메뉴 건너뛰기




Volumn 283, Issue 2, 2017, Pages 381-390

Machine learning of threedimensional right ventricular motion enables outcome prediction in pulmonary hypertension: A cardiac MR imaging study

Author keywords

[No Author keywords available]

Indexed keywords

ADULT; AGED; ARTICLE; CARDIAC IMAGING; CARDIOVASCULAR MAGNETIC RESONANCE; CONTROLLED STUDY; FEMALE; FOLLOW UP; HEART CATHETERIZATION; HEART EJECTION FRACTION; HEART MOVEMENT; HEART RIGHT VENTRICLE; HEART RIGHT VENTRICLE FAILURE; HEART VENTRICLE FUNCTION; HUMAN; IMAGE SEGMENTATION; LUNG VASCULAR RESISTANCE; MACHINE LEARNING; MAJOR CLINICAL STUDY; MALE; MEDIAN SURVIVAL TIME; NUCLEAR MAGNETIC RESONANCE SCANNER; PREDICTION; PULMONARY HYPERTENSION; RECEIVER OPERATING CHARACTERISTIC; REGRESSION ANALYSIS; RISK FACTOR; SURVIVAL PREDICTION; SWAN GANZ CATHETER; THREE DIMENSIONAL IMAGING; AUTOMATED PATTERN RECOGNITION; CINE MAGNETIC RESONANCE IMAGING; COMPLICATION; COMPUTER ASSISTED DIAGNOSIS; DIAGNOSTIC IMAGING; ETIOLOGY; HEART RIGHT VENTRICLE FUNCTION; HEART STROKE VOLUME; HEART VENTRICLE; MIDDLE AGED; PROCEDURES; REPRODUCIBILITY; SENSITIVITY AND SPECIFICITY;

EID: 85018193366     PISSN: 00338419     EISSN: 15271315     Source Type: Journal    
DOI: 10.1148/radiol.2016161315     Document Type: Article
Times cited : (169)

References (35)
  • 1
    • 84943272997 scopus 로고    scopus 로고
    • 2015 ESC/ERS guidelines for the diagnosis and treatment of pulmonary hypertension: The Joint Task Force for the Diagnosis and Treatment of Pulmonary Hypertension of the European Society of Cardiology (ESC) and the European Respiratory Society (ERS). Endorsed by: Association for European Paediatric and Congenital Cardiology (AEPC), International Society for Heart and Lung Transplantation (ISHLT)
    • Galiè N, Humbert M, Vachiery JL, et al. 2015 ESC/ERS guidelines for the diagnosis and treatment of pulmonary hypertension: The Joint Task Force for the Diagnosis and Treatment of Pulmonary Hypertension of the European Society of Cardiology (ESC) and the European Respiratory Society (ERS). Endorsed by: Association for European Paediatric and Congenital Cardiology (AEPC), International Society for Heart and Lung Transplantation (ISHLT). Eur Respir J 2015;46(4):903-975.
    • (2015) Eur Respir J , vol.46 , Issue.4 , pp. 903-975
    • Galiè, N.1    Humbert, M.2    Vachiery, J.L.3
  • 2
    • 77954759389 scopus 로고    scopus 로고
    • Predicting survival in pulmonary arterial hypertension: Insights from the Registry to Evaluate Early and Long-Term Pulmonary Arterial Hypertension Disease Management (REVEAL)
    • Benza RL, Miller DP, Gomberg-Maitland M, et al. Predicting survival in pulmonary arterial hypertension: insights from the Registry to Evaluate Early and Long-Term Pulmonary Arterial Hypertension Disease Management (REVEAL). Circulation 2010;122(2):164-172.
    • (2010) Circulation , vol.122 , Issue.2 , pp. 164-172
    • Benza, R.L.1    Miller, D.P.2    Gomberg-Maitland, M.3
  • 3
    • 84890606655 scopus 로고    scopus 로고
    • Right heart adaptation to pulmonary arterial hypertension: Physiology and pathobiology
    • Vonk-Noordegraaf A, Haddad F, Chin KM, et al. Right heart adaptation to pulmonary arterial hypertension: physiology and pathobiology. J Am Coll Cardiol 2013;62(25 Suppl):D22-D33.
    • (2013) J Am Coll Cardiol , vol.62 , Issue.25 , pp. D22-D33
    • Vonk-Noordegraaf, A.1    Haddad, F.2    Chin, K.M.3
  • 4
    • 82455203954 scopus 로고    scopus 로고
    • Progressive right ventricular dysfunction in patients with pulmonary arterial hypertension responding to therapy
    • van de Veerdonk MC, Kind T, Marcus JT, et al. Progressive right ventricular dysfunction in patients with pulmonary arterial hypertension responding to therapy. J Am Coll Cardiol 2011;58(24):2511-2519.
    • (2011) J Am Coll Cardiol , vol.58 , Issue.24 , pp. 2511-2519
    • Van De Veerdonk, M.C.1    Kind, T.2    Marcus, J.T.3
  • 5
    • 84920617438 scopus 로고    scopus 로고
    • More on the right ventricle in pulmonary hypertension
    • Naeije R, Ghio S. More on the right ventricle in pulmonary hypertension. Eur Respir J 2015;45(1):33-35.
    • (2015) Eur Respir J , vol.45 , Issue.1 , pp. 33-35
    • Naeije, R.1    Ghio, S.2
  • 6
    • 84930702552 scopus 로고    scopus 로고
    • Harnessing the heart of big data
    • Scruggs SB, Watson K, Su AI, et al. Harnessing the heart of big data. Circ Res 2015; 116(7):1115-1119.
    • (2015) Circ Res , vol.116 , Issue.7 , pp. 1115-1119
    • Scruggs, S.B.1    Watson, K.2    Su, A.I.3
  • 7
    • 79961177806 scopus 로고    scopus 로고
    • The Cardiac Atlas Project-an imaging database for computational modeling and statistical atlases of the heart
    • Fonseca CG, Backhaus M, Bluemke DA, et al. The Cardiac Atlas Project-an imaging database for computational modeling and statistical atlases of the heart. Bioinformatics 2011;27(16):2288-2295.
    • (2011) Bioinformatics , vol.27 , Issue.16 , pp. 2288-2295
    • Fonseca, C.G.1    Backhaus, M.2    Bluemke, D.A.3
  • 8
    • 84893850283 scopus 로고    scopus 로고
    • Population- based studies of myocardial hypertrophy: High resolution cardiovascular magnetic resonance atlases improve statistical power
    • de Marvao A, Dawes TJ, Shi W, et al. Population- based studies of myocardial hypertrophy: high resolution cardiovascular magnetic resonance atlases improve statistical power. J Cardiovasc Magn Reson 2014;16: 16.
    • (2014) J Cardiovasc Magn Reson , vol.16 , pp. 16
    • De Marvao, A.1    Dawes, T.J.2    Shi, W.3
  • 9
    • 84906561462 scopus 로고    scopus 로고
    • Left ventricular shape variation in asymptomatic populations: The Multi- Ethnic Study of Atherosclerosis
    • Medrano-Gracia P, Cowan BR, Ambale-Venkatesh B, et al. Left ventricular shape variation in asymptomatic populations: the Multi- Ethnic Study of Atherosclerosis. J Cardiovasc Magn Reson 2014;16:56.
    • (2014) J Cardiovasc Magn Reson , vol.16 , pp. 56
    • Medrano-Gracia, P.1    Cowan, B.R.2    Ambale-Venkatesh, B.3
  • 11
    • 0036644465 scopus 로고    scopus 로고
    • ATS statement: Guidelines for the six-minute walk test
    • ATS Committee on Proficiency Standards for Clinical Pulmonary Function Laboratories. ATS statement: guidelines for the six-minute walk test. Am J Respir Crit Care Med 2002; 166(1):111-117.
    • (2002) Am J Respir Crit Care Med , vol.166 , Issue.1 , pp. 111-117
  • 12
    • 84885017843 scopus 로고    scopus 로고
    • Standardized cardiovascular magnetic resonance (CMR) protocols 2013 update
    • Kramer CM, Barkhausen J, Flamm SD, Kim RJ, Nagel E; Society for Cardiovascular Magnetic Resonance Board of Trustees Task Force on Standardized Protocols. Standardized cardiovascular magnetic resonance (CMR) protocols 2013 update. J Cardiovasc Magn Reson 2013;15:91.
    • (2013) J Cardiovasc Magn Reson , vol.15 , pp. 91
    • Kramer, C.M.1    Barkhausen, J.2    Flamm, S.D.3    Kim, R.J.4    Nagel, E.5
  • 13
    • 84876805792 scopus 로고    scopus 로고
    • Standardized image interpretation and post processing in cardiovascular magnetic resonance: Society for Cardiovascular Magnetic Resonance (SCMR) board of trustees task force on standardized post processing
    • Schulz-Menger J, Bluemke DA, Bremerich J, et al. Standardized image interpretation and post processing in cardiovascular magnetic resonance: Society for Cardiovascular Magnetic Resonance (SCMR) board of trustees task force on standardized post processing. J Cardiovasc Magn Reson 2013;15:35.
    • (2013) J Cardiovasc Magn Reson , vol.15 , pp. 35
    • Schulz-Menger, J.1    Bluemke, D.A.2    Bremerich, J.3
  • 14
    • 84919361099 scopus 로고    scopus 로고
    • Right ventricle segmentation from cardiac MRI: A collation study
    • Petitjean C, Zuluaga MA, Bai W, et al. Right ventricle segmentation from cardiac MRI: a collation study. Med Image Anal 2015;19(1): 187-202.
    • (2015) Med Image Anal , vol.19 , Issue.1 , pp. 187-202
    • Petitjean, C.1    Zuluaga, M.A.2    Bai, W.3
  • 16
    • 84942051259 scopus 로고    scopus 로고
    • A bi-ventricular cardiac atlas built from 1000+ high resolution MR images of healthy subjects and an analysis of shape and motion
    • Bai W, Shi W, de Marvao A, et al. A bi-ventricular cardiac atlas built from 1000+ high resolution MR images of healthy subjects and an analysis of shape and motion. Med Image Anal 2015;26(1):133-145.
    • (2015) Med Image Anal , vol.26 , Issue.1 , pp. 133-145
    • Bai, W.1    Shi, W.2    De Marvao, A.3
  • 17
    • 64949185299 scopus 로고    scopus 로고
    • Multi-atlas based segmentation of brain images: Atlas selection and its effect on accuracy
    • Aljabar P, Heckemann RA, Hammers A, Hajnal JV, Rueckert D. Multi-atlas based segmentation of brain images: atlas selection and its effect on accuracy. Neuroimage 2009;46(3):726-738.
    • (2009) Neuroimage , vol.46 , Issue.3 , pp. 726-738
    • Aljabar, P.1    Heckemann, R.A.2    Hammers, A.3    Hajnal, J.V.4    Rueckert, D.5
  • 18
    • 84909589093 scopus 로고    scopus 로고
    • Multi-atlas spectral PatchMatch: Application to cardiac image segmentation
    • Shi W, Lombaert H, Bai W, et al. Multi-atlas spectral PatchMatch: application to cardiac image segmentation. Med Image Comput Comput Assist Interv 2014;17(Pt 1):348-355.
    • (2014) Med Image Comput Comput Assist Interv , vol.17 , pp. 348-355
    • Shi, W.1    Lombaert, H.2    Bai, W.3
  • 20
    • 19344375744 scopus 로고    scopus 로고
    • Semi-supervised methods to predict patient survival from gene expression data
    • Bair E, Tibshirani R. Semi-supervised methods to predict patient survival from gene expression data. PLoS Biol 2004;2(4):E108.
    • (2004) PLoS Biol , vol.2 , Issue.4 , pp. E108
    • Bair, E.1    Tibshirani, R.2
  • 21
    • 79955762500 scopus 로고    scopus 로고
    • Using cross-validation to evaluate predictive accuracy of survival risk classifiers based on high-dimensional data
    • Simon RM, Subramanian J, Li MC, Menezes S. Using cross-validation to evaluate predictive accuracy of survival risk classifiers based on high-dimensional data. Brief Bioinform 2011;12(3):203-214.
    • (2011) Brief Bioinform , vol.12 , Issue.3 , pp. 203-214
    • Simon, R.M.1    Subramanian, J.2    Li, M.C.3    Menezes, S.4
  • 22
    • 0033936550 scopus 로고    scopus 로고
    • Time-dependent ROC curves for censored survival data and a diagnostic marker
    • Heagerty PJ, Lumley T, Pepe MS. Time-dependent ROC curves for censored survival data and a diagnostic marker. Biometrics 2000;56(2):337-344.
    • (2000) Biometrics , vol.56 , Issue.2 , pp. 337-344
    • Heagerty, P.J.1    Lumley, T.2    Pepe, M.S.3
  • 23
    • 84958781114 scopus 로고    scopus 로고
    • Multiphysics and multiscale modelling data-model fusion and integration of organ physiology in the clinic: Ventricular cardiac mechanics
    • Chabiniok R, Wang VY, Hadjicharalambous M, et al. Multiphysics and multiscale modelling, data-model fusion and integration of organ physiology in the clinic: ventricular cardiac mechanics. Interface Focus 2016;6(2):20150083.
    • (2016) Interface Focus , vol.6 , Issue.2 , pp. 20150083
    • Chabiniok, R.1    Wang, V.Y.2    Hadjicharalambous, M.3
  • 24
    • 82355185738 scopus 로고    scopus 로고
    • Patient-specific electromechanical models of the heart for the prediction of pacing acute effects in CRT: A preliminary clinical validation
    • Sermesant M, Chabiniok R, Chinchapatnam P, et al. Patient-specific electromechanical models of the heart for the prediction of pacing acute effects in CRT: a preliminary clinical validation. Med Image Anal 2012;16(1): 201-215.
    • (2012) Med Image Anal , vol.16 , Issue.1 , pp. 201-215
    • Sermesant, M.1    Chabiniok, R.2    Chinchapatnam, P.3
  • 25
    • 84878493431 scopus 로고    scopus 로고
    • Simulating left ventricular fluid- solid mechanics through the cardiac cycle under LVAD support
    • McCormick M, Nordsletten DA, Kay D, Smith NP. Simulating left ventricular fluid- solid mechanics through the cardiac cycle under LVAD support. J Comput Phys 2013; 244:80-96.
    • (2013) J Comput Phys , vol.244 , pp. 80-96
    • McCormick, M.1    Nordsletten, D.A.2    Kay, D.3    Smith, N.P.4
  • 26
    • 84872336601 scopus 로고    scopus 로고
    • Preterm heart in adult life: Cardiovascular magnetic resonance reveals distinct differences in left ventricular mass, geometry, and function
    • Lewandowski AJ, Augustine D, Lamata P, et al. Preterm heart in adult life: cardiovascular magnetic resonance reveals distinct differences in left ventricular mass, geometry, and function. Circulation 2013;127(2):197-206.
    • (2013) Circulation , vol.127 , Issue.2 , pp. 197-206
    • Lewandowski, A.J.1    Augustine, D.2    Lamata, P.3
  • 27
    • 84910017197 scopus 로고    scopus 로고
    • Atlas- based quantification of cardiac remodeling due to myocardial infarction
    • Zhang X, Cowan BR, Bluemke DA, et al. Atlas- based quantification of cardiac remodeling due to myocardial infarction. PLoS One 2014;9(10):e110243.
    • (2014) PLoS One , vol.9 , Issue.10 , pp. e110243
    • Zhang, X.1    Cowan, B.R.2    Bluemke, D.A.3
  • 28
    • 84947466043 scopus 로고    scopus 로고
    • Machine learning in medicine
    • Deo RC. Machine learning in medicine. Circulation 2015;132(20):1920-1930.
    • (2015) Circulation , vol.132 , Issue.20 , pp. 1920-1930
    • Deo, R.C.1
  • 29
    • 33750579180 scopus 로고    scopus 로고
    • Tricuspid annular displacement predicts survival in pulmonary hypertension
    • Forfia PR, Fisher MR, Mathai SC, et al. Tricuspid annular displacement predicts survival in pulmonary hypertension. Am J Respir Crit Care Med 2006;174(9):1034-1041.
    • (2006) Am J Respir Crit Care Med , vol.174 , Issue.9 , pp. 1034-1041
    • Forfia, P.R.1    Fisher, M.R.2    Mathai, S.C.3
  • 31
    • 52049112096 scopus 로고    scopus 로고
    • Structure and function relationships of the helical ventricular myocardial band
    • 589.e1-589.e11
    • Buckberg G, Mahajan A, Saleh S, Hoffman JI, Coghlan C. Structure and function relationships of the helical ventricular myocardial band. J Thorac Cardiovasc Surg 2008; 136(3):578-589, 589.e1-589.e11.
    • (2008) J Thorac Cardiovasc Surg , vol.136 , Issue.3 , pp. 578-589
    • Buckberg, G.1    Mahajan, A.2    Saleh, S.3    Hoffman, J.I.4    Coghlan, C.5
  • 32
    • 34250781649 scopus 로고    scopus 로고
    • Contraction pattern of the systemic right ventricle shift from longitudinal to circumferential shortening and absent global ventricular torsion
    • Pettersen E, Helle-Valle T, Edvardsen T, et al. Contraction pattern of the systemic right ventricle shift from longitudinal to circumferential shortening and absent global ventricular torsion. J Am Coll Cardiol 2007;49(25): 2450-2456.
    • (2007) J Am Coll Cardiol , vol.49 , Issue.25 , pp. 2450-2456
    • Pettersen, E.1    Helle-Valle, T.2    Edvardsen, T.3
  • 33
    • 84930630277 scopus 로고    scopus 로고
    • Deep learning
    • LeCun Y, Bengio Y, Hinton G. Deep learning. Nature 2015;521(7553):436-444.
    • (2015) Nature , vol.521 , Issue.7553 , pp. 436-444
    • LeCun, Y.1    Bengio, Y.2    Hinton, G.3
  • 34
    • 84860591447 scopus 로고    scopus 로고
    • Mapping right ventricular myocardial mechanics using 3D cine DENSE cardiovascular magnetic resonance
    • Auger DA, Zhong X, Epstein FH, Spottiswoode BS. Mapping right ventricular myocardial mechanics using 3D cine DENSE cardiovascular magnetic resonance. J Cardiovasc Magn Reson 2012;14:4.
    • (2012) J Cardiovasc Magn Reson , vol.14 , pp. 4
    • Auger, D.A.1    Zhong, X.2    Epstein, F.H.3    Spottiswoode, B.S.4
  • 35
    • 85018498931 scopus 로고    scopus 로고
    • Stratified decision forests for accurate anatomical landmark localization
    • [Epub ahead of print]
    • Oktay O, Bai W, Guerrero R, et al. Stratified decision forests for accurate anatomical landmark localization. IEEE Trans Med Imaging 2016. [Epub ahead of print]
    • (2016) IEEE Trans Med Imaging
    • Oktay, O.1    Bai, W.2    Guerrero, R.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.