Skip to main content
Top
Published in: Pediatric Cardiology 6/2016

01-08-2016 | Original Article

Blood Pool Segmentation Results in Superior Virtual Cardiac Models than Myocardial Segmentation for 3D Printing

Authors: Kanwal M. Farooqi, Carlos Gonzalez Lengua, Alan D. Weinberg, James C. Nielsen, Javier Sanz

Published in: Pediatric Cardiology | Issue 6/2016

Login to get access

Abstract

The method of cardiac magnetic resonance (CMR) three-dimensional (3D) image acquisition and post-processing which should be used to create optimal virtual models for 3D printing has not been studied systematically. Patients (n = 19) who had undergone CMR including both 3D balanced steady-state free precession (bSSFP) imaging and contrast-enhanced magnetic resonance angiography (MRA) were retrospectively identified. Post-processing for the creation of virtual 3D models involved using both myocardial (MS) and blood pool (BP) segmentation, resulting in four groups: Group 1—bSSFP/MS, Group 2—bSSFP/BP, Group 3—MRA/MS and Group 4—MRA/BP. The models created were assessed by two raters for overall quality (1—poor; 2—good; 3—excellent) and ability to identify predefined vessels (1–5: superior vena cava, inferior vena cava, main pulmonary artery, ascending aorta and at least one pulmonary vein). A total of 76 virtual models were created from 19 patient CMR datasets. The mean overall quality scores for Raters 1/2 were 1.63 ± 0.50/1.26 ± 0.45 for Group 1, 2.12 ± 0.50/2.26 ± 0.73 for Group 2, 1.74 ± 0.56/1.53 ± 0.61 for Group 3 and 2.26 ± 0.65/2.68 ± 0.48 for Group 4. The numbers of identified vessels for Raters 1/2 were 4.11 ± 1.32/4.05 ± 1.31 for Group 1, 4.90 ± 0.46/4.95 ± 0.23 for Group 2, 4.32 ± 1.00/4.47 ± 0.84 for Group 3 and 4.74 ± 0.56/4.63 ± 0.49 for Group 4. Models created using BP segmentation (Groups 2 and 4) received significantly higher ratings than those created using MS for both overall quality and number of vessels visualized (p < 0.05), regardless of the acquisition technique. There were no significant differences between Groups 1 and 3. The ratings for Raters 1 and 2 had good correlation for overall quality (ICC = 0.63) and excellent correlation for the total number of vessels visualized (ICC = 0.77). The intra-rater reliability was good for Rater A (ICC = 0.65). Three models were successfully printed on desktop 3D printers with good quality and accurate representation of the virtual 3D models. We recommend using BP segmentation with either MRA or bSSFP source datasets to create virtual 3D models for 3D printing. Desktop 3D printers can offer good quality printed models with accurate representation of anatomic detail.
Literature
1.
go back to reference Li H, Wang L, Mao Y, Wang Y, Dai K, Zhu Z (2013) Revision of complex acetabular defects using cages with the aid of rapid prototyping. J Arthroplasty 28(10):1770–1775CrossRefPubMed Li H, Wang L, Mao Y, Wang Y, Dai K, Zhu Z (2013) Revision of complex acetabular defects using cages with the aid of rapid prototyping. J Arthroplasty 28(10):1770–1775CrossRefPubMed
2.
go back to reference Wurm G, Lehner M, Tomancok B, Kleiser R, Nussbaumer K (2011) Cerebrovascular biomodeling for aneurysm surgery: simulation based training by means of rapid prototyping technologies. Surg Innov 18(3):294–306CrossRefPubMed Wurm G, Lehner M, Tomancok B, Kleiser R, Nussbaumer K (2011) Cerebrovascular biomodeling for aneurysm surgery: simulation based training by means of rapid prototyping technologies. Surg Innov 18(3):294–306CrossRefPubMed
3.
go back to reference Schmauss D, Haeberle S, Hagl C, Sodian R (2015) Three-dimensional printing in cardiac surgery and interventional cardiology: a single centre experience. Eur J Cardiothorac Surg 47(6):1044–1052CrossRefPubMed Schmauss D, Haeberle S, Hagl C, Sodian R (2015) Three-dimensional printing in cardiac surgery and interventional cardiology: a single centre experience. Eur J Cardiothorac Surg 47(6):1044–1052CrossRefPubMed
4.
go back to reference Mottl-Link S, Hübler M, Kühne T, Rietdorf U, Krueger JJ, Schnackenburg B et al (2008) Physical models aiding in complex congenital heart surgery. Ann Thorac Surg 86(1):273–277CrossRefPubMed Mottl-Link S, Hübler M, Kühne T, Rietdorf U, Krueger JJ, Schnackenburg B et al (2008) Physical models aiding in complex congenital heart surgery. Ann Thorac Surg 86(1):273–277CrossRefPubMed
5.
go back to reference Vranicar M, Gregory W, Douglas WI, Di Sessa P, Di Sessa TG (2008) The use of stereolithographic hand held models for evaluation of congenital anomalies of the great arteries. Stud Health Technol Inform 132:538–543PubMed Vranicar M, Gregory W, Douglas WI, Di Sessa P, Di Sessa TG (2008) The use of stereolithographic hand held models for evaluation of congenital anomalies of the great arteries. Stud Health Technol Inform 132:538–543PubMed
6.
go back to reference Sodian R, Weber S, Markert M, Loeff M, Lueth T, Weis FC et al (2008) Pediatric cardiac transplantation: three dimensional printing of anatomic models for surgical planning of heart transplantation in patients with univentricular heart. J Thorac Cardiovasc Surg 136(4):1098–1099CrossRefPubMed Sodian R, Weber S, Markert M, Loeff M, Lueth T, Weis FC et al (2008) Pediatric cardiac transplantation: three dimensional printing of anatomic models for surgical planning of heart transplantation in patients with univentricular heart. J Thorac Cardiovasc Surg 136(4):1098–1099CrossRefPubMed
7.
go back to reference Ngan EM, Rebeyka IM, Ross DB, Hirji M, Wolfaardt JF, Seelaus R et al (2006) The rapid prototyping of anatomic models in pulmonary atresia. J Thorac Cardiovasc Surg 132(2):264–269CrossRefPubMed Ngan EM, Rebeyka IM, Ross DB, Hirji M, Wolfaardt JF, Seelaus R et al (2006) The rapid prototyping of anatomic models in pulmonary atresia. J Thorac Cardiovasc Surg 132(2):264–269CrossRefPubMed
8.
go back to reference Sodian R, Weber S, Markert M, Rassoulian D, Kaczmarek I, Lueth TC et al (2007) Stereolithographic models for surgical planning in congenital heart surgery. Ann Thorac Surg 83(5):1854–1857CrossRefPubMed Sodian R, Weber S, Markert M, Rassoulian D, Kaczmarek I, Lueth TC et al (2007) Stereolithographic models for surgical planning in congenital heart surgery. Ann Thorac Surg 83(5):1854–1857CrossRefPubMed
9.
go back to reference Olivieri L, Krieger A, Chen MY, Kim P, Kanter JP (2014) 3D heart model guides complex stent angioplasty of pulmonary venous baffle obstruction in a Mustard repair of D-TGA. Int J Cardiol 172(2):e297–e298CrossRefPubMed Olivieri L, Krieger A, Chen MY, Kim P, Kanter JP (2014) 3D heart model guides complex stent angioplasty of pulmonary venous baffle obstruction in a Mustard repair of D-TGA. Int J Cardiol 172(2):e297–e298CrossRefPubMed
10.
go back to reference Ryan JR, Moe TG, Richardson R, Frakes DH, Nigro JJ, Pophal S (2015) A novel approach to neonatal management of tetralogy of Fallot with pulmonary atresia and multiple aortopulmonary collaterals. JACC Cardiovasc Imaging 8(1):103–104CrossRefPubMed Ryan JR, Moe TG, Richardson R, Frakes DH, Nigro JJ, Pophal S (2015) A novel approach to neonatal management of tetralogy of Fallot with pulmonary atresia and multiple aortopulmonary collaterals. JACC Cardiovasc Imaging 8(1):103–104CrossRefPubMed
11.
go back to reference Schmauss D, Schmitz C, Bigdeli AK, Weber S, Gerber N, Beiras-Fernandez A et al (2012) Three dimensional printing of models for preoperative planning and simulation of transcatheter valve replacement. Ann Thorac Surg 93(2):e31–e33CrossRefPubMed Schmauss D, Schmitz C, Bigdeli AK, Weber S, Gerber N, Beiras-Fernandez A et al (2012) Three dimensional printing of models for preoperative planning and simulation of transcatheter valve replacement. Ann Thorac Surg 93(2):e31–e33CrossRefPubMed
12.
go back to reference Groves EM, Bireley W, Dill K, Carroll TJ, Carr JC (2007) Quantitative analysis of ECG-gated high-resolution contrast-enhanced MR angiography of the thoracic aorta. AJR Am J Roentgenol 188(2):522–528CrossRefPubMed Groves EM, Bireley W, Dill K, Carroll TJ, Carr JC (2007) Quantitative analysis of ECG-gated high-resolution contrast-enhanced MR angiography of the thoracic aorta. AJR Am J Roentgenol 188(2):522–528CrossRefPubMed
13.
go back to reference Foo TK, Ho VB, Marcos HB, Hood MN, Choyke PL (2002) MR angiography using steady-state free precession. Magn Reson Med 48(4):699–706CrossRefPubMed Foo TK, Ho VB, Marcos HB, Hood MN, Choyke PL (2002) MR angiography using steady-state free precession. Magn Reson Med 48(4):699–706CrossRefPubMed
Metadata
Title
Blood Pool Segmentation Results in Superior Virtual Cardiac Models than Myocardial Segmentation for 3D Printing
Authors
Kanwal M. Farooqi
Carlos Gonzalez Lengua
Alan D. Weinberg
James C. Nielsen
Javier Sanz
Publication date
01-08-2016
Publisher
Springer US
Published in
Pediatric Cardiology / Issue 6/2016
Print ISSN: 0172-0643
Electronic ISSN: 1432-1971
DOI
https://doi.org/10.1007/s00246-016-1385-8

Other articles of this Issue 6/2016

Pediatric Cardiology 6/2016 Go to the issue