Validation and utility of ARDS subphenotypes identified by machine-learning models using clinical data: an observational, multicohort, retrospective analysis

Brazzi L
2022-01-01

2022
10
4
367
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Maddali, Manoj V; Churpek, Matthew; Pham, Tai; Rezoagli, Emanuele; Zhuo, Hanjing; Zhao, Wendi; He, June; Delucchi, Kevin L; Wang, Chunxue; Wickersham, Nancy; McNeil, J Brennan; Jauregui, Alejandra; Ke, Serena; Vessel, Kathryn; Gomez, Antonio; Hendrickson, Carolyn M; Kangelaris, Kirsten N; Sarma, Aartik; Leligdowicz, Aleksandra; Liu, Kathleen D; Matthay, Michael A; Ware, Lorraine B; Laffey, John G; Bellani, Giacomo; Calfee, Carolyn S; Sinha, Pratik; Rios, Fernando; Van Haren, Frank; Sottiaux, T; Lora, Fredy S; Azevedo, Luciano C; Depuydt, P; Fan, Eddy; Bugedo, Guillermo; Qiu, Haibo; Gonzalez, Marcos; Silesky, Juan; Cerny, Vladimir; Nielsen, Jonas; Jibaja, Manuel; Pham, Tài; Wrigge, Hermann; Matamis, Dimitrios; Ranero, Jorge Luis; Hashemian, S. M; Amin, Pravin; Clarkson, Kevin; Bellani, Giacomo; Kurahashi, Kiyoyasu; Villagomez, Asisclo; Zeggwagh, Amine Ali; Heunks, Leo M; Laake, Jon Henrik; Palo, Jose Emmanuel; do Vale Fernandes, Antero; Sandesc, Dorel; Arabi, Yaasen; Bumbasierevic, Vesna; Nin, Nicolas; Lorente, Jose A; Larsson, Anders; Piquilloud, Lise; Abroug, Fekri; McAuley, Daniel F; McNamee, Lia; Hurtado, Javier; Bajwa, Ed; Démpaire, Gabriel; Francois, Guy M; Sula, Hektor; Nunci, Lordian; Cani, Alma; Zazu, Alan; Dellera, Christian; Insaurralde, Carolina S; Alejandro, Risso V; Daldin, Julio; Vinzio, Mauricio; Fernandez, Ruben O; Cardonnet, Luis P; Bettini, Lisandro R; Bisso, Mariano Carboni; Osman, Emilio M; Setten, Mariano G; Lovazzano, Pablo; Alvarez, Javier; Villar, Veronica; Milstein, Cesar; Pozo, Norberto C; Grubissich, Nicolas; Plotnikow, Gustavo A; Vasquez, Daniela N; Ilutovich, Santiago; Tiribelli, Norberto; Chena, Ariel; Pellegrini, Carlos A; Saenz, María G; Estenssoro, Elisa; Brizuela, Matias; Gianinetto, Hernan; Gomez, Pablo E; Cerrato, Valeria I; Bezzi, Marco G; Borello, Silvina A; Loiacono, Flavia A; Fernandez, Adriana M; Knowles, Serena; Reynolds, Claire; Inskip, Deborah M; Miller, Jennene J; Kong, Jing; Whitehead, Christina; Bihari, Shailesh; Seven, Aylin; Krstevski, Amanda; Rodgers, Helen J; Millar, Rebecca T; Mckenna, Toni E; Bailey, Irene M; Hanlon, Gabrielle C; Aneman, Anders; Lynch, Joan M; Azad, Raman; Neal, John; Woods, Paul W; Roberts, Brigit L; Kol, Mark R; Wong, Helen S; Riss, Katharina C; Staudinger, Thomas; Wittebole, Xavier; Berghe, Caroline; Bulpa, Pierre A; Dive, Alain M; Verstraete, Rik; Lebbinck, Herve; Depuydt, Pieter; Vermassen, Joris; Meersseman, Philippe; Ceunen, Helga; Rosa, Jonas I; Beraldo, Daniel O; Piras, Claudio; Ampinelli, Adenilton M R; Nassar Jr, Antonio P; Mataloun, Sergio; Moock, Marcelo; Thompson, Marlus M; Gonçalves, Claudio H; Antônio, Ana Carolina P; Ascoli, Aline; Biondi, Rodrigo S; Fontenele, Danielle C; Nobrega, Danielle; Sales, Vanessa M; Shindhe, Suresh; Ismail, Dk Maizatul Aiman B Pg Hj; Laffey, John; Beloncle, Francois; Davies, Kyle G; Cirone, Rob; Manoharan, Venika; Ismail, Mehvish; Goligher, Ewan C; Jassal, Mandeep; Nishikawa, Erin; Javeed, Areej; Curley, Gerard; Rittayamai, Nuttapol; Parotto, Matteo; Ferguson, Niall D; Mehta, Sangeeta; Knoll, Jenny; Pronovost, Antoine; Canestrini, Sergio; Bruhn, Alejandro R; Garcia, Patricio H; Aliaga, Felipe A; Farías, Pamela A; Yumha, Jacob S; Ortiz, Claudia A; Salas, Javier E; Saez, Alejandro A; Vega, Luis D; Labarca, Eduardo F; Martinez, Felipe T; Carreño, Nicolás G; Lora, Pilar; Liu, Haitao; Qiu, Haibo; Liu, Ling; Tang, Rui; Luo, Xiaoming; An, Youzhong; Zhao, Huiying; Gao, Yan; Zhai, Zhe; Ye, Zheng L; Wang, Wei; Li, Wenwen; Li, Qingdong; Zheng, Ruiqiang; Yu, Wenkui; Shen, Juanhong; Li, Xinyu; Yu, Tao; Lu, Weihua; Wu, Ya Q; Huang, Xiao B; He, Zhenyang; Lu, Yuanhua; Han, Hui; Zhang, Fan; Sun, Renhua; Wang, Hua X; Qin, Shu H; Zhu, Bao H; Zhao, Jun; Liu, Jian; Li, Bin; Liu, Jing L; Zhou, Fa C; Li, Qiong J; Zhang, Xing Y; Li-Xin, Zhou; Xin-Hua, Qiang; Jiang, Liangyan; Gao, Yuan N; Zhao, Xian Y; Li, Yuan Y; Li, Xiao L; Wang, Chunting; Yao, Qingchun; Yu, Rongguo; Chen, Kai; Shao, Huanzhang; Qin, Bingyu; Huang, Qing Q; Zhu, Wei H; Hang, Ai Y; Hua, Ma X; Li, Yimin; Xu, Yonghao; Di, Yu D; Ling, Long L; Qin, Tie H; Wang, Shou H; Qin, Junping; Han, Yi; Zhou, Suming; Vargas, Monica P; Silesky Jimenez, Juan I; González Rojas, Manuel A; Solis-Quesada, Jaime E; Ramirez-Alfaro, Christian M; Máca, Jan; Sklienka, Peter; Gjedsted, Jakob; Christiansen, Aage; Nielsen, Jonas; Villamagua, Boris G; Llano, Miguel; Burtin, Philippe; Buzancais, Gautier; Beuret, Pascal; Pelletier, Nicolas; Mortaza, Satar; Mercat, Alain; Chelly, Jonathan; Jochmans, Sébastien; Terzi, Nicolas; Daubin, Cédric; Carteaux, Guillaume; de Prost, Nicolas; Chiche, Jean-Daniel; Daviaud, Fabrice; Pham, Tai; Fartoukh, Muriel; Barberet, Guillaume; Biehler, Jerome; Dellamonica, Jean; Doyen, Denis; Arnal, Jean-Michel; Briquet, Anais; Hraiech, Sami; Papazian, Laurent; Follin, Arnaud; Roux, Damien; Messika, Jonathan; Kalaitzis, Evangelos; Dangers, Laurence; Combes, Alain; Au, Siu-Ming; Béduneau, Gaetan; Carpentier, Dorothée; Zogheib, Elie H; Dupont, Herve; Ricome, Sylvie; Santoli, Francesco L; Besset, Sebastien L; Michel, Philippe; Gelée, Bruno; Danin, Pierre-Eric; Goubaux, Bernard; Crova, Philippe J; Phan, Nga T; Berkelmans, Frantz; Badie, Julio C; Tapponnier, Romain; Gally, Josette; Khebbeb, Samy; Herbrecht, Jean-Etienne; Schneider, Francis; Declercq, Pierre-Louis M; Rigaud, Jean-Philippe; Duranteau, Jacques; Harrois, Anatole; Chabanne, Russell; Marin, Julien; Bigot, Charlene; Thibault, Sandrine; Ghazi, Mohammed; Boukhazna, Messabi; Ould Zein, Salem; Richecoeur, Jack R; Combaux, Daniele M; Grelon, Fabien; Le Moal, Charlene; Sauvadet, Elise P; Robine, Adrien; Lemiale, Virginie; Reuter, Danielle; Dres, Martin; Demoule, Alexandre; Goldgran-Toledano, Dany; Baboi, Loredana; Guérin, Claude; Lohner, Ralph; Kraßler, Jens; Schäfer, Susanne; Zacharowski, Kai D; Meybohm, Patrick; Reske, Andreas W; Simon, Philipp; Hopf, Hans-Bernd F; Schuetz, Michael; Baltus, Thomas; Papanikolaou, Metaxia N; Papavasilopoulou, Theonymfi G; Zacharas, Giannis A; Ourailogloy, Vasilis; Mouloudi, Eleni K; Massa, Eleni V; Nagy, Eva O; Stamou, Electra E; Kiourtzieva, Ellada V; Oikonomou, Marina A; Avila, Luis E; Cortez, Cesar A; Citalán, Johanna E; Jog, Sameer A; Sable, Safal D; Shah, Bhagyesh; Gurjar, Mohan; Baronia, Arvind K; Memon, Mohammedfaruk; Muthuchellappan, Radhakrishnan; Ramesh, Venkatapura J; Shenoy, Anitha; Unnikrishnan, Ramesh; Dixit, Subhal B; Rhayakar, Rachana V; Ramakrishnan, Nagarajan; Bhardwaj, Vallish K; Mahto, Heera L; Sagar, Sudha V; Palaniswamy, Vijayanand; Ganesan, Deeban; Mohammadreza Hashemian, Seyed; Jamaati, Hamidreza; Heidari, Farshad; Meaney, Edel A; Nichol, Alistair; Knapman, Karl M; O'Croinin, Donall; Dunne, Eimhin S; Breen, Dorothy M; Clarkson, Kevin P; Jaafar, Rola F; Dwyer, Rory; Amir, Fahd; Ajetunmobi, Olaitan O; O'Muircheartaigh, Aogan C; Black, Colin S; Treanor, Nuala; Collins, Daniel V; Altaf, Wahid; Zani, Gianluca; Fusari, Maurizio; Spadaro, Savino; Volta, Carlo A; Graziani, Romano; Brunettini, Barbara; Palmese, Salvatore; Formenti, Paolo; Umbrello, Michele; Lombardo, Andrea; Pecci, Elisabetta; Botteri, Marco; Savioli, Monica; Protti, Alessandro; Mattei, Alessia; Schiavoni, Lorenzo; Tinnirello, Andrea; Todeschini, Manuel; Giarratano, Antonino; Cortegiani, Andrea; Sher, Sara; Rossi, Anna; Antonelli, Massimo M; Montini, Luca M; Casalena, Paolo; Scafetti, Sergio; Panarello, Giovanna; Occhipinti, Giovanna; Patroniti, Nicolò; Pozzi, Matteo; Biscione, Roberto R; Poli, Michela M; Raimondi, Ferdinando; Albiero, Daniela; Crapelli, Giulia; Beck, Eduardo; Pota, Vincenzo; Schiavone, Vincenzo; Molin, Alexandre; Tarantino, Fabio; Monti, Giacomo; Frati, Elena; Mirabella, Lucia; Cinnella, Gilda; Fossali, Tommaso; Colombo, Riccardo; Terragni, Pierpaolo; Pattarino, Ilaria; Mojoli, Francesco; Braschi, Antonio; Borotto, Erika E; Cracchiolo, Andrea N; Palma, Daniela M; Raponi, Francesco; Foti, Giuseppe; Vascotto, Ettore R; Coppadoro, Andrea; Brazzi, Luca; Floris, Leda; Iotti, Giorgio A; Venti, Aaron; Yamaguchi, Osamu; Takagi, Shunsuke; Maeyama, Hiroki N; Watanabe, Eizo; Yamaji, Yoshihiro; Shimizu, Kazuyoshi; Shiozaki, Kyoko; Futami, Satoru; Ryosuke, Sekine; Saito, Koji; Kameyama, Yoshinobu; Ueno, Keiko; Izawa, Masayo; Okuda, Nao; Suzuki, Hiroyuki; Harasawa, Tomofumi; Nasu, Michitaka; Takada, Tadaaki; Ito, Fumihito; Nunomiya, Shin; Koyama, Kansuke; Abe, Toshikazu; Andoh, Kohkichi; Kusumoto, Kohei; Hirata, Akira; Takaba, Akihiro; Kimura, Hiroyasu; Matsumoto, Shuhei; Higashijima, Ushio; Honda, Hiroyuki; Aoki, Nobumasa; Imai, Hiroshi; Ogino, Yasuaki; Mizuguchi, Ichiko; Ichikado, Kazuya; Nitta, Kenichi; Mochizuki, Katsunori; Hashida, Tomoaki; Tanaka, Hiroyuki; Nakamura, Tomoyuki; Niimi, Daisuke; Ueda, Takeshi; Kashiwa, Yozo; Uchiyama, Akinori; Sabelnikovs, Olegs; Oss, Peteris; Haddad, Youssef; Liew, Kong Y; Ñamendys-Silva, Silvio A; Jarquin-Badiola, Yves D; Sanchez-Hurtado, Luis A; Gomez-Flores, Saira S; Marin, Maria C; Villagomez, Asisclo J; Lemus, Jordana S; Fierro, Jonathan M; Cervantes, Mavy Ramirez; Mejia, Francisco Javier Flores; Gonzalez, Daniel R; Dector, Dulce M; Estrella, Claudia R; Sanchez-Medina, Jorge R; Ramirez-Gutierrez, Alvaro; George, Fernando G; Aguirre, Janet S; Buensuseso, Juan A; Poblano, Manuel; Dendane, Tarek; Zeggwagh, Amine Ali; Balkhi, Hicham; Elkhayari, Mina; Samkaoui, Nacer; Ezzouine, Hanane; Benslama, Abdellatif; Amor, Mourad; Maazouzi, Wajdi; Cimic, Nedim; Beck, Oliver; Bruns, Monique M; Schouten, Jeroen A; Rinia, Myra; Raaijmakers, Monique; Heunks, Leo M; Van Wezel, Hellen M; Heines, Serge J; Buise, Marc P; Simonis, Fabienne D; Schultz, Marcus J; Goodson, Jennifer C; rowne, Troy S B; Navarra, Leanlove; Hunt, Anna; Hutchison, Robyn A; Bailey, Mathew B; Newby, Lynette; Mcarthur, Colin; Kalkoff, Michael; Mcleod, Alex; Casement, Jonathan; Hacking, Danielle J; Andersen, Finn H; Dolva, Merete S; Laake, Jon H; Barratt-Due, Andreas; Noremark, Kim Andre L; Søreide, Eldar; Sjøbø, Brit Å; Guttormsen, Anne B; Yoshido, Hector H Leon; Aguilar, Ronald Zumaran; Oscanoa, Fredy A Montes; Alisasis, Alain U; Robles, Joanne B; Pasanting-Lim, Rossini Abbie B; Tan, Beatriz C; Andruszkiewicz, Pawel; Jakubowska, Karina; Cox, Cristina M; Alvarez, António M; Oliveira, Bruno S; Montanha, Gustavo M; Barros, Nelson C; Pereira, Carlos S; Messias, António M; Monteiro, Jorge M; Araujo, Ana M; Catorze, Nuno T; Marum, Susan M; Bouw, Maria J; Gomes, Rui M; Brito, Vania A; Castro, Silvia; Estilita, Joana M; Barros, Filipa M; Serra, Isabel M; Martinho, Aurelia M; Tomescu, Dana R; Marcu, Alexandra; Bedreag, Ovidiu H; Papurica, Marius; Corneci, Dan E; Negoita, Silvius Ioan; Grigoriev, Evgeny; Gritsan, Alexey I; Gazenkampf, Andrey A; Almekhlafi, Ghaleb; Albarrak, Mohamad M; Mustafa, Ghanem M; Maghrabi, Khalid A; Salahuddin, Nawal; Aisa, Tharwat M; Al Jabbary, Ahmed S; Tabhan, Edgardo; Arabi, Yaseen M; Trinidad, Olivia A; Al Dorzi, Hasan M; Tabhan, Edgardo E; Bolon, Stefan; Smith, Oliver; Mancebo, Jordi; Aguirre-Bermeo, Hernan; Lopez-Delgado, Juan C; Esteve, Francisco; Rialp, Gemma; Forteza, Catalina; De Haro, Candelaria; Artigas, Antonio; Albaiceta, Guillermo M; De Cima-Iglesias, Sara; Seoane-Quiroga, Leticia; Ceniceros-Barros, Alexandra; Ruiz-Aguilar, Antonio L; Claraco-Vega, Luis M; Soler, Juan Alfonso; Lorente, Maria del Carmen; Hermosa, Cecilia; Gordo, Federico; Prieto-González, Miryam; López-Messa, Juan B; Perez, Manuel P; Pere, Cesar P; Allue, Raquel Montoiro; Roche-Campo, Ferran; Ibañez-Santacruz, Marcos; Temprano, Susana; Pintado, Maria C; De Pablo, Raul; Gómez, Pilar Ricart Aroa; Ruiz, Silvia Rodriguez; Moles, Silvia Iglesias; Jurado, Mª Teresa; Arizmendi, Alfons; Piacentini, Enrique A; Franco, Nieves; Honrubia, Teresa; Perez Cheng, Meisy; Perez Losada, Elena; Blanco, Javier; Yuste, Luis J; Carbayo-Gorriz, Cecilia; Cazorla-Barranquero, Francisca G; Alonso, Javier G; Alda, Rosa S; Algaba, Ángela; Navarro, Gonzalo; Cereijo, Enrique; Diaz-Rodriguez, Esther; Marcos, Diego Pastor; Montero, Laura Alvarez; Para, Luis Herrera; Sanchez, Roberto Jimenez; Blasco Navalpotro, Miguel Angel; Abad, Ricardo Diaz; Montiel González, Raquel; Toribio, Dácil Parrilla; Castro, Alejandro G; Artiga, Maria Jose D; Penuelas, Oscar; Roser, Tomas P; Olga, Moreno F; Curto, Elena Gallego; Sánchez, Rocío Manzano; Imma, Vallverdu P; Elisabet, Garcia M; Claverias, Laura; Magret, Monica; Pellicer, Ana M; Rodriguez, Lucia L; Sánchez-Ballesteros, Jesús; González-Salamanca, Ángela; Jimenez, Antonio G; Huerta, Francisco P; Diaz, Juan Carlos J Sotillo; Lopez, Esther Bermejo; Moya, David D Llinares; Alfonso, Alec A Tallet; Eugenio Luis, Palazon Sanchez; Cesar, Palazon Sanchez; Rafael, Sánchez I; Virgilio, Corcoles G; Recio, Noelia N; Adamsson, Richard O; Rylander, Christian C; Holzgraefe, Bernhard; Broman, Lars M; Wessbergh, Joanna; Persson, Linnea; Schiöler, Fredrik; Kedelv, Hans; Tibblin, Anna Oscarsson; Appelberg, Henrik; Hedlund, Lars; Helleberg, Johan; Eriksson, Karin E; Glietsch, Rita; Larsson, Niklas; Nygren, Ingela; Nunes, Silvia L; Morin, Anna-Karin; Kander, Thomas; Adolfsson, Anne; Piquilloud, Lise; Zender, Hervé O.; Leemann-Refondini, Corinne; Elatrous, Souheil; Bouchoucha, Slaheddine; Chouchene, Imed; Ouanes, Islem; Ben Souissi, Asma; Kamoun, Salma; Demirkiran, Oktay; Aker, Mustafa; Erbabacan, Emre; Ceylan, Ilkay; Girgin, Nermin Kelebek; Ozcelik, Menekse; Ünal, Necmettin; Meco, Basak Ceyda; Akyol, Onat O; Derman, Suleyman S; Kennedy, Barry; Parhar, Ken; Srinivasa, Latha; McNamee, Lia; McAuley, Danny; Steinberg, Jack; Hopkins, Phil; Mellis, Clare; Stansil, Frank; Kakar, Vivek; Hadfield, Dan; Brown, Christine; Vercueil, Andre; Bhowmick, Kaushik; Humphreys, Sally K; Ferguson, Andrew; Mckee, Raymond; Raj, Ashok S; Fawkes, Danielle A; Watt, Philip; Twohey, Linda; Thomas, Rajeev R Jha Matthew; Morton, Alex; Kadaba, Varsha; Smith, Mark J; Hormis, Anil P; Kannan, Santhana G; Namih, Miriam; Reschreiter, Henrik; Camsooksai, Julie; Kumar, Alek; Rugonfalvi, Szabolcs; Nutt, Christopher; Oneill, Orla; Seasman, Colette; Dempsey, Ged; Scott, Christopher J; Ellis, Helen E; Mckechnie, Stuart; Hutton, Paula J; Di Tomasso, Nora N; Vitale, Michela N; Griffin, Ruth O; Dean, Michael N; Cranshaw, Julius H; Willett, Emma L; Ioannou, Nicholas; Gillis, Sarah; Csabi, Peter; Macfadyen, Rosaleen; Dawson, Heidi; Preez, Pieter D; Williams, Alexandra J; Boyd, Owen; De Gordoa, Laura Ortiz-Ruiz; Bramall, Jon; Symmonds, Sophie; Chau, Simon K; Wenham, Tim; Szakmany, Tamas; Toth-Tarsoly, Piroska; Mccalman, Katie H; Alexander, Peter; Stephenson, Lorraine; Collyer, Thomas; Chapman, Rhiannon; Cooper, Raphael; Allan, Russell M; Sim, Malcolm; Wrathall, David W; Irvine, Donald A; Zantua, Kim S; Adams, John C; Burtenshaw, Andrew J; Sellors, Gareth P; Welters, Ingeborg D; Williams, Karen E; Hessell, Robert J; Oldroyd, Matthew G; Battle, Ceri E; Pillai, Suresh; Kajtor, Istvan; Sivashanmugave, Mageswaran; Okane, Sinead C; Donnelly, Adrian; Frigyik, Aniko D; Careless, Jon P; May, Martin M; Stewart, Richard; Trinder, T John; Hagan, Samantha J; Wise, Matt P; Cole, Jade M; MacFie, Caroline C; Dowling, Anna T; Hurtado, Javier; Hurtado, Javier; Nuñez, Edgardo; Pittini, Gustavo; Rodriguez, Ruben; Imperio, María C; Santos, Cristina; França, Ana G.; Ebeid, Alejandro; Deicas, Alberto; Serra, Carolina; Uppalapati, Aditya; Kamel, Ghassan; Banner-Goodspeed, Valerie M; Beitler, Jeremy R; Mukkera, Satyanarayana Reddy; Kulkarni, Shreedhar; Lee, Jarone; Mesar, Tomaz; Shinn Iii, John O; Gomaa, Dina; Tainter, Christopher; Mesar, Tomaz; Cowley, R Adams; Yeatts, Dale J; Warren, Jessica; Lanspa, Michael J; Miller, Russel R; Grissom, Colin K; Brown, Samuel M; Bauer, Philippe R; Gosselin, Ryan J; Kitch, Barrett T; Cohen, Jason E; Beegle, Scott H; Gueret, Renaud M; Tulaimat, Aiman; Choudry, Shazia; Stigler, William; Batra, Hitesh; Huff, Nidhi G; Lamb, Keith D; Oetting, Trevor W; Mohr, Nicholas M; Judy, Claine; Saito, Shigeki; Kheir, Fayez M; Schlichting, Adam B; Delsing, Angela; Elmasri, Mary; Crouch, Daniel R; Ismail, Dina; Blakeman, Thomas C; Dreyer, Kyle R; Gomaa, Dina; Baron, Rebecca M; Grijalba, Carolina Quintana; Hou, Peter C; Seethala, Raghu; Aisiku, Imo; Henderson, Galen; Frendl, Gyorgy; Hou, Sen-Kuang; Owens, Robert L; Schomer, Ashley; Bumbasirevic, Vesna; Jovanovic, Bojan; Surbatovic, Maja; Veljovic, Milic; Brazzi L
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