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Parametric response mapping of contrast-enhanced biphasic CT for evaluating tumour viability of hepatocellular carcinoma after TACE

  • Vascular-Interventional
  • Published:
European Radiology Aims and scope Submit manuscript

Abstract

Objectives

To determine the feasibility and role of parametric response mapping (PRM) for quantitative assessment of regional contrast-enhancement patterns in hepatocellular carcinoma (HCC).

Methods

Biphasic CT of 19 patients receiving repetitive conventional transarterial chemoembolisation (cTACE) for intermediate stage HCC were retrospectively analysed at baseline and follow-up at 3, 6, and 9 months. Voxel-based registration of arterial and porto-venous phases, with segmentation of the largest target lesion was performed. Frequency distribution plots of density-pairs of segmented voxels were generated. To differentiate necrotic, hypervascular and non-hypervascular tumour, and lipiodol/calcification, thresholds of 30, 100, and 300 HU were applied. Changes in density frequency plots over time were analysed and compared to response and assessment criteria (WHO, RECIST, EASL, mRECIST) and survival.

Results

PRM was feasible in all cases. Tumour volumes and hypervascular/non-hypervascular volume ratio showed significant longitudinal decrease (p < 0.05). Hypervascular volume at baseline was inversely correlated to survival (R = -0.57, p = 0.005). The only predictive parameter following cTACE to show significant survival difference was the change of the viable/non-viable ratio (p = 0.044), whereas common response assessment criteria showed no significant difference in survival.

Conclusions

PRM allows a quantitative and more precise assessment of regional tumour vascularisation patterns and may be helpful for TACE treatment planning and response assessment.

Key Points

PRM allows more precise assessment of tumour vascularisation compared to conventional evaluation

PRM is beneficial for cTACE treatment planning and response assessment

PRM allows a quantitative assessment of regional contrast enhancement patterns

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Abbreviations

BCLC:

Barcelona Clinic Liver Cancer Score

CT:

Computed tomography

cTACE:

conventional transarterial chemoembolisation

EASL:

European Association for the Study of Liver

HCC:

Hepatocellular carcinoma

HU:

Hounsfield unit

IR:

Interventional radiology

MDCT:

Multi-detector computed tomography

mRECIST:

modified Response Evaluation Criteria in Solid Tumours

MRI:

Magnetic resonance imaging

PRM:

Parametric response mapping

ROI:

Region of interest

RECIST:

Response Evaluation Criteria in Solid Tumours

SIRT:

Selective internal radiotherapy

TACE:

Transarterial chemoembolization

WHO:

World Health Organization

References

  1. Hennedige T, Venkatesh SK (2013) Imaging of hepatocellular carcinoma: diagnosis, staging and treatment monitoring. Cancer Imaging 12:530–547

    Article  PubMed  PubMed Central  Google Scholar 

  2. Choi J-Y, 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

    Article  PubMed  PubMed Central  Google Scholar 

  3. El Serag HB, Marrero JA, Rudolph L, Reddy KR (2008) Diagnosis and treatment of hepatocellular carcinoma. Gastroenterology 134:1752–1763

    Article  PubMed  Google Scholar 

  4. Bruix J, Sherman M (2005) Management of hepatocellular carcinoma - Bruix - 2005 - Hepatology - Wiley Online Library. Hepatology. doi:10.1002/hep.20933/pdf

    PubMed  Google Scholar 

  5. Llovet JM, Bruix J (2003) Systematic review of randomized trials for unresectable hepatocellular carcinoma: chemoembolization improves survival. Hepatology 37:429–442

    Article  CAS  PubMed  Google Scholar 

  6. Lo C-M, Ngan H, Tso W-K et al (2002) Randomized controlled trial of transarterial lipiodol chemoembolization for unresectable hepatocellular carcinoma. Hepatology 35:1164–1171

    Article  CAS  PubMed  Google Scholar 

  7. Marelli L, Stigliano R, Triantos C et al (2007) Transarterial therapy for hepatocellular carcinoma: which technique is more effective? A systematic review of cohort and randomized studies. Cardiovasc Intervent Radiol 30:6–25

    Article  PubMed  Google Scholar 

  8. Niessen C, Wiggermann P, Velandia C et al (2013) Transarterial chemoembolization - status quo in Germany. Fortschr Röntgenstr 185:1089–1094

    Article  CAS  Google Scholar 

  9. Golfieri R, Cappelli A, Cucchetti A et al (2011) Efficacy of selective transarterial chemoembolization in inducing tumor necrosis in small (<5 cm) hepatocellular carcinomas. Hepatology 53:1580–1589

    Article  PubMed  Google Scholar 

  10. Shah SA, Cleary SP, Wei AC et al (2007) Recurrence after liver resection for hepatocellular carcinoma: risk factors, treatment, and outcomes. Surgery 141:330–339

    Article  PubMed  Google Scholar 

  11. Kloeckner R, Otto G, Biesterfeld S et al (2010) MDCT versus mri assessment of tumor response after transarterial chemoembolization for the treatment of hepatocellular carcinoma. Cardiovasc Intervent Radiol 33:532–540

    Article  PubMed  Google Scholar 

  12. Schima W, Ba-Ssalamah A, Kurtaran A et al (2007) Post-treatment imaging of liver tumours. Cancer Imaging 7:S28–S36

    Article  PubMed  PubMed Central  Google Scholar 

  13. Miller AB, Hoogstraten B, Staquet M, Winkler A (1981) Reporting results of cancer treatment. Cancer 47:207–214

    Article  CAS  PubMed  Google Scholar 

  14. Eisenhauer EA, Therasse P, Bogaerts J et al (2009) New response evaluation criteria in solid tumours: revised RECIST guideline (version 1.1). Eur J Cancer 45:228–247

    Article  CAS  PubMed  Google Scholar 

  15. Gillmore R, Stuart S, Kirkwood A et al (2011) EASL and mRECIST responses are independent prognostic factors for survival in hepatocellular cancer patients treated with transarterial embolization. J Hepatol 55:1309–1316

    Article  PubMed  Google Scholar 

  16. Shim JH, Lee HC, Kim S-O et al (2012) Which response criteria best help predict survival of patients with hepatocellular carcinoma following chemoembolization? A validation study of old and new models. Radiology. doi:10.1148/radiol.11110282

    Google Scholar 

  17. Bargellini I, Bozzi E, Campani D et al (2013) Modified RECIST to assess tumor response after transarterial chemoembolization of hepatocellular carcinoma: CT–pathologic correlation in 178 liver explants. Eur J Radiol 82:e212–e218

    Article  PubMed  Google Scholar 

  18. Galbán CJ, Chenevert TL, Meyer CR et al (2009) The parametric response map is an imaging biomarker for early cancer treatment outcome. Nat Med 15:572–576

    Article  PubMed  PubMed Central  Google Scholar 

  19. Choi SJ, Kim J, Seo J et al (2014) Parametric response mapping of dynamic CT as an imaging biomarker to distinguish viability of hepatocellular carcinoma treated with transcatheter arterial chemoembolization. Abdom Imaging 39:518–525

    Article  PubMed  Google Scholar 

  20. Choi SJ, Kim J, Seo J et al (2016) Parametric response mapping of dynamic CT for predicting intrahepatic recurrence of hepatocellular carcinoma after conventional transcatheter arterial chemoembolization. Eur Radiol 26:225–234

    Article  PubMed  Google Scholar 

  21. Choi J-Y, Lee JM, Sirlin CB (2014) CT and MR imaging diagnosis and staging of hepatocellular carcinoma: part I. Development, growth, and spread: key pathologic and imaging aspects. Radiology 272:635–654

    Article  PubMed  PubMed Central  Google Scholar 

  22. AVANTS B, EPSTEIN C, GROSSMAN M, GEE J (2008) Symmetric diffeomorphic image registration with cross-correlation: evaluating automated labeling of elderly and neurodegenerative brain. Med Image Anal 12:26–41

    Article  CAS  PubMed  Google Scholar 

  23. Park Y, Kim Y-S, Rhim H et al (2009) Arterial enhancement of hepatocellular carcinoma before radiofrequency ablation as a predictor of postablation local tumor progression. AJR Am J Roentgenol 193:757–763

    Article  PubMed  Google Scholar 

  24. Furlan A, Marin D, Vanzulli A et al (2011) Hepatocellular carcinoma in cirrhotic patients at multidetector CT: hepatic venous phase versus delayed phase for the detection of tumour washout. Br J Radiol 84:403–412

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  25. Chapiro J, Duran R, Lin M et al (2015) Early survival prediction after intra-arterial therapies: a 3D quantitative MRI assessment of tumour response after TACE or radioembolization of colorectal cancer metastases to the liver. Eur Radiol 25:1993–2003

    Article  PubMed  PubMed Central  Google Scholar 

  26. Lencioni R, Llovet JM (2010) Modified RECIST (mRECIST) assessment for hepatocellular carcinoma. Semin Liver Dis. doi:10.1055/s-0030-1247132

    PubMed  Google Scholar 

  27. Liu M, Lin M-X, Lu M-D, et al (2015) Comparison of contrast-enhanced ultrasound and contrast-enhanced computed tomography in evaluating the treatment response to transcatheter arterial chemoembolization of hepatocellular carcinoma using modified RECIST. Eur Radiol 1–10. doi: 10.1007/s00330-015-3611-9

  28. Liu L, Wang W, Chen H et al (2014) EASL- and mRECIST-evaluated responses to combination therapy of sorafenib with transarterial chemoembolization predict survival in patients with hepatocellular carcinoma. Clin Cancer Res 20:1623–1631

    Article  CAS  PubMed  Google Scholar 

  29. Boas FE, Kamaya A, Do B et al (2015) Classification of hypervascular liver lesions based on hepatic artery and portal vein blood supply coefficients calculated from triphasic CT scans. J Digit Imaging 28:213–223

    Article  PubMed  Google Scholar 

  30. Knox JJ, Cleary SP, Dawson LA (2015) Localized and systemic approaches to treating hepatocellular carcinoma. JCO JCO.2014.60.1153. doi:10.1200/JCO.2014.60.1153

  31. Federico A, Orditura M, Cotticelli G et al (2015) Safety and efficacy of sorafenib in patients with advanced hepatocellular carcinoma and Child-Pugh A or B cirrhosis. Oncol Lett 9:1628–1632

    PubMed  PubMed Central  Google Scholar 

  32. Zhong J-H, Rodríguez AC, Ke Y et al (2015) Hepatic resection as a safe and effective treatment for hepatocellular carcinoma involving a single large tumor, multiple tumors, or macrovascular invasion. Medicine 94, e396

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  33. Vesselle G, Quirier-Leleu C, Velasco S, et al (2015) Predictive factors for complete response of chemoembolization with drug-eluting beads (DEB-TACE) for hepatocellular carcinoma. Eur Radiol 1–9. doi:10.1007/s00330-015-3982-y

  34. Llovet JM, Real MI, Montaña X et al (2002) Arterial embolisation or chemoembolisation versus symptomatic treatment in patients with unresectable hepatocellular carcinoma: a randomised controlled trial. Lancet 359:1734–1739

    Article  PubMed  Google Scholar 

  35. Deipolyi AR, Oklu R, Al-Ansari S et al (2015) Safety and Efficacy of 70–150 μm and 100–300 μm Drug-Eluting Bead Transarterial Chemoembolization for Hepatocellular Carcinoma. J Vasc Interv Radiol 26:516–522

    Article  PubMed  Google Scholar 

  36. Mazzaferro V, Sposito C, Bhoori S et al (2013) Yttrium-90 radioembolization for intermediate-advanced hepatocellular carcinoma: a phase 2 study. Hepatology 57:1826–1837

    Article  CAS  PubMed  Google Scholar 

  37. Llovet JM, Ricci S, Mazzaferro V et al (2008) Sorafenib in advanced hepatocellular carcinoma. N Engl J Med 359:378–390

    Article  CAS  PubMed  Google Scholar 

  38. Bruix J, Raoul J-L, Sherman M et al (2012) Efficacy and safety of sorafenib in patients with advanced hepatocellular carcinoma: subanalyses of a phase III trial. J Hepatol 57:821–829

    Article  CAS  PubMed  Google Scholar 

  39. Llovet JM, Di Bisceglie AM, Bruix J et al (2008) Design and endpoints of clinical trials in hepatocellular carcinoma. J Natl Cancer Inst 100:698–711

    Article  PubMed  Google Scholar 

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Acknowledgements

This study was presented in parts at the ECR 2015. The scientific guarantor of this publication is Frank Wacker. The authors of this manuscript declare relationships with the following companies: Siemens Healthcare and ProMedicus (Bernhard Meyer, Frank Wacker; outside the submitted work).

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 has significant statistical expertise. Institutional Review Board approval was obtained. Written informed consent was waived by the Institutional Review Board. None study subjects or cohorts have been previously reported.

Methodology: retrospective, experimental, intra-individual comparison, performed at one institution.

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Correspondence to Jan B. Hinrichs.

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Jan B. Hinrichs and Hoen-Oh Shin contributed equally to this work.

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Hinrichs, J.B., Shin, HO., Kaercher, D. et al. Parametric response mapping of contrast-enhanced biphasic CT for evaluating tumour viability of hepatocellular carcinoma after TACE. Eur Radiol 26, 3447–3455 (2016). https://doi.org/10.1007/s00330-015-4203-4

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