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2016 | OriginalPaper | Buchkapitel

Prediction of Rib Motion During Free-Breathing from Liver Observations Using 4D MRI

verfasst von : Golnoosh Samei, Gábor Székely, Christine Tanner

Erschienen in: Clinical Image-Based Procedures. Translational Research in Medical Imaging

Verlag: Springer International Publishing

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Abstract

Magnetic resonance guided high intensity focused ultrasound (MRgHIFU) is a new therapy for treating malignant liver tissues. However, the motion of the ribs in the beam path may compromise an effective and safe treatment. Due to poor visibility of bones in MR and US liver images, tracking them in real time is currently not feasible. We propose a method for modeling and registration of the respiratory motion of the ribs. Moreover, we show that it is possible to predict the ribs’ motion based on a few tracked points in the liver. Our registration had a mean error of 1.06 mm for deep inhalations with an average motion of 2.71 mm. We developed subject-specific and population-based modeling methods, which recover 60 % and 40 % of the respiratory motion extracted through registration, respectively. To the best of our knowledge, this is the first time the ribs’ motion due to respiration has been directly studied during free breathing over a relatively long time (100 breathing cycles).

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Literatur
1.
Zurück zum Zitat Gao, J., Volovick, A., Pekelny, Y., Huang, Z., Cochran, S., Melzer, A.: Focusing through the rib cage for MR-guided transcostal FUS. AIP Conf. Proc. 1481(1), 94–99 (2012)CrossRef Gao, J., Volovick, A., Pekelny, Y., Huang, Z., Cochran, S., Melzer, A.: Focusing through the rib cage for MR-guided transcostal FUS. AIP Conf. Proc. 1481(1), 94–99 (2012)CrossRef
3.
Zurück zum Zitat Ibanez, L., Schroeder, W., Ng, L., Cates, J.: The ITK Software Guide. Kitware Inc, second edn. ISBN 1-930934-15-7 (2005) Ibanez, L., Schroeder, W., Ng, L., Cates, J.: The ITK Software Guide. Kitware Inc, second edn. ISBN 1-930934-15-7 (2005)
4.
Zurück zum Zitat Jung, S.E., Cho, S.H., Jang, J.H., Han, J.Y.: High-intensity focused ultrasound ablation in hepatic and pancreatic cancer: Complications. Abdom. Imaging 36(2), 185–195 (2011)CrossRef Jung, S.E., Cho, S.H., Jang, J.H., Han, J.Y.: High-intensity focused ultrasound ablation in hepatic and pancreatic cancer: Complications. Abdom. Imaging 36(2), 185–195 (2011)CrossRef
5.
Zurück zum Zitat Kennedy, J., Eberhart, R.: Particle swarm optimization. ICNN 4, 1942–1948 (1995) Kennedy, J., Eberhart, R.: Particle swarm optimization. ICNN 4, 1942–1948 (1995)
6.
Zurück zum Zitat McClelland, J., Hawkes, D., Schaeffter, T., King, A.: Respiratory motion models: A review. Med Image Anal. 17(1), 19–42 (2013)CrossRef McClelland, J., Hawkes, D., Schaeffter, T., King, A.: Respiratory motion models: A review. Med Image Anal. 17(1), 19–42 (2013)CrossRef
7.
Zurück zum Zitat Mohr, M., Abrams, E., Engel, C., Long, W.B., Bottlang, M.: Geometry of human ribs pertinent to orthopedic chest-wall reconstruction. J. Biomech. 40(6), 1310 (2007)CrossRef Mohr, M., Abrams, E., Engel, C., Long, W.B., Bottlang, M.: Geometry of human ribs pertinent to orthopedic chest-wall reconstruction. J. Biomech. 40(6), 1310 (2007)CrossRef
8.
Zurück zum Zitat Samei, G., Székely, G., Tanner, C.: Detection and registration of ribs in MRI using geometric and appearance models. In: Golland, P., Hata, N., Barillot, C., Hornegger, J., Howe, R. (eds.) MICCAI 2014, Part I. LNCS, vol. 8673, pp. 706–713. Springer, Heidelberg (2014) Samei, G., Székely, G., Tanner, C.: Detection and registration of ribs in MRI using geometric and appearance models. In: Golland, P., Hata, N., Barillot, C., Hornegger, J., Howe, R. (eds.) MICCAI 2014, Part I. LNCS, vol. 8673, pp. 706–713. Springer, Heidelberg (2014)
9.
Zurück zum Zitat Samei, G., Tanner, C., Székely, G.: Predicting liver motion using exemplar models. In: Yoshida, H., Hawkes, D., Vannier, M.W. (eds.) MMCP 2012 and CCAAI 2012. LNCS, vol. 7601, pp. 147–157. Springer, Heidelberg (2012) Samei, G., Tanner, C., Székely, G.: Predicting liver motion using exemplar models. In: Yoshida, H., Hawkes, D., Vannier, M.W. (eds.) MMCP 2012 and CCAAI 2012. LNCS, vol. 7601, pp. 147–157. Springer, Heidelberg (2012)
10.
Zurück zum Zitat Tanner, C., Boye, D., Samei, G., Szekely, G.: Review on 4D models for organ motion compensation. Crit. Rev. Biomed. Eng. 40(2), 135 (2012)CrossRef Tanner, C., Boye, D., Samei, G., Szekely, G.: Review on 4D models for organ motion compensation. Crit. Rev. Biomed. Eng. 40(2), 135 (2012)CrossRef
11.
Zurück zum Zitat Von Siebenthal, M., Székely, G., Gamper, U., Boesiger, P., Lomax, A., Cattin, P.: 4D MR imaging of respiratory organ motion and its variability. Phys. Med. Biol. 52, 1547 (2007)CrossRef Von Siebenthal, M., Székely, G., Gamper, U., Boesiger, P., Lomax, A., Cattin, P.: 4D MR imaging of respiratory organ motion and its variability. Phys. Med. Biol. 52, 1547 (2007)CrossRef
12.
Zurück zum Zitat Wilson, T., Rehder, K., Krayer, S., Hoffman, E., Whitney, C., Rodarte, J.: Geometry and respiratory displacement of human ribs. J. Appl. Physiol. 62(5), 1872 (1987) Wilson, T., Rehder, K., Krayer, S., Hoffman, E., Whitney, C., Rodarte, J.: Geometry and respiratory displacement of human ribs. J. Appl. Physiol. 62(5), 1872 (1987)
13.
Zurück zum Zitat Zhang, Z.: Iterative point matching for registration of free-form curves and surfaces. Int. J. Comput. Vis. 13(2), 119–152 (1994)CrossRef Zhang, Z.: Iterative point matching for registration of free-form curves and surfaces. Int. J. Comput. Vis. 13(2), 119–152 (1994)CrossRef
Metadaten
Titel
Prediction of Rib Motion During Free-Breathing from Liver Observations Using 4D MRI
verfasst von
Golnoosh Samei
Gábor Székely
Christine Tanner
Copyright-Jahr
2016
DOI
https://doi.org/10.1007/978-3-319-31808-0_6

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