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Published in: Journal of Cardiovascular Magnetic Resonance 1/2013

Open Access 01-12-2013 | Research

Quantification of left ventricular trabeculae using fractal analysis

Authors: Gabriella Captur, Vivek Muthurangu, Christopher Cook, Andrew S Flett, Robert Wilson, Andrea Barison, Daniel M Sado, Sarah Anderson, William J McKenna, Timothy J Mohun, Perry M Elliott, James C Moon

Published in: Journal of Cardiovascular Magnetic Resonance | Issue 1/2013

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Abstract

Background

Left ventricular noncompaction (LVNC) is a myocardial disorder characterized by excessive left ventricular (LV) trabeculae. Current methods for quantification of LV trabeculae have limitations. The aim of this study is to describe a novel technique for quantifying LV trabeculation using cardiovascular magnetic resonance (CMR) and fractal geometry. Observing that trabeculae appear complex and irregular, we hypothesize that measuring the fractal dimension (FD) of the endocardial border provides a quantitative parameter that can be used to distinguish normal from abnormal trabecular patterns.

Methods

Fractal analysis is a method of quantifying complex geometric patterns in biological structures. The resulting FD is a unitless measure index of how completely the object fills space. FD increases with increased structural complexity. LV FD was measured using a box-counting method on CMR short-axis cine stacks. Three groups were studied: LVNC (defined by Jenni criteria), n=30(age 41±13; men, 16); healthy whites, n=75(age, 46±16; men, 36); healthy blacks, n=30(age, 40±11; men, 15).

Results

In healthy volunteers FD varied in a characteristic pattern from base to apex along the LV. This pattern was altered in LVNC where apical FD were abnormally elevated. In healthy volunteers, blacks had higher FD than whites in the apical third of the LV (maximal apical FD: 1.253±0.005 vs. 1.235±0.004, p<0.01) (mean±s.e.m.). Comparing LVNC with healthy volunteers, maximal apical FD was higher in LVNC (1.392±0.010, p<0.00001). The fractal method was more accurate and reproducible (ICC, 0.97 and 0.96 for intra and inter-observer readings) than two other CMR criteria for LVNC (Petersen and Jacquier).

Conclusions

FD is higher in LVNC patients compared to healthy volunteers and is higher in healthy blacks than in whites. Fractal analysis provides a quantitative measure of trabeculation and has high reproducibility and accuracy for LVNC diagnosis when compared to current CMR criteria.
Appendix
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Literature
1.
go back to reference Chin TK, Perloff JK, Williams RG, Jue K, Mohrmann R: Isolated noncompaction of left ventricular myocardium. A study of eight cases. Circ. 1990, 82: 507-13. 10.1161/01.CIR.82.2.507.CrossRef Chin TK, Perloff JK, Williams RG, Jue K, Mohrmann R: Isolated noncompaction of left ventricular myocardium. A study of eight cases. Circ. 1990, 82: 507-13. 10.1161/01.CIR.82.2.507.CrossRef
2.
go back to reference Pignatelli RH, McMahon CJ, Dreyer WJ, Denfield SW, Price J, Belmont JW, Craigen WJ, Wu J, El Said H, Bezold LI, Clunie S, Fernbach S, Bowles NE, Towbin JA: Clinical characterization of left ventricular noncompaction in children: a relatively common form of cardiomyopathy. Circ. 2003, 108: 2672-8. 10.1161/01.CIR.0000100664.10777.B8.CrossRef Pignatelli RH, McMahon CJ, Dreyer WJ, Denfield SW, Price J, Belmont JW, Craigen WJ, Wu J, El Said H, Bezold LI, Clunie S, Fernbach S, Bowles NE, Towbin JA: Clinical characterization of left ventricular noncompaction in children: a relatively common form of cardiomyopathy. Circ. 2003, 108: 2672-8. 10.1161/01.CIR.0000100664.10777.B8.CrossRef
3.
go back to reference Klaassen S, Probst S, Oechslin E, Gerull B, Krings G, Schuler P, Greutmann M, Hürlimann D, Yegitbasi M, Pons L, Gramlich M, Drenckhahn JD, Heuser A, Berger F, Jenni R, Thierfelder L: Mutations in sarcomere protein genes in left ventricular noncompaction. Circ. 2008, 117: 2893-901. 10.1161/CIRCULATIONAHA.107.746164.CrossRef Klaassen S, Probst S, Oechslin E, Gerull B, Krings G, Schuler P, Greutmann M, Hürlimann D, Yegitbasi M, Pons L, Gramlich M, Drenckhahn JD, Heuser A, Berger F, Jenni R, Thierfelder L: Mutations in sarcomere protein genes in left ventricular noncompaction. Circ. 2008, 117: 2893-901. 10.1161/CIRCULATIONAHA.107.746164.CrossRef
4.
go back to reference Sarma RJ, Chana A, Elkayam U: Left ventricular noncompaction. Prog Cardiovasc Dis. 2010, 52: 264-73. 10.1016/j.pcad.2009.11.001.CrossRefPubMed Sarma RJ, Chana A, Elkayam U: Left ventricular noncompaction. Prog Cardiovasc Dis. 2010, 52: 264-73. 10.1016/j.pcad.2009.11.001.CrossRefPubMed
5.
go back to reference Stöllberger C, Blazek G, Dobias C, Hanafin A, Wegner C, Finsterer J: Frequency of stroke and embolism in left ventricular hypertrabeculation/noncompaction. Am J Cardiol. 2011, 108: 1021-3. 10.1016/j.amjcard.2011.05.039.CrossRefPubMed Stöllberger C, Blazek G, Dobias C, Hanafin A, Wegner C, Finsterer J: Frequency of stroke and embolism in left ventricular hypertrabeculation/noncompaction. Am J Cardiol. 2011, 108: 1021-3. 10.1016/j.amjcard.2011.05.039.CrossRefPubMed
6.
go back to reference Oechslin E, Jenni R: Left ventricular non-compaction revisited: a distinct phenotype with genetic heterogeneity?. Eur Heart J. 2011, 32: 1446-56. 10.1093/eurheartj/ehq508.CrossRefPubMed Oechslin E, Jenni R: Left ventricular non-compaction revisited: a distinct phenotype with genetic heterogeneity?. Eur Heart J. 2011, 32: 1446-56. 10.1093/eurheartj/ehq508.CrossRefPubMed
7.
go back to reference Stöllberger C, Finsterer J, Blazek G: Left ventricular hypertrabeculation/noncompaction and association with additional cardiac abnormalities and neuromuscular disorders. Am J Cardiol. 2002, 90: 899-902. 10.1016/S0002-9149(02)02723-6.CrossRefPubMed Stöllberger C, Finsterer J, Blazek G: Left ventricular hypertrabeculation/noncompaction and association with additional cardiac abnormalities and neuromuscular disorders. Am J Cardiol. 2002, 90: 899-902. 10.1016/S0002-9149(02)02723-6.CrossRefPubMed
8.
go back to reference Kohli SK, Pantazis A, Shah JS, Adeyemi B, Jackson G, McKenna WJ, Sharma S, Elliott PM: Diagnosis of left-ventricular non-compaction in patients with left-ventricular systolic dysfunction: time for a reappraisal of diagnostic criteria?. Eur Heart J. 2008, 29: 89-95.CrossRefPubMed Kohli SK, Pantazis A, Shah JS, Adeyemi B, Jackson G, McKenna WJ, Sharma S, Elliott PM: Diagnosis of left-ventricular non-compaction in patients with left-ventricular systolic dysfunction: time for a reappraisal of diagnostic criteria?. Eur Heart J. 2008, 29: 89-95.CrossRefPubMed
9.
go back to reference Saleeb SF, Margossian R, Spencer CT, Alexander ME, Smoot LB, Dorfman AL, Bergersen L, Gauvreau K, Marx GR, Colan SD: Reproducibility of echocardiographic diagnosis of left ventricular noncompaction. J Am Soc Echocardiogr. 2012, 25: 194-202. 10.1016/j.echo.2011.10.002.CrossRefPubMed Saleeb SF, Margossian R, Spencer CT, Alexander ME, Smoot LB, Dorfman AL, Bergersen L, Gauvreau K, Marx GR, Colan SD: Reproducibility of echocardiographic diagnosis of left ventricular noncompaction. J Am Soc Echocardiogr. 2012, 25: 194-202. 10.1016/j.echo.2011.10.002.CrossRefPubMed
10.
go back to reference Petersen SE, Selvanayagam JB, Wiesmann F, Robson MD, Francis JM, Anderson RH, Watkins H, Neubauer S: Left ventricular non-compaction: insights from cardiovascular magnetic resonance imaging. J Am Coll Cardiol. 2005, 46: 101-5. 10.1016/j.jacc.2005.03.045.CrossRefPubMed Petersen SE, Selvanayagam JB, Wiesmann F, Robson MD, Francis JM, Anderson RH, Watkins H, Neubauer S: Left ventricular non-compaction: insights from cardiovascular magnetic resonance imaging. J Am Coll Cardiol. 2005, 46: 101-5. 10.1016/j.jacc.2005.03.045.CrossRefPubMed
11.
go back to reference Jacquier A, Thuny F, Jop B, Giorgi R, Cohen F, Gaubert JY, Vidal V, Bartoli JM, Habib G, Moulin G: Measurement of trabeculated left ventricular mass using cardiac magnetic resonance imaging in the diagnosis of left ventricular non-compaction. Eur Heart J. 2010, 31: 1098-104. 10.1093/eurheartj/ehp595.CrossRefPubMed Jacquier A, Thuny F, Jop B, Giorgi R, Cohen F, Gaubert JY, Vidal V, Bartoli JM, Habib G, Moulin G: Measurement of trabeculated left ventricular mass using cardiac magnetic resonance imaging in the diagnosis of left ventricular non-compaction. Eur Heart J. 2010, 31: 1098-104. 10.1093/eurheartj/ehp595.CrossRefPubMed
12.
go back to reference Grothoff M, Pachowsky M, Hoffmann J, Posch M, Klaassen S, Lehmkuhl L, Gutberlet M: Value of cardiovascular MR in diagnosing left ventricular non-compaction cardiomyopathy and in discriminating between other cardiomyopathies. Eur Radiol. 2012, 22: 2699-709. 10.1007/s00330-012-2554-7.PubMedCentralCrossRefPubMed Grothoff M, Pachowsky M, Hoffmann J, Posch M, Klaassen S, Lehmkuhl L, Gutberlet M: Value of cardiovascular MR in diagnosing left ventricular non-compaction cardiomyopathy and in discriminating between other cardiomyopathies. Eur Radiol. 2012, 22: 2699-709. 10.1007/s00330-012-2554-7.PubMedCentralCrossRefPubMed
13.
go back to reference Melendez-Ramirez G, Castillo-Castellon F, Espinola-Zavaleta N, Meave A, Kimura-Hayama ET: Left ventricular noncompaction: a proposal of new diagnostic criteria by multidetector computed tomography. J Cardiovasc Comput Tomogr. 2012, 6: 346-54. 10.1016/j.jcct.2012.07.001.CrossRefPubMed Melendez-Ramirez G, Castillo-Castellon F, Espinola-Zavaleta N, Meave A, Kimura-Hayama ET: Left ventricular noncompaction: a proposal of new diagnostic criteria by multidetector computed tomography. J Cardiovasc Comput Tomogr. 2012, 6: 346-54. 10.1016/j.jcct.2012.07.001.CrossRefPubMed
14.
go back to reference Kawel N, Nacif M, Arai AE, Gomes AS, Hundley WG, Johnson WC, Prince MR, Stacey RB, Lima JA, Bluemke DA: Trabeculated (noncompacted) and compact myocardium in adults: the multi-ethnic study of atherosclerosis. Circ Cardiovasc Imaging. 2012, 5: 357-66. 10.1161/CIRCIMAGING.111.971713.PubMedCentralCrossRefPubMed Kawel N, Nacif M, Arai AE, Gomes AS, Hundley WG, Johnson WC, Prince MR, Stacey RB, Lima JA, Bluemke DA: Trabeculated (noncompacted) and compact myocardium in adults: the multi-ethnic study of atherosclerosis. Circ Cardiovasc Imaging. 2012, 5: 357-66. 10.1161/CIRCIMAGING.111.971713.PubMedCentralCrossRefPubMed
15.
go back to reference Niemann M, Störk S, Weidemann F: Left ventricular noncompaction cardiomyopathy: an overdiagnosed disease. Circ. 2012, 126: e240-3. 10.1161/CIRCULATIONAHA.112.095059.CrossRef Niemann M, Störk S, Weidemann F: Left ventricular noncompaction cardiomyopathy: an overdiagnosed disease. Circ. 2012, 126: e240-3. 10.1161/CIRCULATIONAHA.112.095059.CrossRef
16.
go back to reference Search H, Journals C, Contact A, Iopscience M, Address IP: Fractal characterization of complexity in temporal physiological signals. Physiol Meas. 2002, 23: R1-38. 10.1088/0967-3334/23/1/201.CrossRef Search H, Journals C, Contact A, Iopscience M, Address IP: Fractal characterization of complexity in temporal physiological signals. Physiol Meas. 2002, 23: R1-38. 10.1088/0967-3334/23/1/201.CrossRef
18.
go back to reference Jenni R, Oechslin E, Schneider J, Jost CA, Kaufmann PA: Echocardiographic and pathoanatomical characteristics of isolated left ventricular non-compaction : a step towards classification as a distinct cardiomyopathy. Heart. 2001, 86: 666-71. 10.1136/heart.86.6.666.PubMedCentralCrossRefPubMed Jenni R, Oechslin E, Schneider J, Jost CA, Kaufmann PA: Echocardiographic and pathoanatomical characteristics of isolated left ventricular non-compaction : a step towards classification as a distinct cardiomyopathy. Heart. 2001, 86: 666-71. 10.1136/heart.86.6.666.PubMedCentralCrossRefPubMed
19.
go back to reference Kramer CM, Barkhausen J, Flamm SD, Kim RJ, Nagel E: Standardized cardiovascular magnetic resonance imaging (CMR) protocols, Society for Cardiovascular Magnetic Resonance: Board of Trustees Task Force on Standardized Protocols. J Cardiovasc Magn Reson. 2008, 10: 35-10.1186/1532-429X-10-35.PubMedCentralCrossRefPubMed Kramer CM, Barkhausen J, Flamm SD, Kim RJ, Nagel E: Standardized cardiovascular magnetic resonance imaging (CMR) protocols, Society for Cardiovascular Magnetic Resonance: Board of Trustees Task Force on Standardized Protocols. J Cardiovasc Magn Reson. 2008, 10: 35-10.1186/1532-429X-10-35.PubMedCentralCrossRefPubMed
20.
go back to reference Papavassiliu T, Kühl HP, Schröder M, Süselbeck T, Bondarenko O, Böhm CK, Beek A, Hofman MM, van Rossum AC: Effect of endocardial trabeculae on left ventricular measurements and measurement reproducibility at cardiovascular MR imaging. Radiology. 2005, 236: 57-64. 10.1148/radiol.2353040601.CrossRefPubMed Papavassiliu T, Kühl HP, Schröder M, Süselbeck T, Bondarenko O, Böhm CK, Beek A, Hofman MM, van Rossum AC: Effect of endocardial trabeculae on left ventricular measurements and measurement reproducibility at cardiovascular MR imaging. Radiology. 2005, 236: 57-64. 10.1148/radiol.2353040601.CrossRefPubMed
21.
go back to reference Abràmoff MD, Hospitals I, Magalhães PJ, Abràmoff M: Image processing with ImageJ. Biophotonics Int. 2004, 11: 36-42. Abràmoff MD, Hospitals I, Magalhães PJ, Abràmoff M: Image processing with ImageJ. Biophotonics Int. 2004, 11: 36-42.
22.
go back to reference Ridler TW, Calvard S: Picture thresholding using an iterative selection method. IEEE TSMC. 1978, 8: 630-2. Ridler TW, Calvard S: Picture thresholding using an iterative selection method. IEEE TSMC. 1978, 8: 630-2.
23.
go back to reference Ahammer H, DeVaney TTJ: The influence of edge detection algorithms on the estimation of the fractal dimension of binary digital images. Chaos. 2004, 14: 183-8. 10.1063/1.1638947.CrossRefPubMed Ahammer H, DeVaney TTJ: The influence of edge detection algorithms on the estimation of the fractal dimension of binary digital images. Chaos. 2004, 14: 183-8. 10.1063/1.1638947.CrossRefPubMed
24.
go back to reference Hanley JA, McNeil BJ: The meaning and use of the area under a receiver operating characteristic (ROC) curve. Radiology. 1982, 143: 29-36.CrossRefPubMed Hanley JA, McNeil BJ: The meaning and use of the area under a receiver operating characteristic (ROC) curve. Radiology. 1982, 143: 29-36.CrossRefPubMed
25.
go back to reference Bland JM, Altman DG: Statistical methods for assessing agreement between two methods of clinical measurement. Lancet. 1986, 1 (8476): 307-10.CrossRefPubMed Bland JM, Altman DG: Statistical methods for assessing agreement between two methods of clinical measurement. Lancet. 1986, 1 (8476): 307-10.CrossRefPubMed
26.
go back to reference Bossuyt PM, Reitsma JB, Bruns DE, Gatsonis CA, Glasziou PP, Irwig LM, Moher D, Rennie D, de Vet HC, Lijmer JG: The STARD statement for reporting studies of diagnostic accuracy: explanation and elaboration. Ann Intern Med. 2003, 138 (1): W1-12. 10.7326/0003-4819-138-1-200301070-00012-w1.CrossRefPubMed Bossuyt PM, Reitsma JB, Bruns DE, Gatsonis CA, Glasziou PP, Irwig LM, Moher D, Rennie D, de Vet HC, Lijmer JG: The STARD statement for reporting studies of diagnostic accuracy: explanation and elaboration. Ann Intern Med. 2003, 138 (1): W1-12. 10.7326/0003-4819-138-1-200301070-00012-w1.CrossRefPubMed
27.
go back to reference Sandu AL, Rasmussen IA, Lundervold A, Kreuder F, Neckelmann G, Hugdahl K, Specht K: Fractal dimension analysis of MR images reveals grey matter structure irregularities in schizophrenia. Comput Med Imaging Graph. 2008, 32: 150-8. 10.1016/j.compmedimag.2007.10.005.CrossRefPubMed Sandu AL, Rasmussen IA, Lundervold A, Kreuder F, Neckelmann G, Hugdahl K, Specht K: Fractal dimension analysis of MR images reveals grey matter structure irregularities in schizophrenia. Comput Med Imaging Graph. 2008, 32: 150-8. 10.1016/j.compmedimag.2007.10.005.CrossRefPubMed
28.
go back to reference Copley SJ, Giannarou S, Schmid VJ, Hansell DM, Wells AU, Yang GZ: Effect of aging on lung structure in vivo: assessment with densitometric and fractal analysis of high-resolution computed tomography data. J Thorac Imaging. 2012, 27: 366-71. 10.1097/RTI.0b013e31825148c9.CrossRefPubMed Copley SJ, Giannarou S, Schmid VJ, Hansell DM, Wells AU, Yang GZ: Effect of aging on lung structure in vivo: assessment with densitometric and fractal analysis of high-resolution computed tomography data. J Thorac Imaging. 2012, 27: 366-71. 10.1097/RTI.0b013e31825148c9.CrossRefPubMed
29.
go back to reference Moledina S, de Bruyn A, Schievano S, Owens CM, Young C, Haworth SG, Taylor AM, Schulze-Neick I, Muthurangu V: Fractal branching quantifies vascular changes and predicts survival in pulmonary hypertension: a proof of principle study. Heart. 2011, 97: 1245-9. 10.1136/hrt.2010.214130.CrossRefPubMed Moledina S, de Bruyn A, Schievano S, Owens CM, Young C, Haworth SG, Taylor AM, Schulze-Neick I, Muthurangu V: Fractal branching quantifies vascular changes and predicts survival in pulmonary hypertension: a proof of principle study. Heart. 2011, 97: 1245-9. 10.1136/hrt.2010.214130.CrossRefPubMed
30.
go back to reference Doubal FN, MacGillivray TJ, Patton N, Dhillon B, Dennis MS, Wardlaw JM: Fractal analysis of retinal vessels suggests that a distinct vasculopathy causes lacunar stroke. Neurology. 2010, 74: 1102-7. 10.1212/WNL.0b013e3181d7d8b4.PubMedCentralCrossRefPubMed Doubal FN, MacGillivray TJ, Patton N, Dhillon B, Dennis MS, Wardlaw JM: Fractal analysis of retinal vessels suggests that a distinct vasculopathy causes lacunar stroke. Neurology. 2010, 74: 1102-7. 10.1212/WNL.0b013e3181d7d8b4.PubMedCentralCrossRefPubMed
31.
go back to reference Amer ME, Heo MS, Brooks SL, Benavides E: Anatomical variations of trabecular bone structure in intraoral radiographs using fractal and particles count analyses. Imaging Sci Dent. 2012, 42: 5-12. 10.5624/isd.2012.42.1.5.PubMedCentralCrossRefPubMed Amer ME, Heo MS, Brooks SL, Benavides E: Anatomical variations of trabecular bone structure in intraoral radiographs using fractal and particles count analyses. Imaging Sci Dent. 2012, 42: 5-12. 10.5624/isd.2012.42.1.5.PubMedCentralCrossRefPubMed
32.
go back to reference François CJ, Fieno DS, Shors SM, Finn JP: Left ventricular mass: manual and automatic segmentation of true FISP and FLASH cine MR images in dogs and pigs. Radiology. 2004, 230: 389-95. 10.1148/radiol.2302020761.CrossRefPubMed François CJ, Fieno DS, Shors SM, Finn JP: Left ventricular mass: manual and automatic segmentation of true FISP and FLASH cine MR images in dogs and pigs. Radiology. 2004, 230: 389-95. 10.1148/radiol.2302020761.CrossRefPubMed
33.
go back to reference Vogel-Claussen J, Finn JP, Gomes AS, Hundley GW, Jerosch-Herold M, Pearson G, Sinha S, Lima JA, Bluemke DA: Left ventricular papillary muscle mass: relationship to left ventricular mass and volumes by magnetic resonance imaging. J Comput Assist Tomogr. 2006, 30: 426-32. 10.1097/00004728-200605000-00013.CrossRefPubMed Vogel-Claussen J, Finn JP, Gomes AS, Hundley GW, Jerosch-Herold M, Pearson G, Sinha S, Lima JA, Bluemke DA: Left ventricular papillary muscle mass: relationship to left ventricular mass and volumes by magnetic resonance imaging. J Comput Assist Tomogr. 2006, 30: 426-32. 10.1097/00004728-200605000-00013.CrossRefPubMed
34.
go back to reference Dawson DK, Maceira AM, Raj VJ, Graham C, Pennell DJ, Kilner PJ: Regional thicknesses and thickening of compacted and trabeculated myocardial layers of the normal left ventricle studied by cardiovascular magnetic resonance. Circ Cardiovasc Imaging. 2011, 4: 139-46. 10.1161/CIRCIMAGING.110.960229.PubMedCentralCrossRefPubMed Dawson DK, Maceira AM, Raj VJ, Graham C, Pennell DJ, Kilner PJ: Regional thicknesses and thickening of compacted and trabeculated myocardial layers of the normal left ventricle studied by cardiovascular magnetic resonance. Circ Cardiovasc Imaging. 2011, 4: 139-46. 10.1161/CIRCIMAGING.110.960229.PubMedCentralCrossRefPubMed
35.
go back to reference Sedmera D, Pexieder T, Vuillemin M, Thompson RP, Anderson RH: Developmental patterning of the myocardium. Anat Rec. 2000, 258: 319-37. 10.1002/(SICI)1097-0185(20000401)258:4<319::AID-AR1>3.0.CO;2-O.CrossRefPubMed Sedmera D, Pexieder T, Vuillemin M, Thompson RP, Anderson RH: Developmental patterning of the myocardium. Anat Rec. 2000, 258: 319-37. 10.1002/(SICI)1097-0185(20000401)258:4<319::AID-AR1>3.0.CO;2-O.CrossRefPubMed
36.
go back to reference Mysliwiec MR, Bresnick EH, Lee Y: Endothelial Jarid2/Jumonji is required for normal cardiac development and proper Notch1 expression. J Biol Chem. 2011, 286: 17193-204. 10.1074/jbc.M110.205146.PubMedCentralCrossRefPubMed Mysliwiec MR, Bresnick EH, Lee Y: Endothelial Jarid2/Jumonji is required for normal cardiac development and proper Notch1 expression. J Biol Chem. 2011, 286: 17193-204. 10.1074/jbc.M110.205146.PubMedCentralCrossRefPubMed
37.
go back to reference Petitjean C, Dacher JN: A review of segmentation methods in short axis cardiac MR images. Med Image Anal. 2011, 15: 169-84. 10.1016/j.media.2010.12.004.CrossRefPubMed Petitjean C, Dacher JN: A review of segmentation methods in short axis cardiac MR images. Med Image Anal. 2011, 15: 169-84. 10.1016/j.media.2010.12.004.CrossRefPubMed
38.
go back to reference Luijkx T, Cramer MJ, Zaidi A, Rienks R, Senden PJ, Sharma S, van Hellemondt FJ, Buckens CF, Mali WP, Velthuis BK: Ethnic differences in ventricular hypertrabeculation on cardiac MRI in elite football players. Neth Heart J. 2012, 20: 389-95. 10.1007/s12471-012-0305-7.PubMedCentralCrossRefPubMed Luijkx T, Cramer MJ, Zaidi A, Rienks R, Senden PJ, Sharma S, van Hellemondt FJ, Buckens CF, Mali WP, Velthuis BK: Ethnic differences in ventricular hypertrabeculation on cardiac MRI in elite football players. Neth Heart J. 2012, 20: 389-95. 10.1007/s12471-012-0305-7.PubMedCentralCrossRefPubMed
39.
go back to reference Stöllberger C, Finsterer J: A diagnostic dilemma in non-compaction, resulting in near expulsion from the football world cup. Eur J Echocardiogr. 2011, 12: E8-10.1093/ejechocard/jeq110.CrossRefPubMed Stöllberger C, Finsterer J: A diagnostic dilemma in non-compaction, resulting in near expulsion from the football world cup. Eur J Echocardiogr. 2011, 12: E8-10.1093/ejechocard/jeq110.CrossRefPubMed
40.
go back to reference Finsterer J, Stöllberger C, Tymms T, Fazio G, Siejka S: Shall a pilot with left ventricular hypertrabeculation/noncompaction fly passengers?. Int J Cardiol. 2010, 145: 72-3. 10.1016/j.ijcard.2009.04.031.CrossRefPubMed Finsterer J, Stöllberger C, Tymms T, Fazio G, Siejka S: Shall a pilot with left ventricular hypertrabeculation/noncompaction fly passengers?. Int J Cardiol. 2010, 145: 72-3. 10.1016/j.ijcard.2009.04.031.CrossRefPubMed
41.
go back to reference Gebhard C, Stähli BE, Greutmann M, Biaggi P, Jenni R, Tanner FC: Reduced left ventricular compacta thickness: a novel echocardiographic criterion for non-compaction cardiomyopathy. J Am Soc Echocardiogr. 2012, 25: 1050-7. 10.1016/j.echo.2012.07.003.CrossRefPubMed Gebhard C, Stähli BE, Greutmann M, Biaggi P, Jenni R, Tanner FC: Reduced left ventricular compacta thickness: a novel echocardiographic criterion for non-compaction cardiomyopathy. J Am Soc Echocardiogr. 2012, 25: 1050-7. 10.1016/j.echo.2012.07.003.CrossRefPubMed
Metadata
Title
Quantification of left ventricular trabeculae using fractal analysis
Authors
Gabriella Captur
Vivek Muthurangu
Christopher Cook
Andrew S Flett
Robert Wilson
Andrea Barison
Daniel M Sado
Sarah Anderson
William J McKenna
Timothy J Mohun
Perry M Elliott
James C Moon
Publication date
01-12-2013
Publisher
BioMed Central
Published in
Journal of Cardiovascular Magnetic Resonance / Issue 1/2013
Electronic ISSN: 1532-429X
DOI
https://doi.org/10.1186/1532-429X-15-36

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