Skip to main content
Erschienen in: European Radiology 3/2021

07.09.2020 | Magnetic Resonance

Post-TACE changes in ADC histogram predict overall and transplant-free survival in patients with well-defined HCC: a retrospective cohort with up to 10 years follow-up

verfasst von: Mohammadreza Shaghaghi, Mounes Aliyari Ghasabeh, Sanaz Ameli, Maryam Ghadimi, Bita Hazhirkarzar, Roya Rezvani Habibabadi, Pegah Khoshpouri, Ankur Pandey, Pallavi Pandey, Ihab R. Kamel

Erschienen in: European Radiology | Ausgabe 3/2021

Einloggen, um Zugang zu erhalten

Abstract

Objectives

To evaluate the role of change in apparent diffusion coefficient (ADC) histogram after the first transarterial chemoembolization (TACE) in predicting overall and transplant-free survival in well-circumscribed hepatocellular carcinoma (HCC).

Methods

Institution database was searched for HCC patients who got conventional TACE during 2005–2016. One hundred four patients with well-circumscribed HCC and complete pre- and post-TACE liver MRI were included. Volumetric MRI metrics including tumor volume, mean ADC, skewness, and kurtosis of ADC histograms were measured. Univariate and multivariable Cox models were used to test the independent role of change in imaging parameters to predict survival. P values < 0.05 were considered significant.

Results

In total, 367 person-years follow-up data were analyzed. After adjusting for baseline liver function, tumor volume, and treatment modality, incremental percent change in ADC (ΔADC) was an independent predictor of longer overall and transplant-free survival (p = 0.009). Overall, a decrease in ADC-kurtosis (ΔkADC) showed a strong role in predicting longer survival (p = 0.021). Patients in the responder group (ΔADC ≥ 35%) had the best survival profile, compared with non-responders (ΔADC < 35%) (p < 0.001). ΔkADC, as an indicator of change in tissue homogeneity, could distinguish between poor and fair survival in non-responders (p < 0.001). It was not a measure of difference among responders (p = 0.244). Non-responders with ΔkADC ≥ 1 (homogeneous post-TACE tumor) had the worst survival outcome (HR = 5.70, p < 0.001), and non-responders with ΔkADC < 1 had a fair survival outcome (HR = 2.51, p = 0.029), compared with responders.

Conclusions

Changes in mean ADC and ADC kurtosis, as a measure of change in tissue heterogeneity, can be used to predict overall and transplant-free survival in well-circumscribed HCC, in order to monitor early response to TACE and identify patients with treatment failure and poor survival outcome.

Key Points

• Changes in the mean and kurtosis of ADC histograms, as the measures of change in tissue heterogeneity, can be used to predict overall and transplant-free survival in patients with well-defined HCC.
• A ≥ 35% increase in volumetric ADC after TACE is an independent predictor of good survival, regardless of the change in ADC histogram kurtosis.
• In patients with < 35% ADC change, a decrease in ADC histogram kurtosis indicates partial response and fair survival, while ∆kurtosis ≥ 1 correlates with the worst survival outcome.
Anhänge
Nur mit Berechtigung zugänglich
Literatur
1.
Zurück zum Zitat Greten TF, Papendorf F, Bleck JS et al (2005) Survival rate in patients with hepatocellular carcinoma: a retrospective analysis of 389 patients. Br J Cancer 92:1862–1868CrossRef Greten TF, Papendorf F, Bleck JS et al (2005) Survival rate in patients with hepatocellular carcinoma: a retrospective analysis of 389 patients. Br J Cancer 92:1862–1868CrossRef
3.
Zurück zum Zitat Bruix J, Llovet JM (2002) Prognostic prediction and treatment strategy in hepatocellular carcinoma. Hepatology 35:519–524CrossRef Bruix J, Llovet JM (2002) Prognostic prediction and treatment strategy in hepatocellular carcinoma. Hepatology 35:519–524CrossRef
4.
Zurück zum Zitat Mazzaferro V, Regalia E, Doci R et al (1996) Liver transplantation for the treatment of small hepatocellular carcinomas in patients with cirrhosis. N Engl J Med 334:693–699CrossRef Mazzaferro V, Regalia E, Doci R et al (1996) Liver transplantation for the treatment of small hepatocellular carcinomas in patients with cirrhosis. N Engl J Med 334:693–699CrossRef
5.
Zurück zum Zitat Llovet JM, Real MI, Montana X et al (2002) Arterial embolisation or chemoembolisation versus symptomatic treatment in patients with unresectable hepatocellular carcinoma: a randomised controlled trial. Lancet 359:1734–1739CrossRef Llovet JM, Real MI, Montana X et al (2002) Arterial embolisation or chemoembolisation versus symptomatic treatment in patients with unresectable hepatocellular carcinoma: a randomised controlled trial. Lancet 359:1734–1739CrossRef
6.
Zurück zum Zitat Llovet JM, Bruix J (2003) Systematic review of randomized trials for unresectable hepatocellular carcinoma: chemoembolization improves survival. Hepatology 37:429–442CrossRef Llovet JM, Bruix J (2003) Systematic review of randomized trials for unresectable hepatocellular carcinoma: chemoembolization improves survival. Hepatology 37:429–442CrossRef
7.
Zurück zum Zitat Belghiti J, Carr BI, Greig PD, Lencioni R, Poon RT (2008) Treatment before liver transplantation for HCC. Ann Surg Oncol 15:993–1000CrossRef Belghiti J, Carr BI, Greig PD, Lencioni R, Poon RT (2008) Treatment before liver transplantation for HCC. Ann Surg Oncol 15:993–1000CrossRef
8.
Zurück zum Zitat Jaeger HJ, Mehring UM, Castaneda F et al (1996) Sequential transarterial chemoembolization for unresectable advanced hepatocellular carcinoma. Cardiovasc Intervent Radiol 19:388–396CrossRef Jaeger HJ, Mehring UM, Castaneda F et al (1996) Sequential transarterial chemoembolization for unresectable advanced hepatocellular carcinoma. Cardiovasc Intervent Radiol 19:388–396CrossRef
9.
Zurück zum Zitat Mazzaferro V, Battiston C, Perrone S et al (2004) Radiofrequency ablation of small hepatocellular carcinoma in cirrhotic patients awaiting liver transplantation: a prospective study. Ann Surg 240:900–909CrossRef Mazzaferro V, Battiston C, Perrone S et al (2004) Radiofrequency ablation of small hepatocellular carcinoma in cirrhotic patients awaiting liver transplantation: a prospective study. Ann Surg 240:900–909CrossRef
10.
Zurück zum Zitat Zhu AX (2008) Development of sorafenib and other molecularly targeted agents in hepatocellular carcinoma. Cancer 112:250–259CrossRef Zhu AX (2008) Development of sorafenib and other molecularly targeted agents in hepatocellular carcinoma. Cancer 112:250–259CrossRef
11.
Zurück zum Zitat Corona-Villalobos CP, Halappa VG, Geschwind JF et al (2015) Volumetric assessment of tumour response using functional MR imaging in patients with hepatocellular carcinoma treated with a combination of doxorubicin-eluting beads and sorafenib. Eur Radiol 25:380–390CrossRef Corona-Villalobos CP, Halappa VG, Geschwind JF et al (2015) Volumetric assessment of tumour response using functional MR imaging in patients with hepatocellular carcinoma treated with a combination of doxorubicin-eluting beads and sorafenib. Eur Radiol 25:380–390CrossRef
12.
Zurück zum Zitat Bonekamp S, Jolepalem P, Lazo M, Gulsun MA, Kiraly AP, Kamel IR (2011) Hepatocellular carcinoma: response to TACE assessed with semiautomated volumetric and functional analysis of diffusion-weighted and contrast-enhanced MR imaging data. Radiology 260:752–761CrossRef Bonekamp S, Jolepalem P, Lazo M, Gulsun MA, Kiraly AP, Kamel IR (2011) Hepatocellular carcinoma: response to TACE assessed with semiautomated volumetric and functional analysis of diffusion-weighted and contrast-enhanced MR imaging data. Radiology 260:752–761CrossRef
13.
Zurück zum Zitat Kele PG, van der Jagt EJ (2010) Diffusion weighted imaging in the liver. World J Gastroenterol 16:1567–1576CrossRef Kele PG, van der Jagt EJ (2010) Diffusion weighted imaging in the liver. World J Gastroenterol 16:1567–1576CrossRef
14.
Zurück zum Zitat Yuan Z, Ye XD, Dong S et al (2010) Role of magnetic resonance diffusion-weighted imaging in evaluating response after chemoembolization of hepatocellular carcinoma. Eur J Radiol 75:e9–e14CrossRef Yuan Z, Ye XD, Dong S et al (2010) Role of magnetic resonance diffusion-weighted imaging in evaluating response after chemoembolization of hepatocellular carcinoma. Eur J Radiol 75:e9–e14CrossRef
15.
Zurück zum Zitat Kubota K, Yamanishi T, Itoh S et al (2010) Role of diffusion-weighted imaging in evaluating therapeutic efficacy after transcatheter arterial chemoembolization for hepatocellular carcinoma. Oncol Rep 24:727–732CrossRef Kubota K, Yamanishi T, Itoh S et al (2010) Role of diffusion-weighted imaging in evaluating therapeutic efficacy after transcatheter arterial chemoembolization for hepatocellular carcinoma. Oncol Rep 24:727–732CrossRef
16.
Zurück zum Zitat Mannelli L, Kim S, Hajdu CH, Babb JS, Clark TW, Taouli B (2009) Assessment of tumor necrosis of hepatocellular carcinoma after chemoembolization: diffusion-weighted and contrast-enhanced MRI with histopathologic correlation of the explanted liver. AJR Am J Roentgenol 193:1044–1052CrossRef Mannelli L, Kim S, Hajdu CH, Babb JS, Clark TW, Taouli B (2009) Assessment of tumor necrosis of hepatocellular carcinoma after chemoembolization: diffusion-weighted and contrast-enhanced MRI with histopathologic correlation of the explanted liver. AJR Am J Roentgenol 193:1044–1052CrossRef
17.
Zurück zum Zitat 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–W259CrossRef 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–W259CrossRef
18.
Zurück zum Zitat Yang L, Gu D, Wei J et al (2019) A radiomics nomogram for preoperative prediction of microvascular invasion in hepatocellular carcinoma. Liver Cancer 8:373–386CrossRef Yang L, Gu D, Wei J et al (2019) A radiomics nomogram for preoperative prediction of microvascular invasion in hepatocellular carcinoma. Liver Cancer 8:373–386CrossRef
19.
Zurück zum Zitat Chernyak V, Fowler KJ, Kamaya A et al (2018) Liver imaging reporting and data system (LI-RADS) version 2018: imaging of hepatocellular carcinoma in at-risk patients. Radiology 289:816–830CrossRef Chernyak V, Fowler KJ, Kamaya A et al (2018) Liver imaging reporting and data system (LI-RADS) version 2018: imaging of hepatocellular carcinoma in at-risk patients. Radiology 289:816–830CrossRef
20.
Zurück zum Zitat Jang JY, Lee JS, Kim H-J et al (2017) The general rules for the study of primary liver Cancer. J Liver Cancer 17:19–44CrossRef Jang JY, Lee JS, Kim H-J et al (2017) The general rules for the study of primary liver Cancer. J Liver Cancer 17:19–44CrossRef
21.
Zurück zum Zitat Kim H, Park MS, Choi JY et al (2009) Can microvessel invasion of hepatocellular carcinoma be predicted by pre-operative MRI? Eur Radiol 19:1744–1751CrossRef Kim H, Park MS, Choi JY et al (2009) Can microvessel invasion of hepatocellular carcinoma be predicted by pre-operative MRI? Eur Radiol 19:1744–1751CrossRef
22.
Zurück zum Zitat Chou CT, Chen RC, Lee CW, Ko CJ, Wu HK, Chen YL (2012) Prediction of microvascular invasion of hepatocellular carcinoma by pre-operative CT imaging. Br J Radiol 85:778–783CrossRef Chou CT, Chen RC, Lee CW, Ko CJ, Wu HK, Chen YL (2012) Prediction of microvascular invasion of hepatocellular carcinoma by pre-operative CT imaging. Br J Radiol 85:778–783CrossRef
23.
Zurück zum Zitat Fleckenstein FN, Schernthaner RE, Duran R et al (2016) 3D quantitative tumour burden analysis in patients with hepatocellular carcinoma before TACE: comparing single-lesion vs. multi-lesion imaging biomarkers as predictors of patient survival. Eur Radiol 26:3243–3252CrossRef Fleckenstein FN, Schernthaner RE, Duran R et al (2016) 3D quantitative tumour burden analysis in patients with hepatocellular carcinoma before TACE: comparing single-lesion vs. multi-lesion imaging biomarkers as predictors of patient survival. Eur Radiol 26:3243–3252CrossRef
24.
Zurück zum Zitat Riaz A, Miller FH, Kulik LM et al (2010) Imaging response in the primary index lesion and clinical outcomes following transarterial locoregional therapy for hepatocellular carcinoma. JAMA 303:1062–1069CrossRef Riaz A, Miller FH, Kulik LM et al (2010) Imaging response in the primary index lesion and clinical outcomes following transarterial locoregional therapy for hepatocellular carcinoma. JAMA 303:1062–1069CrossRef
25.
Zurück zum Zitat Grady L (2006) Random walks for image segmentation. IEEE Trans Pattern Anal Mach Intell 28:1768–1783CrossRef Grady L (2006) Random walks for image segmentation. IEEE Trans Pattern Anal Mach Intell 28:1768–1783CrossRef
26.
Zurück zum Zitat Lencioni R, Llovet JM (2010) Modified RECIST (mRECIST) assessment for hepatocellular carcinoma. Semin Liver Dis 30:52–60CrossRef Lencioni R, Llovet JM (2010) Modified RECIST (mRECIST) assessment for hepatocellular carcinoma. Semin Liver Dis 30:52–60CrossRef
27.
Zurück zum Zitat Chapiro J, Duran R, Lin M et al (2015) Identifying staging markers for hepatocellular carcinoma before transarterial chemoembolization: comparison of three-dimensional quantitative versus non-three-dimensional imaging markers. Radiology 275:438–447CrossRef Chapiro J, Duran R, Lin M et al (2015) Identifying staging markers for hepatocellular carcinoma before transarterial chemoembolization: comparison of three-dimensional quantitative versus non-three-dimensional imaging markers. Radiology 275:438–447CrossRef
30.
Zurück zum Zitat Davnall F, Yip CS, Ljungqvist G et al (2012) Assessment of tumor heterogeneity: an emerging imaging tool for clinical practice? Insights Imaging 3:573–589CrossRef Davnall F, Yip CS, Ljungqvist G et al (2012) Assessment of tumor heterogeneity: an emerging imaging tool for clinical practice? Insights Imaging 3:573–589CrossRef
32.
Zurück zum Zitat Kokabi N, Camacho JC, Xing M, Edalat F, Mittal PK, Kim HS (2015) Immediate post-doxorubicin drug-eluting beads chemoembolization Mr apparent diffusion coefficient quantification predicts response in unresectable hepatocellular carcinoma: a pilot study. J Magn Reson Imaging 42:981–989CrossRef Kokabi N, Camacho JC, Xing M, Edalat F, Mittal PK, Kim HS (2015) Immediate post-doxorubicin drug-eluting beads chemoembolization Mr apparent diffusion coefficient quantification predicts response in unresectable hepatocellular carcinoma: a pilot study. J Magn Reson Imaging 42:981–989CrossRef
33.
Zurück zum Zitat Vandecaveye V, Michielsen K, De Keyzer F et al (2014) Chemoembolization for hepatocellular carcinoma: 1-month response determined with apparent diffusion coefficient is an independent predictor of outcome. Radiology 270:747–757CrossRef Vandecaveye V, Michielsen K, De Keyzer F et al (2014) Chemoembolization for hepatocellular carcinoma: 1-month response determined with apparent diffusion coefficient is an independent predictor of outcome. Radiology 270:747–757CrossRef
34.
Zurück zum Zitat Bonekamp S, Halappa VG, Geschwind JF et al (2013) Unresectable hepatocellular carcinoma: MR imaging after intraarterial therapy. Part II. Response stratification using volumetric functional criteria after intraarterial therapy. Radiology 268:431–439CrossRef Bonekamp S, Halappa VG, Geschwind JF et al (2013) Unresectable hepatocellular carcinoma: MR imaging after intraarterial therapy. Part II. Response stratification using volumetric functional criteria after intraarterial therapy. Radiology 268:431–439CrossRef
35.
Zurück zum Zitat Klompenhouwer EG, Dresen RC, Verslype C et al (2018) Transarterial radioembolization following chemoembolization for unresectable hepatocellular carcinoma: response based on apparent diffusion coefficient change is an independent predictor for survival. Cardiovasc Intervent Radiol 41:1716–1726CrossRef Klompenhouwer EG, Dresen RC, Verslype C et al (2018) Transarterial radioembolization following chemoembolization for unresectable hepatocellular carcinoma: response based on apparent diffusion coefficient change is an independent predictor for survival. Cardiovasc Intervent Radiol 41:1716–1726CrossRef
36.
Zurück zum Zitat Bonekamp D, Bonekamp S, Halappa VG et al (2014) Interobserver agreement of semi-automated and manual measurements of functional MRI metrics of treatment response in hepatocellular carcinoma. Eur J Radiol 83:487–496CrossRef Bonekamp D, Bonekamp S, Halappa VG et al (2014) Interobserver agreement of semi-automated and manual measurements of functional MRI metrics of treatment response in hepatocellular carcinoma. Eur J Radiol 83:487–496CrossRef
37.
Zurück zum Zitat Reimer RP, Reimer P, Mahnken AH (2018) Assessment of therapy response to transarterial radioembolization for liver metastases by means of post-treatment MRI-based texture analysis. Cardiovasc Intervent Radiol 41:1545–1556CrossRef Reimer RP, Reimer P, Mahnken AH (2018) Assessment of therapy response to transarterial radioembolization for liver metastases by means of post-treatment MRI-based texture analysis. Cardiovasc Intervent Radiol 41:1545–1556CrossRef
38.
Zurück zum Zitat Chen X, Oshima K, Schott D et al (2017) Assessment of treatment response during chemoradiation therapy for pancreatic cancer based on quantitative radiomic analysis of daily CTs: an exploratory study. PLoS One 12:e0178961CrossRef Chen X, Oshima K, Schott D et al (2017) Assessment of treatment response during chemoradiation therapy for pancreatic cancer based on quantitative radiomic analysis of daily CTs: an exploratory study. PLoS One 12:e0178961CrossRef
39.
Zurück zum Zitat Wu LF, Rao SX, Xu PJ et al (2019) Pre-TACE kurtosis of ADC total derived from histogram analysis for diffusion-weighted imaging is the best independent predictor of prognosis in hepatocellular carcinoma. Eur Radiol 29:213–223CrossRef Wu LF, Rao SX, Xu PJ et al (2019) Pre-TACE kurtosis of ADC total derived from histogram analysis for diffusion-weighted imaging is the best independent predictor of prognosis in hepatocellular carcinoma. Eur Radiol 29:213–223CrossRef
40.
Zurück zum Zitat Renzulli M, Brocchi S, Cucchetti A et al (2016) Can current preoperative imaging be used to detect microvascular invasion of hepatocellular carcinoma? Radiology 279:432–442CrossRef Renzulli M, Brocchi S, Cucchetti A et al (2016) Can current preoperative imaging be used to detect microvascular invasion of hepatocellular carcinoma? Radiology 279:432–442CrossRef
Metadaten
Titel
Post-TACE changes in ADC histogram predict overall and transplant-free survival in patients with well-defined HCC: a retrospective cohort with up to 10 years follow-up
verfasst von
Mohammadreza Shaghaghi
Mounes Aliyari Ghasabeh
Sanaz Ameli
Maryam Ghadimi
Bita Hazhirkarzar
Roya Rezvani Habibabadi
Pegah Khoshpouri
Ankur Pandey
Pallavi Pandey
Ihab R. Kamel
Publikationsdatum
07.09.2020
Verlag
Springer Berlin Heidelberg
Erschienen in
European Radiology / Ausgabe 3/2021
Print ISSN: 0938-7994
Elektronische ISSN: 1432-1084
DOI
https://doi.org/10.1007/s00330-020-07237-2

Weitere Artikel der Ausgabe 3/2021

European Radiology 3/2021 Zur Ausgabe

Update Radiologie

Bestellen Sie unseren Fach-Newsletter und bleiben Sie gut informiert.