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Volumn 138, Issue 16, 2018, Pages 1623-1635

Fully automated echocardiogram interpretation in clinical practice: Feasibility and diagnostic accuracy

Author keywords

diagnosis; echocardiography; machine learning

Indexed keywords

CYCLOPHOSPHAMIDE; DOXORUBICIN; TRASTUZUMAB;

EID: 85055611001     PISSN: 00097322     EISSN: 15244539     Source Type: Journal    
DOI: 10.1161/CIRCULATIONAHA.118.034338     Document Type: Article
Times cited : (596)

References (27)
  • 1
    • 41449086790 scopus 로고    scopus 로고
    • Cardiac plasticity
    • Hill JA, Olson EN. Cardiac plasticity. N Engl J Med. 2008;358:1370-1380. doi: 10.1056/NEJMra072139
    • (2008) N Engl J Med , vol.358 , pp. 1370-1380
    • Hill, J.A.1    Olson, E.N.2
  • 2
    • 84894486283 scopus 로고    scopus 로고
    • Left ventricular strain and transmural distribution of structural remodeling in hypertensive heart disease
    • Ishizu T, Seo Y, Kameda Y, Kawamura R, Kimura T, Shimojo N, Xu D, Murakoshi N, Aonuma K. Left ventricular strain and transmural distribution of structural remodeling in hypertensive heart disease. Hypertension. 2014;63:500-506. doi: 10.1161/HYPERTENSIONAHA.113.02149
    • (2014) Hypertension , vol.63 , pp. 500-506
    • Ishizu, T.1    Seo, Y.2    Kameda, Y.3    Kawamura, R.4    Kimura, T.5    Shimojo, N.6    Xu, D.7    Murakoshi, N.8    Aonuma, K.9
  • 4
    • 84860800960 scopus 로고    scopus 로고
    • Medicare services provided by cardiologists in the United States: 1999-2008
    • Andrus BW, Welch HG. Medicare services provided by cardiologists in the United States: 1999-2008. Circ Cardiovasc Qual Outcomes. 2012;5:31-36. doi: 10.1161/CIRCOUTCOMES.111.961813
    • (2012) Circ Cardiovasc Qual Outcomes , vol.5 , pp. 31-36
    • Andrus, B.W.1    Welch, H.G.2
  • 8
    • 85016143105 scopus 로고    scopus 로고
    • Dermatologist-level classification of skin cancer with deep neural networks
    • Esteva A, Kuprel B, Novoa RA, Ko J, Swetter SM, Blau HM, Thrun S. Dermatologist-level classification of skin cancer with deep neural networks. Nature. 2017;542:115-118. doi: 10.1038/nature21056
    • (2017) Nature , vol.542 , pp. 115-118
    • Esteva, A.1    Kuprel, B.2    Novoa, R.A.3    Ko, J.4    Swetter, S.M.5    Blau, H.M.6    Thrun, S.7
  • 9
    • 83055174616 scopus 로고    scopus 로고
    • 2011 ACCF/AHA Guideline for the Diagnosis and Treatment of Hypertrophic Cardiomyopathy: A report of the American College of Cardiology Foundation/American Heart Association Task Force on Practice Guidelines. Developed in collaboration with the American Association for Thoracic Surgery, American Society of Echocardiography, American Society of Nuclear Cardiology, Heart Failure Society of America, Heart Rhythm Society, Society for Cardiovascular Angiography and Interventions, and Society of Thoracic Surgeons
    • American College of Cardiology Foundation/American Heart Association Task Force on Practice Guidelines
    • Gersh BJ, Maron BJ, Bonow RO, Dearani JA, Fifer MA, Link MS, Naidu SS, Nishimura RA, Ommen SR, Rakowski H, Seidman CE, Towbin JA, Udelson JE, Yancy CW; American College of Cardiology Foundation/American Heart Association Task Force on Practice Guidelines. 2011 ACCF/AHA Guideline for the Diagnosis and Treatment of Hypertrophic Cardiomyopathy: A report of the American College of Cardiology Foundation/American Heart Association Task Force on Practice Guidelines. Developed in collaboration with the American Association for Thoracic Surgery, American Society of Echocardiography, American Society of Nuclear Cardiology, Heart Failure Society of America, Heart Rhythm Society, Society for Cardiovascular Angiography and Interventions, and Society of Thoracic Surgeons. J Am Coll Cardiol. 2011;58:e212-e260. doi: 10.1016/j.jacc.2011.06.011
    • (2011) J Am Coll Cardiol , vol.58 , pp. e212-e260
    • Gersh, B.J.1    Maron, B.J.2    Bonow, R.O.3    Dearani, J.A.4    Fifer, M.A.5    Link, M.S.6    Naidu, S.S.7    Nishimura, R.A.8    Ommen, S.R.9    Rakowski, H.10    Seidman, C.E.11    Towbin, J.A.12    Udelson, J.E.13    Yancy, C.W.14
  • 10
    • 84930630277 scopus 로고    scopus 로고
    • Deep learning
    • LeCun Y, Bengio Y, Hinton G. Deep learning. Nature. 2015;521:436-444. doi: 10.1038/nature14539
    • (2015) Nature , vol.521 , pp. 436-444
    • LeCun, Y.1    Bengio, Y.2    Hinton, G.3
  • 11
    • 57249084011 scopus 로고    scopus 로고
    • Visualizing data using t-SNE
    • Maaten L, Hinton G. Visualizing data using t-SNE. J Mach Learn Res. 2008;9:2579-2605.
    • (2008) J Mach Learn Res , vol.9 , pp. 2579-2605
    • Maaten, L.1    Hinton, G.2
  • 14
    • 84908219488 scopus 로고
    • Statistical methods for assessing agreement between two methods of clinical measurement
    • Bland JM, Altman DG. Statistical methods for assessing agreement between two methods of clinical measurement. Lancet. 1986;1:307-310.
    • (1986) Lancet , vol.1 , pp. 307-310
    • Bland, J.M.1    Altman, D.G.2
  • 16
    • 0023710206 scopus 로고
    • Comparing the areas under two or more correlated receiver operating characteristic curves: A nonparametric approach
    • DeLong ER, DeLong DM, Clarke-Pearson DL. Comparing the areas under two or more correlated receiver operating characteristic curves: A nonparametric approach. Biometrics. 1988;44:837-845.
    • (1988) Biometrics , vol.44 , pp. 837-845
    • DeLong, E.R.1    DeLong, D.M.2    Clarke-Pearson, D.L.3
  • 19
    • 84994035399 scopus 로고    scopus 로고
    • Automatic apical view classification of echocardiograms using a discriminative learning dictionary
    • Khamis H, Zurakhov G, Azar V, Raz A, Friedman Z, Adam D. Automatic apical view classification of echocardiograms using a discriminative learning dictionary. Med Image Anal. 2017;36:15-21. doi: 10.1016/j. media.2016.10.007
    • (2017) Med Image Anal , vol.36 , pp. 15-21
    • Khamis, H.1    Zurakhov, G.2    Azar, V.3    Raz, A.4    Friedman, Z.5    Adam, D.6
  • 20
    • 84995804182 scopus 로고    scopus 로고
    • A fused deep learning architecture for viewpoint classification of echocardiography
    • Gao X, Li W, Loomes M, Lianyi W. A fused deep learning architecture for viewpoint classification of echocardiography. Inf Fusion. 2017;36:103-113.
    • (2017) Inf Fusion , vol.36 , pp. 103-113
    • Gao, X.1    Li, W.2    Loomes, M.3    Lianyi, W.4
  • 21
    • 85086330988 scopus 로고    scopus 로고
    • Fast and accurate view classification of echocardiograms using deep learning
    • Madani A, Arnaout R, Mofrad M, Arnaout R. Fast and accurate view classification of echocardiograms using deep learning. NPJ Digit Med. 2018; 6:1-8.
    • (2018) NPJ Digit Med , vol.6 , pp. 1-8
    • Madani, A.1    Arnaout, R.2    Mofrad, M.3    Arnaout, R.4
  • 22
    • 85013497977 scopus 로고    scopus 로고
    • Detailed echocardiographic phenotyping in breast cancer patients: Associations with ejection fraction decline, recovery, and heart failure symptoms over 3 years of follow-up
    • Narayan HK, Finkelman B, French B, Plappert T, Hyman D, Smith AM, Margulies KB, Ky B. Detailed echocardiographic phenotyping in breast cancer patients: Associations with ejection fraction decline, recovery, and heart failure symptoms over 3 years of follow-up. Circulation. 2017;135:1397-1412. doi: 10.1161/CIRCULATIONAHA.116.023463
    • (2017) Circulation , vol.135 , pp. 1397-1412
    • Narayan, H.K.1    Finkelman, B.2    French, B.3    Plappert, T.4    Hyman, D.5    Smith, A.M.6    Margulies, K.B.7    Ky, B.8
  • 23
    • 80052286754 scopus 로고    scopus 로고
    • Cardiac amyloidosis: A treatable disease, often overlooked
    • Falk RH. Cardiac amyloidosis: A treatable disease, often overlooked. Circulation. 2011;124:1079-1085. doi: 10.1161/CIRCULATIONAHA.110.010447
    • (2011) Circulation , vol.124 , pp. 1079-1085
    • Falk, R.H.1
  • 26
    • 84997207719 scopus 로고    scopus 로고
    • Improving health and health care in the United States: Toward a state of complete well-being
    • Koh HK. Improving health and health care in the United States: Toward a state of complete well-being. JAMA. 2016;316:1679-1681. doi: 10.1001/ jama.2016.12414
    • (2016) JAMA , vol.316 , pp. 1679-1681
    • Koh, H.K.1
  • 27
    • 84925581948 scopus 로고    scopus 로고
    • The war against heart failure: The Lancet lecture
    • Braunwald E. The war against heart failure: The Lancet lecture. Lancet. 2015;385:812-824. doi: 10.1016/S0140-6736(14)61889-4
    • (2015) Lancet , vol.385 , pp. 812-824
    • Braunwald, E.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.