AI-Driven CT-based quantification, staging and short-term outcome prediction of COVID-19 pneumonia

Autor: Chassagnon, Guillaume, Vakalopoulou, Maria, Battistella, Enzo, Christodoulidis, Stergios, Hoang-Thi, Trieu-Nghi, Dangeard, Severine, Deutsch, Eric, Andre, Fabrice, Guillo, Enora, Halm, Nara, Hajj, Stefany El, Bompard, Florian, Neveu, Sophie, Hani, Chahinez, Saab, Ines, Campredon, Alienor, Koulakian, Hasmik, Bennani, Souhail, Freche, Gael, Lombard, Aurelien, Fournier, Laure, Monnier, Hippolyte, Grand, Teodor, Gregory, Jules, Khalil, Antoine, Mahdjoub, Elyas, Brillet, Pierre-Yves, Ba, Stephane Tran, Bousson, Valerie, Revel, Marie-Pierre, Paragios, Nikos

Chest computed tomography (CT) is widely used for the management of Coronavirus disease 2019 (COVID-19) pneumonia because of its availability and rapidity. The standard of reference for confirming COVID-19 relies on microbiological tests but these te

Externí odkaz: http://arxiv.org/abs/2004.12852

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Using chest CT scan and unsupervised machine learning for predicting and evaluating response to lumacaftor-ivacaftor in people with cystic fibrosis.

Autor: Campredon A; Radiology department, Hôpital Cochin, AP-HP.Centre Université de Paris, Paris, France.; Université de Paris, Paris, France., Battistella E; OPIS - OPtimisation Imagerie et Santé; Inria Saclay, Palaiseau, France.; MICS - Mathématiques et Informatique pour la Complexité et les Systèmes, Gif-sur-Yvette, France., Martin C; Université de Paris, Paris, France.; Respiratory Medicine and Cystic Fibrosis National Reference Center; Cochin Hospital; Assistance Publique Hôpitaux de Paris (AP-HP), Paris, France.; ERN-Lung CF network., Durieu I; ERN-Lung CF network.; Centre de référence Adulte de la Mucoviscidose, Service de médecine interne, Hospices civils de Lyon, Pierre Bénite, France.; Research on Healthcare Performance RESHAPE, INSERM U1290, Université Claude Bernard Lyon 1, Lyon, France., Mely L; Hôpital Renée Sabran, Cystic Fibrosis Center, Giens, France., Marguet C; Pediatric Respiratory Disease and Cystic Fibrosis Center, Hospital, UNIROUEN, Inserm EA 2656, Rouen University Hospital, Normandie Univ, Rouen, France., Belleguic C; Centre de Ressources et de Compétences de la Mucoviscidose Adulte, Centre Hospitalier Universitaire de Rennes, Rennes, France., Murris-Espin M; Cystic Fibrosis Center, Service de Pneumologie, Pôle des Voies Respiratoires, Hôpital Larrey, CHU de Toulouse, Toulouse, France., Chiron R; Cystic Fibrosis Center, Hôpital Arnaud de Villeneuve, Centre Hospitalier Universitaire de Montpellier, Montpellier, France., Fanton A; Department of Pulmonary Medicine, Cystic Fibrosis Resource and Competence Centre for Adults, Dijon University Hospital, France., Bui S; Pediatric Respiratory Disease and Cystic Fibrosis Center and CIC 1401, CHU de Bordeaux, Bordeaux, France., Reynaud-Gaubert M; Department of Respiratory Medicine and Lung Transplantation, Aix Marseille Univ, APHM, Hôpital Nord, Marseille, France., Reix P; UMR 5558 CNRS, Equipe EMET, Université Claude Bernard Lyon 1, Lyon, France.; Cystic Fibrosis Center, Hospices Civils de Lyon, Lyon, France., Hoang-Thi TN; Radiology department, Hôpital Cochin, AP-HP.Centre Université de Paris, Paris, France., Vakalopoulou M; OPIS - OPtimisation Imagerie et Santé; Inria Saclay, Palaiseau, France.; MICS - Mathématiques et Informatique pour la Complexité et les Systèmes, Gif-sur-Yvette, France., Revel MP; Radiology department, Hôpital Cochin, AP-HP.Centre Université de Paris, Paris, France.; Université de Paris, Paris, France., Da Silva J; Respiratory Medicine and Cystic Fibrosis National Reference Center; Cochin Hospital; Assistance Publique Hôpitaux de Paris (AP-HP), Paris, France.; URC-CIC Paris Descartes Necker Cochin, AP-HP, Hôpital Cochin, Paris, France., Burgel PR; Université de Paris, Paris, France pierre-regis.burgel@aphp.fr.; Respiratory Medicine and Cystic Fibrosis National Reference Center; Cochin Hospital; Assistance Publique Hôpitaux de Paris (AP-HP), Paris, France.; ERN-Lung CF network., Chassagnon G; Radiology department, Hôpital Cochin, AP-HP.Centre Université de Paris, Paris, France.; Université de Paris, Paris, France.

Publikováno v: The European respiratory journal [Eur Respir J] 2021 Nov 18. Date of Electronic Publication: 2021 Nov 18.