, Radiology 289(3) (2018) 816–830. V. Chernyak, K.J. Fowler, A. Kamaya, A.Z. Kielar, K.M. Elsayes, M.R. Bashir, Y. Kono, R.K. Do, D.G. Mitchell, A.G. Singal, A. Tang, C.B. Sirlin, Liver Imaging Reporting and Data System (LI-RADS) Version 2018: Imaging of Hepatocellular Carcinoma in At-Risk Patients, Radiology 289(3) (2018) 816–830.
8.
go back to reference European Association for the Study of the Liver. EASL Clinical Practice Guidelines: Management of hepatocellular carcinoma, J Hepatol 69(1) (2018) 182–236.CrossRef European Association for the Study of the Liver. EASL Clinical Practice Guidelines: Management of hepatocellular carcinoma, J Hepatol 69(1) (2018) 182–236.CrossRef
9.
go back to reference J.K. Heimbach, L.M. Kulik, R.S. Finn, C.B. Sirlin, M.M. Abecassis, L.R. Roberts, A.X. Zhu, M.H. Murad, J.A. Marrero, AASLD guidelines for the treatment of hepatocellular carcinoma, Hepatology 67(1) (2018) 358–380.PubMedCrossRef J.K. Heimbach, L.M. Kulik, R.S. Finn, C.B. Sirlin, M.M. Abecassis, L.R. Roberts, A.X. Zhu, M.H. Murad, J.A. Marrero, AASLD guidelines for the treatment of hepatocellular carcinoma, Hepatology 67(1) (2018) 358–380.PubMedCrossRef
10.
go back to reference European Association for the Study of the Liver. EASL-ILCA Clinical Practice Guidelines on the management of intrahepatic cholangiocarcinoma, J Hepatol 79(1) (2023) 181–208.CrossRef European Association for the Study of the Liver. EASL-ILCA Clinical Practice Guidelines on the management of intrahepatic cholangiocarcinoma, J Hepatol 79(1) (2023) 181–208.CrossRef
11.
go back to reference M.C. Rousselet, S. Michalak, F. Dupre, A. Croue, P. Bedossa, J.P. Saint-Andre, P. Cales, N. Hepatitis, Sources of variability in histological scoring of chronic viral hepatitis, Hepatology 41(2) (2005) 257–64.PubMedCrossRef M.C. Rousselet, S. Michalak, F. Dupre, A. Croue, P. Bedossa, J.P. Saint-Andre, P. Cales, N. Hepatitis, Sources of variability in histological scoring of chronic viral hepatitis, Hepatology 41(2) (2005) 257–64.PubMedCrossRef
12.
go back to reference A. Regev, M. Berho, L.J. Jeffers, C. Milikowski, E.G. Molina, N.T. Pyrsopoulos, Z.Z. Feng, K.R. Reddy, E.R. Schiff, Sampling error and intraobserver variation in liver biopsy in patients with chronic HCV infection, Am J Gastroenterol 97(10) (2002) 2614–8.PubMedCrossRef A. Regev, M. Berho, L.J. Jeffers, C. Milikowski, E.G. Molina, N.T. Pyrsopoulos, Z.Z. Feng, K.R. Reddy, E.R. Schiff, Sampling error and intraobserver variation in liver biopsy in patients with chronic HCV infection, Am J Gastroenterol 97(10) (2002) 2614–8.PubMedCrossRef
13.
go back to reference R. Cannella, N. Dasyam, S.H. Seo, A. Furlan, A.A. Borhani, Performance of morphologic criteria for the diagnosis of cirrhosis in patients with non-alcoholic steatohepatitis compared to other etiologies of chronic liver disease: effect of level of training and experience, Abdom Radiol (NY) 46(3) (2021) 960–968.PubMedCrossRef R. Cannella, N. Dasyam, S.H. Seo, A. Furlan, A.A. Borhani, Performance of morphologic criteria for the diagnosis of cirrhosis in patients with non-alcoholic steatohepatitis compared to other etiologies of chronic liver disease: effect of level of training and experience, Abdom Radiol (NY) 46(3) (2021) 960–968.PubMedCrossRef
14.
go back to reference R. Rustogi, J. Horowitz, C. Harmath, Y. Wang, H. Chalian, D.R. Ganger, Z.E. Chen, B.D. Bolster, Jr., S. Shah, F.H. Miller, Accuracy of MR elastography and anatomic MR imaging features in the diagnosis of severe hepatic fibrosis and cirrhosis, J Magn Reson Imaging 35(6) (2012) 1356–64.PubMedPubMedCentralCrossRef R. Rustogi, J. Horowitz, C. Harmath, Y. Wang, H. Chalian, D.R. Ganger, Z.E. Chen, B.D. Bolster, Jr., S. Shah, F.H. Miller, Accuracy of MR elastography and anatomic MR imaging features in the diagnosis of severe hepatic fibrosis and cirrhosis, J Magn Reson Imaging 35(6) (2012) 1356–64.PubMedPubMedCentralCrossRef
15.
go back to reference S.K. Venkatesh, M. Yin, N. Takahashi, J.F. Glockner, J.A. Talwalkar, R.L. Ehman, Non-invasive detection of liver fibrosis: MR imaging features vs. MR elastography, Abdom Imaging 40(4) (2015) 766–75.PubMedPubMedCentralCrossRef S.K. Venkatesh, M. Yin, N. Takahashi, J.F. Glockner, J.A. Talwalkar, R.L. Ehman, Non-invasive detection of liver fibrosis: MR imaging features vs. MR elastography, Abdom Imaging 40(4) (2015) 766–75.PubMedPubMedCentralCrossRef
16.
go back to reference S. Rajesh, A. Mukund, B. Sureka, K. Bansal, M. Ronot, A. Arora, Non-cirrhotic portal hypertension: an imaging review, Abdom Radiol (NY) 43(8) (2018) 1991–2010.PubMedCrossRef S. Rajesh, A. Mukund, B. Sureka, K. Bansal, M. Ronot, A. Arora, Non-cirrhotic portal hypertension: an imaging review, Abdom Radiol (NY) 43(8) (2018) 1991–2010.PubMedCrossRef
17.
go back to reference J.H. Kim, Y.D. Kim, M. Lee, B.G. Jun, T.S. Kim, K.T. Suk, S.H. Kang, M.Y. Kim, G.J. Cheon, D.J. Kim, S.K. Baik, D.H. Choi, Modified PAGE-B score predicts the risk of hepatocellular carcinoma in Asians with chronic hepatitis B on antiviral therapy, J Hepatol 69(5) (2018) 1066–1073.PubMedCrossRef J.H. Kim, Y.D. Kim, M. Lee, B.G. Jun, T.S. Kim, K.T. Suk, S.H. Kang, M.Y. Kim, G.J. Cheon, D.J. Kim, S.K. Baik, D.H. Choi, Modified PAGE-B score predicts the risk of hepatocellular carcinoma in Asians with chronic hepatitis B on antiviral therapy, J Hepatol 69(5) (2018) 1066–1073.PubMedCrossRef
18.
go back to reference T. Zhang, G. Zhang, X. Deng, J. Zeng, J. Jin, H. Zeping, M. Wu, R. Zheng, APS (Age, Platelets, 2D Shear-Wave Elastography) Score Predicts Hepatocellular Carcinoma in Chronic Hepatitis B, Radiology 301(2) (2021) 350–359.PubMedCrossRef T. Zhang, G. Zhang, X. Deng, J. Zeng, J. Jin, H. Zeping, M. Wu, R. Zheng, APS (Age, Platelets, 2D Shear-Wave Elastography) Score Predicts Hepatocellular Carcinoma in Chronic Hepatitis B, Radiology 301(2) (2021) 350–359.PubMedCrossRef
19.
go back to reference A.D. Smith, K.A. Zand, E. Florez, R. Sirous, D. Shlapak, F. Souza, M. Roda, J. Bryan, A. Vasanji, M. Griswold, S.T. Lirette, Liver Surface Nodularity Score Allows Prediction of Cirrhosis Decompensation and Death, Radiology 283(3) (2017) 711–722.PubMedCrossRef A.D. Smith, K.A. Zand, E. Florez, R. Sirous, D. Shlapak, F. Souza, M. Roda, J. Bryan, A. Vasanji, M. Griswold, S.T. Lirette, Liver Surface Nodularity Score Allows Prediction of Cirrhosis Decompensation and Death, Radiology 283(3) (2017) 711–722.PubMedCrossRef
20.
go back to reference G.A. Kim, Y.S. Lim, S. Han, J. Choi, J.H. Shim, K.M. Kim, H.C. Lee, Y.S. Lee, High risk of hepatocellular carcinoma and death in patients with immune-tolerant-phase chronic hepatitis B, Gut 67(5) (2018) 945–952.PubMedCrossRef G.A. Kim, Y.S. Lim, S. Han, J. Choi, J.H. Shim, K.M. Kim, H.C. Lee, Y.S. Lee, High risk of hepatocellular carcinoma and death in patients with immune-tolerant-phase chronic hepatitis B, Gut 67(5) (2018) 945–952.PubMedCrossRef
21.
go back to reference A. Colli, M. Fraquelli, M. Andreoletti, B. Marino, E. Zuccoli, D. Conte, Severe liver fibrosis or cirrhosis: accuracy of US for detection–analysis of 300 cases, Radiology 227(1) (2003) 89–94.PubMedCrossRef A. Colli, M. Fraquelli, M. Andreoletti, B. Marino, E. Zuccoli, D. Conte, Severe liver fibrosis or cirrhosis: accuracy of US for detection–analysis of 300 cases, Radiology 227(1) (2003) 89–94.PubMedCrossRef
22.
go back to reference M. Friedrich-Rust, M.F. Ong, S. Martens, C. Sarrazin, J. Bojunga, S. Zeuzem, E. Herrmann, Performance of transient elastography for the staging of liver fibrosis: a meta-analysis, Gastroenterology 134(4) (2008) 960–74.PubMedCrossRef M. Friedrich-Rust, M.F. Ong, S. Martens, C. Sarrazin, J. Bojunga, S. Zeuzem, E. Herrmann, Performance of transient elastography for the staging of liver fibrosis: a meta-analysis, Gastroenterology 134(4) (2008) 960–74.PubMedCrossRef
23.
go back to reference Y.S. Seo, M.Y. Kim, S.U. Kim, B.S. Hyun, J.Y. Jang, J.W. Lee, J.I. Lee, S.J. Suh, S.Y. Park, H. Park, E.U. Jung, B.S. Kim, I.H. Kim, T.H. Lee, S.H. Um, K.H. Han, S.G. Kim, S.K. Paik, J.Y. Choi, S.W. Jeong, Y.J. Jin, K.S. Lee, H.J. Yim, W.Y. Tak, S.G. Hwang, Y.J. Lee, C.H. Lee, D.G. Kim, Y.W. Kang, Y.S. Kim, G. Korean Transient Elastography Study, Accuracy of transient elastography in assessing liver fibrosis in chronic viral hepatitis: A multicentre, retrospective study, Liver Int 35(10) (2015) 2246–55.PubMedCrossRef Y.S. Seo, M.Y. Kim, S.U. Kim, B.S. Hyun, J.Y. Jang, J.W. Lee, J.I. Lee, S.J. Suh, S.Y. Park, H. Park, E.U. Jung, B.S. Kim, I.H. Kim, T.H. Lee, S.H. Um, K.H. Han, S.G. Kim, S.K. Paik, J.Y. Choi, S.W. Jeong, Y.J. Jin, K.S. Lee, H.J. Yim, W.Y. Tak, S.G. Hwang, Y.J. Lee, C.H. Lee, D.G. Kim, Y.W. Kang, Y.S. Kim, G. Korean Transient Elastography Study, Accuracy of transient elastography in assessing liver fibrosis in chronic viral hepatitis: A multicentre, retrospective study, Liver Int 35(10) (2015) 2246–55.PubMedCrossRef
24.
go back to reference F.E. Mozes, J.A. Lee, E.A. Selvaraj, A.N.A. Jayaswal, M. Trauner, J. Boursier, C. Fournier, K. Staufer, R.E. Stauber, E. Bugianesi, R. Younes, S. Gaia, M. Lupsor-Platon, S. Petta, T. Shima, T. Okanoue, S. Mahadeva, W.K. Chan, P.J. Eddowes, G.M. Hirschfield, P.N. Newsome, V.W. Wong, V. de Ledinghen, J. Fan, F. Shen, J.F. Cobbold, Y. Sumida, A. Okajima, J.M. Schattenberg, C. Labenz, W. Kim, M.S. Lee, J. Wiegand, T. Karlas, Y. Yilmaz, G.P. Aithal, N. Palaniyappan, C. Cassinotto, S. Aggarwal, H. Garg, G.J. Ooi, A. Nakajima, M. Yoneda, M. Ziol, N. Barget, A. Geier, T. Tuthill, M.J. Brosnan, Q.M. Anstee, S. Neubauer, S.A. Harrison, P.M. Bossuyt, M. Pavlides, L. Investigators, Diagnostic accuracy of non-invasive tests for advanced fibrosis in patients with NAFLD: an individual patient data meta-analysis, Gut 71(5) (2022) 1006–1019.PubMedCrossRef F.E. Mozes, J.A. Lee, E.A. Selvaraj, A.N.A. Jayaswal, M. Trauner, J. Boursier, C. Fournier, K. Staufer, R.E. Stauber, E. Bugianesi, R. Younes, S. Gaia, M. Lupsor-Platon, S. Petta, T. Shima, T. Okanoue, S. Mahadeva, W.K. Chan, P.J. Eddowes, G.M. Hirschfield, P.N. Newsome, V.W. Wong, V. de Ledinghen, J. Fan, F. Shen, J.F. Cobbold, Y. Sumida, A. Okajima, J.M. Schattenberg, C. Labenz, W. Kim, M.S. Lee, J. Wiegand, T. Karlas, Y. Yilmaz, G.P. Aithal, N. Palaniyappan, C. Cassinotto, S. Aggarwal, H. Garg, G.J. Ooi, A. Nakajima, M. Yoneda, M. Ziol, N. Barget, A. Geier, T. Tuthill, M.J. Brosnan, Q.M. Anstee, S. Neubauer, S.A. Harrison, P.M. Bossuyt, M. Pavlides, L. Investigators, Diagnostic accuracy of non-invasive tests for advanced fibrosis in patients with NAFLD: an individual patient data meta-analysis, Gut 71(5) (2022) 1006–1019.PubMedCrossRef
25.
go back to reference E.A. Selvaraj, F.E. Mozes, A.N.A. Jayaswal, M.H. Zafarmand, Y. Vali, J.A. Lee, C.K. Levick, L.A.J. Young, N. Palaniyappan, C.H. Liu, G.P. Aithal, M. Romero-Gomez, M.J. Brosnan, T.A. Tuthill, Q.M. Anstee, S. Neubauer, S.A. Harrison, P.M. Bossuyt, M. Pavlides, L. Investigators, Diagnostic accuracy of elastography and magnetic resonance imaging in patients with NAFLD: A systematic review and meta-analysis, J Hepatol 75(4) (2021) 770–785.PubMedCrossRef E.A. Selvaraj, F.E. Mozes, A.N.A. Jayaswal, M.H. Zafarmand, Y. Vali, J.A. Lee, C.K. Levick, L.A.J. Young, N. Palaniyappan, C.H. Liu, G.P. Aithal, M. Romero-Gomez, M.J. Brosnan, T.A. Tuthill, Q.M. Anstee, S. Neubauer, S.A. Harrison, P.M. Bossuyt, M. Pavlides, L. Investigators, Diagnostic accuracy of elastography and magnetic resonance imaging in patients with NAFLD: A systematic review and meta-analysis, J Hepatol 75(4) (2021) 770–785.PubMedCrossRef
26.
go back to reference C.S. Pavlov, G. Casazza, D. Nikolova, E. Tsochatzis, C. Gluud, Systematic review with meta-analysis: diagnostic accuracy of transient elastography for staging of fibrosis in people with alcoholic liver disease, Aliment Pharmacol Ther 43(5) (2016) 575–85.PubMedCrossRef C.S. Pavlov, G. Casazza, D. Nikolova, E. Tsochatzis, C. Gluud, Systematic review with meta-analysis: diagnostic accuracy of transient elastography for staging of fibrosis in people with alcoholic liver disease, Aliment Pharmacol Ther 43(5) (2016) 575–85.PubMedCrossRef
27.
go back to reference P. Kennedy, M. Wagner, L. Castera, C.W. Hong, C.L. Johnson, C.B. Sirlin, B. Taouli, Quantitative Elastography Methods in Liver Disease: Current Evidence and Future Directions, Radiology 286(3) (2018) 738–763.PubMedCrossRef P. Kennedy, M. Wagner, L. Castera, C.W. Hong, C.L. Johnson, C.B. Sirlin, B. Taouli, Quantitative Elastography Methods in Liver Disease: Current Evidence and Future Directions, Radiology 286(3) (2018) 738–763.PubMedCrossRef
28.
go back to reference L. Castera, J. Foucher, P.H. Bernard, F. Carvalho, D. Allaix, W. Merrouche, P. Couzigou, V. de Ledinghen, Pitfalls of liver stiffness measurement: a 5-year prospective study of 13,369 examinations, Hepatology 51(3) (2010) 828–35.PubMed L. Castera, J. Foucher, P.H. Bernard, F. Carvalho, D. Allaix, W. Merrouche, P. Couzigou, V. de Ledinghen, Pitfalls of liver stiffness measurement: a 5-year prospective study of 13,369 examinations, Hepatology 51(3) (2010) 828–35.PubMed
29.
go back to reference S. Bota, H. Herkner, I. Sporea, P. Salzl, R. Sirli, A.M. Neghina, M. Peck-Radosavljevic, Meta-analysis: ARFI elastography versus transient elastography for the evaluation of liver fibrosis, Liver Int 33(8) (2013) 1138–47.PubMedCrossRef S. Bota, H. Herkner, I. Sporea, P. Salzl, R. Sirli, A.M. Neghina, M. Peck-Radosavljevic, Meta-analysis: ARFI elastography versus transient elastography for the evaluation of liver fibrosis, Liver Int 33(8) (2013) 1138–47.PubMedCrossRef
30.
go back to reference E. Herrmann, V. de Ledinghen, C. Cassinotto, W.C. Chu, V.Y. Leung, G. Ferraioli, C. Filice, L. Castera, V. Vilgrain, M. Ronot, J. Dumortier, A. Guibal, S. Pol, J. Trebicka, C. Jansen, C. Strassburg, R. Zheng, J. Zheng, S. Francque, T. Vanwolleghem, L. Vonghia, E.K. Manesis, P. Zoumpoulis, I. Sporea, M. Thiele, A. Krag, C. Cohen-Bacrie, A. Criton, J. Gay, T. Deffieux, M. Friedrich-Rust, Assessment of biopsy-proven liver fibrosis by two-dimensional shear wave elastography: An individual patient data-based meta-analysis, Hepatology 67(1) (2018) 260–272.PubMedCrossRef E. Herrmann, V. de Ledinghen, C. Cassinotto, W.C. Chu, V.Y. Leung, G. Ferraioli, C. Filice, L. Castera, V. Vilgrain, M. Ronot, J. Dumortier, A. Guibal, S. Pol, J. Trebicka, C. Jansen, C. Strassburg, R. Zheng, J. Zheng, S. Francque, T. Vanwolleghem, L. Vonghia, E.K. Manesis, P. Zoumpoulis, I. Sporea, M. Thiele, A. Krag, C. Cohen-Bacrie, A. Criton, J. Gay, T. Deffieux, M. Friedrich-Rust, Assessment of biopsy-proven liver fibrosis by two-dimensional shear wave elastography: An individual patient data-based meta-analysis, Hepatology 67(1) (2018) 260–272.PubMedCrossRef
31.
go back to reference Y. Lin, H. Li, C. Jin, H. Wang, B. Jiang, The diagnostic accuracy of liver fibrosis in non-viral liver diseases using acoustic radiation force impulse elastography: A systematic review and meta-analysis, PLoS One 15(1) (2020) e0227358.PubMedPubMedCentralCrossRef Y. Lin, H. Li, C. Jin, H. Wang, B. Jiang, The diagnostic accuracy of liver fibrosis in non-viral liver diseases using acoustic radiation force impulse elastography: A systematic review and meta-analysis, PLoS One 15(1) (2020) e0227358.PubMedPubMedCentralCrossRef
32.
go back to reference C. Cassinotto, J. Boursier, A. Paisant, B. Guiu, M. Irles-Depe, C. Canivet, C. Aube, V. de Ledinghen, Transient Versus Two-Dimensional Shear-Wave Elastography in a Multistep Strategy to Detect Advanced Fibrosis in NAFLD, Hepatology 73(6) (2021) 2196–2205.PubMedCrossRef C. Cassinotto, J. Boursier, A. Paisant, B. Guiu, M. Irles-Depe, C. Canivet, C. Aube, V. de Ledinghen, Transient Versus Two-Dimensional Shear-Wave Elastography in a Multistep Strategy to Detect Advanced Fibrosis in NAFLD, Hepatology 73(6) (2021) 2196–2205.PubMedCrossRef
33.
go back to reference T.J. Hall, A. Milkowski, B. Garra, P. Carson, M. Palmeri, K. Nightingale, T. Lynch, A. Alturki, M. Andre, S. Audiere, J. Bamber, R. Barr, J. Bercoff, J. Bercoff, M. Bernal, J. Brum, H.W. Chan, S.G. Chen, C. Cohen-Bacrie, M. Couade, A. Daniels, R. DeWall, J. Dillman, R. Ehman, S.F. Franchi-Abella, J. Fromageau, J.L. Gennisson, J.P. Henry, N. Ivancevich, J. Kalin, S. Kohn, J. Kugel, K. Lee, N.L. Liu, T. Loupas, J. Mazernik, S. McAleavey, V. Miette, S. Metz, B.M. Morel, T. Nelson, E. Nordberg, J. Oudry, M. Padwal, N. Rouze, A. Samir, L. Sandrin, J. Schaccitti, C. Schmitt, V. Shamdasani, P.F. Song, P. Switalski, M. Wang, K. Wear, H. Xie, H. Zhao, RSNA/QIBA: Shear wave speed as a biomarker for liver fibrosis staging, Ieee Int Ultra Sym (2013) 397–400. T.J. Hall, A. Milkowski, B. Garra, P. Carson, M. Palmeri, K. Nightingale, T. Lynch, A. Alturki, M. Andre, S. Audiere, J. Bamber, R. Barr, J. Bercoff, J. Bercoff, M. Bernal, J. Brum, H.W. Chan, S.G. Chen, C. Cohen-Bacrie, M. Couade, A. Daniels, R. DeWall, J. Dillman, R. Ehman, S.F. Franchi-Abella, J. Fromageau, J.L. Gennisson, J.P. Henry, N. Ivancevich, J. Kalin, S. Kohn, J. Kugel, K. Lee, N.L. Liu, T. Loupas, J. Mazernik, S. McAleavey, V. Miette, S. Metz, B.M. Morel, T. Nelson, E. Nordberg, J. Oudry, M. Padwal, N. Rouze, A. Samir, L. Sandrin, J. Schaccitti, C. Schmitt, V. Shamdasani, P.F. Song, P. Switalski, M. Wang, K. Wear, H. Xie, H. Zhao, RSNA/QIBA: Shear wave speed as a biomarker for liver fibrosis staging, Ieee Int Ultra Sym (2013) 397–400.
34.
go back to reference G. Ferraioli, V.W. Wong, L. Castera, A. Berzigotti, I. Sporea, C.F. Dietrich, B.I. Choi, S.R. Wilson, M. Kudo, R.G. Barr, Liver Ultrasound Elastography: An Update to the World Federation for Ultrasound in Medicine and Biology Guidelines and Recommendations, Ultrasound Med Biol 44(12) (2018) 2419–2440.PubMedCrossRef G. Ferraioli, V.W. Wong, L. Castera, A. Berzigotti, I. Sporea, C.F. Dietrich, B.I. Choi, S.R. Wilson, M. Kudo, R.G. Barr, Liver Ultrasound Elastography: An Update to the World Federation for Ultrasound in Medicine and Biology Guidelines and Recommendations, Ultrasound Med Biol 44(12) (2018) 2419–2440.PubMedCrossRef
35.
go back to reference A. Tang, G. Cloutier, N.M. Szeverenyi, C.B. Sirlin, Ultrasound Elastography and MR Elastography for Assessing Liver Fibrosis: Part 2, Diagnostic Performance, Confounders, and Future Directions, AJR Am J Roentgenol 205(1) (2015) 33–40.PubMedPubMedCentralCrossRef A. Tang, G. Cloutier, N.M. Szeverenyi, C.B. Sirlin, Ultrasound Elastography and MR Elastography for Assessing Liver Fibrosis: Part 2, Diagnostic Performance, Confounders, and Future Directions, AJR Am J Roentgenol 205(1) (2015) 33–40.PubMedPubMedCentralCrossRef
36.
go back to reference S. Gaia, S. Carenzi, A.L. Barilli, E. Bugianesi, A. Smedile, F. Brunello, A. Marzano, M. Rizzetto, Reliability of transient elastography for the detection of fibrosis in non-alcoholic fatty liver disease and chronic viral hepatitis, J Hepatol 54(1) (2011) 64–71.PubMedCrossRef S. Gaia, S. Carenzi, A.L. Barilli, E. Bugianesi, A. Smedile, F. Brunello, A. Marzano, M. Rizzetto, Reliability of transient elastography for the detection of fibrosis in non-alcoholic fatty liver disease and chronic viral hepatitis, J Hepatol 54(1) (2011) 64–71.PubMedCrossRef
37.
go back to reference H. Ochi, M. Hirooka, Y. Koizumi, T. Miyake, Y. Tokumoto, Y. Soga, F. Tada, M. Abe, Y. Hiasa, M. Onji, Real-time tissue elastography for evaluation of hepatic fibrosis and portal hypertension in nonalcoholic fatty liver diseases, Hepatology 56(4) (2012) 1271–8.PubMedCrossRef H. Ochi, M. Hirooka, Y. Koizumi, T. Miyake, Y. Tokumoto, Y. Soga, F. Tada, M. Abe, Y. Hiasa, M. Onji, Real-time tissue elastography for evaluation of hepatic fibrosis and portal hypertension in nonalcoholic fatty liver diseases, Hepatology 56(4) (2012) 1271–8.PubMedCrossRef
38.
go back to reference B. Dong, G. Lyu, Y. Chen, G. Lin, H. Wang, R. Qin, J. Gu, Comparison of two-dimensional shear wave elastography, magnetic resonance elastography, and three serum markers for diagnosing fibrosis in patients with chronic hepatitis B: a meta-analysis, Expert Rev Gastroenterol Hepatol 15(9) (2021) 1077–1089.PubMedCrossRef B. Dong, G. Lyu, Y. Chen, G. Lin, H. Wang, R. Qin, J. Gu, Comparison of two-dimensional shear wave elastography, magnetic resonance elastography, and three serum markers for diagnosing fibrosis in patients with chronic hepatitis B: a meta-analysis, Expert Rev Gastroenterol Hepatol 15(9) (2021) 1077–1089.PubMedCrossRef
39.
go back to reference G. Xiao, S. Zhu, X. Xiao, L. Yan, J. Yang, G. Wu, Comparison of laboratory tests, ultrasound, or magnetic resonance elastography to detect fibrosis in patients with nonalcoholic fatty liver disease: A meta-analysis, Hepatology 66(5) (2017) 1486–1501.PubMedCrossRef G. Xiao, S. Zhu, X. Xiao, L. Yan, J. Yang, G. Wu, Comparison of laboratory tests, ultrasound, or magnetic resonance elastography to detect fibrosis in patients with nonalcoholic fatty liver disease: A meta-analysis, Hepatology 66(5) (2017) 1486–1501.PubMedCrossRef
40.
go back to reference C.T. Chou, R.C. Chen, W.P. Wu, P.Y. Lin, Y.L. Chen, Prospective Comparison of the Diagnostic Performance of Magnetic Resonance Elastography with Acoustic Radiation Force Impulse Elastography for Pre-operative Staging of Hepatic Fibrosis in Patients with Hepatocellular Carcinoma, Ultrasound Med Biol 43(12) (2017) 2783–2790.PubMedCrossRef C.T. Chou, R.C. Chen, W.P. Wu, P.Y. Lin, Y.L. Chen, Prospective Comparison of the Diagnostic Performance of Magnetic Resonance Elastography with Acoustic Radiation Force Impulse Elastography for Pre-operative Staging of Hepatic Fibrosis in Patients with Hepatocellular Carcinoma, Ultrasound Med Biol 43(12) (2017) 2783–2790.PubMedCrossRef
41.
go back to reference Y.N. Zhang, K.J. Fowler, A. Ozturk, C.K. Potu, A.L. Louie, V. Montes, W.C. Henderson, K. Wang, M.P. Andre, A.E. Samir, C.B. Sirlin, Liver fibrosis imaging: A clinical review of ultrasound and magnetic resonance elastography, J Magn Reson Imaging 51(1) (2020) 25–42.PubMedCrossRef Y.N. Zhang, K.J. Fowler, A. Ozturk, C.K. Potu, A.L. Louie, V. Montes, W.C. Henderson, K. Wang, M.P. Andre, A.E. Samir, C.B. Sirlin, Liver fibrosis imaging: A clinical review of ultrasound and magnetic resonance elastography, J Magn Reson Imaging 51(1) (2020) 25–42.PubMedCrossRef
42.
go back to reference R. Loomba, J. Cui, T. Wolfson, W. Haufe, J. Hooker, N. Szeverenyi, B. Ang, A. Bhatt, K. Wang, H. Aryafar, C. Behling, M.A. Valasek, G.Y. Lin, A. Gamst, D.A. Brenner, M. Yin, K.J. Glaser, R.L. Ehman, C.B. Sirlin, Novel 3D Magnetic Resonance Elastography for the Noninvasive Diagnosis of Advanced Fibrosis in NAFLD: A Prospective Study, Am J Gastroenterol 111(7) (2016) 986 – 94. R. Loomba, J. Cui, T. Wolfson, W. Haufe, J. Hooker, N. Szeverenyi, B. Ang, A. Bhatt, K. Wang, H. Aryafar, C. Behling, M.A. Valasek, G.Y. Lin, A. Gamst, D.A. Brenner, M. Yin, K.J. Glaser, R.L. Ehman, C.B. Sirlin, Novel 3D Magnetic Resonance Elastography for the Noninvasive Diagnosis of Advanced Fibrosis in NAFLD: A Prospective Study, Am J Gastroenterol 111(7) (2016) 986 – 94.
43.
go back to reference Y. Shi, F. Xia, Q.J. Li, J.H. Li, B. Yu, Y. Li, H. An, K.J. Glaser, S. Tao, R.L. Ehman, Q.Y. Guo, Magnetic Resonance Elastography for the Evaluation of Liver Fibrosis in Chronic Hepatitis B and C by Using Both Gradient-Recalled Echo and Spin-Echo Echo Planar Imaging: A Prospective Study, Am J Gastroenterol 111(6) (2016) 823 – 33. Y. Shi, F. Xia, Q.J. Li, J.H. Li, B. Yu, Y. Li, H. An, K.J. Glaser, S. Tao, R.L. Ehman, Q.Y. Guo, Magnetic Resonance Elastography for the Evaluation of Liver Fibrosis in Chronic Hepatitis B and C by Using Both Gradient-Recalled Echo and Spin-Echo Echo Planar Imaging: A Prospective Study, Am J Gastroenterol 111(6) (2016) 823 – 33.
44.
go back to reference Y. Lee, J.M. Lee, J.E. Lee, K.B. Lee, E.S. Lee, J.H. Yoon, M.H. Yu, J.H. Baek, C.I. Shin, J.K. Han, B.I. Choi, MR elastography for noninvasive assessment of hepatic fibrosis: reproducibility of the examination and reproducibility and repeatability of the liver stiffness value measurement, J Magn Reson Imaging 39(2) (2014) 326 – 31. Y. Lee, J.M. Lee, J.E. Lee, K.B. Lee, E.S. Lee, J.H. Yoon, M.H. Yu, J.H. Baek, C.I. Shin, J.K. Han, B.I. Choi, MR elastography for noninvasive assessment of hepatic fibrosis: reproducibility of the examination and reproducibility and repeatability of the liver stiffness value measurement, J Magn Reson Imaging 39(2) (2014) 326 – 31.
45.
go back to reference M. Yin, K.J. Glaser, J.A. Talwalkar, J. Chen, A. Manduca, R.L. Ehman, Hepatic MR Elastography: Clinical Performance in a Series of 1377 Consecutive Examinations, Radiology 278(1) (2016) 114–24.PubMedCrossRef M. Yin, K.J. Glaser, J.A. Talwalkar, J. Chen, A. Manduca, R.L. Ehman, Hepatic MR Elastography: Clinical Performance in a Series of 1377 Consecutive Examinations, Radiology 278(1) (2016) 114–24.PubMedCrossRef
46.
go back to reference J. Chen, A.M. Allen, T.M. Therneau, J. Chen, J. Li, S. Hoodeshenas, J. Chen, X. Lu, Z. Zhu, S.K. Venkatesh, B. Song, R.L. Ehman, M. Yin, Liver stiffness measurement by magnetic resonance elastography is not affected by hepatic steatosis, Eur Radiol 32(2) (2022) 950–958.PubMedCrossRef J. Chen, A.M. Allen, T.M. Therneau, J. Chen, J. Li, S. Hoodeshenas, J. Chen, X. Lu, Z. Zhu, S.K. Venkatesh, B. Song, R.L. Ehman, M. Yin, Liver stiffness measurement by magnetic resonance elastography is not affected by hepatic steatosis, Eur Radiol 32(2) (2022) 950–958.PubMedCrossRef
47.
go back to reference S. Goshima, M. Kanematsu, T. Kobayashi, T. Furukawa, X. Zhang, H. Fujita, H. Watanabe, H. Kondo, N. Moriyama, K.T. Bae, Staging hepatic fibrosis: computer-aided analysis of hepatic contours on gadolinium ethoxybenzyl diethylenetriaminepentaacetic acid-enhanced hepatocyte-phase magnetic resonance imaging, Hepatology 55(1) (2012) 328–9.PubMedCrossRef S. Goshima, M. Kanematsu, T. Kobayashi, T. Furukawa, X. Zhang, H. Fujita, H. Watanabe, H. Kondo, N. Moriyama, K.T. Bae, Staging hepatic fibrosis: computer-aided analysis of hepatic contours on gadolinium ethoxybenzyl diethylenetriaminepentaacetic acid-enhanced hepatocyte-phase magnetic resonance imaging, Hepatology 55(1) (2012) 328–9.PubMedCrossRef
48.
go back to reference D.J. Bae, E.S. Yang, W.S. Park, H.K. Lee, J.S. Song, T.H. Kim, K.H. Yoon, Reproducibility of MRI-derived liver surface nodularity score: analysis of patients with repeated MRI in various scanners, Abdom Radiol (NY) 48(2) (2023) 590–600.PubMedCrossRef D.J. Bae, E.S. Yang, W.S. Park, H.K. Lee, J.S. Song, T.H. Kim, K.H. Yoon, Reproducibility of MRI-derived liver surface nodularity score: analysis of patients with repeated MRI in various scanners, Abdom Radiol (NY) 48(2) (2023) 590–600.PubMedCrossRef
49.
go back to reference T.H. Kim, Y.R. Kim, C.W. Jeong, H.J. Kim, J.W. Kim, Y.H. Lee, K.H. Yoon, Regional Analysis of Liver Surface Nodularity in a Single Axial MR Image for Staging Liver Fibrosis, J Magn Reson Imaging 56(6) (2022) 1781–1791.PubMedPubMedCentralCrossRef T.H. Kim, Y.R. Kim, C.W. Jeong, H.J. Kim, J.W. Kim, Y.H. Lee, K.H. Yoon, Regional Analysis of Liver Surface Nodularity in a Single Axial MR Image for Staging Liver Fibrosis, J Magn Reson Imaging 56(6) (2022) 1781–1791.PubMedPubMedCentralCrossRef
50.
go back to reference A.D. Smith, C.R. Branch, K. Zand, C. Subramony, H. Zhang, K. Thaggard, R. Hosch, J. Bryan, A. Vasanji, M. Griswold, X. Zhang, Liver Surface Nodularity Quantification from Routine CT Images as a Biomarker for Detection and Evaluation of Cirrhosis, Radiology 280(3) (2016) 771–81.PubMedCrossRef A.D. Smith, C.R. Branch, K. Zand, C. Subramony, H. Zhang, K. Thaggard, R. Hosch, J. Bryan, A. Vasanji, M. Griswold, X. Zhang, Liver Surface Nodularity Quantification from Routine CT Images as a Biomarker for Detection and Evaluation of Cirrhosis, Radiology 280(3) (2016) 771–81.PubMedCrossRef
51.
go back to reference M.G. Lubner, D. Jones, A. Said, J. Kloke, S. Lee, P.J. Pickhardt, Accuracy of liver surface nodularity quantification on MDCT for staging hepatic fibrosis in patients with hepatitis C virus, Abdom Radiol (NY) 43(11) (2018) 2980–2986.PubMedCrossRef M.G. Lubner, D. Jones, A. Said, J. Kloke, S. Lee, P.J. Pickhardt, Accuracy of liver surface nodularity quantification on MDCT for staging hepatic fibrosis in patients with hepatitis C virus, Abdom Radiol (NY) 43(11) (2018) 2980–2986.PubMedCrossRef
52.
go back to reference P.J. Pickhardt, K. Malecki, J. Kloke, M.G. Lubner, Accuracy of Liver Surface Nodularity Quantification on MDCT as a Noninvasive Biomarker for Staging Hepatic Fibrosis, AJR Am J Roentgenol 207(6) (2016) 1194–1199.PubMedCrossRef P.J. Pickhardt, K. Malecki, J. Kloke, M.G. Lubner, Accuracy of Liver Surface Nodularity Quantification on MDCT as a Noninvasive Biomarker for Staging Hepatic Fibrosis, AJR Am J Roentgenol 207(6) (2016) 1194–1199.PubMedCrossRef
53.
go back to reference N. De Vos, R. Sartoris, F. Cauchy, P.E. Rautou, V. Vilgrain, M. Ronot, Performance of liver surface nodularity quantification for the diagnosis of portal hypertension in patients with cirrhosis: comparison between MRI with hepatobiliary phase sequences and CT, Abdom Radiol (NY) 45(2) (2020) 365–372.PubMedCrossRef N. De Vos, R. Sartoris, F. Cauchy, P.E. Rautou, V. Vilgrain, M. Ronot, Performance of liver surface nodularity quantification for the diagnosis of portal hypertension in patients with cirrhosis: comparison between MRI with hepatobiliary phase sequences and CT, Abdom Radiol (NY) 45(2) (2020) 365–372.PubMedCrossRef
54.
go back to reference R. Sartoris, M. Lazareth, A. Nivolli, M. Dioguardi Burgio, V. Vilgrain, M. Ronot, CT-based liver surface nodularity for the detection of clinically significant portal hypertension: defining measurement quality criteria, Abdom Radiol (NY) 45(9) (2020) 2755–2763.PubMedCrossRef R. Sartoris, M. Lazareth, A. Nivolli, M. Dioguardi Burgio, V. Vilgrain, M. Ronot, CT-based liver surface nodularity for the detection of clinically significant portal hypertension: defining measurement quality criteria, Abdom Radiol (NY) 45(9) (2020) 2755–2763.PubMedCrossRef
55.
go back to reference M. Dioguardi Burgio, R. Sartoris, A. Beaufrere, J. Gregory, B. Guiu, C. Guillot, P.E. Rautou, L. Castera, M. Bouattour, V. Paradis, V. Vilgrain, M. Ronot, Liver surface nodularity on non-contrast MRI identifies advanced fibrosis in patients with NAFLD, Eur Radiol 32(3) (2022) 1781–1791.PubMedCrossRef M. Dioguardi Burgio, R. Sartoris, A. Beaufrere, J. Gregory, B. Guiu, C. Guillot, P.E. Rautou, L. Castera, M. Bouattour, V. Paradis, V. Vilgrain, M. Ronot, Liver surface nodularity on non-contrast MRI identifies advanced fibrosis in patients with NAFLD, Eur Radiol 32(3) (2022) 1781–1791.PubMedCrossRef
56.
go back to reference W.P. Harbin, N.J. Robert, J.T. Ferrucci, Jr., Diagnosis of cirrhosis based on regional changes in hepatic morphology: a radiological and pathological analysis, Radiology 135(2) (1980) 273–83.PubMedCrossRef W.P. Harbin, N.J. Robert, J.T. Ferrucci, Jr., Diagnosis of cirrhosis based on regional changes in hepatic morphology: a radiological and pathological analysis, Radiology 135(2) (1980) 273–83.PubMedCrossRef
57.
go back to reference H. Awaya, D.G. Mitchell, T. Kamishima, G. Holland, K. Ito, T. Matsumoto, Cirrhosis: modified caudate-right lobe ratio, Radiology 224(3) (2002) 769–74.PubMedCrossRef H. Awaya, D.G. Mitchell, T. Kamishima, G. Holland, K. Ito, T. Matsumoto, Cirrhosis: modified caudate-right lobe ratio, Radiology 224(3) (2002) 769–74.PubMedCrossRef
58.
go back to reference O.M. Furusato Hunt, M.G. Lubner, T.J. Ziemlewicz, A. Munoz Del Rio, P.J. Pickhardt, The Liver Segmental Volume Ratio for Noninvasive Detection of Cirrhosis: Comparison With Established Linear and Volumetric Measures, J Comput Assist Tomogr 40(3) (2016) 478–84.PubMedCrossRef O.M. Furusato Hunt, M.G. Lubner, T.J. Ziemlewicz, A. Munoz Del Rio, P.J. Pickhardt, The Liver Segmental Volume Ratio for Noninvasive Detection of Cirrhosis: Comparison With Established Linear and Volumetric Measures, J Comput Assist Tomogr 40(3) (2016) 478–84.PubMedCrossRef
59.
go back to reference Y. Zhang, X.M. Zhang, J.C. Prowda, H.L. Zhang, C. Sant’anna Henry, G. Shih, J.C. Emond, M.R. Prince, Changes in hepatic venous morphology with cirrhosis on MRI, J Magn Reson Imaging 29(5) (2009) 1085–92.PubMedCrossRef Y. Zhang, X.M. Zhang, J.C. Prowda, H.L. Zhang, C. Sant’anna Henry, G. Shih, J.C. Emond, M.R. Prince, Changes in hepatic venous morphology with cirrhosis on MRI, J Magn Reson Imaging 29(5) (2009) 1085–92.PubMedCrossRef
60.
go back to reference L.M. Feng, S.J. Lei, X. Zeng, P.Q. Wang, R.T. Chen, J. Wang, X. Sheng, P.M. Shi, Z.L. Yuan, W.F. Xie, The evaluation of non-invasive multi-slice spiral computed tomography-based indices for the diagnosis and prognosis prediction of liver cirrhosis, J Dig Dis 18(8) (2017) 472–479.PubMedCrossRef L.M. Feng, S.J. Lei, X. Zeng, P.Q. Wang, R.T. Chen, J. Wang, X. Sheng, P.M. Shi, Z.L. Yuan, W.F. Xie, The evaluation of non-invasive multi-slice spiral computed tomography-based indices for the diagnosis and prognosis prediction of liver cirrhosis, J Dig Dis 18(8) (2017) 472–479.PubMedCrossRef
61.
go back to reference P.J. Pickhardt, K. Malecki, O.F. Hunt, C. Beaumont, J. Kloke, T.J. Ziemlewicz, M.G. Lubner, Hepatosplenic volumetric assessment at MDCT for staging liver fibrosis, Eur Radiol 27(7) (2017) 3060–3068.PubMedCrossRef P.J. Pickhardt, K. Malecki, O.F. Hunt, C. Beaumont, J. Kloke, T.J. Ziemlewicz, M.G. Lubner, Hepatosplenic volumetric assessment at MDCT for staging liver fibrosis, Eur Radiol 27(7) (2017) 3060–3068.PubMedCrossRef
62.
go back to reference L.M. Feng, P.Q. Wang, H. Yu, R.T. Chen, J. Wang, X. Sheng, Z.L. Yuan, P.M. Shi, W.F. Xie, X. Zeng, New formula for predicting standard liver volume in Chinese adults, World J Gastroenterol 23(27) (2017) 4968–4977.PubMedPubMedCentralCrossRef L.M. Feng, P.Q. Wang, H. Yu, R.T. Chen, J. Wang, X. Sheng, Z.L. Yuan, P.M. Shi, W.F. Xie, X. Zeng, New formula for predicting standard liver volume in Chinese adults, World J Gastroenterol 23(27) (2017) 4968–4977.PubMedPubMedCentralCrossRef
63.
go back to reference T. Kokudo, K. Hasegawa, E. Uldry, Y. Matsuyama, J. Kaneko, N. Akamatsu, T. Aoki, Y. Sakamoto, N. Demartines, Y. Sugawara, N. Kokudo, N. Halkic, A new formula for calculating standard liver volume for living donor liver transplantation without using body weight, J Hepatol 63(4) (2015) 848–54.PubMedCrossRef T. Kokudo, K. Hasegawa, E. Uldry, Y. Matsuyama, J. Kaneko, N. Akamatsu, T. Aoki, Y. Sakamoto, N. Demartines, Y. Sugawara, N. Kokudo, N. Halkic, A new formula for calculating standard liver volume for living donor liver transplantation without using body weight, J Hepatol 63(4) (2015) 848–54.PubMedCrossRef
64.
go back to reference M.H. Zissen, Z.J. Wang, J. Yee, R. Aslam, A. Monto, B.M. Yeh, Contrast-enhanced CT quantification of the hepatic fractional extracellular space: correlation with diffuse liver disease severity, AJR Am J Roentgenol 201(6) (2013) 1204–10.PubMedPubMedCentralCrossRef M.H. Zissen, Z.J. Wang, J. Yee, R. Aslam, A. Monto, B.M. Yeh, Contrast-enhanced CT quantification of the hepatic fractional extracellular space: correlation with diffuse liver disease severity, AJR Am J Roentgenol 201(6) (2013) 1204–10.PubMedPubMedCentralCrossRef
65.
go back to reference J.A. Luetkens, S. Klein, F. Traber, F.C. Schmeel, A.M. Sprinkart, D.L.R. Kuetting, W. Block, F.E. Uschner, R. Schierwagen, K. Hittatiya, G. Kristiansen, J. Gieseke, H.H. Schild, J. Trebicka, G.M. Kukuk, Quantification of Liver Fibrosis at T1 and T2 Mapping with Extracellular Volume Fraction MRI: Preclinical Results, Radiology 288(3) (2018) 748–754.PubMedCrossRef J.A. Luetkens, S. Klein, F. Traber, F.C. Schmeel, A.M. Sprinkart, D.L.R. Kuetting, W. Block, F.E. Uschner, R. Schierwagen, K. Hittatiya, G. Kristiansen, J. Gieseke, H.H. Schild, J. Trebicka, G.M. Kukuk, Quantification of Liver Fibrosis at T1 and T2 Mapping with Extracellular Volume Fraction MRI: Preclinical Results, Radiology 288(3) (2018) 748–754.PubMedCrossRef
66.
go back to reference S.L. Guo, L.N. Su, Y.N. Zhai, W.M. Chirume, J.Q. Lei, H. Zhang, L. Yang, X.P. Shen, X.X. Wen, Y.M. Guo, The clinical value of hepatic extracellular volume fraction using routine multiphasic contrast-enhanced liver CT for staging liver fibrosis, Clin Radiol 72(3) (2017) 242–246.PubMedCrossRef S.L. Guo, L.N. Su, Y.N. Zhai, W.M. Chirume, J.Q. Lei, H. Zhang, L. Yang, X.P. Shen, X.X. Wen, Y.M. Guo, The clinical value of hepatic extracellular volume fraction using routine multiphasic contrast-enhanced liver CT for staging liver fibrosis, Clin Radiol 72(3) (2017) 242–246.PubMedCrossRef
67.
go back to reference K. Tago, J. Tsukada, N. Sudo, K. Shibutani, M. Okada, H. Abe, K. Ibukuro, T. Higaki, T. Takayama, Comparison between CT volumetry and extracellular volume fraction using liver dynamic CT for the predictive ability of liver fibrosis in patients with hepatocellular carcinoma, Eur Radiol (2022). K. Tago, J. Tsukada, N. Sudo, K. Shibutani, M. Okada, H. Abe, K. Ibukuro, T. Higaki, T. Takayama, Comparison between CT volumetry and extracellular volume fraction using liver dynamic CT for the predictive ability of liver fibrosis in patients with hepatocellular carcinoma, Eur Radiol (2022).
68.
go back to reference M.L. Wells, M.R. Moynagh, R.E. Carter, R.A. Childs, C.E. Leitch, J.G. Fletcher, B.M. Yeh, S.K. Venkatesh, Correlation of hepatic fractional extracellular space using gadolinium enhanced MRI with liver stiffness using magnetic resonance elastography, Abdom Radiol (NY) 42(1) (2017) 191–198.PubMedCrossRef M.L. Wells, M.R. Moynagh, R.E. Carter, R.A. Childs, C.E. Leitch, J.G. Fletcher, B.M. Yeh, S.K. Venkatesh, Correlation of hepatic fractional extracellular space using gadolinium enhanced MRI with liver stiffness using magnetic resonance elastography, Abdom Radiol (NY) 42(1) (2017) 191–198.PubMedCrossRef
69.
go back to reference P.A. Kupczyk, N. Mesropyan, A. Isaak, C. Endler, A. Faron, D. Kuetting, A.M. Sprinkart, B. Madler, D. Thomas, U.I. Attenberger, J.A. Luetkens, Quantitative MRI of the liver: Evaluation of extracellular volume fraction and other quantitative parameters in comparison to MR elastography for the assessment of hepatopathy, Magn Reson Imaging 77 (2021) 7–13.PubMedCrossRef P.A. Kupczyk, N. Mesropyan, A. Isaak, C. Endler, A. Faron, D. Kuetting, A.M. Sprinkart, B. Madler, D. Thomas, U.I. Attenberger, J.A. Luetkens, Quantitative MRI of the liver: Evaluation of extracellular volume fraction and other quantitative parameters in comparison to MR elastography for the assessment of hepatopathy, Magn Reson Imaging 77 (2021) 7–13.PubMedCrossRef
70.
go back to reference N. Mesropyan, P. Kupczyk, A. Isaak, C. Endler, A. Faron, L. Dold, A.M. Sprinkart, C.C. Pieper, D. Kuetting, U. Attenberger, J.A. Luetkens, Synthetic extracellular volume fraction without hematocrit sampling for hepatic applications, Abdom Radiol (NY) 46(10) (2021) 4637–4646.PubMedCrossRef N. Mesropyan, P. Kupczyk, A. Isaak, C. Endler, A. Faron, L. Dold, A.M. Sprinkart, C.C. Pieper, D. Kuetting, U. Attenberger, J.A. Luetkens, Synthetic extracellular volume fraction without hematocrit sampling for hepatic applications, Abdom Radiol (NY) 46(10) (2021) 4637–4646.PubMedCrossRef
71.
go back to reference Y. Shinagawa, K. Sakamoto, K. Sato, E. Ito, H. Urakawa, K. Yoshimitsu, Usefulness of new subtraction algorithm in estimating degree of liver fibrosis by calculating extracellular volume fraction obtained from routine liver CT protocol equilibrium phase data: Preliminary experience, Eur J Radiol 103 (2018) 99–104.PubMedCrossRef Y. Shinagawa, K. Sakamoto, K. Sato, E. Ito, H. Urakawa, K. Yoshimitsu, Usefulness of new subtraction algorithm in estimating degree of liver fibrosis by calculating extracellular volume fraction obtained from routine liver CT protocol equilibrium phase data: Preliminary experience, Eur J Radiol 103 (2018) 99–104.PubMedCrossRef
72.
go back to reference Y. Nagayama, Y. Kato, T. Inoue, T. Nakaura, S. Oda, M. Kidoh, O. Ikeda, T. Hirai, Liver fibrosis assessment with multiphasic dual-energy CT: diagnostic performance of iodine uptake parameters, Eur Radiol 31(8) (2021) 5779–5790.PubMedCrossRef Y. Nagayama, Y. Kato, T. Inoue, T. Nakaura, S. Oda, M. Kidoh, O. Ikeda, T. Hirai, Liver fibrosis assessment with multiphasic dual-energy CT: diagnostic performance of iodine uptake parameters, Eur Radiol 31(8) (2021) 5779–5790.PubMedCrossRef
73.
go back to reference J.H. Yoon, J.M. Lee, J.H. Kim, K.B. Lee, H. Kim, S.K. Hong, N.J. Yi, K.W. Lee, K.S. Suh, Hepatic fibrosis grading with extracellular volume fraction from iodine mapping in spectral liver CT, Eur J Radiol 137 (2021) 109604.PubMedCrossRef J.H. Yoon, J.M. Lee, J.H. Kim, K.B. Lee, H. Kim, S.K. Hong, N.J. Yi, K.W. Lee, K.S. Suh, Hepatic fibrosis grading with extracellular volume fraction from iodine mapping in spectral liver CT, Eur J Radiol 137 (2021) 109604.PubMedCrossRef
74.
go back to reference K.Y. Elbanna, B. Mansoori, A. Mileto, P. Rogalla, S.G. L, Dual-energy CT in diffuse liver disease: is there a role?, Abdom Radiol (NY) 45(11) (2020) 3413–3424.PubMedCrossRef K.Y. Elbanna, B. Mansoori, A. Mileto, P. Rogalla, S.G. L, Dual-energy CT in diffuse liver disease: is there a role?, Abdom Radiol (NY) 45(11) (2020) 3413–3424.PubMedCrossRef
75.
go back to reference N.F. Majeed, M. Braschi Amirfarzan, C. Wald, J.R. Wortman, Spectral detector CT applications in advanced liver imaging, Br J Radiol 94(1123) (2021) 20201290.PubMedPubMedCentralCrossRef N.F. Majeed, M. Braschi Amirfarzan, C. Wald, J.R. Wortman, Spectral detector CT applications in advanced liver imaging, Br J Radiol 94(1123) (2021) 20201290.PubMedPubMedCentralCrossRef
76.
go back to reference U.K. Marri, P. Das, Shalimar, M. Kalaivani, D.N. Srivastava, K.S. Madhusudhan, Noninvasive Staging of Liver Fibrosis Using 5-Minute Delayed Dual-Energy CT: Comparison with US Elastography and Correlation with Histologic Findings, Radiology 298(3) (2021) 600–608.PubMedCrossRef U.K. Marri, P. Das, Shalimar, M. Kalaivani, D.N. Srivastava, K.S. Madhusudhan, Noninvasive Staging of Liver Fibrosis Using 5-Minute Delayed Dual-Energy CT: Comparison with US Elastography and Correlation with Histologic Findings, Radiology 298(3) (2021) 600–608.PubMedCrossRef
77.
go back to reference D. Feier, C. Balassy, N. Bastati, J. Stift, R. Badea, A. Ba-Ssalamah, Liver fibrosis: histopathologic and biochemical influences on diagnostic efficacy of hepatobiliary contrast-enhanced MR imaging in staging, Radiology 269(2) (2013) 460–8.PubMedCrossRef D. Feier, C. Balassy, N. Bastati, J. Stift, R. Badea, A. Ba-Ssalamah, Liver fibrosis: histopathologic and biochemical influences on diagnostic efficacy of hepatobiliary contrast-enhanced MR imaging in staging, Radiology 269(2) (2013) 460–8.PubMedCrossRef
78.
go back to reference Y.R. Choi, J.M. Lee, J.H. Yoon, J.K. Han, B.I. Choi, Comparison of magnetic resonance elastography and gadoxetate disodium-enhanced magnetic resonance imaging for the evaluation of hepatic fibrosis, Invest Radiol 48(8) (2013) 607–13.PubMedCrossRef Y.R. Choi, J.M. Lee, J.H. Yoon, J.K. Han, B.I. Choi, Comparison of magnetic resonance elastography and gadoxetate disodium-enhanced magnetic resonance imaging for the evaluation of hepatic fibrosis, Invest Radiol 48(8) (2013) 607–13.PubMedCrossRef
79.
go back to reference H.J. Jang, J.H. Min, J.E. Lee, K.S. Shin, K.H. Kim, S.Y. Choi, Assessment of liver fibrosis with gadoxetic acid-enhanced MRI: comparisons with transient elastography, ElastPQ, and serologic fibrosis markers, Abdom Radiol (NY) 44(8) (2019) 2769–2780.PubMedCrossRef H.J. Jang, J.H. Min, J.E. Lee, K.S. Shin, K.H. Kim, S.Y. Choi, Assessment of liver fibrosis with gadoxetic acid-enhanced MRI: comparisons with transient elastography, ElastPQ, and serologic fibrosis markers, Abdom Radiol (NY) 44(8) (2019) 2769–2780.PubMedCrossRef
80.
go back to reference V.C. Obmann, A. Berzigotti, D. Catucci, L. Ebner, C. Grani, J.T. Heverhagen, A. Christe, A.T. Huber, T1 mapping of the liver and the spleen in patients with liver fibrosis-does normalization to the blood pool increase the predictive value?, Eur Radiol 31(6) (2021) 4308–4318.PubMedCrossRef V.C. Obmann, A. Berzigotti, D. Catucci, L. Ebner, C. Grani, J.T. Heverhagen, A. Christe, A.T. Huber, T1 mapping of the liver and the spleen in patients with liver fibrosis-does normalization to the blood pool increase the predictive value?, Eur Radiol 31(6) (2021) 4308–4318.PubMedCrossRef
81.
go back to reference J.H. Ahn, J.S. Yu, K.S. Park, S.H. Kang, J.H. Huh, J.S. Chang, J.H. Lee, M.Y. Kim, M.D. Nickel, S. Kannengiesser, J.Y. Kim, S.B. Koh, Effect of hepatic steatosis on native T1 mapping of 3T magnetic resonance imaging in the assessment of T1 values for patients with non-alcoholic fatty liver disease, Magn Reson Imaging 80 (2021) 1–8.PubMedCrossRef J.H. Ahn, J.S. Yu, K.S. Park, S.H. Kang, J.H. Huh, J.S. Chang, J.H. Lee, M.Y. Kim, M.D. Nickel, S. Kannengiesser, J.Y. Kim, S.B. Koh, Effect of hepatic steatosis on native T1 mapping of 3T magnetic resonance imaging in the assessment of T1 values for patients with non-alcoholic fatty liver disease, Magn Reson Imaging 80 (2021) 1–8.PubMedCrossRef
82.
go back to reference Q. Li, T. Chen, N. Shi, W. Ye, M. Yuan, Y. Shi, Quantitative evaluation of hepatic fibrosis by fibro Scan and Gd-EOB-DTPA-enhanced T1 mapping magnetic resonance imaging in chronic hepatitis B, Abdom Radiol (NY) 47(2) (2022) 684–692.PubMedCrossRef Q. Li, T. Chen, N. Shi, W. Ye, M. Yuan, Y. Shi, Quantitative evaluation of hepatic fibrosis by fibro Scan and Gd-EOB-DTPA-enhanced T1 mapping magnetic resonance imaging in chronic hepatitis B, Abdom Radiol (NY) 47(2) (2022) 684–692.PubMedCrossRef
83.
go back to reference Y. Ding, S.X. Rao, T. Zhu, C.Z. Chen, R.C. Li, M.S. Zeng, Liver fibrosis staging using T1 mapping on gadoxetic acid-enhanced MRI compared with DW imaging, Clin Radiol 70(10) (2015) 1096–103.PubMedCrossRef Y. Ding, S.X. Rao, T. Zhu, C.Z. Chen, R.C. Li, M.S. Zeng, Liver fibrosis staging using T1 mapping on gadoxetic acid-enhanced MRI compared with DW imaging, Clin Radiol 70(10) (2015) 1096–103.PubMedCrossRef
84.
go back to reference L. Yang, Y. Ding, S. Rao, C. Chen, L. Wu, R. Sheng, C. Fu, M. Zeng, Staging liver fibrosis in chronic hepatitis B with T(1) relaxation time index on gadoxetic acid-enhanced MRI: Comparison with aspartate aminotransferase-to-platelet ratio index and FIB-4, J Magn Reson Imaging 45(4) (2017) 1186–1194.PubMedCrossRef L. Yang, Y. Ding, S. Rao, C. Chen, L. Wu, R. Sheng, C. Fu, M. Zeng, Staging liver fibrosis in chronic hepatitis B with T(1) relaxation time index on gadoxetic acid-enhanced MRI: Comparison with aspartate aminotransferase-to-platelet ratio index and FIB-4, J Magn Reson Imaging 45(4) (2017) 1186–1194.PubMedCrossRef
85.
go back to reference D. Yang, D. Li, J. Li, Z. Yang, Z. Wang, Systematic review: The diagnostic efficacy of gadoxetic acid-enhanced MRI for liver fibrosis staging, Eur J Radiol 125 (2020) 108857.PubMedCrossRef D. Yang, D. Li, J. Li, Z. Yang, Z. Wang, Systematic review: The diagnostic efficacy of gadoxetic acid-enhanced MRI for liver fibrosis staging, Eur J Radiol 125 (2020) 108857.PubMedCrossRef
86.
go back to reference H. Jiang, J. Chen, R. Gao, Z. Huang, M. Wu, B. Song, Liver fibrosis staging with diffusion-weighted imaging: a systematic review and meta-analysis, Abdom Radiol (NY) 42(2) (2017) 490–501.PubMedCrossRef H. Jiang, J. Chen, R. Gao, Z. Huang, M. Wu, B. Song, Liver fibrosis staging with diffusion-weighted imaging: a systematic review and meta-analysis, Abdom Radiol (NY) 42(2) (2017) 490–501.PubMedCrossRef
87.
go back to reference Z. Ye, Y. Wei, J. Chen, S. Yao, B. Song, Value of intravoxel incoherent motion in detecting and staging liver fibrosis: A meta-analysis, World J Gastroenterol 26(23) (2020) 3304–3317.PubMedPubMedCentralCrossRef Z. Ye, Y. Wei, J. Chen, S. Yao, B. Song, Value of intravoxel incoherent motion in detecting and staging liver fibrosis: A meta-analysis, World J Gastroenterol 26(23) (2020) 3304–3317.PubMedPubMedCentralCrossRef
88.
go back to reference W. Jang, S. Jo, J.S. Song, H.P. Hwang, S.H. Kim, Comparison of diffusion-weighted imaging and MR elastography in staging liver fibrosis: a meta-analysis, Abdom Radiol (NY) 46(8) (2021) 3889–3907.PubMedCrossRef W. Jang, S. Jo, J.S. Song, H.P. Hwang, S.H. Kim, Comparison of diffusion-weighted imaging and MR elastography in staging liver fibrosis: a meta-analysis, Abdom Radiol (NY) 46(8) (2021) 3889–3907.PubMedCrossRef
89.
go back to reference N. Seo, Y.E. Chung, Y.N. Park, E. Kim, J. Hwang, M.J. Kim, Liver fibrosis: stretched exponential model outperforms mono-exponential and bi-exponential models of diffusion-weighted MRI, Eur Radiol 28(7) (2018) 2812–2822.PubMedCrossRef N. Seo, Y.E. Chung, Y.N. Park, E. Kim, J. Hwang, M.J. Kim, Liver fibrosis: stretched exponential model outperforms mono-exponential and bi-exponential models of diffusion-weighted MRI, Eur Radiol 28(7) (2018) 2812–2822.PubMedCrossRef
90.
go back to reference J.H. Park, N. Seo, Y.E. Chung, S.U. Kim, Y.N. Park, J.Y. Choi, M.S. Park, M.J. Kim, Noninvasive evaluation of liver fibrosis: comparison of the stretched exponential diffusion-weighted model to other diffusion-weighted MRI models and transient elastography, Eur Radiol 31(7) (2021) 4813–4823.PubMedCrossRef J.H. Park, N. Seo, Y.E. Chung, S.U. Kim, Y.N. Park, J.Y. Choi, M.S. Park, M.J. Kim, Noninvasive evaluation of liver fibrosis: comparison of the stretched exponential diffusion-weighted model to other diffusion-weighted MRI models and transient elastography, Eur Radiol 31(7) (2021) 4813–4823.PubMedCrossRef
91.
go back to reference D. Yoshimaru, T. Miyati, Y. Suzuki, Y. Hamada, N. Mogi, A. Funaki, A. Tabata, A. Masunaga, M. Shimada, M. Tobari, T. Nishino, Diffusion kurtosis imaging with the breath-hold technique for staging hepatic fibrosis: A preliminary study, Magn Reson Imaging 47 (2018) 33–38.PubMedCrossRef D. Yoshimaru, T. Miyati, Y. Suzuki, Y. Hamada, N. Mogi, A. Funaki, A. Tabata, A. Masunaga, M. Shimada, M. Tobari, T. Nishino, Diffusion kurtosis imaging with the breath-hold technique for staging hepatic fibrosis: A preliminary study, Magn Reson Imaging 47 (2018) 33–38.PubMedCrossRef
92.
go back to reference Y. Son, J. Park, J.M. Lee, R. Grimm, I.Y. Kim, Comparison of the Effects of Hepatic Steatosis on Monoexponential DWI, Intravoxel Incoherent Motion Diffusion-weighted Imaging and Diffusion Kurtosis Imaging, Acad Radiol 28 Suppl 1 (2021) S203-S209.PubMed Y. Son, J. Park, J.M. Lee, R. Grimm, I.Y. Kim, Comparison of the Effects of Hepatic Steatosis on Monoexponential DWI, Intravoxel Incoherent Motion Diffusion-weighted Imaging and Diffusion Kurtosis Imaging, Acad Radiol 28 Suppl 1 (2021) S203-S209.PubMed
93.
go back to reference Y.S. Sung, B. Park, H.J. Park, S.S. Lee, Radiomics and deep learning in liver diseases, J Gastroenterol Hepatol 36(3) (2021) 561–568.PubMedCrossRef Y.S. Sung, B. Park, H.J. Park, S.S. Lee, Radiomics and deep learning in liver diseases, J Gastroenterol Hepatol 36(3) (2021) 561–568.PubMedCrossRef
94.
go back to reference K. Wang, X. Lu, H. Zhou, Y. Gao, J. Zheng, M. Tong, C. Wu, C. Liu, L. Huang, T. Jiang, F. Meng, Y. Lu, H. Ai, X.Y. Xie, L.P. Yin, P. Liang, J. Tian, R. Zheng, Deep learning Radiomics of shear wave elastography significantly improved diagnostic performance for assessing liver fibrosis in chronic hepatitis B: a prospective multicentre study, Gut 68(4) (2019) 729–741.PubMedCrossRef K. Wang, X. Lu, H. Zhou, Y. Gao, J. Zheng, M. Tong, C. Wu, C. Liu, L. Huang, T. Jiang, F. Meng, Y. Lu, H. Ai, X.Y. Xie, L.P. Yin, P. Liang, J. Tian, R. Zheng, Deep learning Radiomics of shear wave elastography significantly improved diagnostic performance for assessing liver fibrosis in chronic hepatitis B: a prospective multicentre study, Gut 68(4) (2019) 729–741.PubMedCrossRef
95.
go back to reference J.C. Wang, R. Fu, X.W. Tao, Y.F. Mao, F. Wang, Z.C. Zhang, W.W. Yu, J. Chen, J. He, B.C. Sun, A radiomics-based model on non-contrast CT for predicting cirrhosis: make the most of image data, Biomark Res 8 (2020) 47.PubMedPubMedCentralCrossRef J.C. Wang, R. Fu, X.W. Tao, Y.F. Mao, F. Wang, Z.C. Zhang, W.W. Yu, J. Chen, J. He, B.C. Sun, A radiomics-based model on non-contrast CT for predicting cirrhosis: make the most of image data, Biomark Res 8 (2020) 47.PubMedPubMedCentralCrossRef
96.
go back to reference J. Wang, S. Tang, Y. Mao, J. Wu, S. Xu, Q. Yue, J. Chen, J. He, Y. Yin, Radiomics analysis of contrast-enhanced CT for staging liver fibrosis: an update for image biomarker, Hepatol Int 16(3) (2022) 627–639.PubMedCrossRef J. Wang, S. Tang, Y. Mao, J. Wu, S. Xu, Q. Yue, J. Chen, J. He, Y. Yin, Radiomics analysis of contrast-enhanced CT for staging liver fibrosis: an update for image biomarker, Hepatol Int 16(3) (2022) 627–639.PubMedCrossRef
97.
go back to reference M. Ni, L. Wang, H. Yu, X. Wen, Y. Yang, G. Liu, Y. Hu, Z. Li, Radiomics Approaches for Predicting Liver Fibrosis With Nonenhanced T(1) -Weighted Imaging: Comparison of Different Radiomics Models, J Magn Reson Imaging 53(4) (2021) 1080–1089.PubMedCrossRef M. Ni, L. Wang, H. Yu, X. Wen, Y. Yang, G. Liu, Y. Hu, Z. Li, Radiomics Approaches for Predicting Liver Fibrosis With Nonenhanced T(1) -Weighted Imaging: Comparison of Different Radiomics Models, J Magn Reson Imaging 53(4) (2021) 1080–1089.PubMedCrossRef
98.
go back to reference L. He, H. Li, J.A. Dudley, T.C. Maloney, S.L. Brady, E. Somasundaram, A.T. Trout, J.R. Dillman, Machine Learning Prediction of Liver Stiffness Using Clinical and T2-Weighted MRI Radiomic Data, AJR Am J Roentgenol 213(3) (2019) 592–601.PubMedCrossRef L. He, H. Li, J.A. Dudley, T.C. Maloney, S.L. Brady, E. Somasundaram, A.T. Trout, J.R. Dillman, Machine Learning Prediction of Liver Stiffness Using Clinical and T2-Weighted MRI Radiomic Data, AJR Am J Roentgenol 213(3) (2019) 592–601.PubMedCrossRef
99.
go back to reference W. Zheng, W. Guo, M. Xiong, X. Chen, L. Gao, Y. Song, D. Cao, Clinic-radiological features and radiomics signatures based on Gd-BOPTA-enhanced MRI for predicting advanced liver fibrosis, Eur Radiol 33(1) (2023) 633–644.PubMedCrossRef W. Zheng, W. Guo, M. Xiong, X. Chen, L. Gao, Y. Song, D. Cao, Clinic-radiological features and radiomics signatures based on Gd-BOPTA-enhanced MRI for predicting advanced liver fibrosis, Eur Radiol 33(1) (2023) 633–644.PubMedCrossRef
100.
go back to reference K.J. Choi, J.K. Jang, S.S. Lee, Y.S. Sung, W.H. Shim, H.S. Kim, J. Yun, J.Y. Choi, Y. Lee, B.K. Kang, J.H. Kim, S.Y. Kim, E.S. Yu, Development and Validation of a Deep Learning System for Staging Liver Fibrosis by Using Contrast Agent-enhanced CT Images in the Liver, Radiology 289(3) (2018) 688–697.PubMedCrossRef K.J. Choi, J.K. Jang, S.S. Lee, Y.S. Sung, W.H. Shim, H.S. Kim, J. Yun, J.Y. Choi, Y. Lee, B.K. Kang, J.H. Kim, S.Y. Kim, E.S. Yu, Development and Validation of a Deep Learning System for Staging Liver Fibrosis by Using Contrast Agent-enhanced CT Images in the Liver, Radiology 289(3) (2018) 688–697.PubMedCrossRef
101.
go back to reference S.J. Hectors, P. Kennedy, K.H. Huang, D. Stocker, G. Carbonell, H. Greenspan, S. Friedman, B. Taouli, Fully automated prediction of liver fibrosis using deep learning analysis of gadoxetic acid-enhanced MRI, Eur Radiol 31(6) (2021) 3805–3814.PubMedCrossRef S.J. Hectors, P. Kennedy, K.H. Huang, D. Stocker, G. Carbonell, H. Greenspan, S. Friedman, B. Taouli, Fully automated prediction of liver fibrosis using deep learning analysis of gadoxetic acid-enhanced MRI, Eur Radiol 31(6) (2021) 3805–3814.PubMedCrossRef
102.
go back to reference H.J. Lee, S.B. Hong, N.K. Lee, S. Kim, H.I. Seo, D.U. Kim, S.Y. Han, K.S. Choo, Validation of functional liver imaging scores (FLIS) derived from gadoxetic acid-enhanced MRI in patients with chronic liver disease and liver cirrhosis: the relationship between Child-Pugh score and FLIS, Eur Radiol 31(11) (2021) 8606–8614.PubMedCrossRef H.J. Lee, S.B. Hong, N.K. Lee, S. Kim, H.I. Seo, D.U. Kim, S.Y. Han, K.S. Choo, Validation of functional liver imaging scores (FLIS) derived from gadoxetic acid-enhanced MRI in patients with chronic liver disease and liver cirrhosis: the relationship between Child-Pugh score and FLIS, Eur Radiol 31(11) (2021) 8606–8614.PubMedCrossRef
103.
go back to reference S. Aslan, U. Eryuruk, M.N. Tasdemir, I.M. Cakir, Determining the efficacy of functional liver imaging score (FLIS) obtained from gadoxetic acid-enhanced MRI in patients with chronic liver disease and liver cirrhosis: the relationship between Albumin-Bilirubin (ALBI) grade and FLIS, Abdom Radiol (NY) 47(7) (2022) 2325–2334.PubMedCrossRef S. Aslan, U. Eryuruk, M.N. Tasdemir, I.M. Cakir, Determining the efficacy of functional liver imaging score (FLIS) obtained from gadoxetic acid-enhanced MRI in patients with chronic liver disease and liver cirrhosis: the relationship between Albumin-Bilirubin (ALBI) grade and FLIS, Abdom Radiol (NY) 47(7) (2022) 2325–2334.PubMedCrossRef
104.
go back to reference N. Luo, X. Huang, Y. Ji, G. Jin, Y. Qin, B. Xiang, D. Su, W. Tang, A functional liver imaging score for preoperative prediction of liver failure after hepatocellular carcinoma resection, Eur Radiol 32(8) (2022) 5623–5632.PubMedCrossRef N. Luo, X. Huang, Y. Ji, G. Jin, Y. Qin, B. Xiang, D. Su, W. Tang, A functional liver imaging score for preoperative prediction of liver failure after hepatocellular carcinoma resection, Eur Radiol 32(8) (2022) 5623–5632.PubMedCrossRef
105.
go back to reference N. Bastati, L. Beer, M. Mandorfer, S. Poetter-Lang, D. Tamandl, Y. Bican, M.C. Elmer, H. Einspieler, G. Semmler, B. Simbrunner, M. Weber, J.C. Hodge, F. Vernuccio, C. Sirlin, T. Reiberger, A. Ba-Ssalamah, Does the Functional Liver Imaging Score Derived from Gadoxetic Acid-enhanced MRI Predict Outcomes in Chronic Liver Disease?, Radiology 294(1) (2020) 98–107.PubMedCrossRef N. Bastati, L. Beer, M. Mandorfer, S. Poetter-Lang, D. Tamandl, Y. Bican, M.C. Elmer, H. Einspieler, G. Semmler, B. Simbrunner, M. Weber, J.C. Hodge, F. Vernuccio, C. Sirlin, T. Reiberger, A. Ba-Ssalamah, Does the Functional Liver Imaging Score Derived from Gadoxetic Acid-enhanced MRI Predict Outcomes in Chronic Liver Disease?, Radiology 294(1) (2020) 98–107.PubMedCrossRef
106.
go back to reference K. Sandrasegaran, E. Cui, R. Elkady, P. Gasparis, G. Borthakur, M. Tann, S. Liangpunsakul, Can functional parameters from hepatobiliary phase of gadoxetate MRI predict clinical outcomes in patients with cirrhosis?, Eur Radiol 28(10) (2018) 4215–4224.PubMedCrossRef K. Sandrasegaran, E. Cui, R. Elkady, P. Gasparis, G. Borthakur, M. Tann, S. Liangpunsakul, Can functional parameters from hepatobiliary phase of gadoxetate MRI predict clinical outcomes in patients with cirrhosis?, Eur Radiol 28(10) (2018) 4215–4224.PubMedCrossRef
107.
go back to reference Q. Wang, A. Wang, E. Sparrelid, J. Zhang, Y. Zhao, K. Ma, T.B. Brismar, Predictive value of gadoxetic acid-enhanced MRI for posthepatectomy liver failure: a systematic review, Eur Radiol 32(3) (2022) 1792–1803.PubMedCrossRef Q. Wang, A. Wang, E. Sparrelid, J. Zhang, Y. Zhao, K. Ma, T.B. Brismar, Predictive value of gadoxetic acid-enhanced MRI for posthepatectomy liver failure: a systematic review, Eur Radiol 32(3) (2022) 1792–1803.PubMedCrossRef
108.
go back to reference V. Ajmera, B.K. Kim, K. Yang, A.M. Majzoub, T. Nayfeh, N. Tamaki, N. Izumi, A. Nakajima, R. Idilman, M. Gumussoy, D.K. Oz, A. Erden, N.E. Quach, X. Tu, X. Zhang, M. Noureddin, A.M. Allen, R. Loomba, Liver Stiffness on Magnetic Resonance Elastography and the MEFIB Index and Liver-Related Outcomes in Nonalcoholic Fatty Liver Disease: A Systematic Review and Meta-Analysis of Individual Participants, Gastroenterology 163(4) (2022) 1079–1089 e5. V. Ajmera, B.K. Kim, K. Yang, A.M. Majzoub, T. Nayfeh, N. Tamaki, N. Izumi, A. Nakajima, R. Idilman, M. Gumussoy, D.K. Oz, A. Erden, N.E. Quach, X. Tu, X. Zhang, M. Noureddin, A.M. Allen, R. Loomba, Liver Stiffness on Magnetic Resonance Elastography and the MEFIB Index and Liver-Related Outcomes in Nonalcoholic Fatty Liver Disease: A Systematic Review and Meta-Analysis of Individual Participants, Gastroenterology 163(4) (2022) 1079–1089 e5.
109.
go back to reference M. Pons, S. Rodriguez-Tajes, J.I. Esteban, Z. Marino, V. Vargas, S. Lens, M. Buti, S. Augustin, X. Forns, B. Minguez, J. Genesca, Non-invasive prediction of liver-related events in patients with HCV-associated compensated advanced chronic liver disease after oral antivirals, J Hepatol 72(3) (2020) 472–480.PubMedCrossRef M. Pons, S. Rodriguez-Tajes, J.I. Esteban, Z. Marino, V. Vargas, S. Lens, M. Buti, S. Augustin, X. Forns, B. Minguez, J. Genesca, Non-invasive prediction of liver-related events in patients with HCV-associated compensated advanced chronic liver disease after oral antivirals, J Hepatol 72(3) (2020) 472–480.PubMedCrossRef
110.
go back to reference R. Loomba, D.Q. Huang, A.J. Sanyal, Q.M. Anstee, M. Trauner, E.J. Lawitz, D. Ding, L. Ma, C. Jia, A. Billin, R.S. Huss, C. Chung, Z. Goodman, V.W. Wong, T. Okanoue, M. Romero-Gomez, M.F. Abdelmalek, A. Muir, N. Afdhal, J. Bosch, S. Harrison, Z.M. Younossi, R.P. Myers, Liver stiffness thresholds to predict disease progression and clinical outcomes in bridging fibrosis and cirrhosis, Gut 72(3) (2023) 581–589.PubMedCrossRef R. Loomba, D.Q. Huang, A.J. Sanyal, Q.M. Anstee, M. Trauner, E.J. Lawitz, D. Ding, L. Ma, C. Jia, A. Billin, R.S. Huss, C. Chung, Z. Goodman, V.W. Wong, T. Okanoue, M. Romero-Gomez, M.F. Abdelmalek, A. Muir, N. Afdhal, J. Bosch, S. Harrison, Z.M. Younossi, R.P. Myers, Liver stiffness thresholds to predict disease progression and clinical outcomes in bridging fibrosis and cirrhosis, Gut 72(3) (2023) 581–589.PubMedCrossRef
111.
go back to reference J.G. Abraldes, C. Bureau, H. Stefanescu, S. Augustin, M. Ney, H. Blasco, B. Procopet, J. Bosch, J. Genesca, A. Berzigotti, I. Anticipate, Noninvasive tools and risk of clinically significant portal hypertension and varices in compensated cirrhosis: The “Anticipate” study, Hepatology 64(6) (2016) 2173–2184.PubMedCrossRef J.G. Abraldes, C. Bureau, H. Stefanescu, S. Augustin, M. Ney, H. Blasco, B. Procopet, J. Bosch, J. Genesca, A. Berzigotti, I. Anticipate, Noninvasive tools and risk of clinically significant portal hypertension and varices in compensated cirrhosis: The “Anticipate” study, Hepatology 64(6) (2016) 2173–2184.PubMedCrossRef
112.
go back to reference R. de Franchis, J. Bosch, G. Garcia-Tsao, T. Reiberger, C. Ripoll, V.I.I.F. Baveno, Baveno VII - Renewing consensus in portal hypertension, J Hepatol 76(4) (2022) 959–974.PubMedCrossRef R. de Franchis, J. Bosch, G. Garcia-Tsao, T. Reiberger, C. Ripoll, V.I.I.F. Baveno, Baveno VII - Renewing consensus in portal hypertension, J Hepatol 76(4) (2022) 959–974.PubMedCrossRef
113.
go back to reference Ludwig DR, Fraum TJ, Ballard DH, Narra VR, Shetty AS. Imaging Biomarkers of Hepatic Fibrosis: Reliability and Accuracy of Hepatic Periportal Space Widening and Other Morphologic Features on MRI. AJR Am J Roentgenol 216 (5) (2021):1229–1239.PubMedPubMedCentralCrossRef Ludwig DR, Fraum TJ, Ballard DH, Narra VR, Shetty AS. Imaging Biomarkers of Hepatic Fibrosis: Reliability and Accuracy of Hepatic Periportal Space Widening and Other Morphologic Features on MRI. AJR Am J Roentgenol 216 (5) (2021):1229–1239.PubMedPubMedCentralCrossRef
114.
go back to reference Chow KU, Luxembourg B, Seifried E, Bonig H. Spleen Size Is Significantly Influenced by Body Height and Sex: Establishment of Normal Values for Spleen Size at US with a Cohort of 1200 Healthy Individuals. Radiology 279 (1) (2016):306–313.PubMedCrossRef Chow KU, Luxembourg B, Seifried E, Bonig H. Spleen Size Is Significantly Influenced by Body Height and Sex: Establishment of Normal Values for Spleen Size at US with a Cohort of 1200 Healthy Individuals. Radiology 279 (1) (2016):306–313.PubMedCrossRef
115.
go back to reference Pozo AL, Godfrey EM, Bowles KM. Splenomegaly: investigation, diagnosis and management. Blood Rev 23 (3) (2009):105–111.PubMedCrossRef Pozo AL, Godfrey EM, Bowles KM. Splenomegaly: investigation, diagnosis and management. Blood Rev 23 (3) (2009):105–111.PubMedCrossRef
116.
go back to reference Sigrist RMS, Liau J, Kaffas AE, Chammas MC, Willmann JK. Ultrasound Elastography: Review of Techniques and Clinical Applications. Theranostics 7 (5) (2017):1303–1329.PubMedPubMedCentralCrossRef Sigrist RMS, Liau J, Kaffas AE, Chammas MC, Willmann JK. Ultrasound Elastography: Review of Techniques and Clinical Applications. Theranostics 7 (5) (2017):1303–1329.PubMedPubMedCentralCrossRef
Metadata
Title
Noninvasive diagnosis of liver cirrhosis: qualitative and quantitative imaging biomarkers
Authors
Tianying Zheng
Yali Qu
Jie Chen
Jie Yang
Hualin Yan
Hanyu Jiang
Bin Song
Publication date
19-02-2024
Publisher
Springer US
Published in
Abdominal Radiology
Print ISSN: 2366-004X
Electronic ISSN: 2366-0058
DOI
https://doi.org/10.1007/s00261-024-04225-8
Live Webinar | 27-06-2024 | 18:00 (CEST)

Keynote webinar | Spotlight on medication adherence

Live: Thursday 27th June 2024, 18:00-19:30 (CEST)

WHO estimates that half of all patients worldwide are non-adherent to their prescribed medication. The consequences of poor adherence can be catastrophic, on both the individual and population level.

Join our expert panel to discover why you need to understand the drivers of non-adherence in your patients, and how you can optimize medication adherence in your clinics to drastically improve patient outcomes.

Prof. Kevin Dolgin
Prof. Florian Limbourg
Prof. Anoop Chauhan
Developed by: Springer Medicine
Obesity Clinical Trial Summary

At a glance: The STEP trials

A round-up of the STEP phase 3 clinical trials evaluating semaglutide for weight loss in people with overweight or obesity.

Developed by: Springer Medicine

Highlights from the ACC 2024 Congress

Year in Review: Pediatric cardiology

Watch Dr. Anne Marie Valente present the last year's highlights in pediatric and congenital heart disease in the official ACC.24 Year in Review session.

Year in Review: Pulmonary vascular disease

The last year's highlights in pulmonary vascular disease are presented by Dr. Jane Leopold in this official video from ACC.24.

Year in Review: Valvular heart disease

Watch Prof. William Zoghbi present the last year's highlights in valvular heart disease from the official ACC.24 Year in Review session.

Year in Review: Heart failure and cardiomyopathies

Watch this official video from ACC.24. Dr. Biykem Bozkurt discusses last year's major advances in heart failure and cardiomyopathies.