학술논문
Poster session 2: Thursday 4 December 2014, 08:30-12:30 * Location: Poster area
Document Type
Article
Author
Domingos, JS; Augustine, DX; Leeson, P; Noble, JA; Doan, H-L; Boubrit, L; Cheikh-Khalifa, R; Laveau, F; Djebbar, M; Pousset, F; Isnard, R; Hammoudi, N; Lisi, M; Cameli, M; Di Tommaso, C; Curci, V; Reccia, R; Maccherini, M; Henein, M Y; Mondillo, S; Leitman, M; Vered, Z; Rashid, H; Yalcin, M U; Gurses, K M; Kocyigit, D; Evranos, B; Yorgun, H; Sahiner, L; Kaya, B; Aytemir, K; Ozer, N; Bertella, E; Petulla', M; Baggiano, A; Mushtaq, S; Russo, E; Gripari, P; Innocenti, E; Andreini, D; Tondo, C; Pontone, G; Necas, J; Kovalova, S; Hristova, K; Shiue, I; Bogdanva, V; Teixido Tura, G; Sanchez, V; Rodriguez-Palomares, J; Gutierrez, L; Gonzalez-Alujas, T; Garcia-Dorado, D; Forteza, A; Evangelista, A; Timoteo, A T; Aguiar Rosa, S; Cruz Ferreira, R; Campbell, R; Carrick, D; Mccombe, C; Tzemos, N; Berry, C; Sonecki, P; Noda, M; Setoguchi, M; Ikenouchi, T; Nakamura, T; Yamamoto, Y; Murakami, T; Katou, Y; Usui, M; Ichikawa, K; Isobe, M; Kwon, BJ; Roh, JW; Kim, HY; Ihm, SH; Barron, A J; Francis, DP; Mayet, J; Wensel, R; Kosiuk, J; Dinov, B; Bollmann, A; Hindricks, G; Breithardt, OA; Rio, P; Moura Branco, L; Galrinho, A; Cacela, D; Pinto Teixeira, P; Afonso Nogueira, M; Pereira-Da-Silva, T; Abreu, J; Teresa Timoteo, A; Cruz Ferreira, R; Pavlyukova, EN; Tereshenkova, EK; Karpov, RS; Piatkowski, R; Kochanowski, J; Opolski, G; Barbier, P; Mirea, O; Guglielmo, M; Savioli, G; Cefalu, C; Pudil, R; Horakova, L; Rozloznik, M; Balestra, C; P37/03, PRVOUK; Rimbas, RC; Enescu, OA; Calin, S; Vinereanu, D; POSDRU/159/1.5/S/141531, Grant; Karsenty, C; Hascoet, S; Hadeed, K; Semet, F; Dulac, Y; Alacoque, X; Leobon, B; Acar, P; Dharma, S; Sukmawan, R; Soesanto, AM; Vebiona, KPP; Firdaus, I; Danny, SS; Driessen, M M P; Sieswerda, GTJ; Post, MC; Snijder, RJ; Van Dijk, APJ; Leiner, T; Meijboom, FJ; Chrysohoou, C; Tsitsinakis, G; Tsiachris, D; Aggelis, A; Herouvim, E; Vogiatzis, I; Pitsavos, C; Koulouris, G; Stefanadis, C; Erdei, T; Edwards, J; Braim, D; Yousef, Z; Fraser, AG; Cardiff; Investigators, MEDIA; Avenatti, E; Magnino, C; Omede', P; Presutti, D; Moretti, C; Iannaccone, A; Ravera, A; Gaita, F; Milan, A; Veglio, F; Barbier, P; Scali, MC; Simioniuc, A; Guglielmo, M; Savioli, G; Cefalu, C; Mirea, O; Fusini, L; Dini, F; Okura, H; Murata, E; Kataoka, T; Mikaelpoor, A; Ojaghi Haghighi, SH; Ojaghi Haghighi, SZ; Alizadeasl, A; Sharifi-Zarchi, A; Zaroui, A; Ben Halima, M; Mourali, MS; Mechmeche, R; Rodriguez Palomares, J F; Gutierrez, LG; Maldonado, GM; Garcia, GG; Otaegui, IO; Garcia Del Blanco, BGB; Teixido, GT; Gonzalez Alujas, MTGA; Evangelista, AE; Garcia Dorado, DGD; Godinho, A R; Correia, AS; Rangel, I; Rocha, A; Rodrigues, J; Araujo, V; Almeida, PB; Macedo, F; Maciel, MJ; Rekik, B; Mghaieth, F; Aloui, H; Boudiche, S; Jomaa, M; Ayari, J; Tabebi, N; Farhati, A; Mourali, S; Dekleva, M; Markovic-Nikolic, N; Zivkovic, M; Stankovic, A; Boljevic, D; Korac, N; Beleslin, B; Arandjelovic, A; Ostojic, M; Galli, E; Guirette, Y; Auffret, V; Daudin, M; Fournet, M; Mabo, P; Donal, E; Chin, C W L; Luo, E; Hwan, J; White, A; Newby, D; Dweck, M; Carstensen, H G; Larsen, L H; Hassager, C; Kofoed, K F; Jensen, J S; Mogelvang, R; Kowalczyk, M; Debska, M; Kolesnik, A; Dangel, J; Kawalec, W; Migliore, RA; Adaniya, ME; Barranco, MA; Miramont, G; Gonzalez, S; Tamagusuku, H; Davidsen, E S; Kuiper, K K J; Matre, K; Gerdts, E; Igual Munoz, B; Maceira Gonzalez, AMG; Erdociain Perales, MEP; Estornell Erill, JEE; Valera Martinez, FVM; Miro Palau, VMP; Piquer Gil, MPG; Sepulveda Sanchez, PSS; Cervera Zamora, ACZ; Montero Argudo, AMA; Placido, R; Silva Marques, J; Magalhaes, A; Guimaraes, T; Nobre E Menezes, M; Goncalves, S; Ramalho, A; Robalo Martins, S; Almeida, AG; Nunes Diogo, A; Abid, L; Ben Kahla, S; Charfeddine, S; Abid, D; Kammoun, S; Tounsi, A; Abid, LEILA; Abid, DORRA; Charfeddine, SALMA; Hammami, RANIA; Triki, FETEN; Akrout, MALEK; Mallek, SOUAD; Hentati, MOURAD; Kammoun, SAMIR; Sirbu, C F; Berrebi, A; Huber, A; Folliguet, T; Yang, L-T; Shih, JY; Liu, YW; Li, YH; Tsai, LM; Luo, CY; Tsai, WC; Babukov, R; Bartosh, F; Bazilev, V; Muraru, D; Cavalli, G; Addetia, K; Miglioranza, MH; Veronesi, F; Mihaila, S; Tadic, M; Cucchini, U; Badano, L; Lang, RM; Miyazaki, S; Slavich, M; Miyazaki, T; Figini, F; Lativ, A; Chieffo, A; Montrfano, M; Alfieri, O; Colombo, A; Agricola, E; Liu, D; Hu, K; Herrmann, S; Stoerk, S; Kramer, B; Ertl, G; Bijnens, B; Weidemann, F; Brand, M; Butz, T; Tzikas, S; Van Bracht, M; Roeing, J; Wennemann, R; Christ, M; Grett, M; Trappe, H-J; Scherzer, S; Geroldinger, AG; Krenn, L; Roth, C; Gangl, C; Maurer, G; Rosenhek, R; Neunteufl, T; Binder, T; Bergler-Klein, J; Martins, E; Pinho, T; Leite, S; Azevedo, O; Belo, A; Campelo, M; Amorim, S; Rocha-Goncalves, F; Goncalves, L; Silva-Cardoso, J; Ahn, HS; Kim, KT; Jeon, HK; Youn, HJ; Haland, T; Saberniak, J; Leren, IS; Edvardsen, T; Haugaa, KH; Ziolkowska, L; Boruc, A; Kowalczyk, M; Turska-Kmiec, A; Zubrzycka, M; Kawalec, W; Monivas Palomero, V; Mingo Santos, S; Goirigolzarri Artaza, J; Rodriguez Gonzalez, E; Rivero Arribas, B; Castro Urda, V; Dominguez Rodriguez, F; Mitroi, C; Gracia Lunar, I; Fernadez Lozano, I; Palecek, T; Masek, M; Kuchynka, P; Fikrle, M; Spicka, I; Rysava, R; Linhart, A; Saberniak, J; Hasselberg, NE; Leren, IS; Haland, T; Borgquist, R; Platonov, PG; Edvardsen, T; Haugaa, KH; Ancona, R; Comenale Pinto, S; Caso, P; Coopola, MG; Arenga, F; Rapisarda, O; D'onofrio, A; Sellitto, V; Calabro, R; Rosca, M; Popescu, BA; Calin, A; Mateescu, A; Beladan, CC; Jalba, M; Rusu, E; Zilisteanu, D; Ginghina, C; Pressman, G; Cepeda-Valery, B; Romero-Corral, A; Moldovan, R; Saenz, A; Orban, M; Samuel, SP; Fijalkowski, M; Fijalkowska, M; Gilis-Siek, N; Blaut, K; Galaska, R; Sworczak, K; Gruchala, M; Fijalkowski, M; Nowak, R; Gilis-Siek, N; Fijalkowska, M; Galaska, R; Gruchala, M; Ikonomidis, I; Triantafyllidi, H; Trivilou, P; Tzortzis, S; Papadopoulos, C; Pavlidis, G; Paraskevaidis, I; Lekakis, J; Padiyath, A; Li, L; Xiao, Y; Danford, DA; Kutty, S; Kaymaz, C; Aktemur, T; Poci, N; Ozturk, S; Akbal, O; Yilmaz, F; Tokgoz Demircan, HC; Kirca, N; Tanboga, IH; Ozdemir, N; Investigators, EUPHRATES; Greiner, S; Jud, A; Aurich, M; Hess, A; Hilbel, T; Hardt, S; Katus, HA; D'ascenzi, F; Cameli, M; Alvino, F; Lisi, M; Focardi, M; Solari, M; Bonifazi, M; Mondillo, S; Konopka, M; Krol, W; Klusiewicz, A; Burkhard, K; Chwalbinska, J; Pokrywka, A; Dluzniewski, M; Braksator, W; King, G J; Coen, K; Gannon, S; Fahy, N; Kindler, H; Clarke, J; Iliuta, L; Rac-Albu, M; Placido, R; Robalo Martins, S; Guimaraes, T; Nobre E Menezes, M; Cortez-Dias, N; Francisco, A; Silva, G; Goncalves, S; Almeida, AG; Nunes Diogo, A; Kyu, K; Kong, WKF; Songco, GG; Galupo, MJ; Castro, MD; Shin Hnin, W; Ronald Lee, CH; Poh, KK; Milazzo, V; Di Stefano, C; Tosello, F; Leone, D; Ravera, A; Sabia, L; Sobrero, G; Maule, S; Veglio, F; Milan, A; Jamiel, A M; Ahmed, A M; Farah, I; Al-Mallah, M H; Petroni, R; Magnano, R; Bencivenga, S; Di Mauro, M; Petroni, S; Altorio, SF; Romano, S; Penco, M; Kumor, M; Lipczynska, M; Klisiewicz, A; Wojcik, A; Konka, M; Kozuch, K; Szymanski, P; Hoffman, P; Rimbas, RC; Rimbas, M; Enescu, OA; Mihaila, S; Calin, S; Vinereanu, D; 112/2011, Grant CNCSIS; 159/1.5/S/141531, Grant POSDRU; Donal, E; Reynaud, A; Lund, LH; Persson, H; Hage, C; Oger, E; Linde, C; Daubert, JC; investigators, KaRen; Maria Oliveira Lima, M; Costa, H; Gomes Da Silva, M; Noman Alencar, MC; Carmo Pereira Nunes, M; Costa Rocha, MO; Abid, L; Charfeddine, S; Ben Kahla, S; Abid, D; Siala, A; Hentati, M; Kammoun, S; Kovalova, S; Necas, J; Ozawa, K; Funabashi, N; Takaoka, H; Kobayashi, Y; Matsumura, Y; Wada, M; Hirakawa, D; Yasuoka, Y; Morimoto, N; Takeuchi, H; Kitaoka, H; Sugiura, T; Lakkas, L; Naka, KK; Ntounousi, E; Gkirdis, I; Koutlas, V; Bechlioulis, A; Pappas, K; Katsouras, CS; Siamopoulos, K; Michalis, LK; Naka, KK; Evangelou, D; Kalaitzidis, R; Bechlioulis, A; Lakkas, L; Gkirdis, I; Tzeltzes, G; Nakas, G; Katsouras, CS; Michalis, LK; Generati, G; Bandera, F; Pellegrino, M; Labate, V; Alfonzetti, E; Guazzi, M; Zagatina, A; Zhuravskaya, N; Al-Mallah, M; Alsaileek, A; Qureshi, W; Karsenty, C; Hascoet, S; Peyre, M; Hadeed, K; Alacoque, X; Amadieu, R; Leobon, B; Dulac, Y; Acar, P; Yamanaka, Y; Sotomi, Y; Iwakura, K; Inoue, K; Toyoshima, Y; Tanaka, K; Oka, T; Tanaka, N; Orihara, Y; Fujii, K; Soulat-Dufour, L; Lang, S; Boyer-Chatenet, L; Van Der Vynckt, C; Ederhy, S; Adavane, S; Haddour, N; Boccara, F; Cohen, A; Huitema, MP; Boerman, S; Vorselaars, VMM; Grutters, JC; Post, MC; Gopal, A S; Saha, SK; Toole, RS; Kiotsekoglou, A; Cao, JJ; Reichek, N; Meyer, C G; Altiok, E; Al Ateah, G; Lehrke, M; Becker, M; Lotfi, S; Autschbach, R; Marx, N; Hoffmann, R; Frick, M; Nemes, A; Sepp, R; Kalapos, A; Domsik, P; Forster, T; Caro Codon, J; Blazquez Bermejo, Z; Lopez Fernandez, T; Valbuena Lopez, S C; Iniesta Manjavacas, A M; De Torres Alba, F; Dominguez Melcon, F; Pena Conde, L; Moreno Yanguela, M; Lopez-Sendon, J L; Nemes, A; Lengyel, C; Domsik, P; Kalapos, A; Orosz, A; Varkonyi, TT; Forster, T; Rendon, J; Saldarriaga, C I; Duarte, N; Nemes, A; Domsik, P; Kalapos, A; Forster, T; Nemes, A; Domsik, P; Kalapos, A; Sepp, R; Foldeak, D; Borbenyi, Z; Forster, T; Hamdy, AM; Fereig, HM; Nabih, MA; Abdel-Aziz, A; Ali, AA; Broyd, CJ; Wielandts, J-Y; De Buck, S; Michielsen, K; Louw, R; Garweg, C; Nuyts, J; Ector, J; Maes, F; Heidbuchel, H; Gillis, K; Bala, G; Tierens, S; Cosyns, B; Maurovich-Horvat, P; Horvath, T; Jermendy, A; Celeng, C; Panajotu, A; Bartykowszki, A; Karolyi, M; Tarnoki, AD; Jermendy, G; Merkely, B
Source
European Journal of Echocardiography; December 2014, Vol. 15 Issue: Supplement 2 pii82-ii82, 1p
Subject
Language
ISSN
15252167; 15322114
Abstract
Purpose: 3D echocardiography (3DE) enables fast 3D acquisition but subsequent manual navigation to find 2D diagnostic planes can be time consuming. We have developed and validated an automated machine learning-based technique to find apical 2-, 3- and 4-chamber (A2C, A3C, A4C) views that enables fast volume navigation and analysis. Methods: 3DE volumes were acquired (Philips iE33: X3-1 and X5-1 probes) from 30 healthy volunteers and 36 clinical patients with suspected valve disease and coronary heart disease. 66 end diastolic volumes were used to assess the accuracy of apical standard view finding by our method against manual plane finding. To do this, dedicated software was developed with a machine learning approach and a 3-fold cross validation of results was performed. Results: Automatic A4C view detection was possible in 60/66 (91%) of volumes; detection failures were due to suboptimal myocardium wall integrity or lack of right ventricle in the scan. A2C and A3C views were extracted from the A4C view using the known geometrical relationships between apical standard views (A2C to A3C: 30°~40° and A2C to A4C: 90° of rotation over the left ventricle long axis, as shown in the Figure). In average, our method accurately found the heart apex and mitral valve centre with a 7.1 ± 5.7 mm and 7.2 ± 5.3 mm error, respectively. Conclusions: In order to automate clinical workflow, we have developed a new and fully automatic machine learning strategy for apical standard view finding which performed well (91% detection accuracy) on volunteer and clinical 3D echocardiograms. Figure