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

Abstract

4869siopenopenBravo, Laura; Nepogodiev, Dmitri; Glasbey, James C; Li, Elizabeth; Simoes, Joana FF; Kamarajah, Sivesh K; Picciochi, Maria; Abbott, Tom EF; Ademuyiwa, Adesoji O; Arnaud, Alexis P; Agarwal, Arnav; Brar, Amanpreet; Elhadi, Muhammed; Mazingi, Dennis; Cardoso, Victor Roth; Lawday, Samuel; Sayyed, Raza; Omar, Omar M; Ramos de la Madina, Antonio; Slater, Luke; Venn, Mary; Gkoutos†, Georgios; Bhangu†, Aneel; Bravo, Laura; Cardoso, Victor Roth; Slater, Luke; Karwath, Andreas; Gkoutos, Georgios; Bravo, Laura; Bhangu, Aneel; Siaw-Acheampong, Kwabena; Argus, Leah; Chaudhry, Daoud; Dawson, Brett E; Glasbey, James C; Gujjuri, Rohan R; Jones, Conor S; Kamarajah, Sivesh K; Khatri, Chetan; Keatley, James M; Lawday, Samuel; Li, Elizabeth; Mann, Harvinder; Marson, Ella J; Mclean, Kenneth A; Picciochi, Maria; Taylor, Elliott H; Tiwari, Abhinav; Simoes, Joana F F; Trout, Isobel M; Venn, Mary L; Wilkin, Richard J W; Bhangu, Aneel; Nepogodiev, Dmitri; Dajti, Irida; Gjata, Arben; Boccalatte, Luis; Modolo, Maria Marta; Cox, Daniel; Pockney, Peter; Pockney, Peter; Townend, Philip; Aigner, Felix; Kronberger, Irmgard; Hossain, Kamral; VanRamshorst, Gabrielle; Lawani, Ismail; Ataide, Gustavo; Baiocchi, Glauco; Buarque, Igor; Gohar, Muhammad; Slavchev, Mihail; Agarwal, Arnav; Brar, Amanpreet; Martin, Janet; Modolo, Maria Marta; Olivos, Maricarmen; Calvache, Jose; Perez Rivera, Carlos Jose; Hadzibegovic, Ana Danic; Kopjar, Tomislav; Mihanovic, Jakov; Klat, Jaroslav; Novysedlak, René; Christensen, Peter; El-Hussuna, Alaa; Batista, Sylvia; Lincango, Eddy; Emile, Sameh H; Mengesha, Mengistu Gebreyohanes; Hailu, Samuel; Tamiru, Hailu; Kauppila, Joonas; Laukkarinen, Johanna; Arnaud, Alexis; Albertsmeiers, Markus; Lederhuber, Hans; Loffler, Markus; Tabiri, Stephen; Metallidis, Symeon; Tsoulfas, Georgios; Lorena, Maria Aguilera; Grecinos, Gustavo; Mersich, Tamas; Wettstein, Daniel; Ghosh, Dhruv; Kembuan, Gabriele; Brouk, Peiman; Khosravi, Mohammad; Mozafari, Masoud; Adil, Ahmed; Mohan, Helen M; Zmora, Oded; Fiore, Marco; Gallo, Gaetano; Pata, Francesco; Pellino, Gianluca; Satoi, Sohei; Ayasra, Faris; Chaar, Mohammad; Fakhradiyev, Ildar R; Jamal, Mohammad; Elhadi, Muhammed; Gulla, Aiste; Roslani, April; Martinez, Laura; De La Medina, Antonio Ramos; Outani, Oumaima; Jonker, Pascal; Kruijff, Schelto; Noltes, Milou; Steinkamp, Pieter; van der Plas, Willemijn; Ademuyiwa, Adesoji; Osinaike, Babatunde; Seyi-olajide, Justina; Williams, Emmanuel; Pejkova, Sofija; Augestad, Knut Magne; Soreide, Kjetil; Balushi, Zainab Al; Qureshi, Ahmad; Sayyed, Raza; Mohsen Daraghmeh, Mustafa Abu; Abukhalaf, Sadi; Cukier, Moises; Gomez, Hugo; Shu, Sebastian; Vasquez, Ximena; Parreno-Sacdalan, Marie Dione; Major, Piotr; Azevedo, José; Cunha, Miguel; Santos, Irene; Zarour, Ahmad; Bonci, Eduard-Alexandru; Negoi, Ionut; Efetov, Sergey; Litvin, Andrey; Ntirenganya, Faustin; AlAmeer, Ehab; Radenkovic, Dejan; Koh Hong Xiang, Frederick; Hoe, Chew Min; Chi Yong, James Ngu; Moore, Rachel; Nhlabathi, Ncamsile; Colino, Ruth Blanco; Bravo, Ana Minaya; Minaya-Bravo, Ana; Jayarajah, Umesh; Wickramasinghe, Dakshitha; Elmujtaba, Mohammed; Jebril, William; Rutegård, Martin; Sund, Malin; Isik, Arda; Leventoğlu, Sezai; Abbott, Tom E F; Benson, Ruth; Caruna, Ed; Chakrabortee, Sohini; Demetriades, Andreas; Desai, Anant; Drake, Thomas D; Edwards, John G; Evans, Jonathan P; Ford, Samuel; Fotopoulou, Christina; Griffiths, Ewen; Hutchinson, Peter; Jenkinson, Michael D; Khan, Tabassum; Knight, Stephen; Kolias, Angelos; Leung, Elaine; McKay, Siobhan; Norman, Lisa; Ots, Riinu; Raghavan, Vidya; Roberts, Keith; Schache, Andrew; Shaw, Richard; Shaw, Katie; Smart, Neil; Stewart, Grant; Sundar, Sudha; Vimalchandran, Dale; Wright, Naomi; Alshryda, Sattar; Alser, Osaid; Breen, Kerry; Ganly, Ian; Kaafarani, Haytham; Kendall, Brittany; Mashbari, Hassan; Naggar, Hamza Al; Mazingi, Dennis; Simoes, Joana F F; 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; Ng, K C; 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; Ruggiero, F; 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; M