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2017 | OriginalPaper | Buchkapitel

A Lung Graph–Model for Pulmonary Hypertension and Pulmonary Embolism Detection on DECT Images

verfasst von : Yashin Dicente Cid, Henning Müller, Alexandra Platon, Jean–Paul Janssens, Frédéric Lador, Pierre–Alexandre Poletti, Adrien Depeursinge

Erschienen in: Medical Computer Vision and Bayesian and Graphical Models for Biomedical Imaging

Verlag: Springer International Publishing

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Abstract

This article presents a novel graph–model approach encoding the relations between the perfusion in several regions of the lung extracted from a geometry–based atlas. Unlike previous approaches that individually analyze regions of the lungs, our method evaluates the entire pulmonary circulatory network for the classification of patients with pulmonary embolism and pulmonary hypertension. An undirected weighted graph with fixed structure is used to encode the network of intensity distributions in Dual Energy Computed Tomography (DECT) images. Results show that the graph–model presented is capable of characterizing a DECT dataset of 30 patients affected with disease and 26 healthy patients, achieving a discrimination accuracy from 0.77 to 0.87 and an AUC between 0.73 and 0.86. This fully automatic graph–model of the lungs constitutes a novel and effective approach for exploring the various patterns of pulmonary perfusion of healthy and diseased patients.

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Burrowes, K., Tawhai, M., Clark, A.: Blood flow redistribution and ventilation-perfusion mismatch during embolic pulmonary arterial occlusion. Pulm. Circ. 1(3), 365 (2011)CrossRef

Chae, E.J., Seo, J.B., Jang, Y.M., Krauß, B., Lee, C.W., Lee, H.J., Song, K.S.: Dual-energy CT for assessment of the severity of acute pulmonary embolism: pulmonary perfusion defect score compared with CT angiographic obstruction score and right ventricular/left ventricular diameter ratio. Am. J. Roentgenol. 194(3), 604–610 (2010)CrossRef

Chang, C.C., Lin, C.J.: LIBSVM: a library for support vector machines. ACM Trans. Intell. Syst. Technol. 2(3), 1–27 (2011)CrossRef

Cortes, C., Vapnik, V.: Support-vector networks. Mach. Learn. 20(3), 273–297 (1995)MATH

Depeursinge, A., Chin, A.C., Leung, A.N., Terrone, D., Bristow, M., Rosen, G., Rubin, D.L.: Automated classification of usual interstitial pneumonia using regional volumetric texture analysis in high-resolution CT. Investig. Radiol. 50(4), 261–267 (2015)CrossRef

Depeursinge, A., Zrimec, T., Busayarat, S., Müller, H.: 3D lung image retrieval using localized features. In: Medical Imaging 2011: Computer-Aided Diagnosis, vol. 7963, p. 79632E. SPIE, February 2011

Dicente Cid, Y., Depeursinge, A., Foncubierta-Rodríguez, A., Platon, A., Poletti, P.A., Müller, H.: Pulmonary embolism detecton using localized vessel-based features in dual energy CT. In: SPIE Medical Imaging. International Society for Optics and Photonics (2015)

Dicente Cid, Y., Jiménez-del Toro, O.A., Depeursinge, A., Müller, H.: Efficient and fully automatic segmentation of the lungs in CT volumes. In: Goksel, O., et al. (eds.) Proceedings of the VISCERAL Challenge at ISBI. No. 1390 in CEUR Workshop Proceedings, April 2015

Farber, H.: Pulmonary circulation: diseases and their treatment. Eur. Respir. Rev. 21(123), 78 (2012). 3rd Edition

10.

Goksel, O., Foncubierta-Rodríguez, A., Jiménez-del Toro, O.A., Müller, H., Langs, G., Weber, M.A., Menze, B., Eggel, I., Gruenberg, K., Winterstein, M., Holzer, M., Krenn, M., Kontokotsios, G., Metallidis, S., Schaer, R., Taha, A.A., Jakab, A., Salas Fernandez, T., Hanbury, A.: Overview of the VISCERAL challenge at ISBI 2015. In: Goksel, O., et al. (eds.) Proceedings of the VISCERAL Challenge at ISBI, pp. 6–11. No. 1390 in CEUR Workshop Proceedings, April 2015

11.

Kim, N.H., Delcroix, M., Jenkins, D.P., Channick, R., Dartevelle, P., Jansa, P., Lang, I., Madani, M.M., Ogino, H., Pengo, V., Mayer, E.: Chronic thromboembolic pulmonary hypertension. J. Am. Coll. Cardiol. 62(25 SUPPL.), D92–D99 (2013)CrossRef

12.

Lador, F., Beghetti, M., Rochat, T.: Détection et traitement précoce de l’hypertension artérielle pulmonaire. Revue Médicale Suisse 5, 2317–2321 (2009)

13.

Lee, C., Seo, J., Song, J.W., Kim, M.Y., Lee, H., Park, Y., Chae, E., Jang, Y., Kim, N., Krauß, B.: Evaluation of computer-aided detection and dual energy software in detection of peripheral pulmonary embolism on dual-energy pulmonary CT angiography. Eur. Radiol. 21(1), 54–62 (2011)CrossRef

14.

Nakazawa, T., Watanabe, Y., Hori, Y., Kiso, K., Higashi, M., Itoh, T., Naito, H.: Lung perfused blood volume images with dual-energy computed tomography for chronic thromboembolic pulmonary hypertension: correlation to scintigraphy with single-photon emission computed tomography. J. Comput. Assist. Tomogr. 35(5), 590–595 (2011)CrossRef

15.

Richiardi, J., Bunke, H., Van De Ville, D., Achard, S.: Machine learning with brain graphs. IEEE Signal Process. Mag. 30, 58 (2013)CrossRef

16.

Richiardi, J., Eryilmaz, H., Schwartz, S., Vuilleumier, P., Van De Ville, D.: Decoding brain states from fMRI connectivity graphs. NeuroImage 56(2), 616–626 (2011)CrossRef

17.

Salvador, R., Suckling, J., Schwarzbauer, C., Bullmore, E.: Undirected graphs of frequency-dependent functional connectivity in whole brain networks. Philos. Trans. R. Soc. Lond. Ser. B Biol. Sci. 360(1457), 937–946 (2005)CrossRef

18.

Schwickert, H.C., Schweden, F., Schild, H.H., Piepenburg, R., Düber, C., Kauczor, H.U., Renner, C., Iversen, S., Thelen, M.: Pulmonary arteries and lung parenchyma in chronic pulmonary embolism: preoperative and postoperative CT findings. Radiology 191(2), 351–357 (1994)CrossRef

19.

Thieme, S.F., Becker, C.R., Hacker, M., Nikolaou, K., Reiser, M.F., Johnson, T.R.C.: Dual energy CT for the assessment of lung perfusion–correlation to scintigraphy. Eur. J. Radiol. 68(3), 369–374 (2008)CrossRef

20.

Thieme, S.F., Johnson, T.R.C., Lee, C., McWilliams, J., Becker, C.R., Reiser, M.F., Nikolaou, K.: Dual-energy CT for the assessment of contrast material distribution in the pulmonary parenchyma. Am. J. Roentgenol. 193(1), 144–149 (2009)CrossRef

21.

Thies, C., Metzler, V., Lehmann, T.M., Aach, T.: Formal extraction of biomedical objects by subgraph matching in attributed hierarchical region adjecency graphs. In: Medical Imaging 2004. SPIEProc, vol. 5370, February 2004

22.

Tuder, R.M., Archer, S.L., Dorfmüller, P., Erzurum, S.C., Guignabert, C., Michelakis, E., Rabinovitch, M., Schermuly, R., Stenmark, K.R., Morrell, N.W.: Relevant issues in the pathology and pathobiology of pulmonary hypertension. J. Am. Coll. Cardiol. 62(25 SUPPL.), D4–D12 (2013)CrossRef

23.

Ukil, S., Reinhardt, J.M.: Anatomy-guided lung lobe segmentation in X-ray CT images. IEEE Trans. Med. Imaging 28(2), 202–214 (2009)CrossRef

24.

Varoquaux, G., Gramfort, A., Poline, J., Thirion, B.: Brain covariance selection: better individual functional connectivity models using population prior. Nips 10, 2334–2342 (2010)

25.

Zrimec, T., Busayarat, S., Wilson, P.: A 3D model of the human lung. In: Barillot, C., Haynor, D.R., Hellier, P. (eds.) MICCAI 2004. LNCS, vol. 3217, pp. 1074–1075. Springer, Heidelberg (2004). doi:10.1007/978-3-540-30136-3_143 CrossRef

Titel: A Lung Graph–Model for Pulmonary Hypertension and Pulmonary Embolism Detection on DECT Images
verfasst von: Yashin Dicente Cid
Henning Müller
Alexandra Platon
Jean–Paul Janssens
Frédéric Lador
Pierre–Alexandre Poletti
Adrien Depeursinge
Verlag: Springer International Publishing
Buch: Medical Computer Vision and Bayesian and Graphical Models for Biomedical Imaging
Print ISBN: 978-3-319-61187-7

Electronic ISBN: 978-3-319-61188-4

Copyright-Jahr: 2017
DOI: https://doi.org/10.1007/978-3-319-61188-4_6

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