Machine learning risk prediction of mortality for patients undergoing surgery with perioperative SARS-CoV-2: the COVIDSurg mortality score

Dajti, I; Valenzuela, J I; Boccalatte, L A; Gemelli, N A; Smith, D E; Dudi-Venkata, N N; Kroon, H M; Sammour, T; Roberts, M; Mitchell, D; Lah, K; Pearce, A; Morton, A; Dawson, A C; Drane, A; Sharpin, C; Nataraja, R M; Pacilli, M; Cox, D R A; Muralidharan, V; Riddiough, G E; Clarke, E M; Jamel, W; Qin, K R; Pockney, P; Cope, D; Egoroff, N; Lott, N; Putnis, S; De Robles, S; Ang, Z; Mitteregger, M; Uranitsch, S; Stiegler, M; Seitinger, G; Aigner, F; Lumenta, D B; Nischwitz, P S; Richtig, E; Pau, M; Srekl-Filzmaier, P; Eibinger, N; Michelitsch, B; Fediuk, M; Papinutti, A; Seidel, G; Kahn, J; Cohnert, T U; Messner, F; Öfner, D; Presl, J; Varga, M; Weitzendorfer, M; Emmanuel, K; Binder, A D; Zimmermann, M; Holawe, S; Nkenke, E; Grimm, C; Kranawetter, M; Rahman Mitul, A; Islam, N; Karim, S; Komen, N; Putnis, S; De Robles, S; Ang, E; De Praetere, H; Tollens, T; Schols, G; Smets, C; Haenen, L; Quintens, J; Van Belle, K; Van Ramshorst, G H; Pattyn, P; Desender, L; Martens, T; Van de Putte, D; Lerut, P; Grimonprez, A; Janssen, M; De Smul, G; Wallaert, P; Van den Eynde, J; Oosterlinck, W; Van den Eynde, R; Sermon, A; Boeckxstaens, A; Cordonnier, A; De Coster, J; Jaekers, J; Politis, C; Miserez, M; Duchateau, N; De Gheldere, C; Flamey, N; Pattyn, P; Christiano, A; Guidi, B; Minussi, A L; Castro, S; Okoba, W; Maldonado, F H R; Oliveira, P; Baldasso, T; Santos, L; Gomes, G M A; Buarque, I L; Pol-Fachin, L; Bezerra, T S; Barros, A V; da Silva, A M R; Leite, A L S; Silvestre, D W A; Ferro, C C; Araujo, M S; Lopes, L M; Damasceno, P D; Araujo, D H S; Laporte, G; Salem, M C; Guimaraes-Filho, M A C; Nacif, L; Flumignan, R L G; Nakano, L C U; Kuramoto, D A B; Aidar, A L S; Pereda, M R; Correia, R M; Santos, B C; Carvalho, A A; Amorim, J E; Guedes Neto, H J; Areias, L L; Sousa, A F; Flumignan, C D Q; Lustre, W G; Moreno, D H; Barros, N; Baptista-Silva, J C C; Matos, L L; Kowaski, L P; Kulcsar, M A V; Nunes, K S; Teixeira, M F; Nunes, R L; Ijichi, T R; Kim, N J; Marreiro, A; Muller, B; Barakat Awada, J; Baiocchi, G; Kowalski, L P; Vartanian, J G; Makdissi, F B; Aguiar, S; Marques, N; Carvalho, G B; Marques, T M D M; Abdallah, E A; Zurstrassen, C E; Gross, J L; Zequi, S C; Gonçalves, B T; Santos, S S; Duprat, J P; Coimbra, F J F; Cicco, R; Takeda, F; Cecconello, I; Ribeiro, U; Gatti, A; Oliva, R; Nardi, C; Slavchev, M; Atanasov, B; Belev, N; Dell, A; Bigam, D; Dajani, K; Al Riyami, S; Martin, J; Cheng, D; Yang, H; Fayad, A; Carrier, F M; Amzallag, E; Desroches, J; Ruel, M; Caminsky, N G; Boutros, M; Moon, J; Wong, E G; Vanounou, T; Pelletier, J; Wong, S; Girsowicz, E; Bayne, J; Obrand, D; Gill, H; Steinmetz, O; Mackenzie, K; Lukaszewski, M; Jamjoum, G; Richebé, P; Verdonck, O; Discepola, S; Godin, N; Idrissi, M; Lecluyse, V; Côté, G; Demyttenaere, S; Garfinkle, R; Boutros, M; Kouyoumdjian, A; Boutros, M; Dumitra, S; Moon, J; Wong, E G; Khwaja, K; Luo, L; Lukaszewski, M; Gill, H; Berry, G; Liberman, A S; Girsowicz, E; Bayne, J; Obrand, D; Steinmetz, O; Mackenzie, K; Schmid, S; Spicer, J; Al Farsi, M; Abou-Khalil, J; Couture, E; Mohammadi, S; Tremblay, H; Gagné, N; Bergeron, A; Turgeon, A F; Costerousse, O; Bellemare, D; Babin, C; Blier, C; Wood, M L; Persad, A; Groot, G; Pham, H; D'Aragon, F; Carbonneau, E; Bouchard, M; Masse, M; Pesant, F; Héroux, J; Karanicolas, P; Hallet, J; Nadler, A; Nathens, A; Ko, M; Brar, A; Mayson, K; Kidane, B; Srinathan, S; Escudero, M I; Reyes, J T; Modolo, M M; Ramirez Nieto, P; Sepulveda, R; Bolbarán, A; Molero, A; Ruiz, I; Reyes, G P; Salas, R; Suazo, C; Muñoz, R; Grasset, E; Inzunza, M; Besser, N; Irarrázaval, M J; Jarry, C; Bellolio, F; Romero Manqui, C A; Ruiz Esquide, M; Fuentes, T; Campos, J; Perez Rivera, C J; Cabrera, P A; Pinilla, R E; Guevara, O; Jimenez Ramirez, L J; Velasquez Cuasquen, B G; Herrera Mora, D R; Bonilla, A; Diaz, S; Manrique, E; Facundo, H; Velez Bernal, J L; Ángel, J; García, M; Guzmán, L; Lehmann, C; Cervera, S; Trujillo Sanchez, L M; Guevara, R; Valbuena, D; Suarez, L; Jimenez, G; Velandia, A; Vargas, J; Espinosa, J; Rey, S; Mendoza Quevedo, J; Calvache, J A; Orozco-Chamorro, C M; Sánchez-Gómez, T A; Rojas-Tejada, D A; Mihanovic, J; Bakmaz, B; Rakvin, I; Sulen, N; Andabaka, T; Luksic, I; Mamic, M; Martinek, L; Skrovina, M; Žatecký, J; Peteja, M; Ø. Kristensen, H; Mekhael, M; Christensen, P; Westh, L; Smith, H; Haugstvedt, A F; Jönsson, M L; Crespo, A; Batista, S; Rodriguez-Abreu, J; Tactuk, N; Diaz-Delgado, P J; Rivas, R; Sarmiento-Bobadilla, J A; Ashoush, F; Samir Abdelaal, A; Qatora, M S; Elsayed Hewalla, M E; Metwalli, M; Atta, R; Abdelmajeed, A; Abosamak, N E; Sabry, A; Shehata, S; Sallam, I; Amira, G; Sherief, M; Sherif, A; Salem, H; Hamdy, R; Aboulkassem, H; Ghaly, G; Sherif, G; Morsi, A; Abdelrahman, A; Omnia, A; Tawheed, A; El Kassas, M; Omar, W; Abdelsamed, A; Seleim, A; Salem, H; Azzam, A Y; Elfiky, M; Nabil, A; Ibraheem, M; Ghaly, G; Eldeeb, M; Fawzy, M; Hamed, H; Emile, S; Elfallal, A; Elfeki, H; Shalaby, M; Sakr, A; Alrahawy, M; Atif, H; Sakr, A; Soltan, H; Sayed, A K; Salah, A; Atiya, A; Wassim, K; Esmail, E; Khalaf, M; Eldaly, A; Ghoneim, A; Hawila, A; Badr, H; Elhalaby, I; Abdel-bari, M; Elbahnasawy, M; Hamada, M K; Morsy, M S; Hammad, M; Hammad, M; Essa, M; Fayed, M T; Elzoghby, M; Rady, M; Hamad, O; Salman, S; Sarsik, S; Abd-elsalam, S; Gamal Badr, S; El-Masry, Y; Moahmmed, M M H; Hailu, S; Wolde, A; Mengesha, M; Nida, S; Workneh, M; Ahmed, M Y; Fisseha, T; Kassa, D; Zeleke, H; Admasu, A; Laeke, T; Tirsit, A; Gessesse, M; Addissie, A; Bekele, D; Kauppila, J H; Sarjanoja, E; Testelin, S; Dakpé, S; Devauchelle, B; Bettoni, J; Lavagen, N; Schmitt, F; Lemée, J M; Boucher, S; Breheret, R; Kün-Darbois, J D; Kahn, A; Gueutier, A; Bigot, P; Borraccino, B; Lakkis, Z; Doussot, A; Heyd, B; Manfredelli, S; Mathieu, P; Paquette, B; Turco, C; Barrabe, A; Louvrier, A; Moszkowicz, D; Giovinazzo, D; Bretagnol, F; Police, A; Charre, L; Volpin, E; Braham, H; El Arbi, N; Villefranque, V; Bendjemar, L; Girard, E; Abba, J; Trilling, B; Chebaro, A; Lecolle, K; Truant, S; El Amrani, M; Zerbib, P; Pruvot, F R; Mathieu, D; Surmei, E; Mattei, L; Marin, H; Christou, N; Ballouhey, Q; Ferrero, P; Coste Mazeau, P; Tricard, J; Barrat, B; Taibi, A; Usseglio, J; Laloze, J; Salle, H; Fourcade, L; Duchalais, E; Regenet, N; Rigaud, J; Waast, D; Denis, W; Malard, O; Buffenoir, K; Espitalier, F; Ferron, C; Varenne, Y; Crenn, V; De Vergie, S; Cristini, J; Samarut, E; Tzedakis, S; Bouche, P A; Gaujoux, S; Kantor, E; Gossot, D; Seguin-Givelet, A; Fuks, D; Grigoroiu, M; Sanchez Salas, R; Cathelineau, X; Macek, P; Barbé, Y; Rozet, F; Barret, E; Mombet, A; Cathala, N; Brian, E; Zadegan, F; Conso, C; Blanc, T; Broch, A; Sarnacki, S; Ali, L; Bonnard, A; Peycelon, M; Hervieux, E; Clermidi, P; Maisonneuve, E; Aubry, E; Thomin, A; Langlais, T; Passot, G; Glehen, O; Cotte, E; Lifante, J C; De Simone, B; Chouillard, E; Arnaud, A P; Violas, P; Bergeat, D; Merdrignac, A; Arnaud, A P; Scalabre, A; Perotto, L O; Le Roy, B; Haddad, E; Vermersch, S; Ezanno, A C; Barbier, O; Vigouroux, F; Malgras, B; Aime, A; Seeliger, B; Mutter, D; Philouze, G; Pessaux, P; Germain, A; Chanty, H; Ayav, A; Kassir, R; Von Theobald, P; Sauvat, F; O'Connor, J; Mayombo Idiata, M; O'Connor, Z; Tchoba, S; Modabber, A; Winnand, P; Hölzle, F; Sommer, B; Shiban, E; Wolf, S; Anthuber, M; Sommer, F; Kaemmerer, D; Schreiber, T; Kamphues, C; Lauscher, J C; Schineis, C; Loch, F N; Beyer, K; Nasser, S; Sehouli, J; Höhn, P; Braumann, C; Reinkemeier, F; Uhl, W; Weitz, J; Bork, U; Welsch, T; Praetorius, C; Korn, S; Distler, M; Fluegen, G; Knoefel, W T; Vay, C; Golcher, H; Grützmann, R; Binder, J; Meister, P; Gallinat, A; Paul, A; Schnitzbauer, A A; Thoenissen, P; El Youzouri, H; Schreckenbach, T; Nguyen, T A; Eberbach, H; Bayer, J; Erdle, B; Sandkamp, R; Nitschke, C; Izbicki, J; Uzunoglu, F G; Koenig, D; Gosau, M; Böttcher, A; Heuer, A; Klatte, T O; Priemel, M; Betz, C S; Burg, S; Möckelmann, N; Busch, C J; Bewarder, J; Zeller, N; Smeets, R; Thole, S; Vollkommer, T; Speth, U; Stangenberg, M; Hakami, I; Boeker, C; Mall, J; Schardey, H M; von Ahnen, T; von Ahnen, M; Brunner, U; Tapking, C; Kneser, U; Hirche, C; Jung, M; Kowalewski, K F; Kienle, P; Reissfelder, C; Seyfried, S; Herrle, F; Hardt, J; Galata, C; Birgin, E; Rahbari, N; Vassos, N; Stoleriu, M G; Hatz, R; Albertsmeier, M; Börner, N; Lampert, C; Werner, J; Kuehlmann, B; Prantl, L; Brunner, S M; Schlitt, H J; Brennfleck, F; Pfister, K; Oikonomou, K; Reinhard, T; Nowak, K; Ronellenfitsch, U; Kleeff, J; Delank, K S; Michalski, C W; Szabo, G; Widyaningsih, R; Stavrou, G A; Bschorer, R; Mielke, J; Peschel, T; Königsrainer, A; Quante, M; Löffler, M W; Yurttas, C; Doerner, J; Seiberth, R; Bouchagier, K; Klimopoulos, S; Paspaliari, D; Stylianidis, G; Syllaios, A; Baili, E; Schizas, D; Liakakos, T; Charalabopoulos, A; Zografos, C; Spartalis, E; Manatakis, D K; Tasis, N; Antonopoulou, M I; Xenaki, S; Xynos, E; Chrysos, E; Athanasakis, E; Tsiaousis, J; Lostoridis, E; Tourountzi, P; Tzovaras, G; Tepetes, K; Zacharoulis, D; Baloyiannis, I; Perivoliotis, K; Hajiioannou, J; Korais, C; Gkrinia, E; Skoulakis, C E; Saratziotis, A; Koukoura, O; Symeonidis, D; Diamantis, A; Tsoulfas, G; Christou, C D; Tooulias, A; Papadopoulos, V; Anthoulakis, C; Grimbizis, G; Zouzoulas, D; Tsolakidis Tatsis, D; Christidis, P; Loutzidou, L; Ioannidis, O; Astreidis, I; Antoniou, A; Antoniadis, K; Vachtsevanos, K; Paraskevopoulos, K; Kalaitsidou, I; Alexoudi, V; Stavroglou, A; Mantevas, A; Michailidou, D; Grivas, T; Deligiannidis, D; Politis, S; Barrios Duarte, A; Portilla, A L; Lowey, M J; Recinos, G; Lopez Muralles, I; Siguantay, M A; Estrada, E E; Aguilera-Arévalo, M L; Cojulun, J M; Echeverría-Dávila, G; Marín, C; Icaza de Marín, G C; Novak, Z; Echim, T; Suszták, N; Banky, B; Kembuan, G; Pajan, H; Islam, A A; Rahim, F; Safari, H; Mozafari, M; Brouki Milan, P; Tizmaghz, A; Rezaei Tavirani, M; Hussein, R; Fleming, C; O'Brien, S; Kayyal, M Y; Daly, A; Killeen, S; Corrigan, M; De Marchi, J; Hill, A; Farrell, T; Davis, N F; Kearney, D; Nelson, T; Maguire, P J; Barry, C; Farrell, R; Smith, L A; Mohan, H M; Mehigan, B J; Mccormick, P; Larkin, J O; Fahey, B A; Rogers, A; Donlon, N; O'Sullivan, H; Nugent, T; Reynolds, J V; Donohue, C; Shokuhi, P; Ravi, N; Fitzgerald, C; Lennon, P; Timon, C; Kinsella, J; Smith, J; Boyle, T; Alazawi, D; Connolly, E; Butt, W; Croghan, S M; Manecksha, R P; Fearon, N; Winter, D; Heneghan, H; Maguire, D; Gallagher, T; Conlon, K; Kennedy, N; Martin, S; Kennelly, R; Hanly, A; K C, Ng; Fagan, J; Geary, E; Cullinane, C; Hanly, A; Carrington, E; Geraghty, J; Mcdermott, E; Pritchard, R; Mcpartland, D; Boland, M; Stafford, A; Maguire, D; Geoghegan, J; Elliott, J A; Ridgway, P F; Gillis, A E; Bass, G A; Neary, P C; O'Riordan, J M; Kavanagh, D O; Reynolds, I S; Conlon, K; Joyce, D P; Boyle, E; Egan, B; Whelan, M; Elkady, R; Tierney, S; Connelly, T M; Earley, H; Umair, M; O'Connell, C; Manecksha, R P; Thomas, A Z; Rice, D; Madden, A; Bashir, Y; Creavin, B; Cullivan, O; Owens, P; Canas-Martinez, A; Murphy, C; Pickett, L; Murphy, B; Mastrosimone, A; Beddy, D; Arumugasamy, M; Allen, M; Aremu, M; Mccarthy, C; O’Connor, C; O'Connor, D B; Kent, E; Malone, F; Geary, M; Mckevitt, K L; Lowery, A J; Ryan, é J; Aherne, T M; Fowler, A; Hassanin, A; Hogan, A M; Collins, C G; Finnegan, L; Carroll, P A; Kerin, M J; Walsh, S R; Nally, D; Peirce, C; Coffey, J C; Cunningham, R M; Tormey, S; Hardy, N P; Neary, P M; Muallem-Kalmovich, L; Kugler, N; Lavy, R; Zmora, O; Horesh, N; Vergari, R; Mochet, S; Barmasse, R; Usai, A; Morelli, L; Picciariello, A; Papagni, V; Altomare, D F; Colledan, M; Zambelli, M F; Tornese, S; Camillo, A; Rausa, E; Bianco, F; Lucianetti, A; Prucher, G M; Baietti, A M; Maremonti, P; Neri, F; Ricci, S; Biasini, M; Zarabini, A G; Belvedere, A; Bernante, P; Bertoglio, P; Boussedra, S; Brunocilla, E; Cipriani, R; Cisternino, G; De Crescenzo, E; De Iaco, P; Della Gatta, A N; Dondi, G; Frio, F; Jovine, E; Mineo Bianchi, F; Neri, J; Parlanti, D; Perrone, A M; Pezzuto, A P; Pignatti, M; Pilu, G; Pinto, V; Poggioli, G; Ravaioli, M; Rottoli, M; Schiavina, R; Serenari, M; Serra, M; Solli, P; Taffurelli, M; Tanzanu, M; Tesei, M; Violante, T; Zanotti, S; Tonini, V; Sartarelli, L; Cervellera, M; Gori, A; Armatura, G; Scotton, G; Patauner, S; Frena, A; Podda, M; Pisanu, A; Esposito, G; Frongia, F; Abate, E; Laface, L; Casati, M; Schiavo, M; Casiraghi, T; Sammarco, G; Gallo, G; Vescio, G; Fulginiti, S; Scorcia, V; Giannaccare, G; Carnevali, A; Giuffrida, M C; Marano, A; Palagi, S; Di Maria Grimaldi, S; Testa, V; Peluso, C; Borghi, F; Simonato, A; Puppo, A; D'Agruma, M; Chiarpenello, R; Pellegrino, L; Maione, F; Cianflocca, D; Pruiti Ciarello, V; Giraudo, G; Gelarda, E; Dalmasso, E; Abrate, A; Daniele, A; Ciriello, V; Rosato, F; Garnero, A; Leotta, L; Giacometti, M; Zonta, S; Lomiento, D; Taglietti, L; Dester, S; Compagnoni, B; Viotti, F; Cazzaniga, R; Del Giudice, R; Mazzotti, F; Pasini, F; Ugolini, G; Fabbri, N; Feo, C V; Righini, E; Gennari, S; Chiozza, M; Anania, G; Urbani, A; Koleva Radica, M; Carcoforo, P; Portinari, M; Sibilla, M; Anastasi, A; Bartalucci, B; Bellacci, A; Canonico, G; Capezzuoli, L; Di Martino, C; Ipponi, P; Linari, C; Montelatici, M; Nelli, T; Spagni, G; Tirloni, L; Vitali, A; Agostini, C; Alemanno, G; Bartolini, I; Bergamini, C; Bruscino, A; Checcucci, C; De Vincenti, R; Di Bella, A; Fambrini, M; Fortuna, L; Maltinti, G; Muiesan, P; Petraglia, F; Prosperi, P; Ringressi, M N; Risaliti, M; Sorbi, F; Taddei, A; Lizzi, V; Vovola, F; Arminio, A; Cotoia, A; Sarni, A L; Familiari, P; D'Andrea, G; Picotti, V; Bàmbina, F; Fontana, T; Barra, F; Ferrero, S; Gustavino, C; Kratochwila, C; Ferraiolo, A; Costantini, S; Batistotti, P; Aprile, A; Almondo, C; Ball, L; Robba, C; Scabini, S; Pertile, D; Massobrio, A; Soriero, D; D'Ugo, S; Depalma, N; Spampinato, M G; Lippa, L; Gambacciani, C; Santonocito, O S; Aquila, F; Pieri, F; Ballabio, M; Bisagni, P; Longhi, M; Armao, T; Madonini, M; Gagliano, A; Pizzini, P; Costanzi, A; Confalonieri, M; Monteleone, M; Colletti, G; Frattaruolo, C; Mari, G; Spinelli, A; Mercante, G; Spriano, G; Gaino, F; Ferreli, F; De Virgilio, A; Rossi, V; Carvello, M M; Di Candido, F; Kurihara, H; Marrano, E; Torzilli, G; Castoro, C; Carrano, F M; Martinelli, F; Macchi, A; Fiore, M; Pasquali, S; Cioffi, S P B; Baia, M; Abatini, C; Sarre, C; Mosca, A; Biasoni, D; Gronchi, A; Citterio, D; Mazzaferro, V; Cadenelli, P; Gennaro, M; Capizzi, V; Guaglio, M; Sorrentino, L; Bogani, G; Sarpietro, G; Giannini, L; Comini, L V; Rolli, L; Folli, S; Raspagliesi, F; Piazza, C; Cosimelli, M; Salvioni, R; Antonelli, B; Baldari, L; Boni, L; Cassinotti, E; Pignataro, L; Rossi, G; Torretta, S; Beltramini, G A; Gianni', A; Tagliabue, M; De Berardinis, R; Pietrobon, G; Chu, F; Cenciarelli, S; Adamoli, L; Ansarin, M; Fumagalli Romario, U; Mastrilli, F; Mariani, N M; Nicastro, V; Cellerino, P; Colombo, F; Frontali, A; Bondurri, A; Guerci, C; Maffioli, A; Ferrario, L; Candiani, M; Bonavina, G; Ottolina, J; Valsecchi, L; Mortini, P; Gagliardi, F; Piloni, M; Medone, M; Negri, G; Bandiera, A; De Nardi, P; Sileri, P; Carlucci, M; Pelaggi, D; Rosati, R; Vignali, A; Parise, P; Elmore, U; Tamini, N; Nespoli, L C; Rennis, M; Pitoni, L; Chiappetta, M F; Vico, E; Fruscio, R; Grassi, T; Sasia, D; Migliore, M; Gattolin, A; Rimonda, R; Travaglio, E; Olearo, E; Tufo, A; Marra, E; Maida, P; Marte, G; Tammaro, P; Bianco, F; Incollingo, P; Izzo, F; Belli, A; Patrone, R; Albino, V; Leongito, M; Granata, V; Piccirillo, M; Palaia, R; Francone, E; Gentilli, S; Nikaj, H; Fiorini, A; Norcini, C; Chessa, A; Marino, M V; Mirabella, A; Vaccarella, G; Musini, L; Ampollini, L; Bergonzani, M; Varazzani, A; Bellanti, L; Domenichini, M; Rossi, G; Cabrini, E; Fornasari, A; Freyrie, A; Dejana, D O; D'Angelo, G; Bertoli, G; Di Lella, F; Bocchialini, G; Falcioni, M; Lanfranco, D; Poli, T; Giuffrida, M; Annicchiarico, A; Perrone, G; Catena, F; Raffaele, A; De Manzoni Garberini, A; Baldini, E; Conti, L; Ribolla, M; Capelli, P; Isolani, S M; Maniscalco, P; Cauteruccio, M; Ciatti, C; Puma Pagliarello, C; Gattoni, S; Galleano, R; Malerba, M; Ciciliot, M; Farnesi, F; Calabrò, M; Pipitone Federico, N S; Lunghi, E G; Muratore, A; Morelli, L; Di Franco, G; Palmeri, M; Tartaglia, D; Coccolini, F; Chiarugi, M; Simoncini, T; Gadducci, A; Caretto, M; Giannini, A; Perutelli, A; Domenici, L; Garibaldi, S; Capanna, R; Andreani, L; Furbetta, N; Guadagni, S; Bianchini, M; Gianardi, D; Pinotti, E; Montuori, M; Carissimi, F; Baronio, G; Zizzo, M; Castro Ruiz, C; Annessi, V; Montella, M T; Falco, G; Mele, S; Ferrari, G; Mastrofilippo, V; Mandato, V D; Aguzzoli, L; Corbellini, C; Baldi, C; Sampietro, G M; Palini, G M; Zanini, N; Garulli, G; Barone, R; Murgese, A; Mungo, S; Grasso, M; Marafante, C; Birolo, S L; Moggia, E; Caccetta, M; Masciandaro, A; Deirino, A; Garino, M; Gordini, L; Lombardi, C P; Marzi, F; Marra, A A; Ratto, C; Di Muro, M; Litta, F; De Simone, V; Cozza, V; Rosa, F; Agnes, A; Parello, A; Alfieri, S; Sganga, G; Lapolla, P; Mingoli, A; De Toma, G; Fiori, E; La Torre, F; Sapienza, P; Brachini, G; Cirillo, B; Iannone, I; Zambon, M; Chiappini, A; Meneghini, S; Fonsi, G B; Cicerchia, P M; Bruzzaniti, P; Santoro, A; Frati, A; Marruzzo, G; Ribuffo, D; Sagnotta, A; Marino Cosentino, L; Mancini, S; Lisi, G; Spoletini, D; Bellato, V; Campanelli, M; Sica, G; Siragusa, L; Bonavina, L; Asti, E; Bernardi, D; Lovece, A; Perra, T; Porcu, A; Fancellu, A; Feo, C F; Scanu, A M; Tuminello, F; Galleano, R; Franceschi, A; Langone, A; Fleres, F; Spolini, A; Bordoni, P; Franzini, M; Clarizia, G; Grechi, A; Longhini, A; Grossi, U; Novello, S; Zanus, G; Romano, M; Rossi, S; Pirozzolo, G; Recordare, A; Paiella, S; Turri, G; Rattizzato, S; Campagnaro, T; Guglielmi, A; Pedrazzani, C; Ruzzenente, A; Poletto, E; Conci, S; Casetti, L; Fontana, M; Salvia, R; Malleo, G; Esposito, A; Landoni, L; De Pastena, M; Bassi, C; Tuveri, M; Nobile, S; Marchegiani, G; Bortolasi, L; Sambugaro, E; Malavolta, M; Moretto, G; Impellizzeri, H; Inama, M; Barugola, G; Ascari, F; Ruffo, G; Granieri, S; Cotsoglou, C; Berselli, M; Desio, M; Marchionini, V; Cocozza, E; Di Saverio, S; Ietto, G; Iovino, D; Carcano, G; Ayasra, F; Qasem, A; Ayasra, Y; Al-Masri, M; Abou Chaar, M K; Al-Najjar, H; Ghandour, K; Alawneh, F; Abdel Jalil, R; Abdel Al, S; Elayyan, M; Ghanem, R; Lataifeh, I; Alsaraireh, O; Abu Za’nouneh, F J; Fahmawee, T; Ibrahim, A; Obeidat, K; Albader, I; Alabbad, J; Albader, M A S; Bouhuwaish, A; Taher, A S; Omar, M S M; Abdulwahed, E; Biala, M; Morgom, M; Elhadi, A; Alarabi, A; Msherghi, A; Elhajdawe, F; Alsoufi, A; Salamah, A; Salama, H; Bulugma, M; Almabrouk, H; Venskutonis, D; Dainius, E; Kubiliute, E; Bradulskis, S; Parseliunas, A; Kutkevicius, J; Subocius, A; Cheong, Y J; Masood, M S; Ngo, C W; Saravanan, R; Abdul Maei, N; Yanowsky Reyes, G; Orozco Perez, J; Damian, R; Santana Ortiz, R; Colunga Tinajero, C A; Cordera, F; Gómez-Pedraza, A; Maffuz-Aziz, A; Posada, J A; De la Rosa Abaroa, M A; Alvarez, M R; Arrangoiz, R; Hernández, R; Bozada Gutierrez, K; Trejo-Avila, M; Valenzuela-Salazar, C; Herrera-Esquivel, J; Moreno-Portillo, M; Pinto-Angulo, V M; Sosa-Duran, E E; Ziad-Aboharp, H; Jimenez Villanueva, X; Soulé Martínez, C E; Lupián-Angulo, A I; Martínez Zarate, J J; Reyes Rodriguez, E; Montalvo Dominguez, G; Becerra García, F C; Melchor-Ruan, J; Vilar-Compte, D; Romero-Bañuelos, E; Herrera-Gomez, A; Meneses-Garcia, A; Isla-Ortiz, D; Salcedo-Hernández, R A; Hernández-Nava, J M; Morales-Castelan, J E; Sarre, C; Posadas-Trujillo, O E; Buerba, G A; Alfaro-Goldaracena, A; Pena Gomez-Portugal, E; Lopez-Pena, G; Hinojosa, C A; Mercado, M A; Ramos-De la Medina, A; Martinez, L; Duran, I; Gonzalez, D S; Martinez, M J; Nayen Sainz de la Fuente, A; Miguelena, L; Hernández Miguelena, L; Louraoui, S M; El Azhari, A; Rghioui, M; Khya, E; Ghannam, A; Souadka, A; El Ahmadi, B; Belkhadir, Z H; Majbar, M A; Benkabbou, A; Mohsine, R; Oudrhiri, M Y; Bechri, H; Arkha, Y; El Ouahabi, A; Frima, H; Bachiri, S; Groen, L C; Verhagen, T; ter Brugge, F M; Scheijmans, J C G; Boermeester, M A; Hompes, R; Meima-van Praag, E M; Sharabiany, S; Borgstein, A B J; Gisbertz, S S; van Berge Henegouwen, M I; Gans, S; Van Duijvendijk, P; Herklots, T; De Hoop, T; De Graaff, M R; Sloothaak, D; Bolster-van Eenennaam, M; Baaij, J; Klinkenbijl, J H G; Van Eekeren, R; Spillenaar Bilgen, E J; Van der Burg, S W; Harlaar, N J; Jonker, F H W; Vermaas, M; . R Voigt, K; Nellensteijn, D; Bensi, E A B; Posma-Bouman, L; Van Sambeek, M; Holscher, M; Van den den Broek, W T; Kruijff, S H; De Vries, J P P M; Steinkamp, P J; Jonker, P K C; Van der Plas, W Y; Bierman, W; Janssen, Y; Franken, J; Oosterling, S; Boerma, E G; Schweitzer, D; Keulen, M H F; Ketting, S; Wegdam, J A; de Vries Reilingh, T S; Schipper, E; Teeuwen, P H E; Hendriks, E R; Van Geloven, A A W; Emous, M; Poelstra, R; Teunissen, M; Gerritsen, S L; Boerma, D; De Reuver, P R; Thunnissen, F; Vermeulen, B A M; Groen, A; Van Ginhoven, T M; Viëtor, C L; van der Oest, M J W; Vriens, P W H E; Houwen, T; Heisterkamp, J; van Petersen, A S; van der Meij, W; Stevens, C T; Pronk, A; Bakker, W J; Richir, M C; Vriens, M R; Filipe, M D; Uittenbogaart, M; Leclercq, W K G; Sijmons, J M L; Vancoillie, P J; Konsten, J; Van Heinsbergen, M; Dekker, N A M; den Boer, F C; Akinmade, A; Adeyeye, A; Enoch, E; Fayose, S; Okunlola, A I; Adeniyi, A A; Adeyemo, O T; Adebara, I O; Bakare, A; Babalola, O F; Abiyere, O H; Banjo, O O; Olori, S; Akaba, O G; Agida, E T; Abdullahi, I H; Egbuchulem, I K; Olulana, D; Lawal, T A; Ogundoyin, O; Oyelakin, O A; Nwaorgu, O G; Sule, S O; Makwe, C C; Afolabi, B B; Seyi-Olajide, J O; Ademuyiwa, A O; Bode, C O; Atoyebi, O; Elebute, O A; Okunowo, A A; Williams, O M; Eke, N G; Oshodi, O A; Faboya, O M; Adeniran, A S; Omisanjo, O A; Oshodi, Y A; Ogunyemi, A A; Atobatele, K M; Adeyeye, A; Aremu, I; Olasehinde, O; Abdur-Rahman, L; Bello, J; Popoola, A; Sayomi, T O; Raji, H O; Adeleke, N; Lawal, B; Habeeb, O; Agodirin, O; Tolani, M A; Sholadoye, T T; Nwabuoku, S E; Abubakar, M; Risteski, T; Cvetanovska Naunova, V; Jovcheski, L; Lazova, E; Agledahl, I; Breuer, R G; Massoud, J; Waqar, S H; Rashid, I; Ayubi, Xxx; Bhatti, A B H; Younis, M U; Ghouri, A; Ayub, B; Sayyed, R H; Saleem, A; Turk, K; Alvi, A; Abassy, J; Khan, S; Arshad, M; Ahmed, K; Siddiqui, T; Pirzada, A; Kerawala, A A; Jamal, A; Rai, L; Nafees Ahmed, R; Memon, A S; Qureshi, A U; Ayyaz, M; Umar, M; Butt, U; Kashif, M; Khan, W H; Waris Farooka, M; Wasim, T; Talat, N; Tahir, W; Naseem, J; Akbar, A; Afroze, S; Ali, L; Sultan, A; Ali, H B; Janjua, M H; Janjua, A; Asghar, S; Farooq, M S; Sarwar, M Z; Naqi, S A; Gondal, K M; Bukhari, S I; Tariq, M; Javed, S; Yaqoob, E; Ashraf, M; Mahmood, U; Raja Shabbir, K; Abukhalaf, S A; Amro, A; Cabada Lee, J M; Aguilar, A; Rodriguez, E; Castillo, K; Cukier, M; Rodriguez-Zentner, H; Arrue, E; Isaacs Beron, R; Rodríguez Gonzalez, A; Panduro-Correa, V; Cornelio, D K; Otiniano Alvarado, C E; Caballero Sarabia, V D; Vasquez-Ojeda, X P; Lizzetti-Mendoza, G; Niquen-Jimenez, M; Shu-Yip, S B; León Palacios, J L; Borda-Luque, G; Zegarra, S A; Huamán Egoávil, E; Suazo Carmelo, C; Castro de la Mata, R; Rivas, D; Targarona, J; Trujillo, Y; Olivera Villanueva, M; Lahoud-Velaochaga, A; Cabillas, K; Castañeda, W; Colina Casas, J; Betalleluz Pallardel, J; Camacho Zacarías, F; Vélez Segura, E; Cruz Condori, D L; Huamán, E; Ugarte Oscco, R; Vergel Cabrera, C; Huamán Egoávil, E; Carpio Colmenares, Y T; García Barrionuevo, L A; Cárdenas Ruiz de Castilla, D; Mansilla Doria, P; Li Valencia, M R; Salazar, A; Sarmiento, A; Díaz, C; Morales, E; Ore, E; Zegarra, H; Siccha, J; Guardia, M; Sandoval, M; Mendiola, G C; Mimbela, M; Diaz-Ruiz, R; Zeta, L A; Cordova-Calle, E; Nuñez, H M; Ortiz-Argomedo, M R; Caballero-Alvarado, J; Salazar-Tantaleán, A; Espinoza-Llerena, R; Aliaga-Ramos, M; Asodisen, O; Jabagat, E; Tedoy, C M; A Ramos, R; Lopez, M P J; Violago, K L E; Aram, R; Carlos Santos, P; Filarca, R F; Carlos, A; Santos, P; Filarca, R L; Domingo, E J; Khu, K J O; Lapitan, M C; Sacdalan, M D P; Kho, M J N; Baticulon, R E; Bravo, S L R; Cueto, M A C; Ramos, C L; Fuentes, J R; Sadian, H; Gumarao, A; Barraquio, A; Cruz, E M; Gonzales, A D; Reyes, J A S; Salud, J A; Tancinco, E G; Rivera, R D; Lim, J A; Barcelon, J C; Chiu, J A; Carballo, M I; Major, P; Gawron, I; Jach, R; Borges, F; Matos Costa, P; Henriques, S; Rodrigues, S C; Gonçalves, N; Cabeleira, A; Branco, C; Serralheiro, P; Alves, R; Teles, T; Lázaro, A; Canhoto, C; Simões, J; Costa, M; Almeida, A C; Nogueira, O; Oliveira, A; Athayde Nemésio, R; Silva, M; Lopes, C; Amaral, M J; Valente da Costa, A; Andrade, R; Martins, R; Guimarães, A; Guerreiro, P; Ruivo, A; Camacho, C; Duque, M; Santos, E; Breda, D; Oliveira, J M; De Oliveira Lopez, A L; Garrido, S; Colino, M; De Barros, J; Correia, S; Rodrigues, M; Cardoso, P; Martins, R; Teixeira, J; Soares, A P; Morais, H; Pereira, R; Revez, T; Manso, M I; Domingues, J C; Henriques, P; Ribeiro, R; Ribeiro, V I; Cardoso, N; Sousa, S; Martins dos Santos, G; Carvalho, L; Osório, C; Antunes, J; Lourenço, S; Balau, P; Godinho, M; Pereira, A; Silva, N; Kam da Silva Andrade, A; Pereira Rodrigues, A; Borges, N; Correia, J; Vieira, I; Ribeiro, T; Catarino, J; Correia, R; Pais, F; Carreira Garcia, R; Bento, R; Cardoso, J; Luis, M; Santos, E; Henriques, J; Patena Forte, J; Maciel, J; Pinheiro Santos, J; Silva, M; Silva, T P; Branquinho, A; Caiado, A; Miranda, P; Garrido, R; Peralta Ferreira, M; Ascensão, J; Costeira, B; Cunha, C; Rio Rodrigues, L; Sousa Fernandes, M; Azevedo, P; Ribeiro, J; Lourenço, I; Gomes, H; Mendinhos, G; Nobre Pinto, A; Ribeiro, A; Gil, C G; Lima-da-Silva, C; Pereira, C; Tavares, F; Ferraz, I; Almeida, J I; Marialva, J; Lopes, L; Costa, M J M A; Nunes-Coelho, M; Teixeira, M J; Machado, N; Alfonso, J P; Saraiva, P; Silva, R L; Santos, R; Almeida-Reis, R; Correia-de-Sá, T; Fernandes, V; Almeida-Pinto, J; Gonçalves, J P; Santos-Sousa, H; Cavaleiro, S; Leite-Moreira, A M; Pereira, A; Pereira-Neves, A; Faria, C S; Monteiro, J M; Nogueiro, J; Sampaio-Alves, M; Magalhães Maia, M; Vieira, P; Pina-Vaz, T; Jácome, F; Devezas, V; Almeida, A; Silveira, H; Vaz, S; Castanheira Rodrigues, S; Costa Santos, D; Grilo, J V; Abreu da Silva, A; Claro, M; Deus, A C; Branquinho, R; Santos, P M D D; Patrício, B; Vieira Paiva Lopes, A C; Mendes, J M; Carvalho, M F; Oliveira, C M; Tojal, A; Pinto, J; Abutaka, A; Zarour, A; Abdelkareem, M; Ali, S M; Al Tarakji, M; Alfkey, R; Mukhtar, K; Wani, I R; Singh, R; Ahmed, K; Bouchiba, N; Mahdi, H; Abdelaziem Mustafa, S; Al Ansari, A; Drasovean, R; Caziuc, A; Galliamov, E; Agapov, M; Kakotkin, V; Semina, E; Kubyshkin, Xxx; Kamalov, A; Efetov, S K; Kochetkov, V S; Garmanova, T; Tsarkov, P; Tulina, I; Rodimov, S; Markaryan, D; Kazachenko, E; Yanishev, A; Abelevich, A; Bazaev, A; Kokobelyan, A; Zarubenko, P; Zakharenko, A; Novikova, A; Kim, G; Shmatov, D; Stoliarov, M; Kamenskikh, M; Nambi, G; Almulhim, A S; Madkhali, T; Alzouhir, A; Alissa, A; Alameer, E; Badedi, M; Alnami, A Q; Darraj, H; Alkhuzaie, A; Khadwardi, F; Abualjadayel, M; Tashkandi, W; Farsi, A; Malibary, N; Trabulsi, N; Farsi, S; Said Bayazeed, A; Nasser, M; Siddiqui, M S; Al Awwad, S; Gudal, A; Alasmari, A; Alqahtani, S; Majrashi, S; Mashat, A; Al Raddadi, R; Alharbi, A; Nasser, Y; Hamayel, H; Alhojaili, A; Aljohani, R; Sogair, O; Alfarhan, O; Alzahrani, A; Alzomaili, B; Tashkandi, W; Azab, M A; Alotaibi, M; Maashi, A; Zowgar, A; Alsakkaf, M; Alnemary, M; Khayat, S; Felmban, S; Almhmadi, A; Alqannas, M; Cortés Guiral, D; Alyami, M; Elawad, A; Alhefdhi, A; Alresaini, F; Kurdi, W; Tulbah, M; Aldakheel, M; Alsahan, N; Koussayer, S; Elsheikh, H; Al-qattan, M; Alshanafey, S; Rafique, A; Mahabbat, N; Saeed, B; Al-Kharashi, E; Alsowaina, K; Arab, N; Aljaber, F; Al Hasan, I; Alghamdi, A; Badahdah, F; Alghuliga, A; Abdulfattah, F; Alanazi, F; Albaqami, F; Alsuhaibani, A; Alfakhri, A; Alqasem, S; Alajaji, N; Nouh, T; Bin Nasser, A; Alowais, J; Alburakan, A; Alamri, O; Albdah, A; Alawi, K; Alshalhoub, M; Elsanhoury, K; Almofarreh, A; Ibrahim, S; Elshafie, H; Osman, I; Guzman, T; Mutair, H; Siddiqui, A; Chowdhury, S; Alghamdi, R; Almutrafi, S; Alfaifi, J; D'Souza, J; Alshitwi, A; Alkreedees, N; Alramadhan, M; Alshehri, M; Alzahrani, A; Alobaysi, S; Badr, H; Alshahrani, A; Alshehri, A; Alrashed, M; Altahan, T; Alsabahi, T; Alhossaini, R; Sbaih, M; Alalawi, Y; Alnwijy, K; Al Ayed, A; Ghedan, S; Alharthi, R; Awad, S; Sharara, M; Abdelrhman, S; Althobaiti, W; Srbinovic, L; Perovic, M; Mikovic, Z; Nikolic, B; Vasiljevic, M; Pazin, V; Mandic Markovic, V; Dimitrijevic, D; Zecevic, N; Gregoric, P; Micic, D; Loncar, Z; Doklestic, K; Ivancevic, N; Djukic, V; Stojakov, D; Ilic, R; Savic, P; Pijanovic, N; Milanovic, M; Radosavljevic, M; Dejanovic, T; Kostic, M; Paskas, J; Bojic, S; Stevanovic, P; Djuric, M; Kadija, M; Tulic, G; Glisovic Jovanovic, I; Lieske, B; Kayombo, E; Kruger, I; De Kock, M; Malan, A; Ferreira, C; Du Preez, H; Mulder, W; Noel, C; Le Grange, S; Lusawana, O; Kies, C; Steyn, E; Janson, J; Buitendag, J J P; Chu, K; Mihalik, M; Nel, R; Naidoo, S; Kloppers, C; Nel, D; Jonas, E; Pickard, H; Bernon, M; Almgla, N; Rayamajhi, S; Mugla, W; Hyman, G Y; Fourtounas, M; Moore, R; Sánchez Mozo, A; Aguado Lopez, H; Zárate Pinedo, A; Jimenez Toscano, M; Alonso de la Fuente, N; Mancebo, G; Cecchini, L; Munarriz, M; Cazador Labat, M; López Campillo, A; Martorell, P; Espinosa, C A; Caja Vivancos, P; Villalabeitia Ateca, I; Prieto Calvo, M; Marín, H; Martin Playa, P; Gainza, A; Aragon Achig, E J; Rodriguez Fraga, A; Melchor Corcóstegui, I; Mallabiabarrena Ormaechea, G; Garcia Gutierrez, J J; Barbier, L; Pesántez Peralta, M A; Jiménez Jiménez, M; Municio Martín, J A; Gómez Suárez, J; García Operé, G; Pascua Gómez, L A; Oñate Aguirre, M; Fernandez-Colorado, A; De la Rosa-Estadella, M; Gasulla-Rodriguez, A; Serrano-Martin, M; Peig-Font, A; Junca-Marti, S; Juarez-Pomes, M; Garrido-Ondono, S; Blasco-Torres, L; Molina-Corbacho, M; Maldonado-Sotoca, Y; Gasset-Teixidor, A; Blasco-Moreu, J; Gomez Fernandez, L; Cayetano Paniagua, L; Izquierdo, O; Ventura, D; Castellanos, J; Ballester Vazquez, E; Sanchez Lopez, A; Balague Ponz, C; Targarona Soler, E M; Sanchez Cabús, S; Molina Santos, V; Gonzalez Lopez, J A; Medrano Caviedes, R; Moral Duarte, A; Espin-Basany, E; Pellino, G; Blanco-Colino, R; Turrado-Rodriguez, V; Lacy, A M; de Lacy, F B; Morales, X; Carreras-Castañer, A; Torner, P; Jornet-Gibert, M; Balaguer-Castro, M; Renau-Cerrillo, M; Camacho-Carrasco, P; Vives-Barquiel, M; Campuzano-Bitterling, B; Gracia, I; Pujol-Muncunill, R; Martin-Sole, O; Rubio-Palau, J; Tarrado, X; Garcia-Aparicio, L; De Haro Jorge, I; Martin, A; Rojas-Ticona, J; Perez-Bertolez, S; Cuesta Argos, M; Capdevila Vilaro, B; Coronas Soucheiron, M; Riba Martinez, M; Saura Garcia, L; Prat Ortells, J; Bejarano Serrano, M; Parri, P; Massaguer, C; Vicario, F; Palazon Bellver, P; Moraleda Gudayol, I; Lara, A; Escobar, D; Arrieta, M; Garcia de Cortazar, U; Villamor Garcia, I; Landaluce-Olavarria, A; Gonzalez De Miguel, M; Fernández Gómez Cruzado, L; Begoña, E; Lecumberri, D; Acosta Mérida, M A; Yepes Cano, A F; Estaire Gómez, M; Padilla-Valverde, D; Sánchez-García, S; Sanchez-Pelaez, D; Jimenez Higuera, E; Picón Rodríguez, R; Fernández Camuñas, À; Martínez-Pinedo, C; Garcia Santos, E P; Muñoz-Atienza, V; Moreno Pérez, A; López de la Manzanara Cano, C A; Ugarte-Sierra, B; Ibáñez-Aguirre, F J; De Andres Olabarria, U; Fernández Pablos, F J; Durán Ballesteros, M; Sanz Larrainzar, A; Jiménez Carneros, V; Valle Rubio, A; Alonso-Lamberti, L; Salazar, A; García-Quijada, J; Leon, R; Rodriguez, J L; Jimenez Miramón, J; Jover, J M; Martín Salamanca, M B; Assaf, M; Pérez Simón, V; Landeo Agüero, S A; Baeza Pintado, N; Huertas Fernandez, M A; Carabias, A; Sosa, M V; Lora-Cumplido, P; Lanuza, L; Galipienso Eri, M; Garcia Montesino, J D; Dellonder Frigolé, J; Noriego Muñoz, D; Navarro-Sánchez, A; Enjuto, D; Perez Gonzalez, M; Díaz Peña, P; Gonzalez, J; Marqueta De Salas, M; Martinez Pascual, P; Rodríguez Gómez, L; Garcés García, R; Ramos Bonilla, A; Herrera-Merino, N; Fernández Bernabé, P; Cagigal Ortega, E P; Hernández, I; García de Castro Rubio, E; Cervera, I; Espino Segura-Illa, M; Sánchez Aniceto, G; Castaño-Leon, A M; Jimenez-Roldan, L; Delgado Fernandez, J; Pérez Núñez, A; Lagares, A; Garcia Perez, D; Santas, M; Paredes, I; Esteban Sinovas, O; Moreno-Gomez, L; Rubio, E; Vega, V; Vivas Lopez, A; Labalde Martinez, M; García Villar, O; Pelaéz Torres, P M; Garcia-Borda, J; Ferrero Herrero, E; Gomez, P; Eiriz Fernandez, C; Ojeda-Thies, C; Pardo Garcia, J M; Di Martino, M; De la Hoz Rodriguez, A; García Septiem, J; Maqueda González, R; Delgado Búrdalo, L; Correa Bonito, A; Martin-Perez, E; García Villayzán, J E; Albi Martin, B; Lozano Lominchar, P; Martin, L; Fernadez, M; Rey-Valcarcel, C; Tousidonis, M; Martin-Albo Caballero, L; Lowy, A; Alonso Ortuño, P; Ayuso Herrera, E; Caño Velasco, J; Aragon-Chamizo, J; Perez Diaz, M D; Mateo-Sierra, O; Quintana-Villamandos, B; Barrio, J M; Fanjul, M; Sanchez-Perez, C; Fernandez, M L; Hernandez-Kakauridze, S; Rio, J; Díaz Pérez, D; Serrano González, J; Colao García, L; Gutierrez Samaniego, M; Hernandez Bartolome, M A; Galindo Jara, P; Esteban Agustí, E; Ripollés-Melchor, J; Abad-Motos, A; Abad-Gurumeta, A; Martínez-Hurtado, E; Ruiz-Escobar, A; Brogly, N; Guasch, E; Hernandez Gutierrez, A; Bartha Rasero, J L; Perez, Y; Garcia-Pineda, V; Gracia, M; Siegrist Ridruejo, J; Diestro, M D; Sanchez-Mendez, J I; Marti, C; Melendez, M; Moreno-Palacios, E; Loayza, A; Frias, L; Zapardiel, I; Rubio-Perez, I; Prieto Nieto, M I; Guevara, J; Gegundez Simon, A; Gortazar, S; Chavarrias, N; Alvarez, E; Saavedra, J; Ramos-Martin, P; Urbieta, A; Gomez Rivas, J; Toribio-Vázquez, C; Yebes, A; Hernández-García, M; Losada, M; Diéguez, B; García-Conde, M; Alonso Poza, A; Marquez, L; Becerra, R; Martin, M; Jorgensen, T; Muguerza, J M; Dziakova, J; Sánchez del Pueblo, C; Saez Carlin, P; Camarero, E; Picazo, S; Pizarro, M J; Avellana, R; Catalán, V; Lopez Antoñanzas, L; Cano, O; Anula, R; Sanz Lopez, R; Sanz Ortega, G; Garcia Alonso, M; Torres, A J; Martin Antona, E; Garcia Botella, S; Ramos, D; Barranquero, A G; Ocaña, J; Núñez, J; Cerro Zaballos, C; Crego-Vita, D; Huecas-Martinez, M; Diez Alonso, M; Mendoza-Moreno, F; Vera Mansilla, C; Ovejero Merino, E; Hernandez, P; Blazquez Martin, A; Ruiz Grande, F; Morales Palacios, N; Garcia-Loarte Gomez, E; Garca Rico, E; Minaya-Bravo, A M; San Miguel Méndez, C; Galvan Pérez, A; Gonzalez-Gonzalez, E; Robin Valle de Lersundi, A; Calcerrada Alises, E; García-Ureña, M A; Cruz Cidoncha, A; Troncoso Pereira, P; Alcaide Matas, F; García Pérez, J M; Muñoz Vives, J M; Osorio, A; Gómez Díaz, C J; Guariglia, C A; Soto Montesinos, C; Sanchon, L; Xicola Martínez, M; Guàrdia, N; Collera, P; Diaz Del Gobbo, R; Sanchez Jimenez, R; Farre Font, R; Flores Clotet, R; Calvo Espino, P; Guillamot Ruano, P; Rey-Biel, J; Pingarrón-Martin, L; Ruiz Martin, I; Moliner Sanchez, C; Carrasco-Prats, M; Giménez-Francés, C; Ruiz-Marín, M; Fernández-López, A J; García-Escudero, D; García-Porcel, V; Lax-Pérez, R; Sánchez-Robles, M; Valero-Soriano, M; Medina-Manuel, E; García-Soria, V; Gurrea-Almela, E; Marco-Garrido, A; Martínez-Alonso, J A; González-Valverde, F M; Fernández-Fernández, P V; Sánchez-Rodríguez, C; Aguilar-Jimenez, J; Baeza-Murcia, M; Aguayo-Albasini, J L; Nicolás-López, T; Alconchel, F; Fernández Martínez, D; Solar-Garcia, L; García Flórez, L J; Llaquet Bayo, H; Pujol-Cano, N; Segura-Sampedro, J J; Soldevila-Verdeguer, C; Jeri-McFarlane, S; Gil-Catalan, A; Craus-Miguel, A; Cruz, L; Valente, P; Afonso-Garcia, M; Ferrer-Inaebnit, E; Oseira-Reigosa, A; Fernandez-Vega, L; Villalonga-Ramirez, B; Gonzalez Argente, F X; Mora-Guzmán, I; Landete Molina, F J; Morera Ocón, F J; Canelles Corell, E; Gavaldà Pellicé, M T; Salinas Peña, J R; Cavallé Busquets, P; Trebol, J; Sánchez-Casado, A B; Munoz-Bellvis, L; Pérez-Sánchez, L E; Concepción Martín, V; Díaz García, A; Vallve-Bernal, M; Calvo Rey, A; Prada Hervella, G M; Dos Santos Carregal, L; Rodriguez Fernandez, M I; Freijeiro, M; El Drubi Vega, S; Picardo, A L; Cuadrado-Garcia, A; Serralta de Colsa, D; Rojo Lopez, J A; Sanchez Cabezudo Noguera, F; Ortega Vazquez, I; Garcia-Sancho Tellez, L; Mato, P; Heras Aznar, J; Jimeno Fraile, J; Morales-Garcia, D; Carrillo-Rivas, M; Toledo Martínez, E; Pascual, À; Senent-Boza, A; Sánchez-Arteaga, A; Benítez-Linero, I; Manresa-Manresa, F; Tallón-Aguilar, L; Melero-Cortés, L; Fernández-Marín, M R; Durán-Muñoz-Cruzado, V M; Ramallo-Solís, I; Beltrán-Miranda, P; Pareja-Ciuró, F; Antón-Eguía, B T; Oliva Mompean, F; Gomez-Rosado, J; Reguera-Rosal, J; Valdes-Hernandez, J; Capitan-Morales, L; del Toro Lopez, M D; Achalandabaso Boira, M; Memba Ikuga, R; Abellán, M; Sales, R; Olona, C; Jorba, R; Hernandez Gutierrez, J; Tébar Zamora, A; Sancho-Muriel, J; Cholewa, H; Frasson, M; Domenech, J; Roselló Añón, A; Sangüesa, M J; Moro-Valdezate, D; Garcés-Albir, M; Lopez, F; Bernal-Sprekelsen, J C; Catalá Bauset, J C; Renovell Ferrer, P; Martínez Pérez, C; Gil-Albarova, O; Gilabert Estellés, J; Aghababyan, K; De Andrés-Asenjo, B; Beltrán de Heredia, J; Vázquez-Fernández, A; Ortiz de Solorzano-Aurusa, F J; Trujillo-Díaz, J; Ruiz-Soriano, M; Jezieniecki, C; Gómez-Sanz, T; Núñez-Del Barrio, H; Romero-De Diego, A; García-Virto, V; Aguado, H J; Fernández Martín, M T; Tejero-Pintor, F J; Pérez-Saborido, B; Choolani Bhojwani, E; Acebes García, F; Marcos-Santos, P; Bueno Cañones, A D; Sanchez Gonzalez, J; Toledano, M; Bailón, M; Pacheco Sánchez, D; Paniagua Garcia Senorans, M; Sanchez-Santos, R; Vazquez Melero, A; Garcia, D; Díez, E; Herrero, I; Soeda, I M; Camuera, M; Balluerca, M; Sánchez-Rubio, M; Paunero Vazquez, P; Martinez-German, A; Gracia-Roche, C; Gascon-Ferrer, I; Duque-Mallen, V; De Miguel-Ardevines, M D C; Sanchez-Fuentes, N; Santero-Ramirez, M S; Matute-Najarro, M; Herrero-Lopez, M; Sanchez-Rubio, M; Cantalejo-Diaz, M; Gonzalez-Nicolas-Trebol, M T; Saudi-Moro, S; Jariod-Ferrer, U M; Rivas, R; Rivas, F; Escartin, J; Blas Laina, J L; Nogués, A; Cros, B; Talal El-Abur, I; Garcia Egea, J; Yanez, C; Jayarajah, U; Ravindrakumar, S; Rodrigo, V S D; Arulanantham, A; Bandara, G B K D; Hamid, H K S; Ali, E E; Widatalla, A B H; Bakheit, I; Awadelkarim, M; Ali Karar, A A; Saleh, M; Taflin, H; Myrelid, P; Amorim Braz, L; Hagander, L; Hambraeus, M; Omling, E; Salö, M; Arkani, S; Freedman, J; Montan, C; Lindqvist, E K; Elbe, P; Hultgren, R; Älgå, A; Nordberg, M; Sandblom, G; Rutegård, M; Holmner, F; Sund, M; Löfgren, N; Tampakis, A; Kollmar, O; von Fluee, M; Balaphas, A; Toso, C; Colucci, N; Popeskou, S G; Gass, M; Scheiwiller, A; Metzger, J; Gialamas, E; Chevallay, M; Sauvain, M; Dwidar, O; Kiessling, S Y; Stoeckli, S J; Mongelli, F; Bernasconi, M; Di Giuseppe, M; Christoforidis, D; La Regina, D; Arigoni, M; Adamina, M; Peros, G; Guglielmetti, L; Solimene, F; Giardini, M; Bächler, T; Crugnale, A S; Gutschow, C A; Turina, M; Ersen, O; Onan, M A; Kozan, R; Erol, T; Dincer, H A; Yildiz, A; Iflazoglu, N; Yalkın, O; Isik, A; Ozben, V; Aytac, E; Aliyeva, Z; Akaydin, E; Ozmen, B B; Baca, B; Altinel, Y; Calikoglu, F; Tokocin, M; Hacim, N A; Akbas, A; Meric, S; Vartanoglu, T; Yigitbas, H; Ercetin, C; Ercan, G; Ozgur, I; Keskin, M; Saracoglu, K T; Cimenoglu, B; Demirhan, R; Kale, A; Simsek, T; Gundogdu, E C; Abbasov, A; Tanal, M; Citgez, B; Bozkurt, E; Yetkin, S G; Mihmanli, M; Alhamed, A; Ergun, S; Sanli, A N; Velidedeoglu, M; Ozcelik, M F; Uludag, S S; Zengin, A K; Cebi, S; Demirkiran, F; Bese, T; Acikgoz, A S; Kayan, B; Aykanat, Y; Mutlu, D; Göksoy, B; Kara, Y; Bozkurt, M A; Kocatas, A; Öğücü, H; Uslu, G; Arican, C; Tugmen, C; Aydin, C; Yesilyurt, D; Avci, E K; Kebapçı, E; Kilinc, G; Sert, İ; Tuncer, K; Akalin, M; Emiroglu, M; Demirli Atici, S; Salimoğlu, S; Kaya, T; Kirmizi, Y; Tatar, O C; Yüksel, E; Güler, S A; Yildirim, A; Utkan, N Z; Gözal, K; Köken, H; Yabas, A; Gonullu, E; Altintoprak, F; Akin, E; Kamburoglu, B; Capoglu, R; Kucuk, F; Demir, H; Cakmak, G; Firat, N; Celebi, F; Kocer, B; Mantoglu, B; Bayhan, Z; Dikicier, E; Colak, E; Kucuk, G O; Karaman, E; Kolusab, A; Karaaslan, O; Majid, I; Alshryda, S; Abbas, F; Abbas, F M A; Mohammed, D; Tahlak, M A; Yammahi, A; Albaroudi, A A; Elyafawi, B; Saber, A; Khansaheb, H; Alsaadi, H; Alzarooni, N; Bekheit, M; Kamera, B S; Elhusseini, M; Sharma, P; Ahmeidat, A; Gradinariu, G; Cymes, W; Hannah, A; Mignot, G; Shaikh, S; Agilinko, J; Angelou, D; Neely, D; Mccanny, A; Mcaree, B; Baldwin, A J; West, R; Gammeri, E; Catton, A; Marinos Kouris, S; Pereca, J; Singh, J; Seymour, Z; Jones, R; Leeson, S; Peevor, R; Lala, A K; Houlden, C; Kahiu, J; Hossain, N; Hosny, S; Patel, P; Handa, S; Kaushal, M; Kler, A; Reghuram, V; Tezas, S; Fairhurst, K; Yates, C; Mitchell, S; Bunni, J; Richards, S; George, R; Lee, S M; Phull, J; Frost, J; Burnard, S; Crowley, R; Airey, A; Bevan, K; Makin-Taylor, R; Ong, C S; Callan, R; Bloom, O; Aljanadi, F; Moawad, N; Jones, M; Gregg, A; Jeganathan, R; Pachl, M; Martin, B; Archer, J E; Odeh, A; Siddaiah, N; Singhal, R; Naumann, D N; Karandikar, S; Syed, A; Tucker, O N; Alam, R; Kalkat, M; Mak, J K C; Kulkarni, R; Sharma, N; Nankivell, P; Tirotta, F; Parente, A; Breik, O; Kisiel, A; Cato, L D; Saeed, S; Bhangu, A; Griffiths, E; Pathanki, A M; Ford, S; Desai, A; Almond, M; Kamal, M; Sundar, S; Leung, E Y L; Kaur, R; Brett-Miller, C; Buruiana, F E; Markose, G; De Gea Rico, A; Taib, A; Myatt, D; Sulaiman Khaled, A; Younis, F; Sultana, A; Taggarsi, M; Vitone, L; Lambert, J; Vaz, O P; Sarantitis, I; Shrestha, D; Timbrell, S; Shugaba, A; Quddus, B; Law, J; Bittar, M N; Creanga, M; Elniel, M; Youssef, M; Ali, S; Qadri, S T; Brixton, G; Findlay, L; Klatte, T; Majkowska, A; Manson, J; Potter, R; Oktseloglou, V; Mosley, F; De La Cruz Monroy, M F i; Bobak, P; Omar, I; Ahad, S; Langlands, F; Brown, V; Hashem, M; Kennedy, L; Jaunoo, S; Coomber, E; Williams, O; Shalaby, M; Rhodes, H L; Williams, A; Ridgway, A; Pournaras, D; Britton, E; Lostis, E; Ambler, G K; Chu, H; Hopkins, J; Manara, J; Chan, M; Doe, M; Moon, R D C; Lawday, S; Jichi, T; Singleton, W; Main, B; Maccabe, T; Newton, C; Blencowe, N S; Fudulu, D P; Bhojwani, D; Baquedano, M; Caputo, M; Rapetto, F; Flannery, O; Hassan, A; Coonar, A; Aresu, G; Smith, C; Gearon, D; Hogan, J; Pradeep, i S; Durio Yates, H; Peryt, A; Barrett-Brown, Z M; King, M; Ahmadi, N; Jenkins, D; Moorjani, N; Taghavi, F; Wells, F; Hardie, J; Page, S; Anazor, F; King, S D; Luck, J; Kazzaz, S; Mannion, R; Stewart, G D; Ramzi, J; Mohan, M; Singh, A A; Ashcroft, J; Baker, O J; Coughlin, P; Davies, R J; Durst, A Z E D; Abood, A; Habeeb, A; Hudson, V E; Kolias, A; Lamb, B; Luke, L; Mitrasinovic, S; Murphy, S; Ngu, A W T; O'Neill, J R; Waseem, S; Wong, K; Georgiades, F; Hutchinson, P J; Tan, X S; Pushpa-rajah, J; Colquhoun, A; Masterson, L; Abu-Nayla, I; Walker, C; Balakrishnan, A; Rooney, S; Irune, E; Byrne, M H V; Durrani, A; Simoes, A; Eddy, B; Streeter, E; Ahmed, I; Yao, M; Wang, W; Djouani, A; Tait-Bailey, J; Thomas, M; Hassan, F; Kommu, S; Chopra, S; Richards, T; Sethuraman Venkatesan, A; Combellack, T; Williams, J; Tahhan, G; Mohammed, M; Kornaszewska, M; Valtzoglou, V; Deglurkar, I; Rahman, M; Von Oppell, U; Mehta, D; Koutentakis, M; Syed Nong Chek, S A H; Hill, G; Morris, C; Shinkwin, M; Torkington, J; Cornish, J; Houston, R; Mannan, S; Ayeni, F; Tustin, H; Bordenave, M; Robson, A; Dovell, G; Preece, R; Rolland, P; Miranda, B H; Sobti, A; Khaleel, A; Unnithan, A; Memon, K; Pala Bhaskar, R R; Maqboul, F; Kamel, F; Al-Samaraee, A; Madani, R; Kumar, L; Nisar, P; Agrawal, S; Vimalachandran, D; Manu, N; Eardley, N; Krishnan, E; Serevina, O L; Martin, E; Smith, C; Jones, A; Roy Mahapatra, S; Clifford, R; Jones, G P; Gardner, A; Tripathi, S S; Greenhalgh, M S; Matthews, W; Mohankumar, K; Khawaja, I; Palepa, A; Doulias, T; Gill, C; Dunne, N; Sarma, D R; Godbole, C; Carlos, W; Tewari, N; Jeevan, D; Naredla, P; Khajuria, A; Connolly, H; Robertson, S; Sweeney, C; Di Taranto, G; Shanbhag, S; Dickson, K; Mcevoy, K; Skillman, J; Sait, M; Al-Omishy, H; Baig, M; Heer, B; Brown, A; Ebrahim, A; Alwadiya, A; Goyal, A; Phillips, A; Bhalla, A; Demetriou, C; Grimley, E; Theophilidou, E; Ogden, E; Malcolm, F L; Davies-Jones, G; J C K, Ng; Mirza, M; Hassan, M; Elmaleh, N; Daliya, P; Williams, S; Bateman, A; Chia, Z; Premakumar, Y; Jauhari, Y; Koshnow, Z; Bowen, D; Uberai, A; Hirri, F; Stubbs, B M; Crichton, R; Sonksen, J; Aldridge, K; Mcdonald, C; Manickavasagam, J; Ragupathy, K; Davison, S; Dalgleish, S; Mcgrath, N; Kanitkar, R; Payne, C J; Ramsay, L; C E, Ng; Collier, T; Khan, K; Evans, R; Brennan, C; Henshall, D E; Drake, T; Harrison, E M; Zamvar, V; Tambyraja, A; Skipworth, R J E; Linder, G; Mcgregor, R; Brennan, P; Mayes, J; Ross, L; Smith, S; White, T; Jamjoom, A A B; Pasricha, R; Gallagher, K; Swan, R; Paterson, H; Maeda, Y; Kwok, A M F; Tsiaousidou, A; Vaughan-Shaw, P G; Boyle, C; Fernando, D; Tham, D; Leung, S; Laird, A; Holme, T; Abbott, S; Razik, A; Thrumurthy, S; Steinke, J; Baker, M; Howden, D; Baxter, Z; Osagie, L; Bence, M; Fowler, G E; Massey, L; Rajaretnam, N; Evans, J; John, J; Goubran, A; Campain, N; Mcdermott, F D; Mcgrath, J S; Ng, M; Pascoe, J; Phillips, J R A; Daniels, i R; A'Court, J; Konarski, A; Faulkner, G; Emerson, H; Vejsbjerg, K; Pearce, L; Mccormick, W; Fisher, A; Singisetti, K; Aawsaj, Y; Barry, C; Bajomo, O; Rizvi, S; Grimes, C; Dusu, K; Tint, P Y; Kirk, A; Irvine, V; Lammy, S; O'Kane, R; Elliott, L; Mccabe, G; Holroyd, D; Jamieson, N B; Geddes, A; Mcmahon, J; Mccaul, J; Al-Azzawi, M; Aitken, E; Glen, P; Sinan, L O H; Lammy, S; Grivas, A; Tilling, E J; Brown, O; Boal, M; Dean, H; Higgs, S; Stanger, S; Abdalaziz, H; Constable, J; Ishii, H; Preece, R; Dovell, G; Gopi Reddy, R; Madhuri, T K; Tailor, A; Flavin, M; Walker, D; Humphries, S; Assalaarachchi, H; Curl-Roper, T; Westwood, E; Delimpalta, C; Liao, C C L; Velchuru, V; Raptis, D A; Pollok, J M; Machairas, N; Davidson, B; Fusai, G; Soggiu, F; Xyda, S; Hidalgo Salinas, C; Tzerbinis, H; Pissanou, T; Gilliland, J; Chowdhury, S; Varcada, M; Hart, C; Mirnezami, R; Knowles, J; Angamuthu, N; Vijay, V; Shakir, T; Hasan, R; Tansey, R; Hardie, C; Powell-Smith, E; Kashora, F; Siddique, M H; Singh, A; Barmpagianni, C; Basgaran, A; Basha, A; Okechukwu, V; Bartsch, A; Gallagher, P; Maqsood, A; Sahnan, K; Leo, C A; Lewis, S E; Ubhi, H K; Exley, R; Khan, U; Shah, P; Saxena, S; Zafar, N; Abdul-Jabar, H; Patel, M; Shabana, A; Alanbuki, A; Usman, O; Ong, C T; Butterworth, W; Budha Magar, O; El Hadi, M; Abas, S; Annett, J; Ross, E; Loubani, M; Wilkins, A; Cao, H; Capitelli-McMahon, H; Hitchman, L; Ikram, H; Andronic, A; Aboelkassem ibrahim, A; Totty, J; Blanco, J; Vanker, R; Ghobrial, M; Jones, G; Kanthasamy, S; Fawi, H; Awadallah, M; Chen, F; Cheung, J; Moscalu, A; Bhuvanakrishna, T; Bibby, L; Sinclair, M; Nahid, M A K; Williams, L; Basnyat, P S; Shrestha, A K; Kumaran, N K; Sambhwani, S; Sheikh, N A; Taylor, O M; Liew, I; Al-Sukaini, A; Mediratta, S; Saxena, D; Sgrò, A; Rashid, M M; Milne, K; Mcintyre, J; Akhtar, M A; Turnbull, A; Brunt, A; Stewart, K E; Wilson, M S J; Rutherford, D; Mcgivern, K; Massie, E; Ho, M; Wade, R G; Johnstone, J; Bourke, G; Brunelli, A; Elkadi, H; Otify, M; Pompili, C; Burke, J R; Bagouri, E; Chowdhury, M; Abual-Rub, Z; Kaufmann, A; Munot, S; Lo, T; Young, A; Kowal, M; Wall, J; Peckham-Cooper, A; Layton, G R; Karki, B; Jeong, H; Pankhania, S; Asher, S; Folorunso, A; Mistry, S; Singh, B; Winyard, J; Mangwani, J; Caruana, E J; Mohammad, A; Acharya, M; Chandarana, K; Ang, K; Chowdhry, M F; Rathinam, S; Nakas, A; Boddy, A; Hossain, T; Ashmore, C; Annamalai, S; Kourdouli, A; Irvine, E; Al-Harbawi, A; Kassam, K; Al-Harbawee, A; Miller, A; Mair, M; Lunevicius, R; Sheel, A R G; Sundhu, M; Santini, A J A; Fathelbab, M S A T; Hussein, K M A; Nunes, Q M; Jones, R P; Shahzad, K; Haq, I; Baig, M M A S; Hughes, J L; Kattakayam, A; Rajput, K; Misra, N; Shah, S B; Clynch, A L; Georgopoulou, N; Sharples, H M; Apampa, A A; Nzenwa, i C; Sud, A; Harky, A; Kirmani, B H; Shackcloth, M; Jenkinson, M D; Zakaria, R; Elmoslemany, T; Millward, C P; Baron, R; Dunne, D; Szatmary, P; Thomas, A; Mcnicol, F; Gahunia, S; Sochorova, D; Nita, G E; Mckinney, R; Russ, J; Tan, J R; Harwood, R; Corbett, H J; Rossborough, C; Skelly, B L; Che Bakri, N A; Nazarian, S; Vashisht, R; Jiao, L; Jawad, Z; Allan, A Y; Kontovounisios, C; Grove, T; Warren, O; Fadel, M G; Chatzikonstantinou, M; Sorelli, P; Rahman, S; Hadjipavlou, M; Holbrook, C; Chong, C; Kufeji, D; Rufai, S R; Lloyd, i C; James, G; Chari, A; Silva, A H D; Stroman, L; Challacombe, B; Sayasneh, A; Najdy, M; Bill√®, A; Fraser, S; Agoston, P; Rizzo, V; King, J; Nath, R; Mccrindle, S; Mehra, G; Harrison-Phipps, K; Pilling, J; Okiror, L; Routledge, T; Mills, L; Wali, A; El-Boghdadly, K; Fotopoulou, C; Saso, S; Fehervari, M; Ploski, J; Ghaem-Maghami, S; Spalding, D; Rajagopal, P; Pai, M; Habib, N; Jawad, Z; Hamrang-Yousefi, S; Jiao, L; Tayeh, S; Chase, T; Humphreys, L; Ayorinde, J; Ghanbari, A; Cuming, T; Anscomb, N; Baldwin-Smith, R; Rizk, M; Grainger, C; Davies, M; Surendran, A; Nunoo-Mensah, J W; Dunstan, M; Beak, P; Gerogiannis, I; Jain, A; Menon, A; Pramodana, B; Choi, D; Marcus, H J; Webber, L; May, R; Hutchison, R; Luoma, V; Ranjit, S; Parakh, J; Sarodaya, V; Daadipour, A; Khalifa, M; Bosch, K D; Bashkirova, V; Dvorkin, L S; Kalidindi, V K; Dudek, J; Singhal, T; El-Hasani, S; De Souza, A; Cannoletta, M; Rochon, M; Bhudia, S; Bennett, S; Navaratne, L; Venn, M; Yip, V; Kayani, B; Sohrabi, C; Kocher, H M; Minicozzi, A; Banerjee, A; Sullivan, T; Sivaprakasam, R; Anzak, A; Ghufoor, K; Thaha, M A; Knowles, C; Ledesma, F S; Patki, P; Popova, D; Sadigh, P; Ramamoorthy, R; Uff, C; Attwell, L; Tanabalan, C; Goh, M A; Jayasinghe, J D; Leal Silva, I; Thakur, B; Lebe, M; Thet, M S; Hughes, F; Rahman, R; Fuwa, O; Sanders, J; Oo, A; Bueser, T; Curtis, M; Stamenkovic, S A; Abbott, T; Anwar, S; Sohrabi, C; Williams, K; Chung, E; Hagger, R; Karim, A; Hainsworth, A; Flatman, M; Trompeter, A; Hing, C; Brown, O; Tsinaslanidis, P; Benjamin, M W; Leyte, A; Tan, C; Smelt, J; Vaughan, P; Santhirakumaran, G; Hunt, I; Raza, M; Labib, A; Luo, X; Sudarsanam, A; Rolls, A; Lyons, O; Onida, S; Shalhoub, J; Sugand, K; Park, C; Sarraf, K M; Erridge, S; Kinross, J; Denning, M; Yalamanchili, S; Abuown, A; Ibrahim, M; Martin, G; Davenport, D; Wheatstone, S; Kasivisvanathan, V; Kapriniotis, K; Elhamshary, A; Imam, S M B; Kalavrezos, N; Sinha, D; Chand, M; Green, L; Beech, N; Mcewen, R; Kiconco, H; Andreani, S M; Bath, M F; Sahni, A; Judkins, N; Rigueros Springford, L; Sohrabi, C; Bacarese-Hamilton, J; Taylor, F G; Patki, P; Tanabalan, C; Parmar, C; Mccluney, S; Shah, S; Talwar, R; Patel, K; Askari, A; Jambulingam, P S; Shaw, S; Maity, A; Hatzantonis, C; Sagar, J; Kudchadkar, S; Cirocchi, N; Chan, C H; Reynolds, J; Alexander, M E; Smart, C J; Jayasankar, B; Balasubramaniam, D; Abdelsaid, K; Mundkur, N; Gallagher, B; Shah, J; Anthoney, J; Emmerson, O; Stylianides, N; Abdalla, M; Newton, K; Bhatia, K; Edmondson, R; Abdeh, L; Jones, D; Zeiton, M; Ismail, O; Naseem, H; Advani, R; Duff, S; Moura, F; Brown, B C; Khan, A; Asaad, P; Wadham, B; Aneke, i A; Collis, J; Warburton, H; Fell, A; Smith, A; Halkias, C; Evans, J; Nikolaou, S; English, C; Kristinsson, S; Oni, T; Ilahi, N; Ballantyne, K; Woodward, Z; Merh, R; Dunning, J; Viswanath, Y; Freystaetter, K; Dixon, J; Hadfield, J N; Hilley, A; Egglestone, A; Smith, B; Hine, T; Keeler, B; Soulsby, R E; Taylor, A; Davies, E; Ryska, O; Raymond, T; Rogers, S; Tong, A; Hawkin, P; Tingle, S; Abbadessa, F; Sachdeva, A; Rai, B; Chan, C D; Mcpherson, I; Booth, K; Mahmoud Ali, F; Pandanaboyana, S; Grainger, T; Nandhra, S; Patience, A; Rogers, A; Roy, C; Williams, T; Dawe, N; Mccaffer, C; Riches, J; Bhattacharya, S; Moir, J; Kalson, N S; Elamin Ahmed, H; Mellor, C; Saleh, C; Koshy, R M; Hammond, J; Sanderson, L; Wahed, S; Phillips, A W; Ghosh, K; Tang, A; Beamish, A J; Price, C; Bosanquet, D; Magowan, D; Solari, F; Williams, G; Nassa, H; Smith, L; Robertson-Smith, B; Mahmoud, A; Ameerally, P; Finch, J G; Gnanachandran, C; Pop, I; Rogers, M; Yousef, Y; Mohamed, I; Woods, R; Zahid, H; Mundy, G; Youssef, M; Sreedharan, L; Baskaran, D; Shaikh, I; Seebah, K; Reid, J; Watts, D; Kouritas, V; Chrastek, D; Maryan, G; Gill, D F; Khatun, F; Gajjar, K; Williamson, K; Bratt, D; Konstantinidi, K; Walton, T; Burnside, N; Weaver, H; Hawari, M; Addae-Boateng, E; Rollett, R A; Collins, M L; Tamimy, M S; Riyat, H; Wen, J; Neil-Dwyer, J; Brewer, H; Humes, D; Worku, D; Chowdhury, A; Oyende, O; Lewis-Lloyd, C; Adiamah, A; Koh, A; Jackman, J; Vohra, R; Navarro, A; Reilly, J; Aujayeb, A; Townshend, D; Mclarty, N; Shenfine, A; Jackson, K; Johnson, C; Dass, D; Ford, D; Winter, S C; Belcher, E; Stavroulias, D; Di Chiara, F; Wallwork, K; Qureishi, A; Lami, M; Sravanam, S; Mastoridis, S; Shah, K; Chidambaram, S; Smillie, R; Shaw, A V; Bandyopadhyay, S; Cernei, C; Bretherton, C; Jeyaretna, D; Ganau, M; Piper, R J; Duck, E; Brown, S; Jelley, C; Tucker, S C; Bond-Smith, G; Griffin, X L; Tebala, G D; Neal, N; Vatish, M; Noton, T M; Ghattaura, H; Maher, M; Fu, H; Risk, O B F; Soleymani Majd, H; Sinha, S; Shankar, S; Aggarwal, A; Kharkar, H; Lakhoo, K; Verberne, C; Mastoridis, S; Dean, B; Luney, C; Myatt, R; Williams, M A; Mcveigh, J; Rogers, L J; Labib, P L; Miller, D; Minto, G; Hope, N; Marchbank, A; Emslie, K; Panahi, P; Ho, B; Perkins, C; Clough, E; Roy, H; Enemosah, I; Campbell, R; Natale, J; Gohil, K; Rela, M; Raza, N; Biliatis, I; Khan, J; Thiruchandran, G; Toh, S K C; Ahmad, Y; Allana, A; Bellis, C; Babawale, O; Phan, Y C; Lokman, U; Ismail, M; Koc, T; Witek, A; Duggleby, L; Shamoon, S; Stefan, S; Clancy, H; Chadha, R; Middleton, S B; Wilmott, K; Hayden, C; Mclaren, C; Sutton, J; Whyte, A; Belgaumkar, A; Day, A; Gilbert, C; Oyewole, B; Narayan, P; Dent, H; Sandhya, A; De Silva, T; Waheed, S; Day, A; Kapoor, K; Belgaumkar, A P; Narayan, P; Fahim, M; Gala, T; Mithany, R; Morgan, R; Abdelkarim, M; Ibrahim, S; Maw, A; Asqalan, A; Sundaram Venkatesan, G; Singh, S; Mukherjee, S; Ferguson, D; Smith, C; Mansuri, A; Thakrar, A; Wickramarachchi, L; Cuthbert, R; Sivayoganathan, S; Chui, K; Karam, E; Dott, C; Shankar, S; Madhvani, K; Hampton, M; Hormis, A P; Thomas, M; Pearce, L; Fountain, D M; Laurente, R; Sigamoney, K V; Dasa, M; George, K; Naqui, Z; Galhoum, M; Lipede, C; Gabr, A; Radhakrishnan, A; Hasan, M T; Kalenderov, R; Pathmanaban, O; Colombo, F; Chelva, R; Branagan, G; Longstaff, L; Ding, D; Barlow, C; Foster, J; Edwards, J; Ward, A; Tadross, D; Majkowski, L; Blundell, C; Forlani, S; Nair, R; Guha, S; Brown, S R; Steele, C; Kelty, C J; Newman, T; Lee, M; Chetty, G; Lye, G; Balasubramanian, S P; Sureshkumar Shah, N; Sherif, M; Al-mukhtar, A; Whitehall, E; Giblin, A; Wells, F; Sharkey, A; Adamec, A; Madan, S; Narice, B; Sterrenburg, M; Thompson, A; Varley, I; Stavrakas, M; Rominiyi, O; Ray, J; Adamec, A; Crank, M; Bacon, A; Al-Tamimi, Y; Catto, J; Saad, S; Abd Kahar, N N; Sinha, S; Sou, A; Simpson, D; Hamilton, E; Blair, J; Jallad, S; Lord, J; Anderson, C; El Kafsi, J; Logishetty, K; Saadya, A; Midha, R; Ip, M; Subbiah Ponniah, H; Stockdale, T; Bacarese-Hamilton, T; Foster, L; James, A; Anjarwalla, N; Marujo Henriques, D; Hettige, R; Baban, C; Tenovici, A; Salerno, G; Singh, R; Lane, J; Colvin, H V; Badran, A; Cadersa, A; Williams, S; Cumpstey, A; Hamady, Z; Aftab, R; Wensley, F; Byrne, J; Morrison-Jones, V; Sekhon, G K; Shields, H; Shakoor, Z; Yener, A; Talbot, T; Khan, A; Alzetani, A; Cresner, R; Babu, B H B; Liyanage, A S D; Newman, S; Blake, I; Weerasinghe, C; Baumber, R; Parry, J; Menakaya, C; Webb, J I; Antar, M; Modi, N; Sofat, R; Noel, J; Nunn, R; Adegbola, S; Eriberto, F; Sharma, V; Tanna, R; Lodhia, S; Johnson, D; Hughes, I; Hall, J; Rooney, J; Chatterji, S; Zhang, Y; Owen, R; Rudic, M; Hunt, J; Zakai, D; Thomas, M; Aladeojebi, A; Ali, M; Gaunt, A; Barmayehvar, B; Kitchen, M; Gowda, M; Mansour, F; Jarvis, M; Halliday, E; Lefroy, R; Nanjaiah, P; Ali, S; Kitchen, M; Lin, D J; Rajgor, A D; Scurrah, R J; Kang, C; Watson, L J; Harris, G; Royle, T; Cunningham, Y; James, G; Steel, B; Luk, A C O; Boulton, A J; Khan, M T; Bakolas, G; Ahmed, I; Herrod, P; Gemmill, E; Boyd-Carson, H; Jibreel, M; Lenzi, E; Saafan, T; Sapre, D; Li, Z; Parkins, K; Spencer, N; Harries, R; Egan, R J; Motter, D; Jenvey, C; Mahoney, R; Fine, N; Minto, T; Henry, A; Hollyman, M; Grieco, C; Gemmell, C; Whitmore, H; Babar, M S; Goodrum, S; Scott, R; Collard, B; Lau, K; Thomas, E; Patel, A; Allison, J; Bowen, J; Dias, A; Mahendran, B; Gopalswamy, S; Patil, S; Scott, L; Sarveswaran, J; Michel, M; Ravindran, S; Subba, K; Abou-Foul, A K; Khalefa, M; Hossain, F; Moores, T; Pickering, L; Stables, G; Doorgakant, A; Thiruvasagam, V G; Carter, J; Reid, S; Mohammed, R; Marlow, W; Ferguson, H; Wilkin, R; Konstantinou, C; Yershov, D; Vatish, J; Denning, A; Shah, H B; Cross, G W V; Seyed-Safi, P; Smart, Y W; Kuc, A; Al-Yaseen, M; Olivier, J; Hanna, M; Eskander, P; Duncan, R; Halaseh, S; Das, R; Wynn Jones, H; Divecha, H; Whelton, C; Board, T; Powell, S; Magee, C; Agarwal, K; Mangos, E; Nambirajan, T; Vidya, R; Chauhan, G; Kaur, J; Burahee, A; Bleibleh, S; Pigadas, N; Snee, D; Bhasin, S; Crichton, A; Habeebullah, A; Bodla, A S; Yassin, N; Mondragon, M; Dewan, V; Flindall, I; Mahendran, V; Hanson, A; Jenner, E; Richards, J; Thomas-Fernandez, K; Wall, R; Alqallaf, A; Ben-Sassi, A; Mohamed, I; Mellor, K; Joshi, P; Joshi, Y; Young, R; Miu, V; Sheridan, K; Macdonald, L; Green, S; Onos, L; Wong, J J; Napolitano, L; Hemmila, M; Amin, D; Abramowicz, S; Roser, S M; Olson, K A; Riley, C; Heron, C; Cardenas, T; Leede, E; Thornhill, M; Haynes, A B; Mcelhinney, K; Roward, S; Trust, M D; Hill, C E; Teixeira, P G; Etchill, E; Stevens, K; Ladd, M R; Long, C; Rose, J; Kent, A; Yesantharao, P; Vervoort, D; Jenny, H; Gabre-Kidan, A; Margalit, A; Tsai, L; Malapati, H; Yesantharao, L; Abdou, H; Diaz, J; Richmond, M; Clark, J; O'Meara, L; Hanna, N; Ying, Y; Fleming, J; Ovaitt, A; Gigliotti, J; Fuson, A; Cooper, Z; Salim, A; Hirji, S A; Brown, A; Chung, C; Hansen, L; Okafor, B U; Roxo, V; Raut, C P; Jolissaint, J S; Mahvi, D A; Kaafarani, H; Breen, K; Bankhead-Kendall, B; Alser, O; Mashbari, H; Velmahos, G; Maurer, L R; El Moheb, M; Gaitanidis, A; Naar, L; Christensen, M A; Kapoen, C; Langeveld, K; El Hechi, M; Mokhtari, A; Haqqani, M H; Drake, F T; Goldenberg-Sandau, A; Galbreath, B; Reinke, C; Ross, S; Thompson, K; Manning, D; Perkins, R; Eriksson, E; Evans, H; Masrur, M; Giulianotti, P; Benedetti, E; Chang, G; Ourieff, J; Dehart, D; Dorafshar, A; Price, T; Bhama, A R; Torquati, A; Cherullo, E; Kennedy, R; Myers, J; Rubin, K; Ban, V S; Aoun, S G; Batjer, H H; Caruso, J; Carmichael, H; Velopulos, C G; Wright, F L; Urban, S; Mcintyre, R C; Schroeppel, T J; Hennessy, E A; Dunn, J; Zier, L; Burlew, C; Coleman, J; Colling, K P; Hall, B; Rice, H E; Hwang, E S; Olson, S A; Moris, D; Verma, R; Hassan, R; Volpe, A; Merola, S; O'Banion, L A; Lilienstein, J; Dirks, R; Marwan, H; Almasri, M; Kulkarni, G; Mehdi, M; Abouassi, A; Abdallah, M; San Andrés, M; Eid, J; Aigbivbalu, E; Sundaresan, J; George, B; Ssentongo, A; Ssentongo, P; J S, Oh; Hazelton, J; Maines, J; Gusani, N; Garner, M; Horvath, S; Zheng, F; Ujiki, M; Kinnaman, G; Meagher, A; Sharma, I; Holler, E; Mckenzie, K; Chan, J; Fretwell, K; Nugent III, W; Khalil, A; Chen, D; Post, N; Rostkowski, T; Brahmbhatt, D; Huynh, K; Hibbard, M L; Schellenberg, M; Martin, R C G; Bhutiani, N; Giorgakis, E; Laryea, J; Bhavaraju, A; Sexton, K; Roberts, M; Kost, M; Kimbrough, M; Burdine, L; Kalkwarf, K; Robertson, R; Gosain, A; Camp, L; Lewit, R; Kronenfeld, J P; Urrechaga, E; Goel, N; Rattan, R; Hart, V; Allen, M; Gilna, G; Cioci, A; Ruiz, G; Allen, M; Rakoczy, K; Pavlis, W; Saberi, R; Morris, R; Karam, B S; Brathwaite, C E M; Liu, H; Petrone, P; Hakmi, H; Sohail, A H; Baltazar, G; Heckburn, R; Nygaard, R M; Colonna, E T; Endorf, F W; Hill, M J; Maiga, A; Dennis, B; Levin, J H; Lallemand, M; Choron, R; Peck, G; Soliman, F; Rehman, S; Glass, N; Juthani, B; Deisher, D; Ruzgar, N M; Ullrich, S J; Sion, M; Paranjape, C; El Moheb, M; Kar, A R; Gillezeau, C; Rapp, J; Taioli, E; Miles, B A; Alpert, N; Podolsky, D; Coleman, N L; Callahan, M P; Ganly, I; Brown, L; Monson, J R T; Dehal, A; Abbas, A; Soliman, A; Kim, B; Jones, C; Dauer, E; Renza-Stingone, E; Hernandez, E; Gokcen, E; Kropf, E; Sufrin, H; Hirsch, H; Ross, H; Engel, J; Sewards, J; Diaz, J; Poggio, J; Sanserino, K; Rae, L; Philp, M; Metro, M; Mcnelis, P; Petrov, R; Rehman, S; Pazionis, T; Till, B; Lamm, R; Rios-Diaz, A J; Palazzo, F; Rosengart, M; Nicholson, K; Carrick, M M; Rodkey, K; Suri, A; Callcut, R; Nicholson, S; Talathoti, N; Klaristenfeld, D; Biffl, W; Marsh, C; Schaffer, K; Berndtson, A E; Averbach, S; Curry, T; Kwan-Feinberg, R; Consorti, E; Gonzalez, R; Grolman, R; Liu, T; Merzlikin, O; Abel, M K; Ozgediz, D; Boeck, M; Kornblith, L Z; Nunez-Garcia, B; Robinson, B; Park, P; Utria, A F; Rice-Townsend, S E; Javid, P; Hauptman, J; Kieran, K; Nehra, D; Walters, A; Cuschieri, J; Davidson, G H; Nunez, J; Cosker, R; Eckhouse, S; Choudhry, A; Marx, W; Jamil, T; Seegert, S; Al-Embideen, S; Quintana, M; Jackson, H; Wexner, S D; Kent, I; Martins, P N; Alshehari, M; Al-Naggar, H; Alsayadi, M; Alyazidi, M; Shream, S; Alhaddad, W; Maqus, A; Abu Hamra'a, M; Alsayadi, R; Ghannam, R; Al-Maqtari, S; Masdoos, S; Al-Harazi, Y; Bajjah, H; Al-Ameri, S; Aldawbali, M; Gwini, G P; Mazingi, D; Ruggiero, F

doi:10.1093/bjs/znab183

To support the global restart of elective surgery, data from an international prospective cohort study of 8492 patients (69 countries) was analysed using artificial intelligence (machine learning techniques) to develop a predictive score for mortality in surgical patients with SARS-CoV-2. We found that patient rather than operation factors were the best predictors and used these to create the COVIDsurg Mortality Score (https://covidsurgrisk.app). Our data demonstrates that it is safe to restart a wide range of surgical services for selected patients.

Dajti, I., Valenzuela, J.I., Boccalatte, L.A., Gemelli, N.A., Smith, D.E., Dudi-Venkata, N.N., et al. (2021). Machine learning risk prediction of mortality for patients undergoing surgery with perioperative SARS-CoV-2: the COVIDSurg mortality score. BRITISH JOURNAL OF SURGERY, Epub ahead of print, 1-19 [10.1093/bjs/znab183].