A normalized framework for the design of feature spaces assessing the left ventricular function

IEEE Transactions on Medical Imaging

Volumn 29, Issue 3, 2010, Pages 733-745

  Garcia Barnes, J ^a   Gil, D ^a   Badiella, L ^a   Hernandez Sabate A ^a   Carreras, F ^b   Pujades, S ^b   Marti E ^a  

^a UNIVERSITAT AUTÒNOMA DE BARCELONA   (Spain)

^b HOSPITAL DE LA SANTA CREU I SANT PAU   (Spain)

Author keywords

B splines; Bull's eye plots; Left ventricle; Manifold parameterization; Regional wall motion abnormalities

Indexed keywords

B SPLINES; EYE PLOTS; LEFT VENTRICLE; LEFT VENTRICLES; WALL MOTION;

SPLINES;

ADULT; ALGORITHM; ARTICLE; FEMALE; HEART CONTRACTION; HEART LEFT VENTRICLE FUNCTION; HEART VENTRICLE; HUMAN; MALE; METHODOLOGY; MIDDLE AGED; NUCLEAR MAGNETIC RESONANCE IMAGING; OBSERVER VARIATION; PATHOPHYSIOLOGY; PHYSIOLOGY; RECEIVER OPERATING CHARACTERISTIC; REPRODUCIBILITY; SENSITIVITY AND SPECIFICITY; STATISTICAL MODEL;

ADULT; ALGORITHMS; FEMALE; HEART VENTRICLES; HUMANS; MAGNETIC RESONANCE IMAGING; MALE; MIDDLE AGED; MODELS, STATISTICAL; MYOCARDIAL CONTRACTION; OBSERVER VARIATION; REPRODUCIBILITY OF RESULTS; ROC CURVE; SENSITIVITY AND SPECIFICITY; VENTRICULAR DYSFUNCTION, LEFT; VENTRICULAR FUNCTION, LEFT;

EID: 77749273709     PISSN: 02780062     EISSN: None     Source Type: Journal    
DOI: 10.1109/TMI.2009.2034653     Document Type: Article

References (44)

1. G. Bleumink, A. Knetsch, M. Sturkenboom, S. Straus, A. Hofman, J. D. J. Wittemana, and B. Stricker, "Quantifying the heart failure epidemic: Prevalence, incidence rate, lifetime risk and prognosis of heart failure," Eur. Heart J., vol.25, no.18, pp. 1614-1619, 2004.
2. R. Tennant and C. Wiggers, "The effect of coronary occlusion on my-ocardial contraction," Amer. J. Physiol., vol.112, pp. 351-361, 1935.
3. G. Buckberg, "Left ventricular form and function: Scientific priorities and strategic palnning for development of new views of disease," Circulation, vol.110, pp. e333-e336, 2004.
4. M. Quinones, W. Gaasch, and J. Alexander, "Influence of acute changes in preload, afterload contractile state and heart rate on ejection and isovolumetric indices of myocardial contractility in man," Circulation, vol.53, pp. 293-302, 1976.
5. K. Leung and J. Bosch, "Localized shape variations for classifying wall motion in echocardiograms," in Proc. Med. Image Comput. Comput.-Assist. Interv. (MICCAI), 2007, pp. 52-59.
6. S. Mansor, N. Hughes, and J. Noble, "Wall motion classification of stress echocardiography based on combined rest-and-stress data," in Proc. Med. Image Comput. Comput.-Assist. Interv. (MICCAI), 2008, pp. 139-146.
7. T. Helle-Valle, "New noninvasive method for assessment of left ventricular rotation speckle tracking echocardiography," Circulation, vol.112, pp. 3149-3156, 2005.
8. E. Zerhouni, D. Parish, W. Rogers, A. Yang, and E. Shapiro, "Human heart: Tagging with MR imaging\A method for noninvasive assessment of myocardial motion," Radiology, vol.169, no.1, pp. 59-63, 1988.
9. L. Axel and L. Dougherty, "MR imaging of motion with spatial modulation of magnetization," Radiology, vol.171, pp. 841-845, 1989.
10. J. Meunier and M. Bertrand, "Ultrasonic texture motion analysis: Theory ND simulation," IEEE Trans. Med. Imag., vol.14, no.2, pp. 293-300, Jun. 1995.
11. M. Ledesma-Carbayo, J. Derbyshire,S. Sampath, A. Santos, M.Desco, and E. McVeigh, "Unsupervised estimation of myocardial displacement from tagged MR sequences using nonrigid registration," Magn. Reson. Med., vol.59, no.1, pp. 181-189, 2008.
12. T. Makela, P. Clarysse, O. Sipila, N. Pauna, C. Quoc, T. Katila, and I. Magnin, "A review of cardiac image registration methods," IEEE Trans. Med. Imag., vol.21, no.9, pp. 1011-1021, Sep. 2002.
13. C. Swingen, R. Seethamraju, and M. Jerosch-Herold, "An approach to the three-dimensional display of left ventricular function and viability using MRI," Int. J. Cardiovasc. Imag., vol.19, no.4, pp. 325-336, 2004.
14. M. O'Connor, "Evaluation of motion-correction techniques in cardiac SPECT," J. Nucl. Med., vol.41, no.7, pp. 580-589, 2000.
15. N. Rougon, "A non-rigid registration approach for quantifying my-ocardial contraction in tagged MRI using generalized information measures," Med. Imag. Anal., vol.9, pp. 353-375, 2005.
16. A. Hennemuth, A. Seeger, O. Friman, S. Miller, B. Klumpp, S. Oeltze, and H. Peitgen, "A comprehensive approach to the analysis of contrast enhanced cardiac MR images," IEEE Trans. Med. Imag., vol.27, no.II, pp. 1592-1610, Nov. 2008.
17. K. Bhatia, J. Hajnal, B. Puri, A. Edwards, and D. D. Rueckert, "Consistent groupwise non-rigid registration for atlas construction," in Proc. IEEE Int. Symp. Biomed. Imag.: Nano to Macro, 2004, pp. 908-911.
18. M. Cerqueira, "Standardized myocardial segmentation and nomenclature for tomographic imaging of the heart: A statement for healthcare professionals from the Cardiac Imaging Committee of the Council on Clinical Cardiology of the American Heart Association," Circulation, vol.105, pp. 539-542, 2002.
19. N. Rougon, C. Petitjean, F. Preteux, P. Cluzel, and P. Grenier, "A non-rigid registration approach for quantifying myocardial contraction in tagged MRI using generalized information measures," Med. Imag. Anal., vol.9, no.4, pp. 353-375, 2005.
20. A. Young, B. French, Z. Yang, B. Cowan, W. Gilson, S. Berr, C. Kramer, and F. Epstein, "Reperfused myocardial infarction in mice: 3D mapping of late gadolinium enhancement and strain," J. Cardio-vasc. Magn. Reson., vol.8, no.5, pp. 685-692, 2006.
21. F. Behloul, B. Lelieveldt, A. Boudraa, M. Janier, D. Revel, and J. Reiber, "Neuro-fuzzy systems for computer-aided myocardial viability assessment," IEEE Trans. Med. Imag., vol.20, no.12, pp. 1302-1312, Dec. 2001.
22. P. Clarysse, M. Han, P. Croisille, and I. Magnin, "Exporatory analysis of the spatio-temporal deformation of the myocardium during systole from tagged MRI," IEEE Trans. Biomed. Eng., vol.49, no.11, pp. 1328-1339, Nov. 2002.
23. F. Bernis, C. Leger, and V. Eder, "Regional analysis of the left ventricle of the heart," Comput. Med. Imag. Graph., vol.30, no.3, pp. 153-161, 2006.
24. M. Termeer, J. Bescos, M. Breeuwer, A. Vilanova, F. Gerritsen, and M. Groller, "Covicad: Comprehensive visualization of coronary artery disease," IEEE Trans. Vis. Comput. Graph., vol.13, no.6, pp. 1632-1639, Nov.-Dec. 2007.
25. W. Lee, Z. Qian, C. Tosti, T. Brown, D. Metaxas, and E. Konofagou, "Preliminary validation of angle-independent myocardial elastography using MR tagging in a clinical setting," Ultrasound Med. Biol., vol.34, no.12, pp. 1980-1997, 2008.
26. X. Deng and T. Denney, "Three-dimensional myocardial strain reconstruction from tagged MRI using a cylindrical B-spline model," IEEE Trans. Med. Imag., vol.23, no.7, pp. 861-867, Jul. 2004.
27. X. Deng and T. Denney, "Combined tag tracking and strain reconstruction from tagged cardiac MR images without user-defined myocardial contours," J. Magn. Reson. Imag., vol.21, no.1, pp. 12-22, 2005.
28. J. Declerck, J. Feldmar, and N. Ayache, "Definition of a four-dimensional continuous planispheric transformation for the tracking and the analysis of left-ventricle motion," Med. Imag. Anal., vol.2, no.2, pp. 197-213, 1998.
29. W. O'Dell, C. Moore, W. Hunter, E. Zerhouni, and E. McVeigh, "Three-dimensional myocardial deformations: Calculation with displacement field fitting to tagged MR images," Radiology, vol.195, no.3, pp. 829-835, 1995.
30. E. Remme, A. Young, K. Augenstein, B. Cowan, and P. Hunter, "Extraction and quantification of left ventricular deformation modes," IEEE Trans. Biomed. Eng., vol.51, no.11, pp. 1923-1931, Nov. 2004.
31. A. Rao, R. Chandrashekara, G. Sanchez-Ortiz, R. Mohiaddin, P. Al-jabar, J. Hanjnal, B. Puri, and D. Rueckert, "Spatial transformation of motion and deformation fields using non-rigid registration," IEEE Trans. Med. Imag., vol.23, no.9, pp. 1065-1076, Sep. 2004.
32. J. Bosch, F. Nijland, S. Mitchell, B. Lelieveldt, O. Kamp, J. Reiber, and M. Sonka, "Computer-aided diagnosis via model-based shape analysis automated classification of wall motion abnormalities in echocardio-grams," Acad. Radiol., vol.12, no.3, pp. 358-367, 2005.
33. A. Suinesiaputra, A. Frangi, T. Kaandorp, H. Lamb, J. Bax, and J. R. Lelieveldt, "Automated detection of regional wall motion abnormalities based on a statistical model applied to multislice short-axis cardiac MR images," IEEE Trans. Med. Imag., vol.28, no.4, pp. 595-607, Apr. 2009.
34. C. Moore, C. Lugo-Olivieri, E. McVeigh, and E. Zerhouni, "Three-dimensional systolic strain patterns in the normal human left ventricle\characterization with tagged MR imaging," Radiology, vol.214, pp. 453-466, 2000.
35. J. Garcia-Barnes, D. Gil, S. Pujades, F. Carreras, and M. Ballester, "A normalized parametric domain for the analysis of the left ventricle function," in Proc. 3rd Int. Conf. Comput. Vis. Theory Appl., 2008, vol.1, pp. 267-274.
36. S. Morita, T. Nagase, and K. Nomizu, Geometry of Differential Forms, ser. Iwanami Series in Modern Mathematics. Providence, RI: AMS, 2001, vol.201.
37. J. Garcia-Barnés, D. Gil, S. Pujadas, and F. Carreras, "Variational framework for assessment of the left ventricle motion," Math. Model. Nat. Phenom., vol.3, no.6, pp. 76-100, 2008.
38. J. Milles, A. van Susteren, T. Arts, P. Clarysse, P. Croisille, and I. Magnin, "Automatic 2D segmentation of the left ventricle in tagged cardiac MRI using motion information," in Proc. IEEE Int. Symp. Biomed. Imag.: Nano Macro, 2004, pp. 153-156.
39. A. Bjorck, Numerical Methods for Least Squares Problems. Philadelphia, PA: SIAM, 1996.
40. N. Noble, D. Hill, M. Breeuwer, and R. Razavi, "The automatic identification of hibernating myocardium," in Proc. Med. Image Comput. Comput.-Assist. Interv. (MICCAI 2004), pp. 890-898.
41. J. Landis and G. Koch, "The measurement of observer agreement for categorical data," Biometrics, vol.33, pp. 159-174, 1977.
42. M. Hollander and D. Wolfe, Nonparametric Statistical Methods. New York: Wiley, 1999.
43. R. van der Geest, "Comparison between manual and semiautomated analyssi of left ventricular volume parameters from short-axis MR images," J. Comput. Assist. Tomogr., vol.21, no.5, pp. 756-765, 1997.
44. D. Gil, J. Garcia-Barnes, M. Vázquez, R. Aris, and G. Houzeaux, "Patient-sensitive anatomic and functional 3D model of the left ventricle function," presented at the 8th World Congr. Comput. Mech., Venice, Italy, 2008.