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Published in: Japanese Journal of Radiology 5/2021

01-05-2021 | Sarcoidosis | Original Article

Texture analysis of delayed contrast-enhanced computed tomography to diagnose cardiac sarcoidosis

Authors: Satonori Tsuneta, Noriko Oyama-Manabe, Kenji Hirata, Taisuke Harada, Tadao Aikawa, Osamu Manabe, Hiroshi Ohira, Kazuhiro Koyanagawa, Masanao Naya, Kohsuke Kudo

Published in: Japanese Journal of Radiology | Issue 5/2021

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Abstract

Purpose

To investigate the diagnostic value of texture analysis to differentiate cardiac sarcoidosis (CS) from other non-ischemic cardiomyopathies (non-CS).

Materials and methods

Twenty CS patients and 15 non-CS patients who had undergone myocardial CT delayed enhancement (CTDE) were included. A total of 36 texture features were calculated according to the CT attenuation of CTDE. We investigated the diagnostic value to differentiate CS from non-CS. We also assessed the intra- and inter-rater reproducibility for each feature and inter-observer agreement for visual assessment.

Results

Seven extracted features had significantly higher run length non-uniformity (RLNU) values (5.4 × 102 ± 6.2 × 102 vs. 11.2 × 102 ± 4.9 × 102, p = 0.037) and significantly lower low gray-level zone emphasis (LGZE) values (7.1 × 10–3 ± 8.6 × 10–3 vs. 18.1 × 10–3 ± 16.9 × 10–3, p = 0.017) in CS than in non-CS. Intra- and inter-rater reproducibility of RLNU and LGZE were excellent (ICCs > 0.8), while inter-observer agreement of visual assessment was poor (kappa = 0.19). The accuracies of texture analysis were 69% with RLNU and 71% with LGZE, which were better than that of visual assessment.

Conclusion

Texture analysis of CTDE could differentiate CS from non-CS with high reproducibility.
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Literature
1.
go back to reference Morimoto T, Azuma A, Abe S, Usuki J, Kudoh S, Sugisaki K, et al. Epidemiology of sarcoidosis in Japan. Eur Respir J. 2008;31:372–9.CrossRef Morimoto T, Azuma A, Abe S, Usuki J, Kudoh S, Sugisaki K, et al. Epidemiology of sarcoidosis in Japan. Eur Respir J. 2008;31:372–9.CrossRef
2.
go back to reference Silverman KJ, Hutchins GM, Bulkley BH. Cardiac sarcoid: a clinicopathologic study of 84 unselected patients with systemic sarcoidosis. Circulation. 1978;58:1204–11.CrossRef Silverman KJ, Hutchins GM, Bulkley BH. Cardiac sarcoid: a clinicopathologic study of 84 unselected patients with systemic sarcoidosis. Circulation. 1978;58:1204–11.CrossRef
3.
go back to reference Iwai K, Tachibana T, Takemura T, Matsui Y, Kitaichi M, Kawabata Y. Pathological studies on sarcoidosis autopsy. I. Epidemiological features of 320 cases in Japan. Acta Pathol Jpn Aust. 1993;43:372–6. Iwai K, Tachibana T, Takemura T, Matsui Y, Kitaichi M, Kawabata Y. Pathological studies on sarcoidosis autopsy. I. Epidemiological features of 320 cases in Japan. Acta Pathol Jpn Aust. 1993;43:372–6.
4.
go back to reference Youssef G, Leung E, Mylonas I, Nery P, Williams K, Wisenberg G, et al. The use of 18F-FDG PET in the diagnosis of cardiac sarcoidosis: a systematic review and metaanalysis including the Ontario experience. J Nucl Med. 2012;53:241–8.CrossRef Youssef G, Leung E, Mylonas I, Nery P, Williams K, Wisenberg G, et al. The use of 18F-FDG PET in the diagnosis of cardiac sarcoidosis: a systematic review and metaanalysis including the Ontario experience. J Nucl Med. 2012;53:241–8.CrossRef
6.
go back to reference Blankstein R, Osborne M, Naya M, Waller A, Kim CK, Murthy VL, et al. Cardiac positron emission tomography enhances prognostic assessments of patients with suspected cardiac sarcoidosis. J Am Coll Cardiol. 2014;63:329–36.CrossRef Blankstein R, Osborne M, Naya M, Waller A, Kim CK, Murthy VL, et al. Cardiac positron emission tomography enhances prognostic assessments of patients with suspected cardiac sarcoidosis. J Am Coll Cardiol. 2014;63:329–36.CrossRef
7.
go back to reference Terasaki F, Azuma A, Anzai T, Ishizaka N, Ishida Y, Isobe M, et al. JCS 2016 guideline on diagnosis and treatment of cardiac sarcoidosis—digest version. Circ J. 2019;83:2329–88.CrossRef Terasaki F, Azuma A, Anzai T, Ishizaka N, Ishida Y, Isobe M, et al. JCS 2016 guideline on diagnosis and treatment of cardiac sarcoidosis—digest version. Circ J. 2019;83:2329–88.CrossRef
9.
go back to reference Crouser ED, Maier LA, Wilson KC, Bonham CA, Morgenthau AS, Patterson KC, et al. Diagnosis and detection of sarcoidosis. An official American Thoracic Society clinical practice guideline. Am J Respir Crit Care Med. 2020;201:e26-51.CrossRef Crouser ED, Maier LA, Wilson KC, Bonham CA, Morgenthau AS, Patterson KC, et al. Diagnosis and detection of sarcoidosis. An official American Thoracic Society clinical practice guideline. Am J Respir Crit Care Med. 2020;201:e26-51.CrossRef
10.
go back to reference Aikawa T, Oyama-Manabe N, Naya M, Ohira H, Sugimoto A, Tsujino I, et al. Delayed contrast-enhanced computed tomography in patients with known or suspected cardiac sarcoidosis: a feasibility study. Eur Radiol Germany. 2017;27:4054–63.CrossRef Aikawa T, Oyama-Manabe N, Naya M, Ohira H, Sugimoto A, Tsujino I, et al. Delayed contrast-enhanced computed tomography in patients with known or suspected cardiac sarcoidosis: a feasibility study. Eur Radiol Germany. 2017;27:4054–63.CrossRef
11.
go back to reference Schildt JV, Loimaala AJ, Hippeläinen ET, Ahonen AA. Heterogeneity of myocardial 2-[18F]fluoro-2-deoxy-d-glucose uptake is a typical feature in cardiac sarcoidosis: a study of 231 patients. Eur Heart J Cardiovasc Imaging. 2018;19:293–8.CrossRef Schildt JV, Loimaala AJ, Hippeläinen ET, Ahonen AA. Heterogeneity of myocardial 2-[18F]fluoro-2-deoxy-d-glucose uptake is a typical feature in cardiac sarcoidosis: a study of 231 patients. Eur Heart J Cardiovasc Imaging. 2018;19:293–8.CrossRef
13.
go back to reference Okasha O, Kazmirczak F, Chen KHA, Farzaneh-Far A, Shenoy C. Myocardial involvement in patients with histologically diagnosed cardiac sarcoidosis: a systematic review and meta-analysis of gross pathological images from autopsy. J Am Heart Assoc. 2019;8:e011253.CrossRef Okasha O, Kazmirczak F, Chen KHA, Farzaneh-Far A, Shenoy C. Myocardial involvement in patients with histologically diagnosed cardiac sarcoidosis: a systematic review and meta-analysis of gross pathological images from autopsy. J Am Heart Assoc. 2019;8:e011253.CrossRef
14.
go back to reference Orlhac F, Thézé B, Soussan M, Boisgard R, Buvat I. Multiscale texture analysis: from 18F-FDG PET images to histologic images. J Nucl Med. 2016;57:1823–8.CrossRef Orlhac F, Thézé B, Soussan M, Boisgard R, Buvat I. Multiscale texture analysis: from 18F-FDG PET images to histologic images. J Nucl Med. 2016;57:1823–8.CrossRef
15.
go back to reference Manabe O, Ohira H, Hirata K, Hayashi S, Naya M, Tsujino I, et al. Use of (18)F-FDG PET/CT texture analysis to diagnose cardiac sarcoidosis. Eur J Nucl Med Mol Imaging. 2019;46:1240–7.CrossRef Manabe O, Ohira H, Hirata K, Hayashi S, Naya M, Tsujino I, et al. Use of (18)F-FDG PET/CT texture analysis to diagnose cardiac sarcoidosis. Eur J Nucl Med Mol Imaging. 2019;46:1240–7.CrossRef
18.
go back to reference Amano Y, Suzuki Y, Yanagisawa F, Omori Y, Matsumoto N. Relationship between extension or texture features of late gadolinium enhancement and ventricular tachyarrhythmias in hypertrophic cardiomyopathy. Biomed Res Int US. 2018;2018:4092469. Amano Y, Suzuki Y, Yanagisawa F, Omori Y, Matsumoto N. Relationship between extension or texture features of late gadolinium enhancement and ventricular tachyarrhythmias in hypertrophic cardiomyopathy. Biomed Res Int US. 2018;2018:4092469.
19.
go back to reference Cheng S, Fang M, Cui C, Chen X, Yin G, Prasad SK, et al. LGE-CMR-derived texture features reflect poor prognosis in hypertrophic cardiomyopathy patients with systolic dysfunction: preliminary results. Eur Radiol Eur Radiol. 2018;28:4615–24.CrossRef Cheng S, Fang M, Cui C, Chen X, Yin G, Prasad SK, et al. LGE-CMR-derived texture features reflect poor prognosis in hypertrophic cardiomyopathy patients with systolic dysfunction: preliminary results. Eur Radiol Eur Radiol. 2018;28:4615–24.CrossRef
20.
go back to reference Manabe O, Koyanagawa K, Hirata K, Oyama-Manabe N, Ohira H, Aikawa T, et al. Prognostic value of 18F-FDG PET using texture analysis in cardiac sarcoidosis. JACC Cardiovasc Imaging US. 2020;13:1096–7.CrossRef Manabe O, Koyanagawa K, Hirata K, Oyama-Manabe N, Ohira H, Aikawa T, et al. Prognostic value of 18F-FDG PET using texture analysis in cardiac sarcoidosis. JACC Cardiovasc Imaging US. 2020;13:1096–7.CrossRef
21.
go back to reference Manabe O, Ohira H, Yoshinaga K, Sato T, Klaipetch A, Oyama-Manabe N, et al. Elevated 18F-fluorodeoxyglucose uptake in the interventricular septum is associated with atrioventricular block in patients with suspected cardiac involvement sarcoidosis. Eur J Nucl Med Mol Imaging. 2013;40:1558–66.CrossRef Manabe O, Ohira H, Yoshinaga K, Sato T, Klaipetch A, Oyama-Manabe N, et al. Elevated 18F-fluorodeoxyglucose uptake in the interventricular septum is associated with atrioventricular block in patients with suspected cardiac involvement sarcoidosis. Eur J Nucl Med Mol Imaging. 2013;40:1558–66.CrossRef
23.
go back to reference Berenguer R, Del Rosario P-J, Canales-Vázquez J, Castro-García M, Villas MV, Legorburo FM, et al. Radiomics of CT features may be nonreproducible and redundant: Influence of CT acquisition parameters. Radiology. 2018;288:407–15.CrossRef Berenguer R, Del Rosario P-J, Canales-Vázquez J, Castro-García M, Villas MV, Legorburo FM, et al. Radiomics of CT features may be nonreproducible and redundant: Influence of CT acquisition parameters. Radiology. 2018;288:407–15.CrossRef
Metadata
Title
Texture analysis of delayed contrast-enhanced computed tomography to diagnose cardiac sarcoidosis
Authors
Satonori Tsuneta
Noriko Oyama-Manabe
Kenji Hirata
Taisuke Harada
Tadao Aikawa
Osamu Manabe
Hiroshi Ohira
Kazuhiro Koyanagawa
Masanao Naya
Kohsuke Kudo
Publication date
01-05-2021
Publisher
Springer Singapore
Published in
Japanese Journal of Radiology / Issue 5/2021
Print ISSN: 1867-1071
Electronic ISSN: 1867-108X
DOI
https://doi.org/10.1007/s11604-020-01086-1

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