Abstract
Objectives
To develop and validate a prediction model using magnetic resonance imaging (MRI) for local tumour progression (LTP) after radiofrequency ablation (RFA) in hepatocellular carcinoma (HCC) patients.
Methods
Two hundred and eleven patients who had received RFA as first-line treatment for HCC were retrospectively analyzed. They had undergone gadoxetic acid-enhanced MRI before treatment, and parameters including tumour size; margins; signal intensities on T1-, T2-, and diffusion-weighted images, and hepatobiliary phase images (HBPI); intratumoral fat or tumoral capsules; and peritumoural hypointensity in the HBPI were used to develop a prediction model for LTP after treatment. This model to discriminate low-risk from high-risk LTP groups was constructed based on Cox regression analysis.
Results
Our analyses produced the following model: ‘risk score = 0.617 × tumour size + 0.965 × tumour margin + 0.867 × peritumoural hypointensity on HBPI’. This was able to predict which patients were at high risk for LTP after RFA (p < 0.001). Patients in the low-risk group had a significantly better 5-year LTP-free survival rate compared to the high-risk group (89.6 % vs. 65.1 %; hazard ratio, 3.60; p < 0.001).
Conclusion
A predictive model based on MRI before RFA could robustly identify HCC patients at high risk for LTP after treatment.
Key points
• Tumour size, margin, and peritumoural hypointensity on HBPI were risk factors for LTP.
• The risk score model can predict which patients are at high risk for LTP.
• This prediction model could be helpful for risk stratification of HCC patients.
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Abbreviations
- RFA:
-
radiofrequency ablation
- HCC:
-
hepatocellular carcinoma
- LTP:
-
local tumour progression
- MRI:
-
magnetic resonance imaging
- US:
-
ultrasound
- CT:
-
computed tomography
- DWI:
-
diffusion-weighted image
- HBPI:
-
hepatobiliary phase images
- HR:
-
hazard ratio
- CI:
-
confidence interval
References
Hood L, Friend SH (2011) Predictive, personalized, preventive, participatory (P4) cancer medicine. Nat Rev Clin Oncol 8:184–187
Suh SW, Lee KW, Lee JM et al (2014) Prediction of aggressiveness in early-stage hepatocellular carcinoma for selection of surgical resection. J Hepatol 60:1219–1224
Lee DH, Lee JM, Lee JY et al (2014) Non-hypervascular Hepatobiliary phase Hypointense Nodules on Gadoxetic Acid-enhanced MRI: Risk of HCC Recurrence after Radiofrequency Ablation. J Hepatol
Kaseb AO, Morris JS, Hassan MM et al (2011) Clinical and prognostic implications of plasma insulin-like growth factor-1 and vascular endothelial growth factor in patients with hepatocellular carcinoma. J Clin Oncol 29:3892–3899
Cho EJ, Lee JH, Yoo JJ et al (2013) Serum insulin-like growth factor-I level is an independent predictor of recurrence and survival in early hepatocellular carcinoma: a prospective cohort study. Clin Cancer Res 19:4218–4227
An C, Kim DW, Park YN, Chung YE, Rhee H, Kim MJ (2015) Single Hepatocellular Carcinoma: Preoperative MR Imaging to Predict Early Recurrence after Curative Resection. Radiology: 142394
Ang SF, Ng ES, Li H et al (2015) The Singapore liver cancer recurrence (SLICER) score for relapse prediction in patients with surgically resected hepatocellular carcinoma. PLoS One 10, e0118658
Kim YS, Lim HK, Rhim H et al (2013) Ten-year outcomes of percutaneous radiofrequency ablation as first-line therapy of early hepatocellular carcinoma: analysis of prognostic factors. J Hepatol 58:89–97
Lee DH, Lee JM, Lee JY et al (2014) Radiofrequency ablation of hepatocellular carcinoma as first-line treatment: long-term results and prognostic factors in 162 patients with cirrhosis. Radiology 270:900–909
Forner A, Llovet JM, Bruix J (2012) Hepatocellular carcinoma. Lancet 379:1245–1255
Wayne JD, Lauwers GY, Ikai I et al (2002) Preoperative predictors of survival after resection of small hepatocellular carcinomas. Ann Surg 235:722–730, discussion 730-721
Sumie S, Nakashima O, Okuda K et al (2014) The significance of classifying microvascular invasion in patients with hepatocellular carcinoma. Ann Surg Oncol 21:1002–1009
Choi JW, Lee JM, Kim SJ et al (2013) Hepatocellular carcinoma: imaging patterns on gadoxetic acid-enhanced MR Images and their value as an imaging biomarker. Radiology 267:776–786
Chou CT, Chen RC, Lin WC, Ko CJ, Chen CB, Chen YL (2014) Prediction of microvascular invasion of hepatocellular carcinoma: preoperative CT and histopathologic correlation. AJR Am J Roentgenol 203:W253–W259
Ariizumi S, Kitagawa K, Kotera Y et al (2011) A non-smooth tumor margin in the hepatobiliary phase of gadoxetic acid disodium (Gd-EOB-DTPA)-enhanced magnetic resonance imaging predicts microscopic portal vein invasion, intrahepatic metastasis, and early recurrence after hepatectomy in patients with hepatocellular carcinoma. J Hepatobiliary Pancreat Sci 18:575–585
Kim KA, Kim MJ, Jeon HM et al (2012) Prediction of microvascular invasion of hepatocellular carcinoma: usefulness of peritumoral hypointensity seen on gadoxetate disodium-enhanced hepatobiliary phase images. J Magn Reson Imaging 35:629–634
Kim MJ, Lee M, Choi JY, Park YN (2012) Imaging features of small hepatocellular carcinomas with microvascular invasion on gadoxetic acid-enhanced MR imaging. Eur J Radiol 81:2507–2512
Siripongsakun S, Lee JK, Raman SS, Tong MJ, Sayre J, Lu DS (2012) MRI detection of intratumoral fat in hepatocellular carcinoma: potential biomarker for a more favorable prognosis. AJR Am J Roentgenol 199:1018–1025
Min JH, Kim YK, Lim S, Jeong WK, Choi D, Lee WJ (2015) Prediction of microvascular invasion of hepatocellular carcinomas with gadoxetic acid-enhanced MR imaging: Impact of intra-tumoral fat detected on chemical-shift images. Eur J Radiol
Ishigami K, Yoshimitsu K, Nishihara Y et al (2009) Hepatocellular carcinoma with a pseudocapsule on gadolinium-enhanced MR images: correlation with histopathologic findings. Radiology 250:435–443
Cucchetti A, Cescon M, Trevisani F, Pinna AD (2012) Current concepts in hepatic resection for hepatocellular carcinoma in cirrhotic patients. World J Gastroenterol 18:6398–6408
Ahmed M, Solbiati L, Brace CL et al (2014) Image-guided tumor ablation: standardization of terminology and reporting criteria--a 10-year update. Radiology 273:241–260
Goldberg SN, Charboneau JW, Dodd GD 3rd et al (2003) Image-guided tumor ablation: proposal for standardization of terms and reporting criteria. Radiology 228:335–345
Bruix J, Sherman M (2005) Management of hepatocellular carcinoma. Hepatology 42:1208–1236
Merkle EM, Zech CJ, Bartolozzi C et al (2015) Consensus report from the 7th International Forum for Liver Magnetic Resonance Imaging. Eur Radiol
Haradome H, Grazioli L, Tsunoo M et al (2010) Can MR fluoroscopic triggering technique and slow rate injection provide appropriate arterial phase images with reducing artifacts on gadoxetic acid-DTPA (Gd-EOB-DTPA)-enhanced hepatic MR imaging? J Magn Reson Imaging 32:334–340
Asbach P, Hein PA, Stemmer A et al (2008) Free-breathing echo-planar imaging based diffusion-weighted magnetic resonance imaging of the liver with prospective acquisition correction. J Comput Assist Tomogr 32:372–378
Kim H, Park MS, Choi JY et al (2009) Can microvessel invasion of hepatocellular carcinoma be predicted by pre-operative MRI? Eur Radiol 19:1744–1751
Kang TW, Lim HK, Lee MW, Kim YS, Choi D, Rhim H (2013) First-line radiofrequency ablation with or without artificial ascites for hepatocellular carcinomas in a subcapsular location: local control rate and risk of peritoneal seeding at long-term follow-up. Clin Radiol 68:e641–e651
Kang TW, Rhim H, Kim EY et al (2009) Percutaneous radiofrequency ablation for the hepatocellular carcinoma abutting the diaphragm: assessment of safety and therapeutic efficacy. Korean J Radiol 10:34–42
Kang TW, Lim HK, Lee MW, Kim YS, Choi D, Rhim H (2014) Perivascular versus nonperivascular small HCC treated with percutaneous RF ablation: retrospective comparison of long-term therapeutic outcomes. Radiology 270:888–899
Teratani T, Yoshida H, Shiina S et al (2006) Radiofrequency ablation for hepatocellular carcinoma in so-called high-risk locations. Hepatology 43:1101–1108
Elsayes KM, Leyendecker JR, Menias CO et al (2007) MRI characterization of 124 CT-indeterminate focal hepatic lesions: evaluation of clinical utility. HPB (Oxford) 9:208–215
Simon R, Radmacher MD, Dobbin K, McShane LM (2003) Pitfalls in the use of DNA microarray data for diagnostic and prognostic classification. J Natl Cancer Inst 95:14–18
Choi JY, Lee JM, Sirlin CB (2014) CT and MR imaging diagnosis and staging of hepatocellular carcinoma: part II. Extracellular agents, hepatobiliary agents, and ancillary imaging features. Radiology 273:30–50
Eguchi S, Takatsuki M, Hidaka M et al (2010) Predictor for histological microvascular invasion of hepatocellular carcinoma: a lesson from 229 consecutive cases of curative liver resection. World J Surg 34:1034–1038
Shi M, Zhang CQ, Zhang YQ, Liang XM, Li JQ (2004) Micrometastases of solitary hepatocellular carcinoma and appropriate resection margin. World J Surg 28:376–381
Dodd GD 3rd, Frank MS, Aribandi M, Chopra S, Chintapalli KN (2001) Radiofrequency thermal ablation: computer analysis of the size of the thermal injury created by overlapping ablations. AJR Am J Roentgenol 177:777–782
Livraghi T, Goldberg SN, Lazzaroni S et al (2000) Hepatocellular carcinoma: radio-frequency ablation of medium and large lesions. Radiology 214:761–768
Acknowledgments
The scientific guarantor of this publication is Won Jae Lee. The authors of this manuscript declare no relationships with any companies, whose products or services may be related to the subject matter of the article. The authors state that this work has not received any funding. One of the authors (Sin-Ho Jung) has significant statistical expertise. Institutional Review Board approval was obtained. Written informed consent was waived by the Institutional Review Board. This is the first study using this kind of cohort. Methodology: retrospective, prognostic study / observational, performed at one institution.
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Kang, T.W., Rhim, H., Lee, J. et al. Magnetic resonance imaging with gadoxetic acid for local tumour progression after radiofrequency ablation in patients with hepatocellular carcinoma. Eur Radiol 26, 3437–3446 (2016). https://doi.org/10.1007/s00330-015-4190-5
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DOI: https://doi.org/10.1007/s00330-015-4190-5