Skip to main content
Top
Published in: Japanese Journal of Radiology 8/2021

01-08-2021 | Computed Tomography | Original Article

The correlation between hepatic fat fraction evaluated by dual-energy computed tomography and high-risk coronary plaques in patients with non-alcoholic fatty liver disease

Authors: Rui Zhan, Rongxing Qi, Sheng Huang, Yang Lu, Xiaoyu Wang, Jiashen Jiang, Xiwu Ruan, Anyi Song

Published in: Japanese Journal of Radiology | Issue 8/2021

Login to get access

Abstract

Purpose

To determine the relationship between non-alcoholic fatty liver disease (NAFLD) evaluated by a hepatic fat fraction (HFF) using dual-energy computed tomography (DECT) and high-risk coronary plaques (HRP) in NAFLD patients.

Methods

We conducted a matched case–control study involving 172 NAFLD individuals recruited from August 2019 to September 2020. They underwent dual-energy coronary computed tomographic angiography and were classified as no-plaque, HRP negative and HRP positive groups. HFF values were measured using multimaterial decomposition algorithm of DECT, and the differences among three groups were compared. Multiple logistic regression analysis was performed to determine the independent correlation between HFF and HRP. Spearman rank correlation was used to assess the correlations between HFF and multiple variables.

Results

HRP positive group (15.3%) had higher HFF values than no-plaque (6.9%) and HRP negative groups (8.9%) (P < 0.001). After adjusting for confounding variables, the results indicated that HFF was an independent risk factor for HRP (OR 1.93, P < 0.001). Additionally, HFF significantly correlated with coronary artery calcium score, hepatic CT attenuation, epicardial and pericoronary adipose tissue volume, and CT attenuation (all P < 0.001).

Conclusions

As a new imaging marker for the quantification of liver fat, HFF was independently associated with HRP.
Literature
1.
go back to reference Anstee QM, Mantovani A, Tilg H, Targher G. Risk of cardiomyopathy and cardiac arrhythmias in patients with nonalcoholic fatty liver disease. Nat Rev Gastroenterol Hepatol. 2018;15(7):425–39.PubMedCrossRef Anstee QM, Mantovani A, Tilg H, Targher G. Risk of cardiomyopathy and cardiac arrhythmias in patients with nonalcoholic fatty liver disease. Nat Rev Gastroenterol Hepatol. 2018;15(7):425–39.PubMedCrossRef
2.
go back to reference Liu B, Li Y, Li Y, Liu Y, Yan Y, Luo A, et al. Association of epicardial adipose tissue with non-alcoholic fatty liver disease: a meta-analysis. Hepatol Int. 2019;13(6):757–65.PubMedCrossRef Liu B, Li Y, Li Y, Liu Y, Yan Y, Luo A, et al. Association of epicardial adipose tissue with non-alcoholic fatty liver disease: a meta-analysis. Hepatol Int. 2019;13(6):757–65.PubMedCrossRef
3.
go back to reference Ferrara D, Montecucco F, Dallegri F, Carbone F. Impact of different ectopic fat depots on cardiovascular and metabolic diseases. J Cell Physiol. 2019;234(12):21630–41.PubMedCrossRef Ferrara D, Montecucco F, Dallegri F, Carbone F. Impact of different ectopic fat depots on cardiovascular and metabolic diseases. J Cell Physiol. 2019;234(12):21630–41.PubMedCrossRef
4.
go back to reference Kovalic AJ, Satapathy SK. The role of nonalcoholic fatty liver disease on cardiovascular manifestations and outcomes. Clin Liver Dis. 2018;22(1):141–74.PubMedCrossRef Kovalic AJ, Satapathy SK. The role of nonalcoholic fatty liver disease on cardiovascular manifestations and outcomes. Clin Liver Dis. 2018;22(1):141–74.PubMedCrossRef
5.
go back to reference Osawa K, Miyoshi T, Yamauchi K, Koyama Y, Nakamura K, Sato S, et al. Nonalcoholic hepatic steatosis is a strong predictor of high-risk coronary-artery plaques as determined by multidetector CT. PLoS One. 2015;10(6):e0131138.PubMedPubMedCentralCrossRef Osawa K, Miyoshi T, Yamauchi K, Koyama Y, Nakamura K, Sato S, et al. Nonalcoholic hepatic steatosis is a strong predictor of high-risk coronary-artery plaques as determined by multidetector CT. PLoS One. 2015;10(6):e0131138.PubMedPubMedCentralCrossRef
6.
go back to reference Puchner SB, Lu MT, Mayrhofer T, Liu T, Pursnani A, Ghoshhajra BB, et al. High-risk coronary plaque at coronary CT angiography is associated with nonalcoholic fatty liver disease, independent of coronary plaque and stenosis burden: results from the ROMICAT II trial. Radiology. 2015;274(3):693–701.PubMedCrossRef Puchner SB, Lu MT, Mayrhofer T, Liu T, Pursnani A, Ghoshhajra BB, et al. High-risk coronary plaque at coronary CT angiography is associated with nonalcoholic fatty liver disease, independent of coronary plaque and stenosis burden: results from the ROMICAT II trial. Radiology. 2015;274(3):693–701.PubMedCrossRef
7.
go back to reference Park HE, Lee H, Choi SY, Kwak MS, Yang JI, Yim JY, et al. Clinical significance of hepatic steatosis according to coronary plaque morphology: assessment using controlled attenuation parameter. J Gastroenterol. 2019;54(3):271–80.PubMedCrossRef Park HE, Lee H, Choi SY, Kwak MS, Yang JI, Yim JY, et al. Clinical significance of hepatic steatosis according to coronary plaque morphology: assessment using controlled attenuation parameter. J Gastroenterol. 2019;54(3):271–80.PubMedCrossRef
8.
go back to reference Naghavi M, Libby P, Falk E, Casscells SW, Litovsky S, Rumberger J, et al. From vulnerable plaque to vulnerable patient: a call for new definitions and risk assessment strategies: part I. Circulation. 2003;108(14):1664–72.PubMedCrossRef Naghavi M, Libby P, Falk E, Casscells SW, Litovsky S, Rumberger J, et al. From vulnerable plaque to vulnerable patient: a call for new definitions and risk assessment strategies: part I. Circulation. 2003;108(14):1664–72.PubMedCrossRef
9.
go back to reference Puchner SB, Liu T, Mayrhofer T, Truong QA, Lee H, Fleg JL, et al. High-risk plaque detected on coronary CT angiography predicts acute coronary syndromes independent of significant stenosis in acute chest pain: results from the ROMICAT-II trial. J Am Coll Cardiol. 2014;64(7):684–92.PubMedPubMedCentralCrossRef Puchner SB, Liu T, Mayrhofer T, Truong QA, Lee H, Fleg JL, et al. High-risk plaque detected on coronary CT angiography predicts acute coronary syndromes independent of significant stenosis in acute chest pain: results from the ROMICAT-II trial. J Am Coll Cardiol. 2014;64(7):684–92.PubMedPubMedCentralCrossRef
10.
go back to reference Neeland IJ, Ross R, Després JP, Matsuzawa Y, Yamashita S, Shai I, et al. Visceral and ectopic fat, atherosclerosis, and cardiometabolic disease: a position statement. Lancet Diabetes Endocrinol. 2019;7(9):715–25.PubMedCrossRef Neeland IJ, Ross R, Després JP, Matsuzawa Y, Yamashita S, Shai I, et al. Visceral and ectopic fat, atherosclerosis, and cardiometabolic disease: a position statement. Lancet Diabetes Endocrinol. 2019;7(9):715–25.PubMedCrossRef
11.
go back to reference Antoniades C, Shirodaria C. Detecting coronary inflammation with perivascular fat attenuation imaging: making sense from perivascular attenuation maps. JACC Cardiovasc Imaging. 2019;12(10):2011–4.PubMedCrossRef Antoniades C, Shirodaria C. Detecting coronary inflammation with perivascular fat attenuation imaging: making sense from perivascular attenuation maps. JACC Cardiovasc Imaging. 2019;12(10):2011–4.PubMedCrossRef
12.
go back to reference Italian Association for the Study of the Liver (AISF). AISF position paper on nonalcoholic fatty liver disease (NAFLD): updates and future directions. Dig Liver Dis. 2017;49(5):471–83.CrossRef Italian Association for the Study of the Liver (AISF). AISF position paper on nonalcoholic fatty liver disease (NAFLD): updates and future directions. Dig Liver Dis. 2017;49(5):471–83.CrossRef
13.
14.
go back to reference Hur BY, Lee JM, Hyunsik W, Lee KB, Joo I, Han JK, et al. Quantification of the fat fraction in the liver using dual-energy computed tomography and multimaterial decomposition. J Comput Assist Tomogr. 2014;38(6):845–52.PubMedCrossRef Hur BY, Lee JM, Hyunsik W, Lee KB, Joo I, Han JK, et al. Quantification of the fat fraction in the liver using dual-energy computed tomography and multimaterial decomposition. J Comput Assist Tomogr. 2014;38(6):845–52.PubMedCrossRef
15.
go back to reference Hyodo T, Yada N, Hori M, Maenishi O, Lamb P, Sasaki K, et al. Multimaterial decomposition algorithm for the quantification of liver fat content by using fast-kilovolt-peak switching dual-energy CT: clinical evaluation. Radiology. 2017;283(1):108–18.PubMedCrossRef Hyodo T, Yada N, Hori M, Maenishi O, Lamb P, Sasaki K, et al. Multimaterial decomposition algorithm for the quantification of liver fat content by using fast-kilovolt-peak switching dual-energy CT: clinical evaluation. Radiology. 2017;283(1):108–18.PubMedCrossRef
16.
go back to reference Artz NS, Hines CD, Brunner ST, Agni RM, Kühn JP, Roldan-Alzate A, et al. Quantification of hepatic steatosis with dual-energy computed tomography: comparison with tissue reference standards and quantitative magnetic resonance imaging in the ob/ob mouse. Invest Radiol. 2012;47(10):603–10.PubMedPubMedCentralCrossRef Artz NS, Hines CD, Brunner ST, Agni RM, Kühn JP, Roldan-Alzate A, et al. Quantification of hepatic steatosis with dual-energy computed tomography: comparison with tissue reference standards and quantitative magnetic resonance imaging in the ob/ob mouse. Invest Radiol. 2012;47(10):603–10.PubMedPubMedCentralCrossRef
17.
go back to reference Hyodo T, Hori M, Lamb P, Sasaki K, Wakayama T, Chiba Y, et al. Multimaterial decomposition algorithm for the quantification of liver fat content by using fast-kilovolt-peak switching dual-energy CT: experimental validation. Radiology. 2017;282(2):381–9.PubMedCrossRef Hyodo T, Hori M, Lamb P, Sasaki K, Wakayama T, Chiba Y, et al. Multimaterial decomposition algorithm for the quantification of liver fat content by using fast-kilovolt-peak switching dual-energy CT: experimental validation. Radiology. 2017;282(2):381–9.PubMedCrossRef
18.
go back to reference Kolossváry M, Szilveszter B, Merkely B, Maurovich-Horvat P. Plaque imaging with CT-a comprehensive review on coronary CT angiography based risk assessment. Cardiovasc Diagn Ther. 2017;7(5):489–506.PubMedPubMedCentralCrossRef Kolossváry M, Szilveszter B, Merkely B, Maurovich-Horvat P. Plaque imaging with CT-a comprehensive review on coronary CT angiography based risk assessment. Cardiovasc Diagn Ther. 2017;7(5):489–506.PubMedPubMedCentralCrossRef
19.
go back to reference American Diabetes Association. Executive summary: standards of medical care in diabetes–2014. Diabetes Care. 2014;37(Suppl 1):S5–13. American Diabetes Association. Executive summary: standards of medical care in diabetes–2014. Diabetes Care. 2014;37(Suppl 1):S5–13.
20.
go back to reference Lu Y, Wang T, Zhan R, Wang X, Ruan X, Qi R, et al. Effects of epicardial adipose tissue volume and density on cardiac structure and function in patients free of coronary artery disease. Jpn J Radiol. 2020;38(7):666–75.PubMedCrossRef Lu Y, Wang T, Zhan R, Wang X, Ruan X, Qi R, et al. Effects of epicardial adipose tissue volume and density on cardiac structure and function in patients free of coronary artery disease. Jpn J Radiol. 2020;38(7):666–75.PubMedCrossRef
21.
go back to reference Brouha SS, Nguyen P, Bettencourt R, Sirlin CB, Loomba R. Increased severity of liver fat content and liver fibrosis in non-alcoholic fatty liver disease correlate with epicardial fat volume in type 2 diabetes: a prospective study. Eur Radiol. 2018;28(4):1345–55.PubMedCrossRef Brouha SS, Nguyen P, Bettencourt R, Sirlin CB, Loomba R. Increased severity of liver fat content and liver fibrosis in non-alcoholic fatty liver disease correlate with epicardial fat volume in type 2 diabetes: a prospective study. Eur Radiol. 2018;28(4):1345–55.PubMedCrossRef
22.
go back to reference Rodriguez K, Kwan AC, Lai S, Lima JA, Vigneault D, Sandfort V, et al. Coronary plaque burden at coronary CT angiography in asymptomatic men and women. Radiology. 2015;277(1):73–80.PubMedCrossRef Rodriguez K, Kwan AC, Lai S, Lima JA, Vigneault D, Sandfort V, et al. Coronary plaque burden at coronary CT angiography in asymptomatic men and women. Radiology. 2015;277(1):73–80.PubMedCrossRef
23.
go back to reference Yang DH, Kang JW, Kim HK, Choe J, Baek S, Kim SH, et al. Association between C-reactive Protein and type of coronary arterial plaque in asymptomatic patients: assessment with coronary CT angiography. Radiology. 2014;272(3):665–73.PubMedCrossRef Yang DH, Kang JW, Kim HK, Choe J, Baek S, Kim SH, et al. Association between C-reactive Protein and type of coronary arterial plaque in asymptomatic patients: assessment with coronary CT angiography. Radiology. 2014;272(3):665–73.PubMedCrossRef
24.
go back to reference Sugiyama T, Yamamoto E, Bryniarski K, Xing L, Fracassi F, Lee H, et al. Coronary plaque characteristics in patients with diabetes mellitus who presented with acute coronary syndromes. J Am Heart Assoc. 2018;7(14):e009245.PubMedPubMedCentralCrossRef Sugiyama T, Yamamoto E, Bryniarski K, Xing L, Fracassi F, Lee H, et al. Coronary plaque characteristics in patients with diabetes mellitus who presented with acute coronary syndromes. J Am Heart Assoc. 2018;7(14):e009245.PubMedPubMedCentralCrossRef
25.
go back to reference Marso SP, Mercado N, Maehara A, Weisz G, Mintz GS, McPherson J, et al. Plaque composition and clinical outcomes in acute coronary syndrome patients with metabolic syndrome or diabetes. JACC Cardiovasc Imaging. 2012;5(3 Suppl):S42–52.PubMedCrossRef Marso SP, Mercado N, Maehara A, Weisz G, Mintz GS, McPherson J, et al. Plaque composition and clinical outcomes in acute coronary syndrome patients with metabolic syndrome or diabetes. JACC Cardiovasc Imaging. 2012;5(3 Suppl):S42–52.PubMedCrossRef
26.
go back to reference Li T, Gu C, Wang F, Lv B, Zhang C, Peng R, et al. Association of neutrophil-lymphocyte ratio and the presence of noncalcified or mixed coronary atherosclerotic plaques. Angiology. 2018;69(3):256–63.PubMedCrossRef Li T, Gu C, Wang F, Lv B, Zhang C, Peng R, et al. Association of neutrophil-lymphocyte ratio and the presence of noncalcified or mixed coronary atherosclerotic plaques. Angiology. 2018;69(3):256–63.PubMedCrossRef
27.
go back to reference Ulasoglu C, Enc FY, Kaya E, Yilmaz Y. Characterization of patients with biopsy-proven non-alcoholic fatty liver disease and normal aminotransferase levels. J Gastrointestin Liver Dis. 2019;28(4):427–31.PubMedCrossRef Ulasoglu C, Enc FY, Kaya E, Yilmaz Y. Characterization of patients with biopsy-proven non-alcoholic fatty liver disease and normal aminotransferase levels. J Gastrointestin Liver Dis. 2019;28(4):427–31.PubMedCrossRef
28.
go back to reference Meng X, Wang W, Zhang K, Qi Y, An S, Wang S, et al. Epicardial adipose tissue volume is associated with non-alcoholic fatty liver disease and cardiovascular risk factors in the general population. Ther Clin Risk Manag. 2018;14:1499–506.PubMedPubMedCentralCrossRef Meng X, Wang W, Zhang K, Qi Y, An S, Wang S, et al. Epicardial adipose tissue volume is associated with non-alcoholic fatty liver disease and cardiovascular risk factors in the general population. Ther Clin Risk Manag. 2018;14:1499–506.PubMedPubMedCentralCrossRef
29.
go back to reference Park HE, Kwak MS, Kim D, Kim MK, Cha MJ, Choi SY. Nonalcoholic fatty liver disease is associated with coronary artery calcification development: a longitudinal study. J Clin Endocrinol Metab. 2016;101(8):3134–43.PubMedCrossRef Park HE, Kwak MS, Kim D, Kim MK, Cha MJ, Choi SY. Nonalcoholic fatty liver disease is associated with coronary artery calcification development: a longitudinal study. J Clin Endocrinol Metab. 2016;101(8):3134–43.PubMedCrossRef
30.
go back to reference Stahl EP, Dhindsa DS, Lee SK, Sandesara PB, Chalasani NP, Sperling LS. Nonalcoholic fatty liver disease and the heart: JACC state-of-the-art review. J Am Coll Cardiol. 2019;73(8):948–63.PubMedCrossRef Stahl EP, Dhindsa DS, Lee SK, Sandesara PB, Chalasani NP, Sperling LS. Nonalcoholic fatty liver disease and the heart: JACC state-of-the-art review. J Am Coll Cardiol. 2019;73(8):948–63.PubMedCrossRef
31.
go back to reference Fracanzani AL, Pisano G, Consonni D, Tiraboschi S, Baragetti A, Bertelli C, et al. Epicardial adipose tissue (EAT) thickness is associated with cardiovascular and liver damage in nonalcoholic fatty liver disease. PLoS One. 2016;11(9):e0162473.PubMedPubMedCentralCrossRef Fracanzani AL, Pisano G, Consonni D, Tiraboschi S, Baragetti A, Bertelli C, et al. Epicardial adipose tissue (EAT) thickness is associated with cardiovascular and liver damage in nonalcoholic fatty liver disease. PLoS One. 2016;11(9):e0162473.PubMedPubMedCentralCrossRef
32.
go back to reference Tomizawa N, Inoh S, Nojo T, Nakamura S. Relationship of hepatic steatosis severity and coronary artery disease characteristics assessed by coronary CT angiography. Int J Cardiovasc Imaging. 2016;32(Suppl 1):73–82.PubMedCrossRef Tomizawa N, Inoh S, Nojo T, Nakamura S. Relationship of hepatic steatosis severity and coronary artery disease characteristics assessed by coronary CT angiography. Int J Cardiovasc Imaging. 2016;32(Suppl 1):73–82.PubMedCrossRef
33.
go back to reference Eslam M, George J. Refining the role of epicardial adipose tissue in non-alcoholic fatty liver disease. Hepatol Int. 2019;13(6):662–4.PubMedCrossRef Eslam M, George J. Refining the role of epicardial adipose tissue in non-alcoholic fatty liver disease. Hepatol Int. 2019;13(6):662–4.PubMedCrossRef
34.
go back to reference Al Rifai M, Silverman MG, Nasir K, Budoff MJ, Blankstein R, Szklo M, et al. The association of nonalcoholic fatty liver disease, obesity, and metabolic syndrome, with systemic inflammation and subclinical atherosclerosis: the Multi-Ethnic Study of Atherosclerosis (MESA). Atherosclerosis. 2015;239(2):629–33.PubMedPubMedCentralCrossRef Al Rifai M, Silverman MG, Nasir K, Budoff MJ, Blankstein R, Szklo M, et al. The association of nonalcoholic fatty liver disease, obesity, and metabolic syndrome, with systemic inflammation and subclinical atherosclerosis: the Multi-Ethnic Study of Atherosclerosis (MESA). Atherosclerosis. 2015;239(2):629–33.PubMedPubMedCentralCrossRef
35.
go back to reference Li JH, Tsai CY, Huang HM. Assessment of hepatic fatty infiltration using dual-energy computed tomography: a phantom study. Physiol Meas. 2014;35(4):597–606.PubMedCrossRef Li JH, Tsai CY, Huang HM. Assessment of hepatic fatty infiltration using dual-energy computed tomography: a phantom study. Physiol Meas. 2014;35(4):597–606.PubMedCrossRef
36.
go back to reference Pickhardt PJ, Graffy PM, Reeder SB, Hernando D, Li K. Quantification of liver fat content with unenhanced mdct: phantom and clinical correlation with MRI proton density fat fraction. AJR Am J Roentgenol. 2018;211(3):W151–7.PubMedPubMedCentralCrossRef Pickhardt PJ, Graffy PM, Reeder SB, Hernando D, Li K. Quantification of liver fat content with unenhanced mdct: phantom and clinical correlation with MRI proton density fat fraction. AJR Am J Roentgenol. 2018;211(3):W151–7.PubMedPubMedCentralCrossRef
37.
go back to reference Elbanna KY, Mansoori B, Mileto A, Rogalla P, Guimarães SL. Dual-energy CT in diffuse liver disease: is there a role? Abdom Radiol. 2020;45(11):3413–24.CrossRef Elbanna KY, Mansoori B, Mileto A, Rogalla P, Guimarães SL. Dual-energy CT in diffuse liver disease: is there a role? Abdom Radiol. 2020;45(11):3413–24.CrossRef
38.
go back to reference Fischer MA, Gnannt R, Raptis D, Reiner CS, Clavien PA, Schmidt B, et al. Quantification of liver fat in the presence of iron and iodine: an ex-vivo dual-energy CT study. Invest Radiol. 2011;46(6):351–8.PubMedCrossRef Fischer MA, Gnannt R, Raptis D, Reiner CS, Clavien PA, Schmidt B, et al. Quantification of liver fat in the presence of iron and iodine: an ex-vivo dual-energy CT study. Invest Radiol. 2011;46(6):351–8.PubMedCrossRef
39.
go back to reference Mendonca PR, Lamb P, Sahani DV. A flexible method for multi-material decomposition of dual-energy CT images. IEEE Trans Med Imaging. 2014;33(1):99–116.PubMedCrossRef Mendonca PR, Lamb P, Sahani DV. A flexible method for multi-material decomposition of dual-energy CT images. IEEE Trans Med Imaging. 2014;33(1):99–116.PubMedCrossRef
40.
go back to reference Kuschnerus K, Landmesser U, Kränkel N. Vascular repair strategies in type 2 diabetes: novel insights. Cardiovasc Diagn Ther. 2015;5(5):374–86.PubMedPubMedCentral Kuschnerus K, Landmesser U, Kränkel N. Vascular repair strategies in type 2 diabetes: novel insights. Cardiovasc Diagn Ther. 2015;5(5):374–86.PubMedPubMedCentral
41.
go back to reference Zhang J, Lv Z, Zhao D, Liu L, Wan Y, Fan T, et al. Coronary plaque characteristics assessed by 256-slice coronary CT angiography and association with high-sensitivity C-reactive protein in symptomatic patients with type 2 diabetes. J Diabetes Res. 2016;2016:4365156.PubMedPubMedCentral Zhang J, Lv Z, Zhao D, Liu L, Wan Y, Fan T, et al. Coronary plaque characteristics assessed by 256-slice coronary CT angiography and association with high-sensitivity C-reactive protein in symptomatic patients with type 2 diabetes. J Diabetes Res. 2016;2016:4365156.PubMedPubMedCentral
42.
go back to reference Zhou HT, Zhao DL, Wang GK, Wang TZ, Liang HW, Zhang JL. Assessment of high sensitivity C-reactive protein and coronary plaque characteristics by computed tomography in patients with and without diabetes mellitus. BMC Cardiovasc Disord. 2020;20(1):435.PubMedPubMedCentralCrossRef Zhou HT, Zhao DL, Wang GK, Wang TZ, Liang HW, Zhang JL. Assessment of high sensitivity C-reactive protein and coronary plaque characteristics by computed tomography in patients with and without diabetes mellitus. BMC Cardiovasc Disord. 2020;20(1):435.PubMedPubMedCentralCrossRef
Metadata
Title
The correlation between hepatic fat fraction evaluated by dual-energy computed tomography and high-risk coronary plaques in patients with non-alcoholic fatty liver disease
Authors
Rui Zhan
Rongxing Qi
Sheng Huang
Yang Lu
Xiaoyu Wang
Jiashen Jiang
Xiwu Ruan
Anyi Song
Publication date
01-08-2021
Publisher
Springer Singapore
Published in
Japanese Journal of Radiology / Issue 8/2021
Print ISSN: 1867-1071
Electronic ISSN: 1867-108X
DOI
https://doi.org/10.1007/s11604-021-01113-9

Other articles of this Issue 8/2021

Japanese Journal of Radiology 8/2021 Go to the issue