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Mor-Avi V, Blitz A, Schreckenberg M, Addetia K, Kebed K, Scalia G, Badano LP, Kirkpatrick JN, Gutierrez-Fajardo P, Tude Rodrigues AC, Sadeghpour A, Tucay ES, Prado AD, Tsang W, Ogunyankin KO, Rossmanith A, Schummers G, Laczik D, Asch FM, Lang RM. Deep learning assisted measurement of echocardiographic left heart parameters: improvement in interobserver variability and workflow efficiency. Int J Cardiovasc Imaging 2023; 39:2507-2516. [PMID: 37872467 DOI: 10.1007/s10554-023-02960-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/17/2023] [Accepted: 09/16/2023] [Indexed: 10/25/2023]
Abstract
Machine learning techniques designed to recognize views and perform measurements are increasingly used to address the need for automation of the interpretation of echocardiographic images. The current study was designed to determine whether a recently developed and validated deep learning (DL) algorithm for automated measurements of echocardiographic parameters of left heart chamber size and function can improve the reproducibility and shorten the analysis time, compared to the conventional methodology. The DL algorithm trained to identify standard views and provide automated measurements of 20 standard parameters, was applied to images obtained in 12 randomly selected echocardiographic studies. The resultant measurements were reviewed and revised as necessary by 10 independent expert readers. The same readers also performed conventional manual measurements, which were averaged and used as the reference standard for the DL-assisted approach with and without the manual revisions. Inter-reader variability was quantified using coefficients of variation, which together with analysis times, were compared between the conventional reads and the DL-assisted approach. The fully automated DL measurements showed good agreement with the reference technique: Bland-Altman biases 0-14% of the measured values. Manual revisions resulted in only minor improvement in accuracy: biases 0-11%. This DL-assisted approach resulted in a 43% decrease in analysis time and less inter-reader variability than the conventional methodology: 2-3 times smaller coefficients of variation. In conclusion, DL-assisted approach to analysis of echocardiographic images can provide accurate left heart measurements with the added benefits of improved reproducibility and time savings, compared to conventional methodology.
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Affiliation(s)
- Victor Mor-Avi
- University of Chicago Medicine, 5758 S. Maryland Ave., MC 9067, DCAM 5509, Chicago, IL, 60637, USA
| | | | | | - Karima Addetia
- University of Chicago Medicine, 5758 S. Maryland Ave., MC 9067, DCAM 5509, Chicago, IL, 60637, USA
| | - Kalie Kebed
- Minneapolis Heart Institute - Allina Health at United Hospital, St. Paul, MN, USA
| | | | - Luigi P Badano
- Istituto Auxologico Italiano, IRCCS, Milan, Italy
- University of Milano-Bicocca, Milan, Italy
| | | | | | | | - Anita Sadeghpour
- MedStar Heart and Vascular Institute/Health Research Institute, Washington, DC, USA
| | | | - Aldo D Prado
- Centro Privado de Cardiologia, Tucumán, Argentina
| | - Wendy Tsang
- Toronto General Hospital, University of Toronto, Toronto, ON, Canada
| | | | | | | | | | - Federico M Asch
- MedStar Heart and Vascular Institute/Health Research Institute, Washington, DC, USA
| | - Roberto M Lang
- University of Chicago Medicine, 5758 S. Maryland Ave., MC 9067, DCAM 5509, Chicago, IL, 60637, USA.
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Cotella JI, Miyoshi T, Mor-Avi V, Addetia K, Schreckenberg M, Sun D, Slivnick JA, Blankenhagen M, Hitschrich N, Amuthan V, Citro R, Daimon M, Gutiérrez-Fajardo P, Kasliwal R, Kirkpatrick JN, Monaghan MJ, Muraru D, Ogunyankin KO, Park SW, Tude Rodrigues AC, Ronderos R, Sadeghpour A, Scalia G, Takeuchi M, Tsang W, Tucay ES, Zhang M, Prado AD, Asch FM, Lang RM. Normative values of the aortic valve area and Doppler measurements using two-dimensional transthoracic echocardiography: results from the Multicentre World Alliance of Societies of Echocardiography Study. Eur Heart J Cardiovasc Imaging 2023; 24:415-423. [PMID: 36331816 DOI: 10.1093/ehjci/jeac220] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/12/2022] [Revised: 09/28/2022] [Accepted: 10/10/2022] [Indexed: 11/06/2022] Open
Abstract
AIMS Aortic valve area (AVA) used for echocardiographic assessment of aortic stenosis (AS) has been traditionally interpreted independently of sex, age and race. As differences in normal values might impact clinical decision-making, we aimed to establish sex-, age- and race-specific normative values for AVA and Doppler parameters using data from the World Alliance Societies of Echocardiography (WASE) Study. METHODS AND RESULTS Two-dimensional transthoracic echocardiographic studies were obtained from 1903 healthy adult subjects (48% women). Measurements of the left ventricular outflow tract (LVOT) diameter and Doppler parameters, including AV and LVOT velocity time integrals (VTIs), AV mean pressure gradient, peak velocity, were obtained according to ASE/EACVI guidelines. AVA was calculated using the continuity equation. Compared with men, women had smaller LVOT diameters and AVA values, and higher AV peak velocities and mean gradients (all P < 0.05). LVOT and AV VTI were significantly higher in women (P < 0.05), and both parameters increased with age in both sexes. AVA differences persisted after indexing to body surface area. According to the current diagnostic criteria, 13.5% of women would have been considered to have mild AS and 1.4% moderate AS. LVOT diameter and AVA were lower in older subjects, both men and women, and were lower in Asians, compared with whites and blacks. CONCLUSION WASE data provide clinically relevant information about significant differences in normal AVA and Doppler parameters according to sex, age, and race. The implementation of this information into clinical practice should involve development of specific normative values for each ethnic group using standardized methodology.
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Affiliation(s)
- Juan I Cotella
- University of Chicago, 5758 S. Maryland Avenue, MC 9067, DCAM 5509, Chicago, IL 60637, USA
| | | | - Victor Mor-Avi
- University of Chicago, 5758 S. Maryland Avenue, MC 9067, DCAM 5509, Chicago, IL 60637, USA
| | - Karima Addetia
- University of Chicago, 5758 S. Maryland Avenue, MC 9067, DCAM 5509, Chicago, IL 60637, USA
| | | | - Deyu Sun
- University of Chicago, 5758 S. Maryland Avenue, MC 9067, DCAM 5509, Chicago, IL 60637, USA
| | - Jeremy A Slivnick
- University of Chicago, 5758 S. Maryland Avenue, MC 9067, DCAM 5509, Chicago, IL 60637, USA
| | | | | | | | | | | | | | | | | | | | - Denisa Muraru
- Instituto Auxologico Italiano, IRCCS, San Luca Hospital and University of Milano-Bicocca, Milan, Italy
| | | | | | | | - Ricardo Ronderos
- Instituto Cardiovascular de Buenos Aires, Buenos Aires, Argentina
| | - Anita Sadeghpour
- Rajaie Cardiovascular Medical and Research Center, Tehran, Islamic Republic of Iran
| | | | - Masaaki Takeuchi
- University of Occupational and Environmental Health, Kitakyushu, Japan
| | - Wendy Tsang
- Toronto General Hospital, University of Toronto, Toronto, ON, Canada
| | | | - Mei Zhang
- Qilu Hospital of Shandong University, Jinan, China
| | - Aldo D Prado
- Centro Privado de Cardiología, Tucumán, Argentina
| | | | - Roberto M Lang
- University of Chicago, 5758 S. Maryland Avenue, MC 9067, DCAM 5509, Chicago, IL 60637, USA
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Singh A, Carvalho Singulane C, Miyoshi T, Prado AD, Addetia K, Bellino M, Daimon M, Gutierrez Fajardo P, Kasliwal RR, Kirkpatrick JN, Monaghan MJ, Muraru D, Ogunyankin KO, Park SW, Ronderos RE, Sadeghpour A, Scalia GM, Takeuchi M, Tsang W, Tucay ES, Tude Rodrigues AC, Vivekanandan A, Zhang Y, Schreckenberg M, Blankenhagen M, Degel M, Hitschrich N, Mor-Avi V, Asch FM, Lang RM. Normal Values of Left Atrial Size and Function and the Impact of Age: Results of the World Alliance Societies of Echocardiography Study. J Am Soc Echocardiogr 2021; 35:154-164.e3. [PMID: 34416309 DOI: 10.1016/j.echo.2021.08.008] [Citation(s) in RCA: 44] [Impact Index Per Article: 14.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/06/2021] [Revised: 08/06/2021] [Accepted: 08/10/2021] [Indexed: 01/09/2023]
Abstract
BACKGROUND Left atrial (LA) evaluation includes volumetric and functional parameters with an abundance of diagnostic and prognostic implications. Solid normal reference ranges are compulsory for accurate interpretation in individual patients, but previous studies have yielded mixed conclusions regarding the effects of age, sex, and/or race. The present report from the World Alliance Societies of Echocardiography study focuses on two-dimensional (2D) and three-dimensional (3D) measures of LA structure and function, with subgroup analysis by age, sex, and race. METHODS Transthoracic 2D and 3D echocardiographic images were obtained in 1,765 healthy individuals (901 men, 864 women) evenly distributed among age subgroups: 18 to 40 years (n = 745), 41 to 65 years (n = 618), and >65 years (n = 402); the racial distribution was 38.4% white, 39.9% Asian, and 9.7% black. Images were analyzed using dedicated LA analysis software to measure LA volumes and phasic function from 3D volume and 2D strain curves. RESULTS Three-dimensional maximum and minimum LA volumes adjusted for body surface area were nearly identical for men and women, but women demonstrated higher 3D total and passive emptying fractions (EFs). Two-dimensional reservoir strain was similar for both sexes. Age was associated with an incremental rise in LA volumes alongside characteristic shifts in functional indices. Total 2D EF and reservoir and conduit strain varied inversely with age, counteracted by higher booster strain, with a greater magnitude of effect in women. Active 3D EF was significantly higher, while total and passive EFs decreased with age. Interracial differences were noted in LA volumes, without substantial differences in functional indices. CONCLUSION Although similar normal values for LA volumes and strain can be applied to both sexes, meaningful differences in LA size occur with aging. Indices of function also shift with age, with a compensatory rise in booster function, which may serve to counteract observed lower total and passive EFs. Defining age-associated normal values may help differentiate age-associated "healthy" LA aging from pathologic processes.
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Affiliation(s)
| | | | - Tatsuya Miyoshi
- MedStar Health Research Institute, Washington, District of Columbia
| | - Aldo D Prado
- Centro Privado de Cardiologia, Tucumán, Argentina
| | | | | | | | | | | | | | | | - Denisa Muraru
- University of Milano-Bicocca and Istituto Auxologico Italiano, IRCCS, Milan, Italy
| | | | - Seung Woo Park
- Samsung Medical Center/Sungkyunkwan University School of Medicine, Seoul, Korea
| | | | - Anita Sadeghpour
- Rajaie Cardiovascular Medical Center, Iran University of Medical Sciences, Tehran, Iran
| | | | - Masaaki Takeuchi
- University of Occupational and Environmental Health, Kitakyushu, Japan
| | - Wendy Tsang
- Toronto General Hospital, University Health Network, University of Toronto, Toronto, Ontario, Canada
| | | | | | | | - Yun Zhang
- Qilu Hospital of Shandong University, Jinan, China
| | | | | | - Markus Degel
- TomTec Imaging Systems, Unterschleissheim, Germany
| | | | | | - Federico M Asch
- MedStar Health Research Institute, Washington, District of Columbia
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Miyoshi T, Addetia K, Citro R, Daimon M, Desale S, Fajardo PG, Kasliwal RR, Kirkpatrick JN, Monaghan MJ, Muraru D, Ogunyankin KO, Park SW, Ronderos RE, Sadeghpour A, Scalia GM, Takeuchi M, Tsang W, Tucay ES, Tude Rodrigues AC, Vivekanandan A, Zhang Y, Blitz A, Lang RM, Asch FM, Prado AD, Filipini E, Kwon A, Hoschke-Edwards S, Regina Afonso T, Thampinathan B, Sooriyakanthan M, Zhu T, Wang Z, Wang Y, Zhang M, Zhang Y, Yin L, Li S, Alagesan R, Balasubramanian S, Ananth R, Bansal M, Badano LP, Palermo C, Bossone E, Di Vece D, Bellino M, Nakao T, Kawata T, Hirokawa M, Sawada N, Nabeshima Y, Yun HR, Hwang JW, Fasawe D. Left Ventricular Diastolic Function in Healthy Adult Individuals: Results of the World Alliance Societies of Echocardiography Normal Values Study. J Am Soc Echocardiogr 2020; 33:1223-1233. [DOI: 10.1016/j.echo.2020.06.008] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/28/2020] [Revised: 06/05/2020] [Accepted: 06/05/2020] [Indexed: 01/10/2023]
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Asch FM, Miyoshi T, Addetia K, Citro R, Daimon M, Desale S, Fajardo PG, Kasliwal RR, Kirkpatrick JN, Monaghan MJ, Muraru D, Ogunyankin KO, Park SW, Ronderos RE, Sadeghpour A, Scalia GM, Takeuchi M, Tsang W, Tucay ES, Tude Rodrigues AC, Vivekanandan A, Zhang Y, Blitz A, Lang RM, Prado AD, Filipini E, Kwon A, Hoschke-Edwards S, Afonso TR, Thampinathan B, Sooriyakanthan M, Zhu T, Wang Z, Wang Y, Zhang M, Zhang Y, Yin L, Li S, Alagesan R, Balasubramanian S, Ananth R, Bansal M, Badano LP, Palermo C, Bossone E, Di Vece D, Bellino M, Nakao T, Kawata T, Hirokawa M, Sawada N, Nabeshima Y, Yun HR, Hwang JW, Fasawe D, Schreckenberg M, Ronderos R, Scalia G, Tude Rodrigues AC, Tsang W, Zhang M, Amuthan V, Kasliwal R, Sadeghpour A, Bossone E, Muraru D, Daimon M, Takeuchi M, Gutierrez-Fajardo P, Ogunyankin KO, Tucay ES, Woo Park S, Monaghan MJ, Addetia K, Kirkpatrick J. Similarities and Differences in Left Ventricular Size and Function among Races and Nationalities: Results of the World Alliance Societies of Echocardiography Normal Values Study. J Am Soc Echocardiogr 2019; 32:1396-1406.e2. [DOI: 10.1016/j.echo.2019.08.012] [Citation(s) in RCA: 61] [Impact Index Per Article: 12.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/24/2019] [Revised: 08/15/2019] [Accepted: 08/15/2019] [Indexed: 12/19/2022]
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Liddicoat JR, Mac Neill BD, Gillinov AM, Cohn WE, Chin CH, Prado AD, Pandian NG, Oesterle SN. Percutaneous mitral valve repair: A feasibility study in an ovine model of acute ischemic mitral regurgitation. Catheter Cardiovasc Interv 2003; 60:410-6. [PMID: 14571496 DOI: 10.1002/ccd.10662] [Citation(s) in RCA: 110] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Abstract
Annuloplasty is the cornerstone of surgical mitral valve repair. A percutaneous transvenous catheter-based approach for mitral valve repair was tested by placing a novel annuloplasty device in the coronary sinus of sheep with acute ischemic mitral regurgitation. Mitral regurgitation was reduced from 3-4+ to 0-1+ in all animals (P < 0.03). The annuloplasty functioned by reducing septal-lateral mitral annular diameter (30 +/- 2.1 mm preinsertion vs. 24 +/- 1.7 mm postinsertion; P < 0.03). These preliminary experiments demonstrate that percutaneous mitral annuloplasty is feasible. Further study is necessary to demonstrate long-term safety and efficacy of this novel approach.
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Affiliation(s)
- John R Liddicoat
- Division of Cardiac Surgery, Beth-Israel Deaconess Medical Center, Boston, Massachusetts, USA
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