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Imaging diagnosis of hepatocellular carcinoma: Future directions with special emphasis on hepatobiliary magnetic resonance imaging and contrast-enhanced ultrasound

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Hepatocellular carcinoma (HCC) is a unique cancer entity that can be noninvasively diagnosed using imaging modalities without pathologic confirmation. In 2018, several major guidelines for HCC were updated to include hepatobiliary contrast agent magnetic resonance imaging (HBA-MRI) and contrast-enhanced ultrasound (CEUS) as major imaging modalities for HCC diagnosis. HBA-MRI enables the achievement of high sensitivity in HCC detection using the hepatobiliary phase (HBP). CEUS is another imaging modality with real-time imaging capability, and it is reported to be useful as a second-line modality to increase sensitivity without losing specificity for HCC diagnosis. However, until now, there is an unsolved discrepancy among guidelines on whether to accept “HBP hypointensity” as a definite diagnostic criterion for HCC or include CEUS in the diagnostic algorithm for HCC diagnosis. Furthermore, there is variability in terminology and inconsistencies in the definition of imaging findings among guidelines; therefore, there is an unmet need for the development of a standardized lexicon. In this article, we review the performance and limitations of HBAMRI and CEUS after guideline updates in 2018 and briefly introduce some future aspects of imaging-based HCC diagnosis.

Abstract

Hepatocellular carcinoma (HCC) is a unique cancer entity that can be noninvasively diagnosed using imaging modalities without pathologic confirmation. In 2018, several major guidelines for HCC were updated to include hepatobiliary contrast agent magnetic resonance imaging (HBA-MRI) and contrast-enhanced ultrasound (CEUS) as major imaging modalities for HCC diagnosis. HBA-MRI enables the achievement of high sensitivity in HCC detection using the hepatobiliary phase (HBP). CEUS is another imaging modality with real-time imaging capability, and it is reported to be useful as a second-line modality to increase sensitivity without losing specificity for HCC diagnosis. However, until now, there is an unsolved discrepancy among guidelines on whether to accept “HBP hypointensity” as a definite diagnostic criterion for HCC or include CEUS in the diagnostic algorithm for HCC diagnosis. Furthermore, there is variability in terminology and inconsistencies in the definition of imaging findings among guidelines; therefore, there is an unmet need for the development of a standardized lexicon. In this article, we review the performance and limitations of HBAMRI and CEUS after guideline updates in 2018 and briefly introduce some future aspects of imaging-based HCC diagnosis.

참고문헌 (131)

  1. Yang JD, "A global view of hepatocellular carcinoma : trends, risk, prevention and management", Nat Rev Gastroenterol Hepatol, 16, pp.589~604 (2019)
  2. Ozakyol A, "Global epidemiology of hepatocellular carcinoma(HCC epidemiology)", J Gastrointest Cancer, 48, pp.238~240 (2017)
  3. Sung H, "Global cancer statistics 2020 : GLOBOCAN estimates of incidence and mortality worldwide for 36 cancers in 185 countries", CA Cancer J Clin, 71, pp.209~249 (2021)
  4. Tang A, "why they exist, how they have evolved, and how they differ", Abdom Radiol(NY), 43, pp.3~12 (2018)
  5. Marrero JA, "Diagnosis, staging, and management of hepatocellular carcinoma : 2018 practice guidance by the American Association for the Study of Liver Diseases", Hepatology, 68, pp.723~750 (2018)
  6. Chernyak V, "Liver imaging reporting and data system(LI-RADS)version 2018 : imaging of hepatocellular carcinoma in at-risk patients", Radiology, 289, pp.816~830 (2018)
  7. European Association for the Study of the Liver, "EASL clinical practice guidelines : management of hepatocellular carcinoma", J Hepatol, 69, pp.182~236 (2018)
  8. Omata M, "Asia-Pacific clinical practice guidelines on the management of hepatocellular carcinoma : a 2017 update", Hepatol Int, 11, pp.317~370 (2017)
  9. Korean Liver Cancer Association (KLCA) and National Cancer Center (NCC, "2018 Korean Liver Cancer Association–National Cancer Center Korea Practice Guidelines for the Management of Hepatocellular Carcinoma", Korean Journal of Radiology, 20(7), pp.1042~1113 (2019), 대한영상의학회[DOI]
  10. Tae-Hyung Kim, "Comparison of international guidelines for noninvasive diagnosis of hepatocellular carcinoma: 2018 update", Clinical and Molecular Hepatology, 25(3), pp.245~263 (2019), 대한간학회
  11. Zhou J, "Guidelines for the diagnosis and treatment of hepatocellular carcinoma(2019 edition)", Liver Cancer, 9, pp.682~720 (2020)
  12. Shao YY, "Management consensus guideline for hepatocellular carcinoma : 2020 update on surveillance, diagnosis, and systemic treatment by the Taiwan Liver Cancer Association and the Gastroenterological Society of Taiwan", J Formos Med Assoc, 120, pp.1051~1060 (2020)
  13. Jeon SK, "Comparison of guidelines for diagnosis of hepatocellular carcinoma using gadoxetic acid-enhanced MRI in transplantation candidates", Eur Radiol, 30, pp.4762~4771 (2020)
  14. Clarke CGD, "Comparison of LI-RADS with other non-invasive liver MRI criteria and radiological opinion for diagnosing hepatocellular carcinoma in cirrhotic livers using gadoxetic acid with histopathological explant correlation", Clin Radiol, 76, pp.333~341 (2021)
  15. Hwang SH, "Comparison of the current guidelines for diagnosing hepatocellular carcinoma using gadoxetic acid-enhanced magnetic resonance imaging", Eur Radiol, 31, pp.4492~4503 (2021)
  16. Park SH, "Retrospective analysis of current guidelines for hepatocellular carcinoma diagnosis on gadoxetic acid-enhanced MRI in at-risk patients", Eur Radiol, 31, pp.4751~4763 (2021)
  17. Huang JY, "Diagnostic accuracy of CEUS LI-RADS for the characterization of liver nodules 20 mm or smaller in patients at risk for hepatocellular carcinoma", Radiology, 294, pp.329~339 (2020)
  18. Zhou H, "Contrastenhanced ultrasound liver imaging reporting and data system in diagnosing hepatocellular carcinoma : diagnostic performance and interobserver agreement", Ultraschall Med, 43, pp.64~71 (2022)
  19. Strobel D, "Real-life assessment of standardized contrast-enhanced ultrasound(CEUS)and CEUS algorithms(CEUS LI-RADS®", ESCULAP)in hepatic nodules in cirrhotic patients-a prospective multicenter study, 2021, pp.31, 7614~7625
  20. Schellhaas B, "Contrast-enhanced ultrasound algorithms(CEUSLIRADS", ESCULAP)for the noninvasive diagnosis of hepatocellular carcinoma-a prospective multicenter DEGUM study, 2021, pp.42, 178~186
  21. Seale MK, "Hepatobiliary-specific MR contrast agents : role in imaging the liver and biliary tree", Radiographics, 29, pp.1725~1748 (2009)
  22. Vanhooymissen IJSML, "Intrapatient comparison of the hepatobiliary phase of Gd-BOPTA and Gd-EOB-DTPA in the differentiation of hepatocellular adenoma from focal nodular hyperplasia", J Magn Reson Imaging, 49, pp.700~710 (2019)
  23. Frydrychowicz A, "Hepatobiliary MR imaging with gadoliniumbased contrast agents", J Magn Reson Imaging, 35, pp.492~511 (2012)
  24. "The LI-RADS® v2018Manual"[URL]
  25. Choi JY, "CT and MR imaging diagnosis and staging of hepatocellular carcinoma: part I. Development, growth, and spread: key pathologic and imaging aspects", Radiology, 272, pp.635~654 (2014)
  26. Choi JY, "CT and MR imaging diagnosis and staging of hepatocellular carcinoma : part II. Extracellular agents, hepatobiliary agents, and ancillary imaging features", Radiology, 273, pp.30~50 (2014)
  27. Joo I, "Noninvasive diagnosis of hepatocellular carcinoma on gadoxetic acidenhanced MRI : can hypointensity on the hepatobiliary phase be used as an alternative to washout?", Eur Radiol, 25, pp.2859~2868 (2015)
  28. Zech CJ, "Consensus report from the 8th international forum for liver magnetic resonance imaging", Eur Radiol, 30, pp.370~382 (2020)
  29. Min JH, "Magnetic resonance imaging with extracellular contrast detects hepatocellular carcinoma with greater accuracy than with gadoxetic acid or computed tomography", Clin Gastroenterol Hepatol, 18, pp.2091~2100 (2020)
  30. Min JH, "Prospective intraindividual comparison of magnetic resonance imaging with gadoxetic acid and extracellular contrast for diagnosis of hepatocellular carcinomas using the liver imaging reporting and data system", Hepatology, 68, pp.2254~2266 (2018)
  31. Son J, "Imaging features of hepatocellular carcinoma : quantitative and qualitative comparison between MRI-enhanced with Gd-EOBDTPA and Gd-DTPA", Invest Radiol, 54, pp.494~499 (2019)
  32. Tamada T, "Dynamic contrast-enhanced magnetic resonance imaging of abdominal solid organ and major vessel : comparison of enhancement effect between Gd-EOB-DTPA and Gd-DTPA", J Magn Reson Imaging, 29, pp.636~640 (2009)
  33. Well L, "Transient severe respiratory motion artifacts after application of gadoxetate disodium : what we currently know", Rofo, 190, pp.20~30 (2018)
  34. Lee S, "Retrospective comparison of EASL 2018 and LI-RADS 2018 for the noninvasive diagnosis of hepatocellular carcinoma using magnetic resonance imaging", Hepatol Int, 14, pp.70~79 (2020)
  35. Min JH, "EASL versus LI-RADS : intra-individual comparison of MRI with extracellular contrast and gadoxetic acid for diagnosis of small HCC", Liver Int, 41, pp.2986~2996 (2021)
  36. Kim Yeun-Yoon, "Intraindividual Comparison of Hepatocellular Carcinoma Washout between MRIs with Hepatobiliary and Extracellular Contrast Agents", Korean Journal of Radiology, 22(5), pp.725~734 (2021), 대한영상의학회[DOI]
  37. Hwang SH, "Optimal lexicon of gadoxetic acid-enhanced magnetic resonance imaging for the diagnosis of hepatocellular carcinoma modified from LI-RADS", Abdom Radiol(NY), 44, pp.3078~3088 (2019)
  38. Lee S, "Application of liver imaging reporting and data system version 2018 ancillary features to upgrade from LR-4 to LR-5 on gadoxetic acidenhanced MRI", Eur Radiol, 31, pp.855~863 (2021)
  39. Kim DH, "Arterial subtraction images of gadoxetate-enhanced MRI improve diagnosis of early-stage hepatocellular carcinoma", J Hepatol, 71, pp.534~542 (2019)
  40. Kang HJ, "Intraindividual comparison of dual portal venous phases for noninvasive diagnosis of hepatocellular carcinoma at gadoxetic acid-enhanced liver MRI", Eur Radiol, 31, pp.824~833 (2021)
  41. Kyoung A. Baek, "Gadoxetic acid-enhanced MRI for diagnosis of hepatocellular carcinoma in patients with chronic liver disease: can hypointensity on the late portal venous phase be used as an alternative to washout?", Abdominal Radiology, 45(9), pp.2705~2716 (2020), Springer Science and Business Media LLC[DOI]
  42. Chung JW, "Subtraction images from portal venous phase gadoxetic acidenhanced MRI for observing washout and enhancing capsule features in LI-RADS version 2018", AJR Am J Roentgenol, 214, pp.72~80 (2020)
  43. Allen BC, "Comparison of visualization rates of LI-RADS version 2014major features with IV gadobenate dimeglumine or gadoxetate disodium in patients at risk for hepatocellular carcinoma", AJR Am J Roentgenol, 210, pp.1266~1272 (2018)
  44. De Gaetano AM, "Critical analysis of major and ancillary features of LI-RADS v2018 in the differentiation of small(≤ 2 cm)hepatocellular carcinoma from dysplastic nodules with gadobenate dimeglumine-enhanced magnetic resonance imaging", Eur Rev Med Pharmacol Sci, 23, pp.7786~7801 (2019)
  45. Li Y, "Hepatobiliary phase hypointensity on gadobenate dimeglumine-enhanced magnetic resonance imaging may improve the diagnosis of hepatocellular carcinoma", Ann Transl Med, 9, pp.55~ (2021)
  46. Zhang Y, "The role of lesion hypointensity on gadobenate dimeglumineenhanced hepatobiliary phase MRI as an additional major imaging feature for HCC classification using LI-RADS v2018criteria", Eur Radiol, 31, pp.7715~7724 (2021)
  47. Hanna RF, "Comparative 13-year meta-analysis of the sensitivity and positive predictive value of ultrasound, CT, and MRI for detecting hepatocellular carcinoma", Abdom Radiol(NY), 41, pp.71~90 (2016)
  48. Li J, "The diagnostic performance of gadoxetic acid disodium-enhanced magnetic resonance imaging and contrast-enhanced multi-detector computed tomography in detecting hepatocellular carcinoma : a metaanalysis of eight prospective studies", Eur Radiol, 29, pp.6519~6528 (2019)
  49. Kim DW, "Diagnostic performance of MRI for HCC according to contrast agent type : a systematic review and meta-analysis", Hepatol Int, 14, pp.1009~1022 (2020)
  50. Lee YJ, "Hepatocellular carcinoma : diagnostic performance of multidetector CT and MR imaging-a systematic review and meta-analysis", Radiology, 275, pp.97~109 (2015)
  51. Feng Z, "Diagnostic performance of MRI using extracellular contrast agents versus gadoxetic acid for hepatocellular carcinoma : a systematic review and meta-analysis", Liver Int, 41, pp.1117~1128 (2021)
  52. Wilson SR, "Microbubble-enhanced US in body imaging : what role?", Radiology, 257, pp.24~39 (2010)
  53. Kim TK, "Contrast-enhanced ultrasound(CEUS)liver imaging reporting and data system(LI-RADS)2017-a review of important differences compared to the CT", MRI system, 2017, pp.23, 280~289
  54. 김태형, "Emerging Role of Hepatobiliary Magnetic Resonance Contrast Media and Contrast-Enhanced Ultrasound for Noninvasive Diagnosis of Hepatocellular Carcinoma: Emphasis on Recent Updates in Major Guidelines", Korean Journal of Radiology, 20(6), pp.863~879 (2019), 대한영상의학회[DOI]
  55. Vilana R, "Intrahepatic peripheral cholangiocarcinoma in cirrhosis patients may display a vascular pattern similar to hepatocellular carcinoma on contrast-enhanced ultrasound", Hepatology, 51, pp.2020~2029 (2010)
  56. Liu GJ, "Contrast-enhanced ultrasound for the characterization of hepatocellular carcinoma and intrahepatic cholangiocarcinoma", Liver Cancer, 4, pp.241~252 (2015)
  57. Han J, "The degree of contrast washout on contrast-enhanced ultrasound in distinguishing intrahepatic cholangiocarcinoma from hepatocellular carcinoma", Ultrasound Med Biol, 41, pp.3088~3095 (2015)
  58. Wildner D, "CEUS in hepatocellular carcinoma and intrahepatic cholangiocellular carcinoma in 320 patients-early or late washout matters : a subanalysis of the DEGUM multicenter trial", Ultraschall Med, 36, pp.132~139 (2015)
  59. Chen LD, "Differentiation of intrahepatic cholangiocarcinoma from hepatocellular carcinoma in high-risk patients : a predictive model using contrast-enhanced ultrasound", World J Gastroenterol, 24, pp.3786~3798 (2018)
  60. "CEUS LI-RADS® v2017CORE"[URL]
  61. Terzi E, "Contrast ultrasound LI-RADS LR-5 identifies hepatocellular carcinoma in cirrhosis in a multicenter restropective study of 1, 006 nodules", J Hepatol, 68, pp.485~492 (2018)
  62. Li J, "The interreader agreement and validation of contrast-enhanced ultrasound liver imaging reporting and data system", Eur J Radiol, 120, pp.108685~ (2019)
  63. Makoyeva A, "Use of CEUS LI-RADS for the accurate diagnosis of nodules in patients at risk for hepatocellular carcinoma : a validation study", Radiol Imaging Cancer, 2, pp.e190014~ (2020)
  64. Zheng W, "Evaluation of contrast-enhanced US LI-RADS version 2017 : application on 2020 liver nodules in patients with hepatitis B infection", Radiology, 294, pp.299~307 (2020)
  65. Li S, "Diagnostic efficacy of contrast-enhanced ultrasound versus MRI liver imaging reporting and data system(LI-RADS)for categorising hepatic observations in patients at risk of hepatocellular carcinoma", Clin Radiol, 76, pp.161~ (2021)
  66. Ding J, "Contrast-enhanced ultrasound LI-RADS 2017 : comparison with CT", MRI LI-RADS, 2021, pp.31, 847~854
  67. Li W, "Interreader agreement of CEUS LI-RADS among radiologists with different levels of experience", Eur Radiol, 31, pp.6758~6767 (2021)
  68. Ghiuchici AM, "Contrast-enhanced ultrasound algorithm(ACR CEUS LIRADSv 2017)-a valuable tool for the noninvasive diagnosis of hepatocellular carcinoma in patients with chronic liver disease", Med Ultrason, 23, pp.383~389 (2021)
  69. Son JH, "Accuracy of contrast-enhanced ultrasound liver imaging reporting and data system : a systematic review and meta-analysis", Hepatol Int, 14, pp.1104~1113 (2020)
  70. Shin J, "Contrastenhanced ultrasound liver imaging reporting and data system for diagnosing hepatocellular carcinoma : a meta-analysis", Liver Int, 40, pp.2345~2352 (2020)
  71. Li J, "Diagnostic accuracy of contrastenhanced ultrasound liver imaging reporting and data system(CEUS LI-RADS)for differentiating between hepatocellular carcinoma and other hepatic malignancies in high-risk patients : a meta-analysis", Ultraschall Med, 42, pp.187~193 (2021)
  72. Maruyama H, "Contrast-enhanced ultrasound for characterisation of hepatic lesions appearing non-hypervascular on CT in chronic liver diseases", Br J Radiol, 85, pp.351~357 (2012)
  73. Sugimoto K, "Assessment of arterial hypervascularity of hepatocellular carcinoma : comparison of contrast-enhanced US and gadoxetate disodium-enhanced MR imaging", Eur Radiol, 22, pp.1205~1213 (2012)
  74. Kang HJ, "Additional value of contrastenhanced ultrasound (CEUS) on arterial phase non-hyperenhancement observations (≥ 2 cm) of CT", MRI for high-risk patients: focusing on the CT, Abdom Radiol(NY), pp.2020, 45[DOI]
  75. Hu J, "Resolution of indeterminate MRI with CEUS in patients at high risk for hepatocellular carcinoma", Abdom Radiol(NY), 45, pp.123~133 (2020)
  76. Tan Z, "Analysis of comparative performance of CEUS and CECT", MR LI-RADS classification : can CEUS dichotomize LI-RADS indeterminate lesions on CT or MRI?, 2020, pp.62, 63~68
  77. Kim TK, "Nontumorous arterioportal shunt mimicking hypervascular tumor in cirrhotic liver : two-phase spiral CT findings", Radiology, 208, pp.597~603 (1998)
  78. Yu JS, "Nontumorous hepatic arterial-portal venous shunts : MR imaging findings", Radiology, 217, pp.750~756 (2000)
  79. Kang Hyo-Jin, "Role of Contrast-Enhanced Ultrasound as a Second-Line Diagnostic Modality in Noninvasive Diagnostic Algorithms for Hepatocellular Carcinoma", Korean Journal of Radiology, 22(3), pp.354~365 (2021), 대한영상의학회[DOI]
  80. Dietrich CF, "An EFSUMB introduction into dynamic contrastenhanced ultrasound(DCE-US)for quantification of tumour perfusion", Ultraschall Med, 33, pp.344~351 (2012)
  81. Dietrich CF, "Guidelines and good clinical practice recommendations for contrast enhanced ultrasound (CEUS) in the liver -update 2020 - WFUMB in cooperation with EFSUMB", Ultraschall Med, 41, pp.562~585 (2020)
  82. Pei XQ, "Quantitative analysis of contrast-enhanced ultrasonography : differentiating focal nodular hyperplasia from hepatocellular carcinoma", Br J Radiol, 86, pp.20120536~ (2013)
  83. Yue WW, "Parametric imaging with contrast-enhanced ultrasound for differentiating hepatocellular carcinoma from metastatic liver cancer", Clin Hemorheol Microcirc, 64, pp.177~188 (2016)
  84. Lu Q, "Value of perfusion parameters for differentiating hepatocellular carcinoma and liver metastasis with hypervascularity and a normal hepatic background on contrast-enhanced ultrasound imaging", J Ultrasound Med, 38, pp.2601~2608 (2019)
  85. 이재영, "The AFSUMB Consensus Statements and Recommendations for the Clinical Practice of Contrast-Enhanced Ultrasound using Sonazoid", ULTRASONOGRAPHY, 39(3), pp.191~220 (2020), 대한초음파의학회[DOI]
  86. Kudo M, "Defect reperfusion imaging with Sonazoid® : a breakthrough in hepatocellular carcinoma", Liver Cancer, 5, pp.1~7 (2016)
  87. Duisyenbi Z, "Comparison between low mechanical index and high mechanical index contrast modes of contrastenhanced ultrasonography : evaluation of perfusion defects of hypervascular hepatocellular carcinomas during the postvascular phase", J Ultrasound Med, 38, pp.2329~2338 (2019)
  88. Goto E, "Value of post-vascular phase(Kupffer imaging)by contrastenhanced ultrasonography using Sonazoid in the detection of hepatocellular carcinoma", J Gastroenterol, 47, pp.477~485 (2012)
  89. Arita J, "Correlation between contrast-enhanced intraoperative ultrasound using Sonazoid and histologic grade of resected hepatocellular carcinoma", AJR Am J Roentgenol, 196, pp.1314~1321 (2011)
  90. Numata K, "Contrast-enhanced ultrasonography findings using a perflubutane-based contrast agent in patients with early hepatocellular carcinoma", Eur J Radiol, 83, pp.95~102 (2014)
  91. Kang HJ, "Contrastenhanced US with sulfur hexafluoride and perfluorobutane for the diagnosis of hepatocellular carcinoma in individuals with high risk", Radiology, 297, pp.108~116 (2020)
  92. Yang Y, "Perfluorobutane contrast-enhanced ultrasonography for the diagnosis of HCC: a systematic review and meta-analysis", Abdom Radiol(NY), 46, pp.4619~4628 (2021)
  93. Sugimoto K, "Usefulness of modified CEUS LI-RADS for the diagnosis of hepatocellular carcinoma using sonazoid", Diagnostics(Basel), 10, pp.828~ (2020)
  94. Kim TK, "Emerging evidence of the utility of perfluorobutane-enhanced US as a diagnostic test for hepatocellular carcinoma", Radiology, 297, pp.117~119 (2020)
  95. Zhang BH, "Randomized controlled trial of screening for hepatocellular carcinoma", J Cancer Res Clin Oncol, 130, pp.417~422 (2004)
  96. Yeh YP, "Evaluation of abdominal ultrasonography mass screening for hepatocellular carcinoma in Taiwan", Hepatology, 59, pp.1840~1849 (2014)
  97. Mittal S, "Effectiveness of surveillance for hepatocellular carcinoma in clinical practice : a United States cohort", J Hepatol, 65, pp.1148~1154 (2016)
  98. An JY, "Abbreviated MRI for hepatocellular carcinoma screening and surveillance", Radiographics, 40, pp.1916~1931 (2020)
  99. Tzartzeva K, "Surveillance imaging and alpha fetoprotein for early detection of hepatocellular carcinoma in patients with cirrhosis : a metaanalysis", Gastroenterology, 154, pp.1706~1718 (2018)
  100. Brunsing RL, "Alternative approach of hepatocellular carcinoma surveillance : abbreviated MRI", Hepatoma Res, 6, pp.59~ (2020)
  101. Marks RM, "Diagnostic per-patient accuracy of an abbreviated hepatobiliary phase gadoxetic acid-enhanced MRI for hepatocellular carcinoma surveillance", AJR Am J Roentgenol, 204, pp.527~535 (2015)
  102. Besa C, "Hepatocellular carcinoma detection: diagnostic performance of a simulated abbreviated MRI protocol combining diffusion-weighted and T1-weighted imaging at the delayed phase post gadoxetic acid", Abdom Radiol(NY), 42, pp.179~190 (2017)
  103. Chan MV, "HCC screening : assessment of an abbreviated noncontrast MRI protocol", Eur Radiol Exp, 3, pp.49~ (2019)
  104. Kim JS, "Diagnostic performance of a minimized protocol of non-contrast MRI for hepatocellular carcinoma surveillance", Abdom Radiol(NY), 45, pp.211~219 (2020)
  105. Vietti Violi N, "Gadoxetate-enhanced abbreviated MRI is highly accurate for hepatocellular carcinoma screening", Eur Radiol, 30, pp.6003~6013 (2020)
  106. Whang S, "Comparison of diagnostic performance of non-contrast MRI and abbreviated MRI using gadoxetic acid in initially diagnosed hepatocellular carcinoma patients : a simulation study of surveillance for hepatocellular carcinomas", Eur Radiol, 30, pp.4150~4163 (2020)
  107. Park HJ, "Nonenhanced magnetic resonance imaging as a surveillance tool for hepatocellular carcinoma : comparison with ultrasound", J Hepatol, 72, pp.718~724 (2020)
  108. Khatri G, "Abbreviated-protocol screening MRI vs. complete-protocol diagnostic MRI for detection of hepatocellular carcinoma in patients with cirrhosis : an equivalence study using LI-RADS v2018", J Magn Reson Imaging, 51, pp.415~425 (2020)
  109. Jalli R, "Comparison of the accuracy of DWI and ultrasonography in screening hepatocellular carcinoma in patients with chronic liver disease", Iran J Radiol, 12, pp.e12708~ (2015)
  110. 한승희, "The Diagnostic Performance of Liver MRI without Intravenous Contrast for Detecting Hepatocellular Carcinoma: A Case-Controlled Feasibility Study", Korean Journal of Radiology, 19(4), pp.568~577 (2018), 대한영상의학회[DOI]
  111. Kim DH, "Metaanalysis of the accuracy of abbreviated magnetic resonance imaging for hepatocellular carcinoma surveillance: noncontrast versus hepatobiliary phase-abbreviated magnetic resonance imaging", Cancers(Basel), 13, pp.2975~ (2021)
  112. Gupta P, "Abbreviated MRI for hepatocellular carcinoma screening : a systematic review and meta-analysis", J Hepatol, 75, pp.108~119 (2021)
  113. Brunsing RL, "Gadoxetate-enhanced abbreviated MRI for hepatocellular carcinoma surveillance : preliminary experience", Radiol Imaging Cancer, 1, pp.e190010~ (2019)
  114. Kim HA, "Comparison of biannual ultrasonography and annual non-contrast liver magnetic resonance imaging as surveillance tools for hepatocellular carcinoma in patients with liver cirrhosis(MAGNUS-HCC) : a study protocol", BMC cancer, 17, pp.877~ (2017)
  115. An C, "Noncontrast magnetic resonance imaging versus ultrasonography for hepatocellular carcinoma surveillance(MIRACLE-HCC) : study protocol for a prospective randomized trial", BMC Cancer, 18, pp.915~ (2018)
  116. Park JH, "Contrast-enhanced US with perfluorobutane for hepatocellular carcinoma surveillance : a multicenter diagnostic trial(SCAN)", Radiology, 292, pp.638~646 (2019)
  117. Kudo M, "B-mode ultrasonography versus contrast-enhanced ultrasonography for surveillance of hepatocellular carcinoma : a prospective multicenter randomized controlled trial", Liver Cancer, 8, pp.271~280 (2019)
  118. Chartrand G, "Deep learning : a primer for radiologists", Radiographics, 37, pp.2113~2131 (2017)
  119. 박효정, "Radiomics and Deep Learning: Hepatic Applications", Korean Journal of Radiology, 21(4), pp.387~401 (2020), 대한영상의학회[DOI]
  120. Castaldo A, "State of the art in artificial intelligence and radiomics in hepatocellular carcinoma", Diagnostics(Basel), 11, pp.1194~ (2021)
  121. Schmauch B, "Diagnosis of focal liver lesions from ultrasound using deep learning", Diagn Interv Imaging, 100, pp.227~233 (2019)
  122. Yang Q, "Improving B-mode ultrasound diagnostic performance for focal liver lesions using deep learning : a multicentre study", EBioMedicine, 56, pp.102777~ (2020)
  123. Yasaka K, "Deep learning with convolutional neural network for differentiation of liver masses at dynamic contrast-enhanced CT : a preliminary study", Radiology, 286, pp.887~896 (2018)
  124. Hamm CA, "Deep learning for liver tumor diagnosis part I : development of a convolutional neural network classifier for multi-phasic MRI", Eur Radiol, 29, pp.3338~3347 (2019)
  125. Wang M, "Development of an AI system for accurately diagnose hepatocellular carcinoma from computed tomography imaging data", Br J Cancer, 125, pp.1111~1121 (2021)
  126. Zhen SH, "Deep learning for accurate diagnosis of liver tumor based on magnetic resonance imaging and clinical data", Front Oncol, 10, pp.680~ (2020)
  127. Kim J, "Detection of hepatocellular carcinoma in contrast-enhanced magnetic resonance imaging using deep learning classifier : a multi-center retrospective study", Sci Rep, 10, pp.9458~ (2020)
  128. Yang CJ, "Clinical application of mask region-based convolutional neural network for the automatic detection and segmentation of abnormal liver density based on hepatocellular carcinoma computed tomography datasets", PLoS One, 16, pp.e0255605~ (2021)
  129. Zheng R, "Feasibility of automatic detection of small hepatocellular carcinoma(≤2cm)in cirrhotic liver based on pattern matching and deep learning", Phys Med Biol, 66, pp.085014~ (2021)
  130. Wu Y, "Deep learning LI-RADS grading system based on contrast enhanced multiphase MRI for differentiation between LR-3 and LR-4", LR-5 liver tumors, 2020, pp.8, 701~
  131. Yamashita R, "Deep convolutional neural network applied to the liver imaging reporting and data system (LI-RADS) version 2014 category classification: a pilot study", Abdom Radiol(NY), 45, pp.24~35 (2020)

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