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27 results on '"ISARIC Clinical Characterisation Group"'

1. Optimising Clinical Epidemiology in Disease Outbreaks: Analysis of ISARIC-WHO COVID-19 Case Report Form Utilisation

Author: Laura Merson, Sara Duque, Esteban Garcia-Gallo, Trokon Omarley Yeabah, Jamie Rylance, Janet Diaz, Antoine Flahault, and ISARIC Clinical Characterisation Group
Subjects: clinical epidemiology, infectious disease outbreaks, data collection, data management, common data elements, ISARIC, Internal medicine, RC31-1245
Abstract: Standardised forms for capturing clinical data promote consistency in data collection and analysis across research sites, enabling faster, higher-quality evidence generation. ISARIC and the World Health Organization have developed case report forms (CRFs) for the clinical characterisation of several infectious disease outbreaks. To improve the design and quality of future forms, we analysed the inclusion and completion rates of the 243 fields on the ISARIC-WHO COVID-19 CRF. Data from 42 diverse collaborations, covering 1886 hospitals and 950,064 patients, were analysed. A mean of 129.6 fields (53%) were included in the adapted CRFs implemented across the sites. Consistent patterns of field inclusion and completion aligned with globally recognised research priorities in outbreaks of novel infectious diseases. Outcome status was the most highly included (95.2%) and completed (89.8%) field, followed by admission demographics (79.1% and 91.6%), comorbidities (77.9% and 79.0%), signs and symptoms (68.9% and 78.4%), and vitals (70.3% and 69.1%). Mean field completion was higher in severe patients (70.2%) than in all patients (61.6%). The results reveal how clinical characterisation CRFs can be streamlined to reduce data collection time, including the modularisation of CRFs, to offer a choice of data volume collection and the separation of critical care interventions. This data-driven approach to designing CRFs enhances the efficiency of data collection to inform patient care and public health response.
Published: 2024
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2. Liver injury in hospitalized patients with COVID-19: An International observational cohort study.

Author: Bharath Kumar Tirupakuzhi Vijayaraghavan, Saptarshi Bishnu, Joaquin Baruch, Barbara Wanjiru Citarella, Christiana Kartsonaki, Aronrag Meeyai, Zubair Mohamed, Shinichiro Ohshimo, Benjamin Lefèvre, Abdulrahman Al-Fares, Jose A Calvache, Fabio Silvio Taccone, Piero Olliaro, Laura Merson, Neill K J Adhikari, and ISARIC Clinical Characterisation Group
Subjects: Medicine, Science
Abstract: BackgroundUsing a large dataset, we evaluated prevalence and severity of alterations in liver enzymes in COVID-19 and association with patient-centred outcomes.MethodsWe included hospitalized patients with confirmed or suspected SARS-CoV-2 infection from the International Severe Acute Respiratory and emerging Infection Consortium (ISARIC) database. Key exposure was baseline liver enzymes (AST, ALT, bilirubin). Patients were assigned Liver Injury Classification score based on 3 components of enzymes at admission: Normal; Stage I) Liver injury: any component between 1-3x upper limit of normal (ULN); Stage II) Severe liver injury: any component ≥3x ULN. Outcomes were hospital mortality, utilization of selected resources, complications, and durations of hospital and ICU stay. Analyses used logistic regression with associations expressed as adjusted odds ratios (OR) with 95% confidence intervals (CI).ResultsOf 17,531 included patients, 46.2% (8099) and 8.2% (1430) of patients had stage 1 and 2 liver injury respectively. Compared to normal, stages 1 and 2 were associated with higher odds of mortality (OR 1.53 [1.37-1.71]; OR 2.50 [2.10-2.96]), ICU admission (OR 1.63 [1.48-1.79]; OR 1.90 [1.62-2.23]), and invasive mechanical ventilation (OR 1.43 [1.27-1.70]; OR 1.95 (1.55-2.45). Stages 1 and 2 were also associated with higher odds of developing sepsis (OR 1.38 [1.27-1.50]; OR 1.46 [1.25-1.70]), acute kidney injury (OR 1.13 [1.00-1.27]; OR 1.59 [1.32-1.91]), and acute respiratory distress syndrome (OR 1.38 [1.22-1.55]; OR 1.80 [1.49-2.17]).ConclusionsLiver enzyme abnormalities are common among COVID-19 patients and associated with worse outcomes.
Published: 2023
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3. An international observational study to assess the impact of the Omicron variant emergence on the clinical epidemiology of COVID-19 in hospitalised patients

Author: Bronner P Gonçalves, Matthew Hall, Waasila Jassat, Valeria Balan, Srinivas Murthy, Christiana Kartsonaki, Malcolm G Semple, Amanda Rojek, Joaquín Baruch, Luis Felipe Reyes, Abhishek Dasgupta, Jake Dunning, Barbara Wanjiru Citarella, Mark Pritchard, Alejandro Martín-Quiros, Uluhan Sili, J Kenneth Baillie, Diptesh Aryal, Yaseen Arabi, Aasiyah Rashan, Andrea Angheben, Janice Caoili, François Martin Carrier, Ewen M Harrison, Joan Gómez-Junyent, Claudia Figueiredo-Mello, James Joshua Douglas, Mohd Basri Mat Nor, Yock Ping Chow, Xin Ci Wong, Silvia Bertagnolio, Soe Soe Thwin, Anca Streinu-Cercel, Leonardo Salazar, Asgar Rishu, Rajavardhan Rangappa, David SY Ong, Madiha Hashmi, Gail Carson, Janet Diaz, Rob Fowler, Moritz UG Kraemer, Evert-Jan Wils, Peter Horby, Laura Merson, Piero L Olliaro, and ISARIC Clinical Characterisation Group
Subjects: COVID-19, Omicron, fatality, emergence, epidemiology, symptoms, Medicine, Science, Biology (General), QH301-705.5
Abstract: Background: Whilst timely clinical characterisation of infections caused by novel SARS-CoV-2 variants is necessary for evidence-based policy response, individual-level data on infecting variants are typically only available for a minority of patients and settings. Methods: Here, we propose an innovative approach to study changes in COVID-19 hospital presentation and outcomes after the Omicron variant emergence using publicly available population-level data on variant relative frequency to infer SARS-CoV-2 variants likely responsible for clinical cases. We apply this method to data collected by a large international clinical consortium before and after the emergence of the Omicron variant in different countries. Results: Our analysis, that includes more than 100,000 patients from 28 countries, suggests that in many settings patients hospitalised with Omicron variant infection less often presented with commonly reported symptoms compared to patients infected with pre-Omicron variants. Patients with COVID-19 admitted to hospital after Omicron variant emergence had lower mortality compared to patients admitted during the period when Omicron variant was responsible for only a minority of infections (odds ratio in a mixed-effects logistic regression adjusted for likely confounders, 0.67 [95% confidence interval 0.61–0.75]). Qualitatively similar findings were observed in sensitivity analyses with different assumptions on population-level Omicron variant relative frequencies, and in analyses using available individual-level data on infecting variant for a subset of the study population. Conclusions: Although clinical studies with matching viral genomic information should remain a priority, our approach combining publicly available data on variant frequency and a multi-country clinical characterisation dataset with more than 100,000 records allowed analysis of data from a wide range of settings and novel insights on real-world heterogeneity of COVID-19 presentation and clinical outcome. Funding: Bronner P. Gonçalves, Peter Horby, Gail Carson, Piero L. Olliaro, Valeria Balan, Barbara Wanjiru Citarella, and research costs were supported by the UK Foreign, Commonwealth and Development Office (FCDO) and Wellcome [215091/Z/18/Z, 222410/Z/21/Z, 225288/Z/22/Z]; and Janice Caoili and Madiha Hashmi were supported by the UK FCDO and Wellcome [222048/Z/20/Z]. Peter Horby, Gail Carson, Piero L. Olliaro, Kalynn Kennon and Joaquin Baruch were supported by the Bill & Melinda Gates Foundation [OPP1209135]; Laura Merson was supported by University of Oxford’s COVID-19 Research Response Fund - with thanks to its donors for their philanthropic support. Matthew Hall was supported by a Li Ka Shing Foundation award to Christophe Fraser. Moritz U.G. Kraemer was supported by the Branco Weiss Fellowship, Google.org, the Oxford Martin School, the Rockefeller Foundation, and the European Union Horizon 2020 project MOOD (#874850). The contents of this publication are the sole responsibility of the authors and do not necessarily reflect the views of the European Commission. Contributions from Srinivas Murthy, Asgar Rishu, Rob Fowler, James Joshua Douglas, François Martin Carrier were supported by CIHR Coronavirus Rapid Research Funding Opportunity OV2170359 and coordinated out of Sunnybrook Research Institute. Contributions from Evert-Jan Wils and David S.Y. Ong were supported by a grant from foundation Bevordering Onderzoek Franciscus; and Andrea Angheben by the Italian Ministry of Health “Fondi Ricerca corrente–L1P6” to IRCCS Ospedale Sacro Cuore–Don Calabria. The data contributions of J.Kenneth Baillie, Malcolm G. Semple, and Ewen M. Harrison were supported by grants from the National Institute for Health Research (NIHR; award CO-CIN-01), the Medical Research Council (MRC; grant MC_PC_19059), and by the NIHR Health Protection Research Unit (HPRU) in Emerging and Zoonotic Infections at University of Liverpool in partnership with Public Health England (PHE) (award 200907), NIHR HPRU in Respiratory Infections at Imperial College London with PHE (award 200927), Liverpool Experimental Cancer Medicine Centre (grant C18616/A25153), NIHR Biomedical Research Centre at Imperial College London (award IS-BRC-1215-20013), and NIHR Clinical Research Network providing infrastructure support. All funders of the ISARIC Clinical Characterisation Group are listed in the appendix.
Published: 2022
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4. Use of an extended KDIGO definition to diagnose acute kidney injury in patients with COVID-19: A multinational study using the ISARIC-WHO clinical characterisation protocol.

Author: Marina Wainstein, Samual MacDonald, Daniel Fryer, Kyle Young, Valeria Balan, Husna Begum, Aidan Burrell, Barbara Wanjiru Citarella, J Perren Cobb, Sadie Kelly, Kalynn Kennon, James Lee, Laura Merson, Srinivas Murthy, Alistair Nichol, Malcolm G Semple, Samantha Strudwick, Steven A Webb, Patrick Rossignol, Rolando Claure-Del Granado, Sally Shrapnel, and ISARIC Clinical Characterisation Group
Subjects: Medicine
Abstract: BackgroundAcute kidney injury (AKI) is one of the most common and significant problems in patients with Coronavirus Disease 2019 (COVID-19). However, little is known about the incidence and impact of AKI occurring in the community or early in the hospital admission. The traditional Kidney Disease Improving Global Outcomes (KDIGO) definition can fail to identify patients for whom hospitalisation coincides with recovery of AKI as manifested by a decrease in serum creatinine (sCr). We hypothesised that an extended KDIGO (eKDIGO) definition, adapted from the International Society of Nephrology (ISN) 0by25 studies, would identify more cases of AKI in patients with COVID-19 and that these may correspond to community-acquired AKI (CA-AKI) with similarly poor outcomes as previously reported in this population.Methods and findingsAll individuals recruited using the International Severe Acute Respiratory and Emerging Infection Consortium (ISARIC)-World Health Organization (WHO) Clinical Characterisation Protocol (CCP) and admitted to 1,609 hospitals in 54 countries with Severe Acute Respiratory Syndrome Coronavirus 2 (SARS-CoV-2) infection from February 15, 2020 to February 1, 2021 were included in the study. Data were collected and analysed for the duration of a patient's admission. Incidence, staging, and timing of AKI were evaluated using a traditional and eKDIGO definition, which incorporated a commensurate decrease in sCr. Patients within eKDIGO diagnosed with AKI by a decrease in sCr were labelled as deKDIGO. Clinical characteristics and outcomes-intensive care unit (ICU) admission, invasive mechanical ventilation, and in-hospital death-were compared for all 3 groups of patients. The relationship between eKDIGO AKI and in-hospital death was assessed using survival curves and logistic regression, adjusting for disease severity and AKI susceptibility. A total of 75,670 patients were included in the final analysis cohort. Median length of admission was 12 days (interquartile range [IQR] 7, 20). There were twice as many patients with AKI identified by eKDIGO than KDIGO (31.7% versus 16.8%). Those in the eKDIGO group had a greater proportion of stage 1 AKI (58% versus 36% in KDIGO patients). Peak AKI occurred early in the admission more frequently among eKDIGO than KDIGO patients. Compared to those without AKI, patients in the eKDIGO group had worse renal function on admission, more in-hospital complications, higher rates of ICU admission (54% versus 23%) invasive ventilation (45% versus 15%), and increased mortality (38% versus 19%). Patients in the eKDIGO group had a higher risk of in-hospital death than those without AKI (adjusted odds ratio: 1.78, 95% confidence interval: 1.71 to 1.80, p-value < 0.001). Mortality and rate of ICU admission were lower among deKDIGO than KDIGO patients (25% versus 50% death and 35% versus 70% ICU admission) but significantly higher when compared to patients with no AKI (25% versus 19% death and 35% versus 23% ICU admission) (all p-values ConclusionsAn extended KDIGO definition of AKI resulted in a significantly higher detection rate in this population. These additional cases of AKI occurred early in the hospital admission and were associated with worse outcomes compared to patients without AKI.
Published: 2022
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5. Ten months of temporal variation in the clinical journey of hospitalised patients with COVID-19: An observational cohort

Author: ISARIC Clinical Characterisation Group, Matthew D Hall, Joaquín Baruch, Gail Carson, Barbara Wanjiru Citarella, Andrew Dagens, Emmanuelle A Dankwa, Christl A Donnelly, Jake Dunning, Martina Escher, Christiana Kartsonaki, Laura Merson, Mark Pritchard, Jia Wei, Peter W Horby, Amanda Rojek, and Piero L Olliaro
Subjects: SARS-CoV-2, COVID-19, hospitalisation, ICU, Medicine, Science, Biology (General), QH301-705.5
Abstract: Background: There is potentially considerable variation in the nature and duration of the care provided to hospitalised patients during an infectious disease epidemic or pandemic. Improvements in care and clinician confidence may shorten the time spent as an inpatient, or the need for admission to an intensive care unit (ICU) or high dependency unit (HDU). On the other hand, limited resources at times of high demand may lead to rationing. Nevertheless, these variables may be used as static proxies for disease severity, as outcome measures for trials, and to inform planning and logistics. Methods: We investigate these time trends in an extremely large international cohort of 142,540 patients hospitalised with COVID-19. Investigated are: time from symptom onset to hospital admission, probability of ICU/HDU admission, time from hospital admission to ICU/HDU admission, hospital case fatality ratio (hCFR) and total length of hospital stay. Results: Time from onset to admission showed a rapid decline during the first months of the pandemic followed by peaks during August/September and December 2020. ICU/HDU admission was more frequent from June to August. The hCFR was lowest from June to August. Raw numbers for overall hospital stay showed little variation, but there is clear decline in time to discharge for ICU/HDU survivors. Conclusions: Our results establish that variables of these kinds have limitations when used as outcome measures in a rapidly evolving situation. Funding: This work was supported by the UK Foreign, Commonwealth and Development Office and Wellcome [215091/Z/18/Z] and the Bill & Melinda Gates Foundation [OPP1209135]. The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.
Published: 2021
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6. Using Bottleneck Adapters to Identify Cancer in Clinical Notes under Low-Resource Constraints.

Author: Omid Rohanian, Hannah Jauncey, Mohammadmahdi Nouriborji, Vinod Kumar, Bronner P. Gonçalves, Christiana Kartsonaki, Isaric Clinical Characterisation Group, Laura Merson, and David A. Clifton
Published: 2023
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7. Characteristics and outcomes of COVID-19 patients admitted to hospital with and without respiratory symptoms

Author: Global Health, CMM Groep Khalil, Cancer, Infection & Immunity, Epi Infectieziekten Team 1, Poli Van Creveldkliniek Medisch, DIGD-Medisch 1, the ISARIC Clinical Characterisation Group, Global Health, CMM Groep Khalil, Cancer, Infection & Immunity, Epi Infectieziekten Team 1, Poli Van Creveldkliniek Medisch, DIGD-Medisch 1, and the ISARIC Clinical Characterisation Group
Published: 2024

8. Characteristics and outcomes of an international cohort of 600 000 hospitalized patients with COVID-19

Author: Kartsonaki, Christiana, Baillie, J Kenneth, Barrio, Noelia García, Baruch, Joaquín, Beane, Abigail, Blumberg, Lucille, Bozza, Fernando, Broadley, Tessa, Burrell, Aidan, Carson, Gail, Citarella, Barbara Wanjiru, Dagens, Andrew, Dankwa, Emmanuelle A, Donnelly, Christl A, Dunning, Jake, Elotmani, Loubna, Escher, Martina, Farshait, Nataly, Goffard, Jean-Christophe, Gonçalves, Bronner P, Hall, Matthew, Hashmi, Madiha, Sim Lim Heng, Benedict, Ho, Antonia, Jassat, Waasila, Pedrera Jiménez, Miguel, Laouenan, Cedric, Lissauer, Samantha, Martin-Loeches, Ignacio, Mentré, France, Merson, Laura, Morton, Ben, Munblit, Daniel, Nekliudov, Nikita A, Nichol, Alistair D, Singh Oinam, Budha Charan, Ong, David, Panda, Prasan Kumar, Petrovic, Michele, Pritchard, Mark G, Ramakrishnan, Nagarajan, Ramos, Grazielle Viana, Roger, Claire, Sandulescu, Oana, Semple, Malcolm G, Sharma, Pratima, Sigfrid, Louise, Somers, Emily C, Streinu-Cercel, Anca, Taccone, Fabio, Vecham, Pavan Kumar, Kumar Tirupakuzhi Vijayaraghavan, Bharath, Wei, Jia, Wils, Evert-Jan, Ci Wong, Xin, Horby, Peter, Rojek, Amanda, Olliaro, Piero L, ISARIC Clinical Characterisation Group: Ali Abbas, Sheryl Ann Abdukahil, Nurul Najmee Abdulkadir, Ryuzo Abe, Laurent Abel, Lara Absil, Subhash Acharya, Andrew Acker, Elisabeth Adam, Diana Adrião, Saleh Al Ageel, Shakeel Ahmed, Kate Ainscough, Eka Airlangga, Tharwat Aisa, Ali Ait Hssain, Younes Ait Tamlihat, Takako Akimoto, Ernita Akmal, Eman Al Qasim, Razi Alalqam, Angela Alberti, Tala Al-Dabbous, Senthilkumar Alegesan, Cynthia Alegre, Marta Alessi, Beatrice Alex, Kévin Alexandre, Abdulrahman Al-Fares, Huda Alfoudri, Imran Ali, Adam Ali, Naseem Ali Shah, Kazali Enagnon Alidjnou, Jeffrey Aliudin, Qabas Alkhafajee, Clotilde Allavena, Nathalie Allou, Aneela Altaf, João Alves, Rita Alves, João Melo Alves, Maria Amaral, Nur Amira, Phoebe Ampaw, Roberto Andini, Claire Andréjak, Andrea Angheben, François Angoulvant, Séverine Ansart, Sivanesen Anthonidass, Massimo Antonelli, Carlos Alexandre Antunes de Brito, Ardiyan Apriyana, Yaseen Arabi, Irene Aragao, Francisco Arancibia, Carolline Araujo, Antonio Arcadipane, Patrick Archambault, Lukas Arenz, Jean-Benoît Arlet, Christel Arnold-Day, Lovkesh Arora, Rakesh Arora, Elise Artaud-Macari, Diptesh Aryal, Angel Asensio, Muhammad Ashraf, Namra Asif, Mohammad Asim, Jean Baptiste Assie, Amirul Asyraf, Anika Atique, A M Udara Lakshan Attanyake, Johann Auchabie, Hugues Aumaitre, Adrien Auvet, Laurène Azemar, Cecile Azoulay, Benjamin Bach, Delphine Bachelet, Claudine Badr, Nadia Baig, J Kevin Baird, Erica Bak, Agamemnon Bakakos, Nazreen Abu Bakar, Andriy Bal, Mohanaprasanth Balakrishnan, Valeria Balan, Firouzé Bani-Sadr, Renata Barbalho, Nicholas Yuri Barbosa, Wendy S Barclay, Saef Umar Barnett, Michaela Barnikel, Helena Barrasa, Audrey Barrelet, Cleide Barrigoto, Marie Bartoli, Mustehan Bashir, Romain Basmaci, Muhammad Fadhli Hassin Basri, Denise Battaglini, Jules Bauer, Diego Fernando Bautista Rincon, Denisse Bazan Dow, Alexandra Bedossa, Ker Hong Bee, Husna Begum, Sylvie Behilill, Albertus Beishuizen, Aleksandr Beljantsev, David Bellemare, Anna Beltrame, Beatriz Amorim Beltrão, Marine Beluze, Nicolas Benech, Lionel Eric Benjiman, Dehbia Benkerrou, Suzanne Bennett, Luís Bento, Jan-Erik Berdal, Delphine Bergeaud, Hazel Bergin, José Luis Bernal Sobrino, Giulia Bertoli, Lorenzo Bertolino, Simon Bessis, Sybille Bevilcaqua, Karine Bezulier, Amar Bhatt, Krishna Bhavsar, Claudia Bianco, Farah Nadiah Bidin, Moirangthem Bikram Singh, Felwa Bin Humaid, Mohd Nazlin Bin Kamarudin, François Bissuel, Patrick Biston, Laurent Bitker, Jonathan Bitton, Pablo Blanco-Schweizer, Catherine Blier, Frank Bloos, Mathieu Blot, Filomena Boccia, Laetitia Bodenes, Alice Bogaarts, Debby Bogaert, Anne-Hélène Boivin, Pierre-Adrien Bolze, François Bompart, Aurelius Bonfasius, Diogo Borges, Raphaël Borie, Hans Martin Bosse, Elisabeth Botelho-Nevers, Lila Bouadma, Olivier Bouchaud, Sabelline Bouchez, Dounia Bouhmani, Damien Bouhour, Kévin Bouiller, Laurence Bouillet, Camile Bouisse, Anne-Sophie Boureau, John Bourke, Maude Bouscambert, Aurore Bousquet, Jason Bouziotis, Bianca Boxma, Marielle Boyer-Besseyre, Maria Boylan, Axelle Braconnier, Cynthia Braga, Timo Brandenburger, Filipa Brás Monteiro, Luca Brazzi, Patrick Breen, Dorothy Breen, Kathy Brickell, Shaunagh Browne, Alex Browne, Nicolas Brozzi, Marjolein Brusse-Keizer, Nina Buchtele, Christian Buesaquillo, Polina Bugaeva, Marielle Buisson, Danilo Buonsenso, Erlina Burhan, Ingrid G Bustos, Denis Butnaru, André Cabie, Susana Cabral, Eder Caceres, Cyril Cadoz, Mia Callahan, Kate Calligy, Jose Andres Calvache, João Camões, Valentine Campana, Paul Campbell, Josie Campisi, Cecilia Canepa, Mireia Cantero, Pauline Caraux-Paz, Sheila Cárcel, Chiara Simona Cardellino, Sofia Cardoso, Filipe Cardoso, Filipa Cardoso, Nelson Cardoso, Simone Carelli, Nicolas Carlier, Thierry Carmoi, Gayle Carney, Inês Carqueja, Marie-Christine Carret, François Martin Carrier, Ida Carroll, Maire-Laure Casanova, Mariana Cascão, Siobhan Casey, José Casimiro, Bailey Cassandra, Silvia Castañeda, Nidyanara Castanheira, Guylaine Castor-Alexandre, Henry Castrillón, Ivo Castro, Ana Catarino, François-Xavier Catherine, Paolo Cattaneo, Roberta Cavalin, Giulio Giovanni Cavalli, Alexandros Cavayas, Adrian Ceccato, Minerva Cervantes-Gonzalez, Anissa Chair, Catherine Chakveatze, Adrienne Chan, Meera Chand, Christelle Chantalat Auger, Jean-Marc Chapplain, Julie Chas, Allegra Chatterjee, Mobin Chaudry, Jonathan Samuel Chávez Iñiguez, Anjellica Chen, Yih-Sharng Chen, Matthew Pellan Cheng, Antoine Cheret, Thibault Chiarabini, Julian Chica, Suresh Kumar Chidambaram, Leong Chin Tho, Catherine Chirouze, Davide Chiumello, Sung-Min Cho, Bernard Cholley, Marie-Charlotte Chopin, Ting Soo Chow, Yock Ping Chow, Hiu Jian Chua, Jonathan Chua, Jose Pedro Cidade, José Miguel Cisneros Herreros, Anna Ciullo, Jennifer Clarke, Emma Clarke, Rolando Claure-Del Granado, Sara Clohisey, Perren J Cobb, Cassidy Codan, Caitriona Cody, Alexandra Coelho, Megan Coles, Gwenhaël Colin, Michael Collins, Sebastiano Maria Colombo, Pamela Combs, Marie Connor, Anne Conrad, Sofía Contreras, Elaine Conway, Graham S Cooke, Mary Copland, Hugues Cordel, Amanda Corley, Sabine Cornelis, Alexander Daniel Cornet, Arianne Joy Corpuz, Andrea Cortegiani, Grégory Corvaisier, Emma Costigan, Camille Couffignal, Sandrine Couffin-Cadiergues, Roxane Courtois, Stéphanie Cousse, Rachel Cregan, Charles Crepy D'Orleans, Cosimo Cristella, Sabine Croonen, Gloria Crowl, Jonathan Crump, Claudina Cruz, Juan Luis Cruz Berm, Jaime Cruz Rojo, Marc Csete, Ailbhe Cullen, Matthew Cummings, Gerard Curley, Elodie Curlier, Colleen Curran, Paula Custodio, Ana da Silva Filipe, Charlene Da Silveira, Al-Awwab Dabaliz, Darren Dahly, Heidi Dalton, Jo Dalton, Seamus Daly, Nick Daneman, Corinne Daniel, Jorge Dantas, Frédérick D'Aragon, Menno de Jong, Gillian de Loughry, Diego de Mendoza, Etienne De Montmollin, Rafael Freitas de Oliveira França, Ana Isabel de Pinho Oliveira, Rosanna De Rosa, Cristina De Rose, Thushan de Silva, Peter de Vries, Jillian Deacon, David Dean, Alexa Debard, Marie-Pierre Debray, Nathalie DeCastro, William Dechert, Lauren Deconninck, Romain Decours, Eve Defous, Isabelle Delacroix, Eric Delaveuve, Karen Delavigne, Nathalie M Delfos, Ionna Deligiannis, Andrea Dell'Amore, Christelle Delmas, Pierre Delobel, Corine Delsing, Elisa Demonchy, Emmanuelle Denis, Dominique Deplanque, Pieter Depuydt, Mehul Desai, Diane Descamps, Mathilde Desvallées, Santi Dewayanti, Pathik Dhanger, Alpha Diallo, Sylvain Diamantis, André Dias, Juan Jose Diaz, Priscila Diaz, Rodrigo Diaz, Kévin Didier, Jean-Luc Diehl, Wim Dieperink, Jérôme Dimet, Vincent Dinot, Fara Diop, Alphonsine Diouf, Yael Dishon, Félix Djossou, Annemarie B Docherty, Helen Doherty, Arjen M Dondorp, Andy Dong, Maria Donnelly, Sean Donohue, Yoann Donohue, Chloe Donohue, Peter Doran, Céline Dorival, Eric D'Ortenzio, James Joshua Douglas, Renee Douma, Nathalie Dournon, Triona Downer, Joanne Downey, Mark Downing, Tom Drake, Aoife Driscoll, Murray Dryden, Claudio Duarte Fonseca, Vincent Dubee, François Dubos, Alexandre Ducancelle, Toni Duculan, Susanne Dudman, Abhijit Duggal, Paul Dunand, Mathilde Duplaix, Emanuele Durante-Mangoni, Lucian Durham, Bertrand Dussol, Juliette Duthoit, Xavier Duval, Anne Margarita Dyrhol-Riise, Sim Choon Ean, Marco Echeverria-Villalobos, Siobhan Egan, Carla Eira, Mohammed El Sanharawi, Subbarao Elapavaluru, Brigitte Elharrar, Jacobien Ellerbroek, Philippine Eloy, Tarek Elshazly, Iqbal Elyazar, Isabelle Enderle, Tomoyuki Endo, Chan Chee Eng, Ilka Engelmann, Vincent Enouf, Olivier Epaulard, Mariano Esperatti, Hélène Esperou, Marina Esposito-Farese, João Estevão, Manuel Etienne, Nadia Ettalhaoui, Anna Greti Everding, Mirjam Evers, Marc Fabre, Isabelle Fabre, Amna Faheem, Arabella Fahy, Cameron J Fairfield, Zul Fakar, Komal Fareed, Pedro Faria, Ahmed Farooq, Hanan Fateena, Arie Zainul Fatoni, Karine Faure, Raphaël Favory, Mohamed Fayed, Niamh Feely, Laura Feeney, Jorge Fernandes, Marília Andreia Fernandes, Susana Fernandes, François-Xavier Ferrand, Eglantine Ferrand Devouge, Joana Ferrão, Mário Ferraz, Sílvia Ferreira, Isabel Ferreira, Benigno Ferreira, Ricard Ferrer-Roca, Nicolas Ferriere, Céline Ficko, Claudia Figueiredo-Mello, William Finlayson, Juan Fiorda, Thomas Flament, Clara Flateau, Tom Fletcher, Letizia Lucia Florio, Deirdre Flynn, Claire Foley, Jean Foley, Victor Fomin, Tatiana Fonseca, Patricia Fontela, Simon Forsyth, Denise Foster, Giuseppe Foti, Erwan Fourn, Robert A Fowler, Marianne Fraher, Diego Franch-Llasat, John F Fraser, Christophe Fraser, Marcela Vieira Freire, Ana Freitas Ribeiro, Caren Friedrich, Ricardo Fritz, Stéphanie Fry, Nora Fuentes, Masahiro Fukuda, G Argin, Valérie Gaborieau, Rostane Gaci, Massimo Gagliardi, Jean-Charles Gagnard, Amandine Gagneux-Brunon, Sérgio Gaião, Linda Gail Skeie, Phil Gallagher, Carrol Gamble, Yasmin Gani, Arthur Garan, Rebekha Garcia, Julia Garcia-Diaz, Esteban Garcia-Gallo, Navya Garimella, Denis Garot, Valérie Garrait, Basanta Gauli, Nathalie Gault, Aisling Gavin, Anatoliy Gavrylov, Alexandre Gaymard, Johannes Gebauer, Eva Geraud, Louis Gerbaud Morlaes, Nuno Germano, Praveen Kumar Ghisulal, Jade Ghosn, Marco Giani, Jess Gibson, Tristan Gigante, Morgane Gilg, Elaine Gilroy, Guillermo Giordano, Michelle Girvan, Valérie Gissot, Daniel Glikman, Petr Glybochko, Eric Gnall, Geraldine Goco, François Goehringer, Siri Goepel, Jin Yi Goh, Jonathan Golob, Rui Gomes, Kyle Gomez, Joan Gómez-Junyent, Marie Gominet, Alicia Gonzalez, Patricia Gordon, Isabelle Gorenne, Laure Goubert, Cécile Goujard, Tiphaine Goulenok, Margarite Grable, Jeronimo Graf, Edward Wilson Grandin, Pascal Granier, Giacomo Grasselli, Christopher A Green, Courtney Greene, William Greenhalf, Segolène Greffe, Domenico Luca Grieco, Matthew Griffee, Fiona Griffiths, Ioana Grigoras, Albert Groenendijk, Anja Grosse Lordemann, Heidi Gruner, Yusing Gu, Jérémie Guedj, Martin Guego, Dewi Guellec, Anne-Marie Guerguerian, Daniela Guerreiro, Romain Guery, Anne Guillaumot, Laurent Guilleminault, Maisa Guimarães de Castro, Thomas Guimard, Marieke Haalboom, Daniel Haber, Hannah Habraken, Ali Hachemi, Amy Hackmann, Nadir Hadri, Fakhir Haidri, Sheeba Hakak, Adam Hall, Sophie Halpin, Jawad Hameed, Ansley Hamer, Raph L Hamers, Rebecca Hamidfar, Terese Hammond, Lim Yuen Han, Rashan Haniffa, Kok Wei Hao, Hayley Hardwick, Ewen M Harrison, Janet Harrison, Samuel Bernard Ekow Harrison, Alan Hartman, Mohd Shahnaz Hasan, Junaid Hashmi, Muhammad Hayat, Ailbhe Hayes, Leanne Hays, Jan Heerman, Lars Heggelund, Ross Hendry, Martina Hennessy, Aquiles Henriquez-Trujillo, Maxime Hentzien, Jaime Hernandez-Montfort, Andrew Hershey, Liv Hesstvedt, Astarini Hidayah, Eibhilin Higgins, Dawn Higgins, Rupert Higgins, Rita Hinchion, Samuel Hinton, Hiroaki Hiraiwa, Haider Hirkani, Hikombo Hitoto, Yi Bin Ho, Alexandre Hoctin, Isabelle Hoffmann, Wei Han Hoh, Oscar Hoiting, Rebecca Holt, Jan Cato Holter, Juan Pablo Horcajada, Koji Hoshino, Ikram Houas, Catherine L Hough, Stuart Houltham, Jimmy Ming-Yang Hsu, Jean-Sébastien Hulot, Stella Huo, Abby Hurd, Iqbal Hussain, Samreen Ijaz, Hajnal-Gabriela Illes, Patrick Imbert, Mohammad Imran, Rana Imran Sikander, Aftab Imtiaz, Hugo Inácio, Carmen Infante Dominguez, Yun Sii Ing, Elias Iosifidis, Mariachiara Ippolito, Sarah Isgett, Tiago Isidoro, Nadiah Ismail, Margaux Isnard, Junji Itai, Daniel Ivulich, Danielle Jaafar, Salma Jaafoura, Julien Jabot, Clare Jackson, Nina Jamieson, Victoria Janes, Pierre Jaquet, Coline Jaud-Fischer, Stéphane Jaureguiberry, Jeffrey Javidfar, Denise Jaworsky, Florence Jego, Anilawati Mat Jelani, Synne Jenum, Ruth Jimbo-Sotomayor, Ong Yiaw Joe, Ruth N Jorge García, Cédric Joseph, Mark Joseph, Swosti Joshi, Mercé Jourdain, Philippe Jouvet, Hanna Jung, Anna Jung, Dafsah Juzar, Ouifiya Kafif, Florentia Kaguelidou, Neerusha Kaisbain, Thavamany Kaleesvran, Sabina Kali, Alina Kalicinska, Smaragdi Kalomoiri, Muhammad Aisar Ayadi Kamaluddin, Zul Amali Che Kamaruddin, Nadiah Kamarudin, Paul Kambiya, Kavita Kamineni, Darshana Hewa Kandamby, Chris Kandel, Kong Yeow Kang, Darakhshan Kanwal, Pratap Karpayah, Todd Karsies, Daisuke Kasugai, Anant Kataria, Kevin Katz, Aasmine Kaur, Christy Kay, Hannah Keane, Seán Keating, Pulak Kedia, Claire Kelly, Yvelynne Kelly, Andrea Kelly, Niamh Kelly, Aoife Kelly, Sadie Kelly, Maeve Kelsey, Ryan Kennedy, Kalynn Kennon, Maeve Kernan, Younes Kerroumi, Sharma Keshav, Imrana Khalid, Osama Khalid, Antoine Khalil, Coralie Khan, Irfan Khan, Quratul Ain Khan, Sushil Khanal, Abid Khatak, Amin Khawaja, Krish Kherajani, Michelle E Kho, Saye Khoo, Ryan Khoo, Denisa Khoo, Nasir Khoso, Khor How Kiat, Yuri Kida, Peter Kiiza, Beathe Kiland Granerud, Anders Benjamin Kildal, Jae Burm Kim, Antoine Kimmoun, Detlef Kindgen-Milles, Alexander King, Nobuya Kitamura, Paul Klenerman, Rob Klont, Gry Kloumann Bekken, Stephen R Knight, Robin Kobbe, Chamira Kodippily, Malte Kohns Vasconcelos, Sabin Koirala, Mamoru Komatsu, Caroline Kosgei, Arsène Kpangon, Karolina Krawczyk, Vinothini Krishnan, Sudhir Krishnan, Oksana Kruglova, Deepali Kumar, Ganesh Kumar, Mukesh Kumar, Dinesh Kuriakose, Ethan Kurtzman, Demetrios Kutsogiannis, Galyna Kutsyna, Konstantinos Kyriakoulis, Marie Lachatre, Marie Lacoste, John G Laffey, Marie Lagrange, Fabrice Laine, Olivier Lairez, Sanjay Lakhey, Antonio Lalueza, Marc Lambert, François Lamontagne, Marie Langelot-Richard, Vincent Langlois, Eka Yudha Lantang, Marina Lanza, Cédric Laouénan, Samira Laribi, Delphine Lariviere, Stéphane Lasry, Sakshi Lath, Naveed Latif, Odile Launay, Didier Laureillard, Yoan Lavie-Badie, Andy Law, Teresa Lawrence, Cassie Lawrence, Minh Le, Clément Le Bihan, Cyril Le Bris, Georges Le Falher, Lucie Le Fevre, Quentin Le Hingrat, Marion Le Maréchal, Soizic Le Mestre, Gwenaël Le Moal, Vincent Le Moing, Hervé Le Nagard, Paul Le Turnier, Ema Leal, Marta Leal Santos, Todd C Lee, James Lee, Jennifer Lee, Heng Gee Lee, Biing Horng Lee, Yi Lin Lee, Su Hwan Lee, Gary Leeming, Laurent Lefebvre, Bénédicte Lefebvre, Benjamin Lefevre, Sylvie LeGac, Jean-Daniel Lelievre, François Lellouche, Adrien Lemaignen, Véronique Lemee, Anthony Lemeur, Gretchen Lemmink, Ha Sha Lene, Jenny Lennon, Rafael León, Marc Leone, Michela Leone, Quentin Lepiller, François-Xavier Lescure, Olivier Lesens, Mathieu Lesouhaitier, Amy Lester-Grant, Bruno Levy, Yves Levy, Claire Levy-Marchal, Katarzyna Lewandowska, Erwan L'Her, Gianluigi Li Bassi, Janet Liang, Ali Liaquat, Geoffrey Liegeon, Wei Shen Lim, Kah Chuan Lim, Chantre Lima, Lim Lina, Bruno Lina, Andreas Lind, Maja Katherine Lingad, Guillaume Lingas, Sylvie Lion-Daolio, Keibun Liu, Marine Livrozet, Patricia Lizotte, Antonio Loforte, Navy Lolong, Leong Chee Loon, Diogo Lopes, Dalia Lopez-Colon, Jose W Lopez-Revilla, Anthony L Loschner, Paul Loubet, Bouchra Loufti, Guillame Louis, Silvia Lourenco, Lara Lovelace-Macon, Lee Lee Low, Marije Lowik, Jia Shyi Loy, Jean Christophe Lucet, Carlos Lumbreras Bermejo, Carlos M Luna, Olguta Lungu, Liem Luong, Nestor Luque, Dominique Luton, Nilar Lwin, Ruth Lyons, Olavi Maasikas, Oryane Mabiala, Moïse Machado, Gabriel Macheda, Hashmi Madiha, Guillermo Maestro de la Calle, Rafael Mahieu, Sophie Mahy, Ana Raquel Maia, Lars S Maier, Mylène Maillet, Thomas Maitre, Maximilian Malfertheiner, Nadia Malik, Paddy Mallon, Fernando Maltez, Denis Malvy, Victoria Manda, Laurent Mandelbrot, Frank Manetta, Julie Mankikian, Edmund Manning, Aldric Manuel, Ceila Maria Sant Ana Malaque, Flávio Marino, Daniel Marino, Samuel Markowicz, Charbel Maroun Eid, Ana Marques, Catherine Marquis, Brian Marsh, Laura Marsh, Megan Marshal, John Marshall, Celina Turchi Martelli, Dori-Ann Martin, Emily Martin, Guillaume Martin-Blondel, Martin Martinot, Alejandro Martin-Quiros, João Martins, Ana Martins, Nuno Martins, Caroline Martins Rego, Gennaro Martucci, Olga Martynenko, Eva Miranda Marwali, Marsilla Marzukie, David Maslove, Sabina Mason, Sobia Masood, Basri Mat Nor, Moshe Matan, Meghena Mathew, Daniel Mathieu, Mathieu Mattei, Romans Matulevics, Laurence Maulin, Michael Maxwell, Javier Maynar, Thierry Mazzoni, Natalie Mc Evoy, Lisa Mc Sweeney, Colin McArthur, Anne McCarthy, Aine McCarthy, Colin McCloskey, Rachael McConnochie, Sherry McDermott, Sarah E McDonald, Aine McElroy, Samuel McElwee, Victoria McEneany, Allison McGeer, Chris McKay, Johnny McKeown, Kenneth A McLean, Paul McNally, Bairbre McNicholas, Elaine McPartlan, Edel Meaney, Cécile Mear-Passard, Maggie Mechlin, Maqsood Meher, Omar Mehkri, Ferruccio Mele, Luis Melo, Kashif Memon, Joao Joao Mendes, Ogechukwu Menkiti, Kusum Menon, Alexander J Mentzer, Emmanuelle Mercier, Noémie Mercier, Antoine Merckx, Mayka Mergeay-Fabre, Blake Mergler, António Mesquita, Roberta Meta, Osama Metwally, Agnès Meybeck, Dan Meyer, Alison M Meynert, Vanina Meysonnier, Amina Meziane, Mehdi Mezidi, Céline Michelanglei, Isabelle Michelet, Efstathia Mihelis, Vladislav Mihnovit, Hugo Miranda-Maldonado, Nor Arisah Misnan, Tahira Jamal Mohamed, Nik Nur Eliza Mohamed, Asma Moin, David Molina, Elena Molinos, Brenda Molloy, Mary Mone, Agostinho Monteiro, Claudia Montes, Giorgia Montrucchio, Shona C Moore, Sarah Moore, Lina Morales Cely, Lucia Moro, Catherine Motherway, Ana Motos, Hugo Mouquet, Clara Mouton Perrot, Julien Moyet, Caroline Mudara, Aisha Kalsoom Mufti, Ng Yong Muh, Dzawani Muhamad, Jimmy Mullaert, Fredrik Müller, Karl Erik Müller, Syed Muneeb, Nadeem Munir, Laveena Munshi, Aisling Murphy, Lorna Murphy, Marlène Murris, Srinivas Murthy, Himed Musaab, Himasha Muvindi, Gugapriyaa Muyandy, Dimitra Melia Myrodia, Farah Nadia Mohd-Hanafiah, Dave Nagpal, Alex Nagrebetsky, Mangala Narasimhan, Nageswaran Narayanan, Rashid Nasim Khan, Alasdair Nazerali-Maitland, Nadège Neant, Holger Neb, Erni Nelwan, Raul Neto, Emily Neumann, Pauline Yeung Ng, Wing Yiu Ng, Anthony Nghi, Duc Nguyen, Orna Ni Choileain, Niamh Ni Leathlobhair, Prompak Nitayavardhana, Stephanie Nonas, Nurul Amani Mohd Noordin, Marion Noret, Nurul Faten Izzati Norharizam, Lisa Norman, Alessandra Notari, Mahdad Noursadeghi, Karolina Nowicka, Adam Nowinski, Saad Nseir, Jose I Nunez, Nurnaningsih Nurnaningsih, Dwi Utomo Nusantara, Elsa Nyamankolly, Fionnuala O Brien, Annmarie O Callaghan, Annmarie O'Callaghan, Giovanna Occhipinti, Derbrenn OConnor, Max O'Donnell, Tawnya Ogston, Takayuki Ogura, Tak-Hyuk Oh, Sophie O'Halloran, Katie O'Hearn, Shinichiro Ohshimo, Agnieszka Oldakowska, João Oliveira, Larissa Oliveira, Jee Yan Ong, Wilna Oosthuyzen, Anne Opavsky, Peter Openshaw, Saijad Orakzai, Claudia Milena Orozco-Chamorro, Jamel Ortoleva, Javier Osatnik, Linda O'Shea, Miriam O'Sullivan, Siti Zubaidah Othman, Nadia Ouamara, Rachida Ouissa, Eric Oziol, Maïder Pagadoy, Justine Pages, Mario Palacios, Amanda Palacios, Massimo Palmarini, Giovanna Panarello, Hem Paneru, Lai Hui Pang, Mauro Panigada, Nathalie Pansu, Aurélie Papadopoulos, Rachael Parke, Melissa Parker, Briseida Parra, Taha Pasha, Jérémie Pasquier, Bruno Pastene, Fabian Patauner, Drashti Patel, Mohan Dass Pathmanathan, Luís Patrão, Patricia Patricio, Juliette Patrier, Lisa Patterson, Rajyabardhan Pattnaik, Mical Paul, Christelle Paul, Jorge Paulos, William A Paxton, Jean-François Payen, Kalaiarasu Peariasamy, Giles J Peek, Florent Peelman, Nathan Peiffer-Smadja, Vincent Peigne, Mare Pejkovska, Paolo Pelosi, Ithan D Peltan, Rui Pereira, Daniel Perez, Luis Periel, Thomas Perpoint, Antonio Pesenti, Vincent Pestre, Lenka Petrou, Ventzislava Petrov-Sanchez, Frank Olav Pettersen, Gilles Peytavin, Scott Pharand, Michael Piagnerelli, Walter Picard, Olivier Picone, Maria de Piero, Carola Pierobon, Djura Piersma, Carlos Pimentel, Raquel Pinto, Catarina Pires, Isabelle Pironneau, Lionel Piroth, Ayodhia Pitaloka, Riinu Pius, Laurent Plantier, Hon Shen Png, Julien Poissy, Ryadh Pokeerbux, Maria Pokorska-Spiewak, Sergio Poli, Georgios Pollakis, Diane Ponscarme, Jolanta Popielska, Diego Bastos Porto, Andra-Maris Post, Douwe F Postma, Pedro Povoa, Diana Póvoas, Jeff Powis, Sofia Prapa, Sébastien Preau, Christian Prebensen, Jean-Charles Preiser, Anton Prinssen, Gamage Dona Dilanthi Priyadarshani, Lucia Proença, Sravya Pudota, Oriane Puéchal, Bambang Pujo Semedi, Mathew Pulicken, Gregory Purcell, Luisa Quesada, Vilmaris Quinones-Cardona, Víctor Quirós González, Else Quist-Paulsen, Mohammed Quraishi, Maia Rabaa, Christian Rabaud, Ebenezer Rabindrarajan, Aldo Rafael, Marie Rafiq, Gabrielle Ragazzo, Mutia Rahardjani, Rozanah Abd Rahman, Ahmad Kashfi Haji Ab Rahman, Arsalan Rahutullah, Fernando Rainieri, Giri Shan Rajahram, Pratheema Ramachandran, Ahmad Afiq Ramli, Blandine Rammaert, Asim Rana, Rajavardhan Rangappa, Ritika Ranjan, Christophe Rapp, Aasiyah Rashan, Thalha Rashan, Ghulam Rasheed, Menaldi Rasmin, Indrek Rätsep, Cornelius Rau, Tharmini Ravi, Ali Raza, Andre Real, Stanislas Rebaudet, Sarah Redl, Brenda Reeve, Attaur Rehman, Liadain Reid, Dag Henrik Reikvam, Renato Reis, Jordi Rello, Jonathan Remppis, Martine Remy, Hongru Ren, Hanna Renk, Anne-Sophie Resseguier, Matthieu Revest, Oleksa Rewa, Luis Felipe Reyes, Tiago Reyes, Maria Ines Ribeiro, Antonia Ricchiuto, David Richardson, Denise Richardson, Laurent Richier, Siti Nurul Atikah Ahmad Ridzuan, Jordi Riera, Ana L Rios, Asgar Rishu, Patrick Rispal, Karine Risso, Maria Angelica Rivera Nuñez, Nicholas Rizer, Chiara Robba, André Roberto, Stephanie Roberts, David L Robertson, Olivier Robineau, Ferran Roche-Campo, Paola Rodari, Simão Rodeia, Bernhard Roessler, Pierre-Marie Roger, Emmanuel Roilides, Juliette Romaru, Roberto Roncon-Albuquerque, Mélanie Roriz, Manuel Rosa-Calatrava, Michael Rose, Dorothea Rosenberger, Nurul Hidayah Mohammad Roslan, Andrea Rossanese, Matteo Rossetti, Bénédicte Rossignol, Patrick Rossignol, Stella Rousset, Carine Roy, Benoît Roze, Desy Rusmawatiningtyas, Clark D Russell, Maria Ryan, Maeve Ryan, Steffi Ryckaert, Aleksander Rygh Holten, Isabela Saba, Sairah Sadaf, Musharaf Sadat, Valla Sahraei, Maximilien Saint-Gilles, Pranya Sakiyalak, Nawal Salahuddin, Leonardo Salazar, Jodat Saleem, Gabriele Sales, Stéphane Sallaberry, Charlotte Salmon Gandonniere, Hélène Salvator, Olivier Sanchez, Angel Sanchez-Miralles, Vanessa Sancho-Shimizu, Gyan Sandhu, Zulfiqar Sandhu, Pierre-François Sandrine, Marlene Santos, Shirley Sarfo-Mensah, Bruno Sarmento Banheiro, Iam Claire E Sarmiento, Benjamine Sarton, Ankana Satya, Sree Satyapriya, Rumaisah Satyawati, Egle Saviciute, Parthena Savvidou, Yen Tsen Saw, Justin Schaffer, Tjard Schermer, Arnaud Scherpereel, Marion Schneider, Stephan Schroll, Michael Schwameis, Gary Schwartz, Brendan Scicluna, Janet T Scott, James Scott-Brown, Nicholas Sedillot, Tamara Seitz, Jaganathan Selvanayagam, Mageswari Selvarajoo, Caroline Semaille, Rasidah Bt Senian, Eric Senneville, Claudia Sepulveda, Filipa Sequeira, Tânia Sequeira, Ary Serpa Neto, Pablo Serrano Balazote, Ellen Shadowitz, Syamin Asyraf Shahidan, Mohammad Shamsah, Anuraj Shankar, Shaikh Sharjeel, Catherine A Shaw, Victoria Shaw, Ashraf Sheharyar, Rohan Shetty, Rajesh Mohan Shetty, Haixia Shi, Nisreen Shiban, Mohiuddin Shiekh, Nobuaki Shime, Hiroaki Shimizu, Keiki Shimizu, Sally Shrapnel, Pramesh Sundar Shrestha, Shubha Kalyan Shrestha, Hoi Ping Shum, Nassima Si Mohammed, Ng Yong Siang, Jeanne Sibiude, Atif Siddiqui, Piret Sillaots, Catarina Silva, Rogério Silva, Maria Joao Silva, Wai Ching Sin, Dario Sinatti, Punam Singh, Budha Charan Singh, Pompini Agustina Sitompul, Karisha Sivam, Vegard Skogen, Sue Smith, Benjamin Smood, Coilin Smyth, Michelle Smyth, Morgane Snacken, Dominic So, Tze Vee Soh, Joshua Solomon, Tom Solomon, Agnès Sommet, Rima Song, Tae Song, Jack Song Chia, Michael Sonntagbauer, Azlan Mat Soom, Alberto Sotto, Edouard Soum, Marta Sousa, Ana Chora Sousa, Maria Sousa Uva, Vicente Souza-Dantas, Alexandra Sperry, Elisabetta Spinuzza, B P Sanka Ruwan Sri Darshana, Shiranee Sriskandan, Sarah Stabler, Thomas Staudinger, Stephanie-Susanne Stecher, Trude Steinsvik, Ymkje Stienstra, Birgitte Stiksrud, Eva Stolz, Amy Stone, Adrian Streinu-Cercel, David Stuart, Ami Stuart, Decy Subekti, Gabriel Suen, Jacky Y Suen, Asfia Sultana, Charlotte Summers, Dubravka Supic, Deepashankari Suppiah, Magdalena Surovcová, Suwarti Suwarti, Andrey Svistunov, Sarah Syahrin, Konstantinos Syrigos, Jaques Sztajnbok, Konstanty Szuldrzynski, Shirin Tabrizi, Lysa Tagherset, Shahdattul Mawarni Taib, Ewa Talarek, Sara Taleb, Jelmer Talsma, Renaud Tamisier, Maria Lawrensia Tampubolon, Kim Keat Tan, Yan Chyi Tan, Taku Tanaka, Hiroyuki Tanaka, Hayato Taniguchi, Huda Taqdees, Arshad Taqi, Coralie Tardivon, Pierre Tattevin, M Azhari Taufik, Hassan Tawfik, Richard S Tedder, Tze Yuan Tee, João Teixeira, Sofia Tejada, Marie-Capucine Tellier, Sze Kye Teoh, Vanessa Teotonio, François Téoulé, Pleun Terpstra, Olivier Terrier, Nicolas Terzi, Hubert Tessier-Grenier, Adrian Tey, Alif Adlan Mohd Thabit, Anand Thakur, Zhang Duan Tham, Suvintheran Thangavelu, Vincent Thibault, Simon-Djamel Thiberville, Benoît Thill, Jananee Thirumanickam, Shaun Thompson, Emma C Thomson, David Thomson, Surain Raaj Thanga Thurai, Ryan S Thwaites, Paul Tierney, Vadim Tieroshyn, Peter S Timashev, Jean-François Timsit, Noémie Tissot, Jordan Zhien Yang Toh, Maria Toki, Kristian Tonby, Sia Loong Tonnii, Margarida Torres, Antoni Torres, Rosario Maria Torres Santos-Olmo, Hernando Torres-Zevallos, Michael Towers, Tony Trapani, Théo Treoux, Cécile Tromeur, Ioannis Trontzas, Tiffany Trouillon, Jeanne Truong, Christelle Tual, Sarah Tubiana, Helen Tuite, Jean-Marie Turmel, Lance C W Turtle, Anders Tveita, Pawel Twardowski, Makoto Uchiyama, P G Ishara Udayanga, Andrew Udy, Roman Ullrich, Alberto Uribe, Asad Usman, Timothy M Uyeki, Cristinava Vajdovics, Piero Valentini, Luís Val-Flores, Amélie Valran, Stijn Van de Velde, Marcel van den Berge, Machteld Van der Feltz, Job van der Palen, Paul van der Valk, Nicky Van Der Vekens, Peter Van der Voort, Sylvie Van Der Werf, Laura van Gulik, Jarne Van Hattem, Carolien van Netten, Frank van Someren Greve, Ilonka van Veen, Hugo Van Willigen, Noémie Vanel, Henk Vanoverschelde, Pooja Varghese, Michael Varrone, Shoban Raj Vasudayan, Charline Vauchy, Shaminee Veeran, Aurélie Veislinger, Sebastian Vencken, Sara Ventura, Annelies Verbon, James Vickers, José Ernesto Vidal, César Vieira, Deepak Vijayan, Joy Ann Villanueva, Judit Villar, Pierre-Marc Villeneuve, Andrea Villoldo, Gayatri Vishwanathan, Benoit Visseaux, Hannah Visser, Chiara Vitiello, Harald Vonkeman, Fanny Vuotto, Suhaila Abdul Wahab, Noor Hidayu Wahab, Nadirah Abdul Wahid, Marina Wainstein, Wan Fadzlina Wan Muhd Shukeri, Chih-Hsien Wang, Steve Webb, Katharina Weil, Tan Pei Wen, Sanne Wesselius, T Eoin West, Murray Wham, Bryan Whelan, Nicole White, Paul Henri Wicky, Aurélie Wiedemann, Surya Otto Wijaya, Keith Wille, Suzette Willems, Virginie Williams, Calvin Wong, Yew Sing Wong, Teck Fung Wong, Natalie Wright, Gan Ee Xian, Lim Saio Xian, Kuan Pei Xuan, Ioannis Xynogalas, Siti Rohani Binti Mohd Yakop, Masaki Yamazaki, Yazdan Yazdanpanah, Nicholas Yee Liang Hing, Cécile Yelnik, Chian Hui Yeoh, Stephanie Yerkovich, Toshiki Yokoyama, Hodane Yonis, Obada Yousif, Saptadi Yuliarto, Akram Zaaqoq, Marion Zabbe, Kai Zacharowski, Masliza Zahid, Maram Zahran, Nor Zaila Binti Zaidan, Maria Zambon, Miguel Zambrano, Alberto Zanella, Konrad Zawadka, Nurul Zaynah, Hiba Zayyad, Alexander Zoufaly, David Zucman, Kartsonaki, Christiana, Baillie, J Kenneth, Barrio, Noelia García, Baruch, Joaquín, Beane, Abigail, Blumberg, Lucille, Bozza, Fernando, Broadley, Tessa, Burrell, Aidan, Carson, Gail, Citarella, Barbara Wanjiru, Dagens, Andrew, Dankwa, Emmanuelle A, Donnelly, Christl A, Dunning, Jake, Elotmani, Loubna, Escher, Martina, Farshait, Nataly, Goffard, Jean-Christophe, Gonçalves, Bronner P, Hall, Matthew, Hashmi, Madiha, Sim Lim Heng, Benedict, Ho, Antonia, Jassat, Waasila, Pedrera Jiménez, Miguel, Laouenan, Cedric, Lissauer, Samantha, Martin-Loeches, Ignacio, Mentré, France, Merson, Laura, Morton, Ben, Munblit, Daniel, Nekliudov, Nikita A, Nichol, Alistair D, Singh Oinam, Budha Charan, Ong, David, Panda, Prasan Kumar, Petrovic, Michele, Pritchard, Mark G, Ramakrishnan, Nagarajan, Ramos, Grazielle Viana, Roger, Claire, Sandulescu, Oana, Semple, Malcolm G, Sharma, Pratima, Sigfrid, Louise, Somers, Emily C, Streinu-Cercel, Anca, Taccone, Fabio, Vecham, Pavan Kumar, Kumar Tirupakuzhi Vijayaraghavan, Bharath, Wei, Jia, Wils, Evert-Jan, Ci Wong, Xin, Horby, Peter, Rojek, Amanda, Olliaro, Piero L, ISARIC Clinical Characterisation Group: Ali Abbas, Sheryl Ann Abdukahil, Nurul Najmee Abdulkadir, Ryuzo Abe, Laurent Abel, Lara Absil, Subhash Acharya, Andrew Acker, Elisabeth Adam, Diana Adrião, Saleh Al Ageel, Shakeel Ahmed, Kate Ainscough, Eka Airlangga, Tharwat Aisa, Ali Ait Hssain, Younes Ait Tamlihat, Takako Akimoto, Ernita Akmal, Eman Al Qasim, Razi Alalqam, Angela Alberti, Tala Al-Dabbous, Senthilkumar Alegesan, Cynthia Alegre, Marta Alessi, Beatrice Alex, Kévin Alexandre, Abdulrahman Al-Fares, Huda Alfoudri, Imran Ali, Adam Ali, Naseem Ali Shah, Kazali Enagnon Alidjnou, Jeffrey Aliudin, Qabas Alkhafajee, Clotilde Allavena, Nathalie Allou, Aneela Altaf, João Alves, Rita Alves, João Melo Alves, Maria Amaral, Nur Amira, Phoebe Ampaw, Roberto Andini, Claire Andréjak, Andrea Angheben, François Angoulvant, Séverine Ansart, Sivanesen Anthonidass, Massimo Antonelli, Carlos Alexandre Antunes de Brito, Ardiyan Apriyana, Yaseen Arabi, Irene Aragao, Francisco Arancibia, Carolline Araujo, Antonio Arcadipane, Patrick Archambault, Lukas Arenz, Jean-Benoît Arlet, Christel Arnold-Day, Lovkesh Arora, Rakesh Arora, Elise Artaud-Macari, Diptesh Aryal, Angel Asensio, Muhammad Ashraf, Namra Asif, Mohammad Asim, Jean Baptiste Assie, Amirul Asyraf, Anika Atique, A M Udara Lakshan Attanyake, Johann Auchabie, Hugues Aumaitre, Adrien Auvet, Laurène Azemar, Cecile Azoulay, Benjamin Bach, Delphine Bachelet, Claudine Badr, Nadia Baig, J Kevin Baird, Erica Bak, Agamemnon Bakakos, Nazreen Abu Bakar, Andriy Bal, Mohanaprasanth Balakrishnan, Valeria Balan, Firouzé Bani-Sadr, Renata Barbalho, Nicholas Yuri Barbosa, Wendy S Barclay, Saef Umar Barnett, Michaela Barnikel, Helena Barrasa, Audrey Barrelet, Cleide Barrigoto, Marie Bartoli, Mustehan Bashir, Romain Basmaci, Muhammad Fadhli Hassin Basri, Denise Battaglini, Jules Bauer, Diego Fernando Bautista Rincon, Denisse Bazan Dow, Alexandra Bedossa, Ker Hong Bee, Husna Begum, Sylvie Behilill, Albertus Beishuizen, Aleksandr Beljantsev, David Bellemare, Anna Beltrame, Beatriz Amorim Beltrão, Marine Beluze, Nicolas Benech, Lionel Eric Benjiman, Dehbia Benkerrou, Suzanne Bennett, Luís Bento, Jan-Erik Berdal, Delphine Bergeaud, Hazel Bergin, José Luis Bernal Sobrino, Giulia Bertoli, Lorenzo Bertolino, Simon Bessis, Sybille Bevilcaqua, Karine Bezulier, Amar Bhatt, Krishna Bhavsar, Claudia Bianco, Farah Nadiah Bidin, Moirangthem Bikram Singh, Felwa Bin Humaid, Mohd Nazlin Bin Kamarudin, François Bissuel, Patrick Biston, Laurent Bitker, 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Emmanuel Roilides, Juliette Romaru, Roberto Roncon-Albuquerque, Mélanie Roriz, Manuel Rosa-Calatrava, Michael Rose, Dorothea Rosenberger, Nurul Hidayah Mohammad Roslan, Andrea Rossanese, Matteo Rossetti, Bénédicte Rossignol, Patrick Rossignol, Stella Rousset, Carine Roy, Benoît Roze, Desy Rusmawatiningtyas, Clark D Russell, Maria Ryan, Maeve Ryan, Steffi Ryckaert, Aleksander Rygh Holten, Isabela Saba, Sairah Sadaf, Musharaf Sadat, Valla Sahraei, Maximilien Saint-Gilles, Pranya Sakiyalak, Nawal Salahuddin, Leonardo Salazar, Jodat Saleem, Gabriele Sales, Stéphane Sallaberry, Charlotte Salmon Gandonniere, Hélène Salvator, Olivier Sanchez, Angel Sanchez-Miralles, Vanessa Sancho-Shimizu, Gyan Sandhu, Zulfiqar Sandhu, Pierre-François Sandrine, Marlene Santos, Shirley Sarfo-Mensah, Bruno Sarmento Banheiro, Iam Claire E Sarmiento, Benjamine Sarton, Ankana Satya, Sree Satyapriya, Rumaisah Satyawati, Egle Saviciute, Parthena Savvidou, Yen Tsen Saw, Justin Schaffer, Tjard Schermer, Arnaud Scherpereel, Marion Schneider, Stephan Schroll, Michael Schwameis, Gary Schwartz, Brendan Scicluna, Janet T Scott, James Scott-Brown, Nicholas Sedillot, Tamara Seitz, Jaganathan Selvanayagam, Mageswari Selvarajoo, Caroline Semaille, Rasidah Bt Senian, Eric Senneville, Claudia Sepulveda, Filipa Sequeira, Tânia Sequeira, Ary Serpa Neto, Pablo Serrano Balazote, Ellen Shadowitz, Syamin Asyraf Shahidan, Mohammad Shamsah, Anuraj Shankar, Shaikh Sharjeel, Catherine A Shaw, Victoria Shaw, Ashraf Sheharyar, Rohan Shetty, Rajesh Mohan Shetty, Haixia Shi, Nisreen Shiban, Mohiuddin Shiekh, Nobuaki Shime, Hiroaki Shimizu, Keiki Shimizu, Sally Shrapnel, Pramesh Sundar Shrestha, Shubha Kalyan Shrestha, Hoi Ping Shum, Nassima Si Mohammed, Ng Yong Siang, Jeanne Sibiude, Atif Siddiqui, Piret Sillaots, Catarina Silva, Rogério Silva, Maria Joao Silva, Wai Ching Sin, Dario Sinatti, Punam Singh, Budha Charan Singh, Pompini Agustina Sitompul, Karisha Sivam, Vegard Skogen, Sue Smith, Benjamin Smood, Coilin Smyth, Michelle Smyth, Michelle Smyth, Morgane Snacken, Dominic So, Tze Vee Soh, Joshua Solomon, Tom Solomon, Agnès Sommet, Rima Song, Tae Song, Jack Song Chia, Michael Sonntagbauer, Azlan Mat Soom, Alberto Sotto, Edouard Soum, Marta Sousa, Ana Chora Sousa, Maria Sousa Uva, Vicente Souza-Dantas, Alexandra Sperry, Elisabetta Spinuzza, B P Sanka Ruwan Sri Darshana, Shiranee Sriskandan, Sarah Stabler, Thomas Staudinger, Stephanie-Susanne Stecher, Trude Steinsvik, Ymkje Stienstra, Birgitte Stiksrud, Eva Stolz, Amy Stone, Adrian Streinu-Cercel, David Stuart, Ami Stuart, Decy Subekti, Gabriel Suen, Jacky Y Suen, Asfia Sultana, Charlotte Summers, Dubravka Supic, Deepashankari Suppiah, Magdalena Surovcová, Suwarti Suwarti, Andrey Svistunov, Sarah Syahrin, Konstantinos Syrigos, Jaques Sztajnbok, Konstanty Szuldrzynski, Shirin Tabrizi, Lysa Tagherset, Shahdattul Mawarni Taib, Ewa Talarek, Sara Taleb, Jelmer Talsma, Renaud Tamisier, Maria Lawrensia Tampubolon, Kim Keat Tan, Yan Chyi Tan, Taku Tanaka, Hiroyuki Tanaka, Hayato Taniguchi, Huda Taqdees, Arshad Taqi, Coralie Tardivon, Pierre Tattevin, M Azhari Taufik, Hassan Tawfik, Richard S Tedder, Tze Yuan Tee, João Teixeira, Sofia Tejada, Marie-Capucine Tellier, Sze Kye Teoh, Vanessa Teotonio, François Téoulé, Pleun Terpstra, Olivier Terrier, Nicolas Terzi, Hubert Tessier-Grenier, Adrian Tey, Alif Adlan Mohd Thabit, Anand Thakur, Zhang Duan Tham, Suvintheran Thangavelu, Vincent Thibault, Simon-Djamel Thiberville, Benoît Thill, Jananee Thirumanickam, Shaun Thompson, Emma C Thomson, David Thomson, Surain Raaj Thanga Thurai, Ryan S Thwaites, Paul Tierney, Vadim Tieroshyn, Peter S Timashev, Jean-François Timsit, Noémie Tissot, Jordan Zhien Yang Toh, Maria Toki, Kristian Tonby, Sia Loong Tonnii, Margarida Torres, Antoni Torres, Rosario Maria Torres Santos-Olmo, Hernando Torres-Zevallos, Michael Towers, Tony Trapani, Théo Treoux, Cécile Tromeur, Ioannis Trontzas, Tiffany Trouillon, Jeanne Truong, Christelle Tual, Sarah Tubiana, Helen Tuite, Jean-Marie Turmel, Lance C W Turtle, Anders Tveita, Pawel Twardowski, Makoto Uchiyama, P G Ishara Udayanga, Andrew Udy, Roman Ullrich, Alberto Uribe, Asad Usman, Timothy M Uyeki, Cristinava Vajdovics, Piero Valentini, Luís Val-Flores, Amélie Valran, Stijn Van de Velde, Marcel van den Berge, Machteld Van der Feltz, Job van der Palen, Paul van der Valk, Nicky Van Der Vekens, Peter Van der Voort, Sylvie Van Der Werf, Laura van Gulik, Jarne Van Hattem, Carolien van Netten, Frank van Someren Greve, Ilonka van Veen, Hugo Van Willigen, Noémie Vanel, Henk Vanoverschelde, Pooja Varghese, Michael Varrone, Shoban Raj Vasudayan, Charline Vauchy, Shaminee Veeran, Aurélie Veislinger, Sebastian Vencken, Sara Ventura, Annelies Verbon, James Vickers, José Ernesto Vidal, César Vieira, Deepak Vijayan, Joy Ann Villanueva, Judit Villar, Pierre-Marc Villeneuve, Andrea Villoldo, Gayatri Vishwanathan, Benoit Visseaux, Hannah Visser, Chiara Vitiello, Harald Vonkeman, Fanny Vuotto, Suhaila Abdul Wahab, Noor Hidayu Wahab, Nadirah Abdul Wahid, Marina Wainstein, Wan Fadzlina Wan Muhd Shukeri, Chih-Hsien Wang, Steve Webb, Katharina Weil, Tan Pei Wen, Sanne Wesselius, T Eoin West, Murray Wham, Bryan Whelan, Nicole White, Paul Henri Wicky, Aurélie Wiedemann, Surya Otto Wijaya, Keith Wille, Suzette Willems, Virginie Williams, Calvin Wong, Yew Sing Wong, Teck Fung Wong, Natalie Wright, Gan Ee Xian, Lim Saio Xian, Kuan Pei Xuan, Ioannis Xynogalas, Siti Rohani Binti Mohd Yakop, Masaki Yamazaki, Yazdan Yazdanpanah, Nicholas Yee Liang Hing, Cécile Yelnik, Chian Hui Yeoh, Stephanie Yerkovich, Toshiki Yokoyama, Hodane Yonis, Obada Yousif, Saptadi Yuliarto, Akram Zaaqoq, Marion Zabbe, Kai Zacharowski, Masliza Zahid, Maram Zahran, Nor Zaila Binti Zaidan, Maria Zambon, Miguel Zambrano, Alberto Zanella, Konrad Zawadka, Nurul Zaynah, Hiba Zayyad, Alexander Zoufaly, David Zucman, University of Oxford, Infection, Anti-microbiens, Modélisation, Evolution (IAME (UMR_S_1137 / U1137)), Institut National de la Santé et de la Recherche Médicale (INSERM)-Université Paris Cité (UPCité)-Université Sorbonne Paris Nord, CHU Pontchaillou [Rennes], ARN régulateurs bactériens et médecine (BRM), Université de Rennes (UR)-Institut National de la Santé et de la Recherche Médicale (INSERM)-Structure Fédérative de Recherche en Biologie et Santé de Rennes ( Biosit : Biologie - Santé - Innovation Technologique ), This work was made possible by the UK Foreign, Commonwealth and Development Office, Wellcome (215091/Z/18/Z, 205228/Z/16/Z, 220757/Z/20/Z), Bill & Melinda Gates Foundation (OPP1209135), UK Medical Research Council Clinical Research Training Fellowship (MR/V001671/1), the philanthropic support of the donors to the University of Oxford’s COVID-19 Research Response Fund, CIHR Coronavirus Rapid Research Funding Opportunity (OV2170359) and the co-ordination in Canada by Sunnybrook Research Institute, endorsement of the Irish Critical Care—Clinical Trials Group, co-ordination in Ireland by the Irish Critical Care—Clinical Trials Network at University College Dublin and funding by the Health Research Board of Ireland (CTN-2014–12), the Rapid European COVID-19 Emergency Response research (RECOVER) (H2020 project 101003589) and European Clinical Research Alliance on Infectious Diseases (ECRAID) (965313), the COVID clinical management team, AIIMS, Rishikesh, India, the COVID-19 Clinical Management team, Manipal Hospital Whitefield, Bengaluru, India, Cambridge NIHR Biomedical Research Centre, the dedication and hard work of the Groote Schuur Hospital Covid ICU Team, support by the Groote Schuur nursing and University of Cape Town registrar bodies co-ordinated by the Division of Critical Care at the University of Cape Town, the Liverpool School of Tropical Medicine and the University of Oxford, the dedication and hard work of the Norwegian SARS-CoV-2 study team, the Research Council of Norway (grant no. 312780) and a philanthropic donation from Vivaldi Invest A/S owned by Jon Stephenson von Tetzchner, Imperial NIHR Biomedical Research Centre, the Comprehensive Local Research Networks of which PJMO is an NIHR Senior Investigator (NIHR201385), Innovative Medicines Initiative Joint Undertaking under Grant Agreement No. 115523 COMBACTE, resources of which are composed of financial contribution from the European Union’s Seventh Framework Programme (FP7/2007– 2013) and EFPIA companies, in-kind contribution, the French COVID cohort (NCT04262921) is sponsored by INSERM and is funded by the REACTing (REsearch & ACtion emergING infectious diseases) consortium and by a grant of the French Ministry of Health (PHRC n 20–0424), Stiftungsfonds zur Förderung der Bekämpfung der Tuberkulose und anderer Lungenkrankheiten of the City of Vienna (project no. APCOV22BGM), Italian Ministry of Health ‘Fondi Ricerca corrente–L1P6’ to IRCCS Ospedale Sacro Cuore–Don Calabria, Australian Department of Health grant (3273191), Gender Equity Strategic Fund at University of Queensland, Artificial Intelligence for Pandemics (A14PAN) at University of Queensland, the Australian Research Council Centre of Excellence for Engineered Quantum Systems (EQUS, CE170100009), the Prince Charles Hospital Foundation, Australia, grants from Instituto de Salud Carlos III, Ministerio de Ciencia, Spain, Brazil, National Council for Scientific and Technological Development (scholarship no. 303953/2018–7), the Firland Foundation, Shoreline, Washington, USA, a grant from foundation Bevordering Onderzoek Franciscus, the South Eastern Norway Health Authority and the Research Council of Norway, and preparedness work conducted by the Short PeRiod IncideNce sTudy of Severe Acute Respiratory Infection. Data and Material provision was supported by grants from the National Institute for Health Research (NIHR, award CO-CIN-01), the Medical Research Council (MRC, and grant MC_PC_19059) and by the NIHR Health Protection Research Unit (HPRU) in Emerging and Zoonotic Infections at University of Liverpool in partnership with PHE (award no. 200907), NIHR HPRU in Respiratory Infections at Imperial College London with PHE (award no. 200927), Liverpool Experimental Cancer Medicine Centre (grant no. C18616/A25153), NIHR Biomedical Research Centre at Imperial College London (award no. IS-BRC-1215–20013) and NIHR Clinical Research Network providing infrastructure support.
Subjects: Male, Epidemiology, MESH: Hospitalization, MESH: Proportional Hazards Models, MESH: Risk Factors, Risk Factors, MESH: Child, cohort study, MESH: COVID-19, Humans, MESH: SARS-CoV-2, Child, Proportional Hazards Models, MESH: Humans, MESH: Middle Aged, SARS-CoV-2, COVID-19, risk of death, General Medicine, Middle Aged, co-morbidities, symptoms, treatments, MESH: Male, Hospitalization, Intensive Care Units, MESH: Intensive Care Units, [SDV.SPEE]Life Sciences [q-bio]/Santé publique et épidémiologie, COVID-19/therapy
Abstract: Background We describe demographic features, treatments and clinical outcomes in the International Severe Acute Respiratory and emerging Infection Consortium (ISARIC) COVID-19 cohort, one of the world's largest international, standardized data sets concerning hospitalized patients. Methods The data set analysed includes COVID-19 patients hospitalized between January 2020 and January 2022 in 52 countries. We investigated how symptoms on admission, co-morbidities, risk factors and treatments varied by age, sex and other characteristics. We used Cox regression models to investigate associations between demographics, symptoms, co-morbidities and other factors with risk of death, admission to an intensive care unit (ICU) and invasive mechanical ventilation (IMV). Results Data were available for 689 572 patients with laboratory-confirmed (91.1%) or clinically diagnosed (8.9%) SARS-CoV-2 infection from 52 countries. Age [adjusted hazard ratio per 10 years 1.49 (95% CI 1.48, 1.49)] and male sex [1.23 (1.21, 1.24)] were associated with a higher risk of death. Rates of admission to an ICU and use of IMV increased with age up to age 60 years then dropped. Symptoms, co-morbidities and treatments varied by age and had varied associations with clinical outcomes. The case-fatality ratio varied by country partly due to differences in the clinical characteristics of recruited patients and was on average 21.5%. Conclusions Age was the strongest determinant of risk of death, with a ∼30-fold difference between the oldest and youngest groups; each of the co-morbidities included was associated with up to an almost 2-fold increase in risk. Smoking and obesity were also associated with a higher risk of death. The size of our international database and the standardized data collection method make this study a comprehensive international description of COVID-19 clinical features. Our findings may inform strategies that involve prioritization of patients hospitalized with COVID-19 who have a higher risk of death.
Published: 2023

9. A multi-country analysis of COVID-19 hospitalizations by vaccination status

Author: Global Health, Infection & Immunity, ISARIC Clinical Characterisation Group, Global Health, Infection & Immunity, and ISARIC Clinical Characterisation Group
Published: 2023

10. Validation of extracorporeal membrane oxygenation mortality prediction and severity of illness scores in an international COVID-19 cohort

Author: Child Health, Infection & Immunity, Epi Infectieziekten Team 1, ISARIC Clinical Characterisation Group, Child Health, Infection & Immunity, Epi Infectieziekten Team 1, and ISARIC Clinical Characterisation Group
Published: 2023

11. Characteristics and outcomes of an international cohort of 600 000 hospitalized patients with COVID-19

Author: Onderzoek, Child Health, Infection & Immunity, Epi Infectieziekten Team 1, Poli Van Creveldkliniek Medisch, DIGD-Medisch 1, ISARIC Clinical Characterisation Group, Onderzoek, Child Health, Infection & Immunity, Epi Infectieziekten Team 1, Poli Van Creveldkliniek Medisch, DIGD-Medisch 1, and ISARIC Clinical Characterisation Group
Published: 2023

12. Neurological manifestations of COVID-19 in adults and children

Author: Universidad de Sevilla. Departamento de Medicina, Cho, Sung-Min, White, Nicole, Premraj, Lavienraj, Battaglini, Denise, Fanning, Jonathon, Suen, Jacky, ISARIC Clinical Characterisation Group, Cisneros, José Miguel, Universidad de Sevilla. Departamento de Medicina, Cho, Sung-Min, White, Nicole, Premraj, Lavienraj, Battaglini, Denise, Fanning, Jonathon, Suen, Jacky, ISARIC Clinical Characterisation Group, and Cisneros, José Miguel
Abstract: Different neurological manifestations of coronavirus disease 2019 (COVID-19) in adults and children and their impact have not been well characterized. We aimed to determine the prevalence of neurological manifestations and in-hospital complications among hospitalized COVID-19 patients and ascertain differences between adults and children. We conducted a prospective multicentre observational study using the International Severe Acute Respiratory and emerging Infection Consortium (ISARIC) cohort across 1507 sites worldwide from 30 January 2020 to 25 May 2021. Analyses of neurological manifestations and neurological complications considered unadjusted prevalence estimates for predefined patient subgroups, and adjusted estimates as a function of patient age and time of hospitalization using generalized linear models. Overall, 161 239 patients (158 267 adults; 2972 children) hospitalized with COVID-19 and assessed for neurological manifestations and complications were included. In adults and children, the most frequent neurological manifestations at admission were fatigue (adults: 37.4%; children: 20.4%), altered consciousness (20.9%; 6.8%), myalgia (16.9%; 7.6%), dysgeusia (7.4%; 1.9%), anosmia (6.0%; 2.2%) and seizure (1.1%; 5.2%). In adults, the most frequent in-hospital neurological complications were stroke (1.5%), seizure (1%) and CNS infection (0.2%). Each occurred more frequently in intensive care unit (ICU) than in non-ICU patients. In children, seizure was the only neurological complication to occur more frequently in ICU versus non-ICU (7.1% versus 2.3%, P<0.001). Stroke prevalence increased with increasing age, while CNS infection and seizure steadily decreased with age. There was a dramatic decrease in stroke over time during the pandemic. Hypertension, chronic neurological disease and the use of extracorporeal membrane oxygenation were associated with increased risk of stroke. Altered consciousness was associated with CNS infection, seizure and stroke. All
Published: 2023

13. Validation of extracorporeal membrane oxygenation mortality prediction and severity of illness scores in an international COVID-19 cohort

Author: Shah, N, Xue, B, Xu, Z, Yang, H, Marwali, E, Dalton, H, Payne, Ppr, Lu, C, Said, As, Loforte, Antonino, and ISARIC Clinical Characterisation, Group.
Published: 2023

14. Validation of extracorporeal membrane oxygenation mortality prediction and severity of illness scores in an international COVID-19 cohort

Author: Neel, Shah, Bing, Xue, Ziqi, Xu, Hanqing, Yang, Eva, Marwali, Heidi, Dalton, Payne, Philip P. R., Chenyang, Lu, Said, Ahmed S., Loforte, Antonino, Brazzi, Luca, and ISARIC Clinical Characterisation Group
Published: 2023

15. Neurological manifestations of COVID-19 in adults and children

Author: Cho, Sm, White, N, Premraj, L, Battaglini, D, Fanning, J, Suen, J, Li Bassi, G, Fraser, J, Robba, C, Griffee, M, Singh, B, Citarella, Bw, Merson, L, Solomon, T, Thomson, D, Loforte, A, ISARIC Clinical Characterisation Group, Brazzi, Luca, and Group, ISARIC Clinical Characterisation
Subjects: encephalitis, seizure, COVID-19, meningitis, Neurology (clinical), neurological complication, stroke
Abstract: Different neurological manifestations of coronavirus disease 2019 (COVID-19) in adults and children and their impact have not been well characterized. We aimed to determine the prevalence of neurological manifestations and in-hospital complications among hospitalized COVID-19 patients and ascertain differences between adults and children. We conducted a prospective multicentre observational study using the International Severe Acute Respiratory and emerging Infection Consortium (ISARIC) cohort across 1507 sites worldwide from 30 January 2020 to 25 May 2021. Analyses of neurological manifestations and neurological complications considered unadjusted prevalence estimates for predefined patient subgroups, and adjusted estimates as a function of patient age and time of hospitalization using generalized linear models. Overall, 161 239 patients (158 267 adults; 2972 children) hospitalized with COVID-19 and assessed for neurological manifestations and complications were included. In adults and children, the most frequent neurological manifestations at admission were fatigue (adults: 37.4%; children: 20.4%), altered consciousness (20.9%; 6.8%), myalgia (16.9%; 7.6%), dysgeusia (7.4%; 1.9%), anosmia (6.0%; 2.2%) and seizure (1.1%; 5.2%). In adults, the most frequent in-hospital neurological complications were stroke (1.5%), seizure (1%) and CNS infection (0.2%). Each occurred more frequently in intensive care unit (ICU) than in non-ICU patients. In children, seizure was the only neurological complication to occur more frequently in ICU versus non-ICU (7.1% versus 2.3%, P < 0.001). Stroke prevalence increased with increasing age, while CNS infection and seizure steadily decreased with age. There was a dramatic decrease in stroke over time during the pandemic. Hypertension, chronic neurological disease and the use of extracorporeal membrane oxygenation were associated with increased risk of stroke. Altered consciousness was associated with CNS infection, seizure and stroke. All in-hospital neurological complications were associated with increased odds of death. The likelihood of death rose with increasing age, especially after 25 years of age. In conclusion, adults and children have different neurological manifestations and in-hospital complications associated with COVID-19. Stroke risk increased with increasing age, while CNS infection and seizure risk decreased with age.
Published: 2022

16. Author response for 'Symptom‐based case definitions for COVID‐19: Time and geographical variations for detection at hospital admission among 260,000 patients'

Author: null Joaquin Baruch, null Amanda Rojek, null Christiana Kartsonaki, null Bharath K. T. Vijayaraghavan, null Bronner P. Gonçalves, null Mark G. Pritchard, null Laura Merson, null Jake Dunning, null Matthew Hall, null Louise Sigfrid, null Barbara W. Citarella, null Srinivas Murthy, null Trokon O. Yeabah, null Piero Olliaro, null Ali Abbas, null Sheryl Ann Abdukahil, null Nurul Najmee Abdulkadir, null Ryuzo Abe, null Laurent Abel, null Lara Absil, null Subhash Acharya, null Andrew Acker, null Elisabeth Adam, null Diana Adrião, null Saleh Al Ageel, null Shakeel Ahmed, null Kate Ainscough, null Eka Airlangga, null Tharwat Aisa, null Ali Ait Hssain, null Younes Ait Tamlihat, null Takako Akimoto, null Ernita Akmal, null Eman Al Qasim, null Razi Alalqam, null Angela Alberti, null Tala Al‐dabbous, null Senthilkumar Alegesan, null Cynthia Alegre, null Marta Alessi, null Beatrice Alex, null Kévin Alexandre, null Abdulrahman Al‐Fares, null Huda Alfoudri, null Imran Ali, null Adam Ali, null Naseem Ali Shah, null Kazali Enagnon Alidjnou, null Jeffrey Aliudin, null Qabas Alkhafajee, null Clotilde Allavena, null Nathalie Allou, null Aneela Altaf, null João Alves, null Rita Alves, null João Melo Alves, null Maria Amaral, null Nur Amira, null Phoebe Ampaw, null Roberto Andini, null Claire Andréjak, null Andrea Angheben, null François Angoulvant, null Séverine Ansart, null Sivanesen Anthonidass, null Massimo Antonelli, null Carlos Alexandre Antunes de Brito, null Ardiyan Apriyana, null Yaseen Arabi, null Irene Aragao, null Carolline Araujo, null Antonio Arcadipane, null Patrick Archambault, null Lukas Arenz, null Jean‐Benoît Arlet, null Lovkesh Arora, null Rakesh Arora, null Elise Artaud‐Macari, null Diptesh Aryal, null Angel Asensio, null Muhammad Ashraf, null Namra Asif, null Mohammad Asim, null Jean Baptiste Assie, null Amirul Asyraf, null Anika Atique, null A. M. Udara Lakshan Attanyake, null Johann Auchabie, null Hugues Aumaitre, null Adrien Auvet, null Eyvind W. Axelsen, null Laurène Azemar, null Cecile Azoulay, null Benjamin Bach, null Delphine Bachelet, null Claudine Badr, null Roar Bævre‐Jensen, null Nadia Baig, null J. Kenneth Baillie, null J. Kevin Baird, null Erica Bak, null Agamemnon Bakakos, null Nazreen Abu Bakar, null Andriy Bal, null Mohanaprasanth Balakrishnan, null Valeria Balan, null Firouzé Bani‐Sadr, null Renata Barbalho, null Nicholas Yuri Barbosa, null Wendy S. Barclay, null Saef Umar Barnett, null Michaela Barnikel, null Helena Barrasa, null Audrey Barrelet, null Cleide Barrigoto, null Marie Bartoli, null Joaquín Baruch, null Mustehan Bashir, null Romain Basmaci, null Muhammad Fadhli Hassin Basri, null Denise Battaglini, null Jules Bauer, null Diego Fernando Bautista Rincon, null Denisse Bazan Dow, null Abigail Beane, null Alexandra Bedossa, null Ker Hong Bee, null Husna Begum, null Sylvie Behilill, null Albertus Beishuizen, null Aleksandr Beljantsev, null David Bellemare, null Anna Beltrame, null Beatriz Amorim Beltrão, null Marine Beluze, null Nicolas Benech, null Lionel Eric Benjiman, null Dehbia Benkerrou, null Suzanne Bennett, null Luís Bento, null Jan‐Erik Berdal, null Delphine Bergeaud, null Hazel Bergin, null José Luis Bernal Sobrino, null Giulia Bertoli, null Lorenzo Bertolino, null Simon Bessis, null Sybille Bevilcaqua, null Karine Bezulier, null Amar Bhatt, null Krishna Bhavsar, null Claudia Bianco, null Farah Nadiah Bidin, null Moirangthem Bikram Singh, null Felwa Bin Humaid, null Mohd Nazlin Bin Kamarudin, null François Bissuel, null Laurent Bitker, null Jonathan Bitton, null Pablo Blanco‐Schweizer, null Catherine Blier, null Frank Bloos, null Mathieu Blot, null Filomena Boccia, null Laetitia Bodenes, null Alice Bogaarts, null Debby Bogaert, null Anne‐Hélène Boivin, null Pierre‐Adrien Bolze, null François Bompart, null Aurelius Bonfasius, null Diogo Borges, null Raphaël Borie, null Hans Martin Bosse, null Elisabeth Botelho‐Nevers, null Lila Bouadma, null Olivier Bouchaud, null Sabelline Bouchez, null Dounia Bouhmani, null Damien Bouhour, null Kévin Bouiller, null Laurence Bouillet, null Camile Bouisse, null Anne‐Sophie Boureau, null John Bourke, null Maude Bouscambert, null Aurore Bousquet, null Jason Bouziotis, null Bianca Boxma, null Marielle Boyer‐Besseyre, null Maria Boylan, null Fernando Augusto Bozza, null Axelle Braconnier, null Cynthia Braga, null Timo Brandenburger, null Filipa Brás Monteiro, null Luca Brazzi, null Patrick Breen, null Dorothy Breen, null Kathy Brickell, null Shaunagh Browne, null Alex Browne, null Nicolas Brozzi, null Sonja Hjellegjerde Brunvoll, null Marjolein Brusse‐Keizer, null Nina Buchtele, null Christian Buesaquillo, null Polina Bugaeva, null Marielle Buisson, null Danilo Buonsenso, null Erlina Burhan, null Aidan Burrell, null Ingrid G. Bustos, null Denis Butnaru, null André Cabie, null Susana Cabral, null Eder Caceres, null Cyril Cadoz, null Kate Calligy, null Jose Andres Calvache, null João Camões, null Valentine Campana, null Paul Campbell, null Josie Campisi, null Cecilia Canepa, null Mireia Cantero, null Pauline Caraux‐Paz, null Sheila Cárcel, null Chiara Simona Cardellino, null Sofia Cardoso, null Filipe Cardoso, null Filipa Cardoso, null Nelson Cardoso, null Simone Carelli, null Nicolas Carlier, null Thierry Carmoi, null Gayle Carney, null Inês Carqueja, null Marie‐Christine Carret, null François Martin Carrier, null Ida Carroll, null Gail Carson, null Maire‐Laure Casanova, null Mariana Cascão, null Siobhan Casey, null José Casimiro, null Bailey Cassandra, null Silvia Castañeda, null Nidyanara Castanheira, null Guylaine Castor‐Alexandre, null Henry Castrillón, null Ivo Castro, null Ana Catarino, null François‐Xavier Catherine, null Paolo Cattaneo, null Roberta Cavalin, null Giulio Giovanni Cavalli, null Alexandros Cavayas, null Adrian Ceccato, null Minerva Cervantes‐Gonzalez, null Anissa Chair, null Catherine Chakveatze, null Adrienne Chan, null Meera Chand, null Christelle Chantalat Auger, null Jean‐Marc Chapplain, null Julie Chas, null Allegra Chatterjee, null Mobin Chaudry, null Jonathan Samuel Chávez Iñiguez, null Anjellica Chen, null Yih‐Sharng Chen, null Matthew Pellan Cheng, null Antoine Cheret, null Thibault Chiarabini, null Julian Chica, null Suresh Kumar Chidambaram, null Leong Chin Tho, null Catherine Chirouze, null Davide Chiumello, null Sung‐Min Cho, null Bernard Cholley, null Marie‐Charlotte Chopin, null Ting Soo Chow, null Yock Ping Chow, null Jonathan Chua, null Hiu Jian Chua, null Jose Pedro Cidade, null José Miguel Cisneros Herreros, null Barbara Wanjiru Citarella, null Anna Ciullo, null Jennifer Clarke, null Emma Clarke, null Rolando Claure‐Del Granado, null Sara Clohisey, null Perren J. Cobb, null Cassidy Codan, null Caitriona Cody, null Alexandra Coelho, null Megan Coles, null Gwenhaël Colin, null Michael Collins, null Sebastiano Maria Colombo, null Pamela Combs, null Marie Connor, null Anne Conrad, null Sofía Contreras, null Elaine Conway, null Graham S. Cooke, null Mary Copland, null Hugues Cordel, null Amanda Corley, null Sabine Cornelis, null Alexander Daniel Cornet, null Arianne Joy Corpuz, null Andrea Cortegiani, null Grégory Corvaisier, null Emma Costigan, null Camille Couffignal, null Sandrine Couffin‐Cadiergues, null Roxane Courtois, null Stéphanie Cousse, null Rachel Cregan, null Sabine Croonen, null Gloria Crowl, null Jonathan Crump, null Claudina Cruz, null Juan Luis Cruz Bermúdez, null Jaime Cruz Rojo, null Marc Csete, null Ailbhe Cullen, null Matthew Cummings, null Gerard Curley, null Elodie Curlier, null Colleen Curran, null Paula Custodio, null Ana da Silva Filipe, null Charlene Da Silveira, null Al‐Awwab Dabaliz, null Andrew Dagens, null John Arne Dahl, null Darren Dahly, null Heidi Dalton, null Jo Dalton, null Seamus Daly, null Nick Daneman, null Corinne Daniel, null Emmanuelle A. Dankwa, null Jorge Dantas, null Frédérick D'Aragon, null Gillian de Loughry, null Diego de Mendoza, null Etienne De Montmollin, null Rafael Freitas de Oliveira França, null Ana Isabel de Pinho Oliveira, null Rosanna De Rosa, null Cristina De Rose, null Thushan de Silva, null Peter de Vries, null Jillian Deacon, null David Dean, null Alexa Debard, null Marie‐Pierre Debray, null Nathalie DeCastro, null William Dechert, null Lauren Deconninck, null Romain Decours, null Eve Defous, null Isabelle Delacroix, null Eric Delaveuve, null Karen Delavigne, null Nathalie M. Delfos, null Ionna Deligiannis, null Andrea Dell'Amore, null Christelle Delmas, null Pierre Delobel, null Corine Delsing, null Elisa Demonchy, null Emmanuelle Denis, null Dominique Deplanque, null Pieter Depuydt, null Mehul Desai, null Diane Descamps, null Mathilde Desvallées, null Santi Dewayanti, null Pathik Dhanger, null Alpha Diallo, null Sylvain Diamantis, null André Dias, null Juan Jose Diaz, null Priscila Diaz, null Rodrigo Diaz, null Kévin Didier, null Jean‐Luc Diehl, null Wim Dieperink, null Jérôme Dimet, null Vincent Dinot, null Fara Diop, null Alphonsine Diouf, null Yael Dishon, null Félix Djossou, null Annemarie B. Docherty, null Helen Doherty, null Arjen M. Dondorp, null Maria Donnelly, null Christl A. Donnelly, null Sean Donohue, null Yoann Donohue, null Chloe Donohue, null Peter Doran, null Céline Dorival, null Eric D'Ortenzio, null James Joshua Douglas, null Renee Douma, null Nathalie Dournon, null Triona Downer, null Joanne Downey, null Mark Downing, null Tom Drake, null Aoife Driscoll, null Murray Dryden, null Claudio Duarte Fonseca, null Vincent Dubee, null François Dubos, null Alexandre Ducancelle, null Toni Duculan, null Susanne Dudman, null Abhijit Duggal, null Paul Dunand, null Mathilde Duplaix, null Emanuele Durante‐Mangoni, null Lucian Durham, null Bertrand Dussol, null Juliette Duthoit, null Xavier Duval, null Anne Margarita Dyrhol‐Riise, null Sim Choon Ean, null Marco Echeverria‐Villalobos, null Siobhan Egan, null Linn Margrete Eggesbø, null Carla Eira, null Mohammed El Sanharawi, null Subbarao Elapavaluru, null Brigitte Elharrar, null Jacobien Ellerbroek, null Merete Ellingjord‐Dale, null Philippine Eloy, null Tarek Elshazly, null Iqbal Elyazar, null Isabelle Enderle, null Tomoyuki Endo, null Chan Chee Eng, null Ilka Engelmann, null Vincent Enouf, null Olivier Epaulard, null Martina Escher, null Mariano Esperatti, null Hélène Esperou, null Marina Esposito‐Farese, null João Estevão, null Manuel Etienne, null Nadia Ettalhaoui, null Anna Greti Everding, null Mirjam Evers, null Marc Fabre, null Isabelle Fabre, null Amna Faheem, null Arabella Fahy, null Cameron J. Fairfield, null Zul Fakar, null Komal Fareed, null Pedro Faria, null Ahmed Farooq, null Hanan Fateena, null Arie Zainul Fatoni, null Karine Faure, null Raphaël Favory, null Mohamed Fayed, null Niamh Feely, null Laura Feeney, null Jorge Fernandes, null Marília Andreia Fernandes, null Susana Fernandes, null François‐Xavier Ferrand, null Eglantine Ferrand Devouge, null Joana Ferrão, null Mário Ferraz, null Sílvia Ferreira, null Isabel Ferreira, null Benigno Ferreira, null Ricard Ferrer‐Roca, null Nicolas Ferriere, null Céline Ficko, null Claudia Figueiredo‐Mello, null William Finlayson, null Juan Fiorda, null Thomas Flament, null Clara Flateau, null Tom Fletcher, null Letizia Lucia Florio, null Deirdre Flynn, null Claire Foley, null Jean Foley, null Victor Fomin, null Tatiana Fonseca, null Patricia Fontela, null Simon Forsyth, null Denise Foster, null Giuseppe Foti, null Erwan Fourn, null Robert A. Fowler, null Marianne Fraher, null Diego Franch‐Llasat, null John F. Fraser, null Christophe Fraser, null Marcela Vieira Freire, null Ana Freitas Ribeiro, null Caren Friedrich, null Stéphanie Fry, null Nora Fuentes, null Masahiro Fukuda, null G. Argin, null Valérie Gaborieau, null Rostane Gaci, null Massimo Gagliardi, null Jean‐Charles Gagnard, null Amandine Gagneux‐Brunon, null Sérgio Gaião, null Linda Gail Skeie, null Phil Gallagher, null Carrol Gamble, null Yasmin Gani, null Arthur Garan, null Rebekha Garcia, null Noelia García Barrio, null Julia Garcia‐Diaz, null Esteban Garcia‐Gallo, null Navya Garimella, null Denis Garot, null Valérie Garrait, null Basanta Gauli, null Nathalie Gault, null Aisling Gavin, null Anatoliy Gavrylov, null Alexandre Gaymard, null Johannes Gebauer, null Eva Geraud, null Louis Gerbaud Morlaes, null Nuno Germano, null Praveen Kumar Ghisulal, null Jade Ghosn, null Marco Giani, null Jess Gibson, null Tristan Gigante, null Morgane Gilg, null Elaine Gilroy, null Guillermo Giordano, null Michelle Girvan, null Valérie Gissot, null Daniel Glikman, null Petr Glybochko, null Eric Gnall, null Geraldine Goco, null François Goehringer, null Siri Goepel, null Jean‐Christophe Goffard, null Jin Yi Goh, null Jonathan Golob, null Kyle Gomez, null Joan Gómez‐Junyent, null Marie Gominet, null Alicia Gonzalez, null Patricia Gordon, null Isabelle Gorenne, null Laure Goubert, null Cécile Goujard, null Tiphaine Goulenok, null Margarite Grable, null Jeronimo Graf, null Edward Wilson Grandin, null Pascal Granier, null Giacomo Grasselli, null Christopher A. Green, null Courtney Greene, null William Greenhalf, null Segolène Greffe, null Domenico Luca Grieco, null Matthew Griffee, null Fiona Griffiths, null Ioana Grigoras, null Albert Groenendijk, null Anja Grosse Lordemann, null Heidi Gruner, null Yusing Gu, null Jérémie Guedj, null Martin Guego, null Dewi Guellec, null Anne‐Marie Guerguerian, null Daniela Guerreiro, null Romain Guery, null Anne Guillaumot, null Laurent Guilleminault, null Maisa Guimarães de Castro, null Thomas Guimard, null Marieke Haalboom, null Daniel Haber, null Hannah Habraken, null Ali Hachemi, null Amy Hackmann, null Nadir Hadri, null Fakhir Haidri, null Sheeba Hakak, null Adam Hall, null Sophie Halpin, null Jawad Hameed, null Ansley Hamer, null Raph L. Hamers, null Rebecca Hamidfar, null Bato Hammarström, null Terese Hammond, null Lim Yuen Han, null Rashan Haniffa, null Kok Wei Hao, null Hayley Hardwick, null Ewen M. Harrison, null Janet Harrison, null Samuel Bernard Ekow Harrison, null Alan Hartman, null Mohd Shahnaz Hasan, null Junaid Hashmi, null Muhammad Hayat, null Ailbhe Hayes, null Leanne Hays, null Jan Heerman, null Lars Heggelund, null Ross Hendry, null Martina Hennessy, null Aquiles Henriquez‐Trujillo, null Maxime Hentzien, null Jaime Hernandez‐Montfort, null Andrew Hershey, null Liv Hesstvedt, null Astarini Hidayah, null Eibhilin Higgins, null Dawn Higgins, null Rupert Higgins, null Rita Hinchion, null Samuel Hinton, null Hiroaki Hiraiwa, null Haider Hirkani, null Hikombo Hitoto, null Yi Bin Ho, null Antonia Ho, null Alexandre Hoctin, null Isabelle Hoffmann, null Wei Han Hoh, null Oscar Hoiting, null Rebecca Holt, null Jan Cato Holter, null Peter Horby, null Juan Pablo Horcajada, null Koji Hoshino, null Ikram Houas, null Catherine L. Hough, null Stuart Houltham, null Jimmy Ming‐Yang Hsu, null Jean‐Sébastien Hulot, null Stella Huo, null Abby Hurd, null Iqbal Hussain, null Samreen Ijaz, null Hajnal‐Gabriela Illes, null Patrick Imbert, null Mohammad Imran, null Rana Imran Sikander, null Aftab Imtiaz, null Hugo Inácio, null Carmen Infante Dominguez, null Yun Sii Ing, null Elias Iosifidis, null Mariachiara Ippolito, null Sarah Isgett, null Tiago Isidoro, null Nadiah Ismail, null Margaux Isnard, null Mette Stausland Istre, null Junji Itai, null Daniel Ivulich, null Danielle Jaafar, null Salma Jaafoura, null Julien Jabot, null Clare Jackson, null Nina Jamieson, null Pierre Jaquet, null Coline Jaud‐Fischer, null Stéphane Jaureguiberry, null Denise Jaworsky, null Florence Jego, null Anilawati Mat Jelani, null Synne Jenum, null Ruth Jimbo‐Sotomayor, null Ong Yiaw Joe, null Ruth N. Jorge García, null Silje Bakken Jørgensen, null Cédric Joseph, null Mark Joseph, null Swosti Joshi, null Mercé Jourdain, null Philippe Jouvet, null Hanna Jung, null Anna Jung, null Dafsah Juzar, null Ouifiya Kafif, null Florentia Kaguelidou, null Neerusha Kaisbain, null Thavamany Kaleesvran, null Sabina Kali, null Alina Kalicinska, null Karl Trygve Kalleberg, null Smaragdi Kalomoiri, null Muhammad Aisar Ayadi Kamaluddin, null Zul Amali Che Kamaruddin, null Nadiah Kamarudin, null Kavita Kamineni, null Darshana Hewa Kandamby, null Chris Kandel, null Kong Yeow Kang, null Darakhshan Kanwal, null Pratap Karpayah, null Daisuke Kasugai, null Anant Kataria, null Kevin Katz, null Aasmine Kaur, null Christy Kay, null Hannah Keane, null Seán Keating, null Pulak Kedia, null Claire Kelly, null Yvelynne Kelly, null Andrea Kelly, null Niamh Kelly, null Aoife Kelly, null Sadie Kelly, null Maeve Kelsey, null Ryan Kennedy, null Kalynn Kennon, null Maeve Kernan, null Younes Kerroumi, null Sharma Keshav, null Imrana Khalid, null Osama Khalid, null Antoine Khalil, null Coralie Khan, null Irfan Khan, null Quratul Ain Khan, null Sushil Khanal, null Abid Khatak, null Amin Khawaja, null Krish Kherajani, null Michelle E. Kho, null Ryan Khoo, null Denisa Khoo, null Saye Khoo, null Nasir Khoso, null Khor How Kiat, null Yuri Kida, null Peter Kiiza, null Beathe Kiland Granerud, null Anders Benjamin Kildal, null Jae Burm Kim, null Antoine Kimmoun, null Detlef Kindgen‐Milles, null Alexander King, null Nobuya Kitamura, null Eyrun Floerecke Kjetland Kjetland, null Paul Klenerman, null Rob Klont, null Gry Kloumann Bekken, null Stephen R. Knight, null Robin Kobbe, null Chamira Kodippily, null Malte Kohns Vasconcelos, null Sabin Koirala, null Mamoru Komatsu, null Caroline Kosgei, null Arsène Kpangon, null Karolina Krawczyk, null Vinothini Krishnan, null Sudhir Krishnan, null Oksana Kruglova, null Ganesh Kumar, null Deepali Kumar, null Mukesh Kumar, null Pavan Kumar Vecham, null Dinesh Kuriakose, null Ethan Kurtzman, null Demetrios Kutsogiannis, null Galyna Kutsyna, null Konstantinos Kyriakoulis, null Marie Lachatre, null Marie Lacoste, null John G. Laffey, null Marie Lagrange, null Fabrice Laine, null Olivier Lairez, null Sanjay Lakhey, null Antonio Lalueza, null Marc Lambert, null François Lamontagne, null Marie Langelot‐Richard, null Vincent Langlois, null Eka Yudha Lantang, null Marina Lanza, null Cédric Laouénan, null Samira Laribi, null Delphine Lariviere, null Stéphane Lasry, null Sakshi Lath, null Naveed Latif, null Odile Launay, null Didier Laureillard, null Yoan Lavie‐Badie, null Andy Law, null Teresa Lawrence, null Cassie Lawrence, null Minh Le, null Clément Le Bihan, null Cyril Le Bris, null Georges Le Falher, null Lucie Le Fevre, null Quentin Le Hingrat, null Marion Le Maréchal, null Soizic Le Mestre, null Gwenaël Le Moal, null Vincent Le Moing, null Hervé Le Nagard, null Paul Le Turnier, null Ema Leal, null Marta Leal Santos, null Heng Gee Lee, null Biing Horng Lee, null Yi Lin Lee, null Todd C. Lee, null James Lee, null Jennifer Lee, null Su Hwan Lee, null Gary Leeming, null Laurent Lefebvre, null Bénédicte Lefebvre, null Benjamin Lefèvre, null Sylvie LeGac, null Jean‐Daniel Lelievre, null François Lellouche, null Adrien Lemaignen, null Véronique Lemee, null Anthony Lemeur, null Gretchen Lemmink, null Ha Sha Lene, null Jenny Lennon, null Rafael León, null Marc Leone, null Michela Leone, null Quentin Lepiller, null François‐Xavier Lescure, null Olivier Lesens, null Mathieu Lesouhaitier, null Amy Lester‐Grant, null Yves Levy, null Bruno Levy, null Claire Levy‐Marchal, null Katarzyna Lewandowska, null Erwan L'Her, null Gianluigi Li Bassi, null Janet Liang, null Ali Liaquat, null Geoffrey Liegeon, null Kah Chuan Lim, null Wei Shen Lim, null Chantre Lima, null Lim Lina, null Bruno Lina, null Andreas Lind, null Maja Katherine Lingad, null Guillaume Lingas, null Sylvie Lion‐Daolio, null Samantha Lissauer, null Keibun Liu, null Marine Livrozet, null Patricia Lizotte, null Antonio Loforte, null Navy Lolong, null Leong Chee Loon, null Diogo Lopes, null Dalia Lopez‐Colon, null Jose W. Lopez‐Revilla, null Anthony L. Loschner, null Paul Loubet, null Bouchra Loufti, null Guillame Louis, null Silvia Lourenco, null Lara Lovelace‐Macon, null Lee Lee Low, null Marije Lowik, null Jia Shyi Loy, null Jean Christophe Lucet, null Carlos Lumbreras Bermejo, null Carlos M. Luna, null Olguta Lungu, null Liem Luong, null Nestor Luque, null Dominique Luton, null Nilar Lwin, null Ruth Lyons, null Olavi Maasikas, null Oryane Mabiala, null Moïse Machado, null Gabriel Macheda, null Hashmi Madiha, null Guillermo Maestro de la Calle, null Rafael Mahieu, null Sophie Mahy, null Ana Raquel Maia, null Lars S. Maier, null Mylène Maillet, null Thomas Maitre, null Maximilian Malfertheiner, null Nadia Malik, null Paddy Mallon, null Fernando Maltez, null Denis Malvy, null Victoria Manda, null Laurent Mandelbrot, null Frank Manetta, null Julie Mankikian, null Edmund Manning, null Aldric Manuel, null Ceila Maria Sant'Ana Malaque, null Flávio Marino, null Daniel Marino, null Samuel Markowicz, null Charbel Maroun Eid, null Ana Marques, null Catherine Marquis, null Brian Marsh, null Laura Marsh, null Megan Marshal, null John Marshall, null Celina Turchi Martelli, null Dori‐Ann Martin, null Emily Martin, null Guillaume Martin‐Blondel, null Ignacio Martin‐Loeches, null Martin Martinot, null Alejandro Martin‐Quiros, null João Martins, null Ana Martins, null Nuno Martins, null Caroline Martins Rego, null Gennaro Martucci, null Olga Martynenko, null Eva Miranda Marwali, null Marsilla Marzukie, null David Maslove, null Sabina Mason, null Sobia Masood, null Basri Mat Nor, null Moshe Matan, null Meghena Mathew, null Daniel Mathieu, null Mathieu Mattei, null Romans Matulevics, null Laurence Maulin, null Michael Maxwell, null Javier Maynar, null Thierry Mazzoni, null Natalie Mc Evoy, null Lisa Mc Sweeney, null Colin McArthur, null Anne McCarthy, null Aine McCarthy, null Colin McCloskey, null Rachael McConnochie, null Sherry McDermott, null Sarah E. McDonald, null Aine McElroy, null Samuel McElwee, null Victoria McEneany, null Allison McGeer, null Chris McKay, null Johnny McKeown, null Kenneth A. McLean, null Paul McNally, null Bairbre McNicholas, null Elaine McPartlan, null Edel Meaney, null Cécile Mear‐Passard, null Maggie Mechlin, null Maqsood Meher, null Omar Mehkri, null Ferruccio Mele, null Luis Melo, null Kashif Memon, null Joao Joao Mendes, null Ogechukwu Menkiti, null Kusum Menon, null France Mentré, null Alexander J. Mentzer, null Noémie Mercier, null Emmanuelle Mercier, null Antoine Merckx, null Mayka Mergeay‐Fabre, null Blake Mergler, null António Mesquita, null Roberta Meta, null Osama Metwally, null Agnès Meybeck, null Dan Meyer, null Alison M. Meynert, null Vanina Meysonnier, null Amina Meziane, null Mehdi Mezidi, null Céline Michelanglei, null Isabelle Michelet, null Efstathia Mihelis, null Vladislav Mihnovit, null Hugo Miranda‐Maldonado, null Nor Arisah Misnan, null Tahira Jamal Mohamed, null Nik Nur Eliza Mohamed, null Asma Moin, null David Molina, null Elena Molinos, null Brenda Molloy, null Mary Mone, null Agostinho Monteiro, null Claudia Montes, null Giorgia Montrucchio, null Shona C. Moore, null Sarah Moore, null Lina Morales Cely, null Lucia Moro, null Ben Morton, null Catherine Motherway, null Ana Motos, null Hugo Mouquet, null Clara Mouton Perrot, null Julien Moyet, null Caroline Mudara, null Aisha Kalsoom Mufti, null Ng Yong Muh, null Dzawani Muhamad, null Jimmy Mullaert, null Fredrik Müller, null Karl Erik Müller, null Daniel Munblit, null Syed Muneeb, null Nadeem Munir, null Laveena Munshi, null Aisling Murphy, null Lorna Murphy, null Marlène Murris, null Himed Musaab, null Himasha Muvindi, null Gugapriyaa Muyandy, null Dimitra Melia Myrodia, null Farah Nadia Mohd‐Hanafiah, null Dave Nagpal, null Alex Nagrebetsky, null Mangala Narasimhan, null Nageswaran Narayanan, null Rashid Nasim Khan, null Alasdair Nazerali‐Maitland, null Nadège Neant, null Holger Neb, null Nikita Nekliudov, null Erni Nelwan, null Raul Neto, null Emily Neumann, null Pauline Yeung Ng, null Wing Yiu Ng, null Anthony Nghi, null Duc Nguyen, null Orna Ni Choileain, null Niamh Ni Leathlobhair, null Alistair Nichol, null Prompak Nitayavardhana, null Stephanie Nonas, null Nurul Amani Mohd Noordin, null Marion Noret, null Nurul Faten Izzati Norharizam, null Lisa Norman, null Alessandra Notari, null Mahdad Noursadeghi, null Karolina Nowicka, null Adam Nowinski, null Saad Nseir, null Jose I. Nunez, null Nurnaningsih Nurnaningsih, null Dwi Utomo Nusantara, null Elsa Nyamankolly, null Anders Benteson Nygaard, null Fionnuala O. Brien, null Annmarie O. Callaghan, null Annmarie O'Callaghan, null Giovanna Occhipinti, null Derbrenn OConnor, null Max O'Donnell, null Tawnya Ogston, null Takayuki Ogura, null Tak‐Hyuk Oh, null Sophie O'Halloran, null Katie O'Hearn, null Shinichiro Ohshimo, null Agnieszka Oldakowska, null João Oliveira, null Larissa Oliveira, null Piero L. Olliaro, null Jee Yan Ong, null David S. Y. Ong, null Wilna Oosthuyzen, null Anne Opavsky, null Peter Openshaw, null Saijad Orakzai, null Claudia Milena Orozco‐Chamorro, null Jamel Ortoleva, null Javier Osatnik, null Linda O'Shea, null Miriam O'Sullivan, null Siti Zubaidah Othman, null Nadia Ouamara, null Rachida Ouissa, null Eric Oziol, null Maïder Pagadoy, null Justine Pages, null Mario Palacios, null Amanda Palacios, null Massimo Palmarini, null Giovanna Panarello, null Prasan Kumar Panda, null Hem Paneru, null Lai Hui Pang, null Mauro Panigada, null Nathalie Pansu, null Aurélie Papadopoulos, null Rachael Parke, null Melissa Parker, null Briseida Parra, null Taha Pasha, null Jérémie Pasquier, null Bruno Pastene, null Fabian Patauner, null Drashti Patel, null Mohan Dass Pathmanathan, null Luís Patrão, null Patricia Patricio, null Juliette Patrier, null Lisa Patterson, null Rajyabardhan Pattnaik, null Mical Paul, null Christelle Paul, null Jorge Paulos, null William A. Paxton, null Jean‐François Payen, null Kalaiarasu Peariasamy, null Miguel Pedrera Jiménez, null Giles J. Peek, null Florent Peelman, null Nathan Peiffer‐Smadja, null Vincent Peigne, null Mare Pejkovska, null Paolo Pelosi, null Ithan D. Peltan, null Rui Pereira, null Daniel Perez, null Luis Periel, null Thomas Perpoint, null Antonio Pesenti, null Vincent Pestre, null Lenka Petrou, null Michele Petrovic, null Ventzislava Petrov‐Sanchez, null Frank Olav Pettersen, null Gilles Peytavin, null Scott Pharand, null Walter Picard, null Olivier Picone, null Maria de Piero, null Carola Pierobon, null Djura Piersma, null Carlos Pimentel, null Raquel Pinto, null Catarina Pires, null Isabelle Pironneau, null Lionel Piroth, null Ayodhia Pitaloka, null Riinu Pius, null Laurent Plantier, null Hon Shen Png, null Julien Poissy, null Ryadh Pokeerbux, null Maria Pokorska‐Spiewak, null Sergio Poli, null Georgios Pollakis, null Diane Ponscarme, null Jolanta Popielska, null Diego Bastos Porto, null Andra‐Maris Post, null Douwe F. Postma, null Pedro Povoa, null Diana Póvoas, null Jeff Powis, null Sofia Prapa, null Sébastien Preau, null Christian Prebensen, null Jean‐Charles Preiser, null Anton Prinssen, null Gamage Dona Dilanthi Priyadarshani, null Lucia Proença, null Sravya Pudota, null Oriane Puéchal, null Bambang Pujo Semedi, null Mathew Pulicken, null Gregory Purcell, null Luisa Quesada, null Vilmaris Quinones‐Cardona, null Víctor Quirós González, null Else Quist‐Paulsen, null Mohammed Quraishi, null Maia Rabaa, null Christian Rabaud, null Ebenezer Rabindrarajan, null Aldo Rafael, null Marie Rafiq, null Mutia Rahardjani, null Rozanah Abd Rahman, null Ahmad Kashfi Haji Ab Rahman, null Arsalan Rahutullah, null Fernando Rainieri, null Giri Shan Rajahram, null Pratheema Ramachandran, null Nagarajan Ramakrishnan, null Ahmad Afiq Ramli, null Blandine Rammaert, null Grazielle Viana Ramos, null Asim Rana, null Rajavardhan Rangappa, null Ritika Ranjan, null Christophe Rapp, null Aasiyah Rashan, null Thalha Rashan, null Ghulam Rasheed, null Menaldi Rasmin, null Indrek Rätsep, null Cornelius Rau, null Tharmini Ravi, null Ali Raza, null Andre Real, null Stanislas Rebaudet, null Sarah Redl, null Brenda Reeve, null Attaur Rehman, null Liadain Reid, null Dag Henrik Reikvam, null Renato Reis, null Jordi Rello, null Jonathan Remppis, null Martine Remy, null Hongru Ren, null Hanna Renk, null Anne‐Sophie Resseguier, null Matthieu Revest, null Oleksa Rewa, null Luis Felipe Reyes, null Tiago Reyes, null Maria Ines Ribeiro, null Antonia Ricchiuto, null David Richardson, null Denise Richardson, null Laurent Richier, null Siti Nurul Atikah Ahmad Ridzuan, null Jordi Riera, null Ana L. Rios, null Asgar Rishu, null Patrick Rispal, null Karine Risso, null Maria Angelica Rivera Nuñez, null Nicholas Rizer, null Chiara Robba, null André Roberto, null Stephanie Roberts, null David L. Robertson, null Olivier Robineau, null Ferran Roche‐Campo, null Paola Rodari, null Simão Rodeia, null Julia Rodriguez Abreu, null Bernhard Roessler, null Pierre‐Marie Roger, null Claire Roger, null Emmanuel Roilides, null Juliette Romaru, null Roberto Roncon‐Albuquerque, null Mélanie Roriz, null Manuel Rosa‐Calatrava, null Michael Rose, null Dorothea Rosenberger, null Nurul Hidayah Mohammad Roslan, null Andrea Rossanese, null Matteo Rossetti, null Bénédicte Rossignol, null Patrick Rossignol, null Stella Rousset, null Carine Roy, null Benoît Roze, null Desy Rusmawatiningtyas, null Clark D. Russell, null Maria Ryan, null Maeve Ryan, null Steffi Ryckaert, null Aleksander Rygh Holten, null Isabela Saba, null Sairah Sadaf, null Musharaf Sadat, null Valla Sahraei, null Maximilien Saint‐Gilles, null Pranya Sakiyalak, null Nawal Salahuddin, null Leonardo Salazar, null Jodat Saleem, null Gabriele Sales, null Stéphane Sallaberry, null Charlotte Salmon Gandonniere, null Hélène Salvator, null Olivier Sanchez, null Angel Sanchez‐Miralles, null Vanessa Sancho‐Shimizu, null Gyan Sandhu, null Zulfiqar Sandhu, null Pierre‐François Sandrine, null Oana Sandulescu, null Marlene Santos, null Shirley Sarfo‐Mensah, null Bruno Sarmento Banheiro, null Iam Claire E. Sarmiento, null Benjamine Sarton, null Ankana Satya, null Sree Satyapriya, null Rumaisah Satyawati, null Egle Saviciute, null Parthena Savvidou, null Yen Tsen Saw, null Justin Schaffer, null Tjard Schermer, null Arnaud Scherpereel, null Marion Schneider, null Stephan Schroll, null Michael Schwameis, null Gary Schwartz, null Janet T. Scott, null James Scott‐Brown, null Nicholas Sedillot, null Tamara Seitz, null Jaganathan Selvanayagam, null Mageswari Selvarajoo, null Caroline Semaille, null Malcolm G. Semple, null Rasidah Bt Senian, null Eric Senneville, null Filipa Sequeira, null Tânia Sequeira, null Ary Serpa Neto, null Pablo Serrano Balazote, null Ellen Shadowitz, null Syamin Asyraf Shahidan, null Mohammad Shamsah, null Anuraj Shankar, null Shaikh Sharjeel, null Pratima Sharma, null Catherine A. Shaw, null Victoria Shaw, null Ashraf Sheharyar, null Rohan Shetty, null Rajesh Mohan Shetty, null Haixia Shi, null Mohiuddin Shiekh, null Nobuaki Shime, null Keiki Shimizu, null Sally Shrapnel, null Pramesh Sundar Shrestha, null Shubha Kalyan Shrestha, null Hoi Ping Shum, null Nassima Si Mohammed, null Ng Yong Siang, null Jeanne Sibiude, null Atif Siddiqui, null Piret Sillaots, null Catarina Silva, null Rogério Silva, null Maria Joao Silva, null Benedict Sim Lim Heng, null Wai Ching Sin, null Dario Sinatti, null Punam Singh, null Budha Charan Singh, null Pompini Agustina Sitompul, null Karisha Sivam, null Vegard Skogen, null Sue Smith, null Benjamin Smood, null Coilin Smyth, null Michelle Smyth, null Morgane Snacken, null Dominic So, null Tze Vee Soh, null Lene Bergendal Solberg, null Joshua Solomon, null Tom Solomon, null Emily Somers, null Agnès Sommet, null Rima Song, null Myung Jin Song, null Tae Song, null Jack Song Chia, null Michael Sonntagbauer, null Azlan Mat Soom, null Arne Søraas, null Camilla Lund Søraas, null Alberto Sotto, null Edouard Soum, null Marta Sousa, null Ana Chora Sousa, null Maria Sousa Uva, null Vicente Souza‐Dantas, null Alexandra Sperry, null Elisabetta Spinuzza, null B. P. Sanka Ruwan Sri Darshana, null Shiranee Sriskandan, null Sarah Stabler, null Thomas Staudinger, null Stephanie‐Susanne Stecher, null Trude Steinsvik, null Ymkje Stienstra, null Birgitte Stiksrud, null Eva Stolz, null Amy Stone, null Adrian Streinu‐Cercel, null Anca Streinu‐Cercel, null David Stuart, null Ami Stuart, null Decy Subekti, null Gabriel Suen, null Jacky Y. Suen, null Asfia Sultana, null Charlotte Summers, null Dubravka Supic, null Deepashankari Suppiah, null Magdalena Surovcová, null Suwarti Suwarti, null Andrey Svistunov, null Sarah Syahrin, null Konstantinos Syrigos, null Jaques Sztajnbok, null Konstanty Szuldrzynski, null Shirin Tabrizi, null Fabio S. Taccone, null Lysa Tagherset, null Shahdattul Mawarni Taib, null Ewa Talarek, null Sara Taleb, null Jelmer Talsma, null Renaud Tamisier, null Maria Lawrensia Tampubolon, null Kim Keat Tan, null Yan Chyi Tan, null Taku Tanaka, null Hiroyuki Tanaka, null Hayato Taniguchi, null Huda Taqdees, null Arshad Taqi, null Coralie Tardivon, null Pierre Tattevin, null M. Azhari Taufik, null Hassan Tawfik, null Richard S. Tedder, null Tze Yuan Tee, null João Teixeira, null Sofia Tejada, null Marie‐Capucine Tellier, null Sze Kye Teoh, null Vanessa Teotonio, null François Téoulé, null Pleun Terpstra, null Olivier Terrier, null Nicolas Terzi, null Hubert Tessier‐Grenier, null Adrian Tey, null Alif Adlan Mohd Thabit, null Anand Thakur, null Zhang Duan Tham, null Suvintheran Thangavelu, null Vincent Thibault, null Simon‐Djamel Thiberville, null Benoît Thill, null Jananee Thirumanickam, null Shaun Thompson, null Emma C. Thomson, null Surain Raaj Thanga Thurai, null Ryan S. Thwaites, null Paul Tierney, null Vadim Tieroshyn, null Peter S. Timashev, null Jean‐François Timsit, null Bharath Kumar Tirupakuzhi Vijayaraghavan, null Noémie Tissot, null Jordan Zhien Yang Toh, null Maria Toki, null Kristian Tonby, null Sia Loong Tonnii, null Margarida Torres, null Antoni Torres, null Rosario Maria Torres Santos‐Olmo, null Hernando Torres‐Zevallos, null Michael Towers, null Tony Trapani, null Théo Treoux, null Cécile Tromeur, null Ioannis Trontzas, null Tiffany Trouillon, null Jeanne Truong, null Christelle Tual, null Sarah Tubiana, null Helen Tuite, null Jean‐Marie Turmel, null Lance C. W. Turtle, null Anders Tveita, null Pawel Twardowski, null Makoto Uchiyama, null P. G. Ishara Udayanga, null Andrew Udy, null Roman Ullrich, null Alberto Uribe, null Asad Usman, null Timothy M. Uyeki, null Cristinava Vajdovics, null Piero Valentini, null Luís Val‐Flores, null Amélie Valran, null Stijn Van de Velde, null Marcel van den Berge, null Machteld Van der Feltz, null Job van der Palen, null Paul van der Valk, null Nicky Van Der Vekens, null Peter Van der Voort, null Sylvie Van Der Werf, null Laura van Gulik, null Jarne Van Hattem, null Carolien van Netten, null Ilonka van Veen, null Noémie Vanel, null Henk Vanoverschelde, null Pooja Varghese, null Michael Varrone, null Shoban Raj Vasudayan, null Charline Vauchy, null Shaminee Veeran, null Aurélie Veislinger, null Sebastian Vencken, null Sara Ventura, null Annelies Verbon, null James Vickers, null José Ernesto Vidal, null César Vieira, null Deepak Vijayan, null Joy Ann Villanueva, null Judit Villar, null Pierre‐Marc Villeneuve, null Andrea Villoldo, null Gayatri Vishwanathan, null Benoit Visseaux, null Hannah Visser, null Chiara Vitiello, null Harald Vonkeman, null Fanny Vuotto, null Noor Hidayu Wahab, null Suhaila Abdul Wahab, null Nadirah Abdul Wahid, null Marina Wainstein, null Wan Fadzlina Wan Muhd Shukeri, null Chih‐Hsien Wang, null Steve Webb, null Jia Wei, null Katharina Weil, null Tan Pei Wen, null Sanne Wesselius, null T. Eoin West, null Murray Wham, null Bryan Whelan, null Nicole White, null Paul Henri Wicky, null Aurélie Wiedemann, null Surya Otto Wijaya, null Keith Wille, null Suzette Willems, null Virginie Williams, null Evert‐Jan Wils, null Xin Ci Wong, null Calvin Wong, null Yew Sing Wong, null Teck Fung Wong, null Natalie Wright, null Gan Ee Xian, null Lim Saio Xian, null Kuan Pei Xuan, null Ioannis Xynogalas, null Siti Rohani Binti Mohd Yakop, null Masaki Yamazaki, null Yazdan Yazdanpanah, null Nicholas Yee Liang Hing, null Cécile Yelnik, null Chian Hui Yeoh, null Stephanie Yerkovich, null Toshiki Yokoyama, null Hodane Yonis, null Obada Yousif, null Saptadi Yuliarto, null Akram Zaaqoq, null Marion Zabbe, null Kai Zacharowski, null Masliza Zahid, null Maram Zahran, null Nor Zaila Binti Zaidan, null Maria Zambon, null Alberto Zanella, null Konrad Zawadka, null Nurul Zaynah, null Hiba Zayyad, null Alexander Zoufaly, null David Zucman, and null ISARIC Clinical Characterisation Group
Published: 2022

17. Symptom-based case definitions for COVID-19: time and geographical variations for detection at hospital admission among 260,000 patients

Author: ISARIC Clinical Characterisation Group, Joaquin Baruch, Amanda Rojek, Christiana Kartsonaki, Bharath Vijayaraghavan, Bronner Gonçalves, Mark Pritchard, Laura Merson, Jake Dunning, Louise Sigfrid, Barbara Citarella, Srinivas Murthy, Trokon Yeabah, and Piero Olliaro
Abstract: Introduction: Case definitions are used to guide clinical practice, surveillance, and research protocols. However, how they identify COVID-19-hospitalised patients is not fully understood. We analysed the proportion of hospitalised patients with laboratory-confirmed COVID-19, in the ISARIC prospective cohort study database, meeting widely used case definitions. Methods: Patients were assessed using the CDC, ECDC, WHO, and UKHSA case definitions by age, region, and time. Case fatality ratios (CFR) and symptoms of those who did and who did not meet the case definitions were evaluated. Patients with incomplete data and non-laboratory-confirmed test-result were excluded. Results: 263,218 of the patients (42%) in the ISARIC database were included. Most patients (90.4%) were from Europe and Central Asia. The proportions of patients meeting the case definitions were 56.8% (WHO), 74.4% (UKHSA), 81.6% (ECDC), and 82.3% (CDC). For each case definition, patients at the extremes of age distribution met the criteria less frequently than those aged 30 to 70 years; geographical and time variations were also observed. Estimated CFRs were similar for the patients that met the case definitions. However, when more patients did not meet the case definition, the CFR increased. Conclusions: The performance of case definitions might be different in different regions and may change over time. Similarly concerning is the fact that older patients often did not meet case definitions. While epidemiologists must balance their analytics with field applicability, ongoing revision of case definitions is necessary to improve patient care through early diagnosis and limit potential nosocomial spread.
Published: 2022

18. COVID-19 symptoms at hospital admission vary with age and sex: results from the ISARIC prospective multinational observational study

Author: ISARIC Clinical Characterisation Group, ISARIC and ISARIC Clinical Characterisation Group
Abstract: BACKGROUND: The ISARIC prospective multinational observational study is the largest cohort of hospitalized patients with COVID-19. We present relationships of age, sex, and nationality to presenting symptoms. METHODS: International, prospective observational study of 60 109 hospitalized symptomatic patients with laboratory-confirmed COVID-19 recruited from 43 countries between 30 January and 3 August 2020. Logistic regression was performed to evaluate relationships of age and sex to published COVID-19 case definitions and the most commonly reported symptoms. RESULTS: 'Typical' symptoms of fever (69%), cough (68%) and shortness of breath (66%) were the most commonly reported. 92% of patients experienced at least one of these. Prevalence of typical symptoms was greatest in 30- to 60-year-olds (respectively 80, 79, 69%; at least one 95%). They were reported less frequently in children (≤ 18 years: 69, 48, 23; 85%), older adults (≥ 70 years: 61, 62, 65; 90%), and women (66, 66, 64; 90%; vs. men 71, 70, 67; 93%, each P
Published: 2021

19. Clinical characteristics, risk factors and outcomes in patients with severe COVID-19 registered in the International Severe Acute Respiratory and Emerging Infection Consortium WHO clinical characterisation protocol: a prospective, multinational, multicentre, observational study.

Author: Reyes, LF, Murthy, S, Garcia-Gallo, E, Irvine, M, Merson, L, Martin-Loeches, I, Rello, J, Taccone, FS, Fowler, RA, Docherty, AB, Kartsonaki, C, Aragao, I, Barrett, PW, Beane, A, Burrell, A, Cheng, MP, Christian, MD, Cidade, JP, Citarella, BW, Donnelly, CA, Fernandes, SM, French, C, Haniffa, R, Harrison, EM, Ho, AYW, Joseph, M, Khan, I, Kho, ME, Kildal, AB, Kutsogiannis, D, Lamontagne, F, Lee, TC, Bassi, GL, Lopez Revilla, JW, Marquis, C, Millar, J, Neto, R, Nichol, A, Parke, R, Pereira, R, Poli, S, Povoa, P, Ramanathan, K, Rewa, O, Riera, J, Shrapnel, S, Silva, MJ, Udy, A, Uyeki, T, Webb, SA, Wils, E-J, Rojek, A, Olliaro, PL, ISARIC Clinical Characterisation Group, Reyes, LF, Murthy, S, Garcia-Gallo, E, Irvine, M, Merson, L, Martin-Loeches, I, Rello, J, Taccone, FS, Fowler, RA, Docherty, AB, Kartsonaki, C, Aragao, I, Barrett, PW, Beane, A, Burrell, A, Cheng, MP, Christian, MD, Cidade, JP, Citarella, BW, Donnelly, CA, Fernandes, SM, French, C, Haniffa, R, Harrison, EM, Ho, AYW, Joseph, M, Khan, I, Kho, ME, Kildal, AB, Kutsogiannis, D, Lamontagne, F, Lee, TC, Bassi, GL, Lopez Revilla, JW, Marquis, C, Millar, J, Neto, R, Nichol, A, Parke, R, Pereira, R, Poli, S, Povoa, P, Ramanathan, K, Rewa, O, Riera, J, Shrapnel, S, Silva, MJ, Udy, A, Uyeki, T, Webb, SA, Wils, E-J, Rojek, A, Olliaro, PL, and ISARIC Clinical Characterisation Group
Abstract: Due to the large number of patients with severe coronavirus disease 2019 (COVID-19), many were treated outside the traditional walls of the intensive care unit (ICU), and in many cases, by personnel who were not trained in critical care. The clinical characteristics and the relative impact of caring for severe COVID-19 patients outside the ICU is unknown. This was a multinational, multicentre, prospective cohort study embedded in the International Severe Acute Respiratory and Emerging Infection Consortium World Health Organization COVID-19 platform. Severe COVID-19 patients were identified as those admitted to an ICU and/or those treated with one of the following treatments: invasive or noninvasive mechanical ventilation, high-flow nasal cannula, inotropes or vasopressors. A logistic generalised additive model was used to compare clinical outcomes among patients admitted or not to the ICU. A total of 40 440 patients from 43 countries and six continents were included in this analysis. Severe COVID-19 patients were frequently male (62.9%), older adults (median (interquartile range (IQR), 67 (55-78) years), and with at least one comorbidity (63.2%). The overall median (IQR) length of hospital stay was 10 (5-19) days and was longer in patients admitted to an ICU than in those who were cared for outside the ICU (12 (6-23) days versus 8 (4-15) days, p<0.0001). The 28-day fatality ratio was lower in ICU-admitted patients (30.7% (5797 out of 18 831) versus 39.0% (7532 out of 19 295), p<0.0001). Patients admitted to an ICU had a significantly lower probability of death than those who were not (adjusted OR 0.70, 95% CI 0.65-0.75; p<0.0001). Patients with severe COVID-19 admitted to an ICU had significantly lower 28-day fatality ratio than those cared for outside an ICU.
Published: 2022

20. An international observational study to assess the impact of the Omicron variant emergence on the clinical epidemiology of COVID-19 in hospitalised patients.

Author: Gonçalves, BP, Hall, M, Jassat, W, Balan, V, Murthy, S, Kartsonaki, C, Semple, MG, Rojek, A, Baruch, J, Reyes, LF, Dasgupta, A, Dunning, J, Citarella, BW, Pritchard, M, Martín-Quiros, A, Sili, U, Baillie, JK, Aryal, D, Arabi, Y, Rashan, A, Angheben, A, Caoili, J, Carrier, FM, Harrison, EM, Gómez-Junyent, J, Figueiredo-Mello, C, Douglas, JJ, Mat Nor, MB, Chow, YP, Wong, XC, Bertagnolio, S, Thwin, SS, Streinu-Cercel, A, Salazar, L, Rishu, A, Rangappa, R, Ong, DSY, Hashmi, M, Carson, G, Diaz, J, Fowler, R, Kraemer, MUG, Wils, E-J, Horby, P, Merson, L, Olliaro, PL, ISARIC Clinical Characterisation Group, Gonçalves, BP, Hall, M, Jassat, W, Balan, V, Murthy, S, Kartsonaki, C, Semple, MG, Rojek, A, Baruch, J, Reyes, LF, Dasgupta, A, Dunning, J, Citarella, BW, Pritchard, M, Martín-Quiros, A, Sili, U, Baillie, JK, Aryal, D, Arabi, Y, Rashan, A, Angheben, A, Caoili, J, Carrier, FM, Harrison, EM, Gómez-Junyent, J, Figueiredo-Mello, C, Douglas, JJ, Mat Nor, MB, Chow, YP, Wong, XC, Bertagnolio, S, Thwin, SS, Streinu-Cercel, A, Salazar, L, Rishu, A, Rangappa, R, Ong, DSY, Hashmi, M, Carson, G, Diaz, J, Fowler, R, Kraemer, MUG, Wils, E-J, Horby, P, Merson, L, Olliaro, PL, and ISARIC Clinical Characterisation Group
Abstract: BACKGROUND: Whilst timely clinical characterisation of infections caused by novel SARS-CoV-2 variants is necessary for evidence-based policy response, individual-level data on infecting variants are typically only available for a minority of patients and settings. METHODS: Here, we propose an innovative approach to study changes in COVID-19 hospital presentation and outcomes after the Omicron variant emergence using publicly available population-level data on variant relative frequency to infer SARS-CoV-2 variants likely responsible for clinical cases. We apply this method to data collected by a large international clinical consortium before and after the emergence of the Omicron variant in different countries. RESULTS: Our analysis, that includes more than 100,000 patients from 28 countries, suggests that in many settings patients hospitalised with Omicron variant infection less often presented with commonly reported symptoms compared to patients infected with pre-Omicron variants. Patients with COVID-19 admitted to hospital after Omicron variant emergence had lower mortality compared to patients admitted during the period when Omicron variant was responsible for only a minority of infections (odds ratio in a mixed-effects logistic regression adjusted for likely confounders, 0.67 [95% confidence interval 0.61-0.75]). Qualitatively similar findings were observed in sensitivity analyses with different assumptions on population-level Omicron variant relative frequencies, and in analyses using available individual-level data on infecting variant for a subset of the study population. CONCLUSIONS: Although clinical studies with matching viral genomic information should remain a priority, our approach combining publicly available data on variant frequency and a multi-country clinical characterisation dataset with more than 100,000 records allowed analysis of data from a wide range of settings and novel insights on real-world heterogeneity of COVID-19 presentation and clin
Published: 2022

21. Neurological Presentations and In-Hospital Complications of COVID-19 in Adults and Children: A Large Prospective Multicentre Observational Study from the International Severe Acute Respiratory and Emerging Infection Consortium (ISARIC)

Author: Sung-Min Cho, Nicole White, Lavienraj Premraj, Denise Battaglini, Jonathon P. Fanning, Jacky Y. Suen, Gianluigi Li Bassi, John Fraser, Chiara Robba, Matthew Griffee, Bhagteshwar Singh, Tom Solomon, David Thomson, and ISARIC Clinical Characterisation Group
Subjects: History, Polymers and Plastics, Business and International Management, Industrial and Manufacturing Engineering
Published: 2022

22. COVID-19 symptoms at hospital admission vary with age and sex: results from the ISARIC prospective multinational observational study.

Author: ISARIC Clinical Characterisation Group and ISARIC Clinical Characterisation Group
Abstract: BACKGROUND: The ISARIC prospective multinational observational study is the largest cohort of hospitalized patients with COVID-19. We present relationships of age, sex, and nationality to presenting symptoms. METHODS: International, prospective observational study of 60 109 hospitalized symptomatic patients with laboratory-confirmed COVID-19 recruited from 43 countries between 30 January and 3 August 2020. Logistic regression was performed to evaluate relationships of age and sex to published COVID-19 case definitions and the most commonly reported symptoms. RESULTS: 'Typical' symptoms of fever (69%), cough (68%) and shortness of breath (66%) were the most commonly reported. 92% of patients experienced at least one of these. Prevalence of typical symptoms was greatest in 30- to 60-year-olds (respectively 80, 79, 69%; at least one 95%). They were reported less frequently in children (≤ 18 years: 69, 48, 23; 85%), older adults (≥ 70 years: 61, 62, 65; 90%), and women (66, 66, 64; 90%; vs. men 71, 70, 67; 93%, each P < 0.001). The most common atypical presentations under 60 years of age were nausea and vomiting and abdominal pain, and over 60 years was confusion. Regression models showed significant differences in symptoms with sex, age and country. INTERPRETATION: This international collaboration has allowed us to report reliable symptom data from the largest cohort of patients admitted to hospital with COVID-19. Adults over 60 and children admitted to hospital with COVID-19 are less likely to present with typical symptoms. Nausea and vomiting are common atypical presentations under 30 years. Confusion is a frequent atypical presentation of COVID-19 in adults over 60 years. Women are less likely to experience typical symptoms than men.
Published: 2021

23. The value of open-source clinical science in pandemic response: lessons from ISARIC

Author: Onderzoek, Child Health, Infection & Immunity, Cluster B, Epi Infectieziekten Team 1, Poli Van Creveldkliniek Medisch, DIGD-Medisch 1, MS Interne Geneeskunde, ISARIC Clinical Characterisation Group, Onderzoek, Child Health, Infection & Immunity, Cluster B, Epi Infectieziekten Team 1, Poli Van Creveldkliniek Medisch, DIGD-Medisch 1, MS Interne Geneeskunde, and ISARIC Clinical Characterisation Group
Published: 2021

24. The value of open-source clinical science in pandemic response: lessons from ISARIC.

Author: ISARIC Clinical Characterisation Group. Electronic address: james.lee@ndm.ox.ac.uk and ISARIC Clinical Characterisation Group
Published: 2021
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25. Global outbreak research: harmony not hegemony.

Author: ISARIC clinical characterisation group
Subjects: *MIDDLE East respiratory syndrome, *COVID-19, *RESPIRATORY diseases, *EMERGING infectious diseases, *COVID-19 pandemic, *VIRAL pneumonia, *TIME, *WORLD health, *EPIDEMICS, *MEDICAL research
Published: 2020
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26. COVID-19 symptoms at hospital admission vary with age and sex: results from the ISARIC prospective multinational observational study

Author: ISARIC Clinical Characterisation Group
Subjects: Male, Case definition, SARS-CoV-2, COVID-19, Middle Aged, Hospitals, 3. Good health, Hospitalization, Diagnosis, Symptoms, Humans, Female, Prospective Studies, Child, Aged
Abstract: BACKGROUND: The ISARIC prospective multinational observational study is the largest cohort of hospitalized patients with COVID-19. We present relationships of age, sex, and nationality to presenting symptoms. METHODS: International, prospective observational study of 60 109 hospitalized symptomatic patients with laboratory-confirmed COVID-19 recruited from 43 countries between 30 January and 3 August 2020. Logistic regression was performed to evaluate relationships of age and sex to published COVID-19 case definitions and the most commonly reported symptoms. RESULTS: 'Typical' symptoms of fever (69%), cough (68%) and shortness of breath (66%) were the most commonly reported. 92% of patients experienced at least one of these. Prevalence of typical symptoms was greatest in 30- to 60-year-olds (respectively 80, 79, 69%; at least one 95%). They were reported less frequently in children (≤ 18 years: 69, 48, 23; 85%), older adults (≥ 70 years: 61, 62, 65; 90%), and women (66, 66, 64; 90%; vs. men 71, 70, 67; 93%, each P < 0.001). The most common atypical presentations under 60 years of age were nausea and vomiting and abdominal pain, and over 60 years was confusion. Regression models showed significant differences in symptoms with sex, age and country. INTERPRETATION: This international collaboration has allowed us to report reliable symptom data from the largest cohort of patients admitted to hospital with COVID-19. Adults over 60 and children admitted to hospital with COVID-19 are less likely to present with typical symptoms. Nausea and vomiting are common atypical presentations under 30 years. Confusion is a frequent atypical presentation of COVID-19 in adults over 60 years. Women are less likely to experience typical symptoms than men.

27. Optimising Clinical Epidemiology in Disease Outbreaks: Analysis of ISARIC-WHO COVID-19 Case Report Form Utilisation.

Author: Merson L, Duque S, Garcia-Gallo E, Yeabah TO, Rylance J, Diaz J, Flahault A, and Isaric Clinical Characterisation Group
Abstract: Standardised forms for capturing clinical data promote consistency in data collection and analysis across research sites, enabling faster, higher-quality evidence generation. ISARIC and the World Health Organization have developed case report forms (CRFs) for the clinical characterisation of several infectious disease outbreaks. To improve the design and quality of future forms, we analysed the inclusion and completion rates of the 243 fields on the ISARIC-WHO COVID-19 CRF. Data from 42 diverse collaborations, covering 1886 hospitals and 950,064 patients, were analysed. A mean of 129.6 fields (53%) were included in the adapted CRFs implemented across the sites. Consistent patterns of field inclusion and completion aligned with globally recognised research priorities in outbreaks of novel infectious diseases. Outcome status was the most highly included (95.2%) and completed (89.8%) field, followed by admission demographics (79.1% and 91.6%), comorbidities (77.9% and 79.0%), signs and symptoms (68.9% and 78.4%), and vitals (70.3% and 69.1%). Mean field completion was higher in severe patients (70.2%) than in all patients (61.6%). The results reveal how clinical characterisation CRFs can be streamlined to reduce data collection time, including the modularisation of CRFs, to offer a choice of data volume collection and the separation of critical care interventions. This data-driven approach to designing CRFs enhances the efficiency of data collection to inform patient care and public health response.
Published: 2024
Full Text: View/download PDF

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27 results on '"ISARIC Clinical Characterisation Group"'

1. Optimising Clinical Epidemiology in Disease Outbreaks: Analysis of ISARIC-WHO COVID-19 Case Report Form Utilisation

2. Liver injury in hospitalized patients with COVID-19: An International observational cohort study.

3. An international observational study to assess the impact of the Omicron variant emergence on the clinical epidemiology of COVID-19 in hospitalised patients

4. Use of an extended KDIGO definition to diagnose acute kidney injury in patients with COVID-19: A multinational study using the ISARIC-WHO clinical characterisation protocol.

5. Ten months of temporal variation in the clinical journey of hospitalised patients with COVID-19: An observational cohort

6. Using Bottleneck Adapters to Identify Cancer in Clinical Notes under Low-Resource Constraints.

7. Characteristics and outcomes of COVID-19 patients admitted to hospital with and without respiratory symptoms

8. Characteristics and outcomes of an international cohort of 600 000 hospitalized patients with COVID-19

9. A multi-country analysis of COVID-19 hospitalizations by vaccination status

10. Validation of extracorporeal membrane oxygenation mortality prediction and severity of illness scores in an international COVID-19 cohort

11. Characteristics and outcomes of an international cohort of 600 000 hospitalized patients with COVID-19

12. Neurological manifestations of COVID-19 in adults and children

13. Validation of extracorporeal membrane oxygenation mortality prediction and severity of illness scores in an international COVID-19 cohort

14. Validation of extracorporeal membrane oxygenation mortality prediction and severity of illness scores in an international COVID-19 cohort

15. Neurological manifestations of COVID-19 in adults and children

16. Author response for 'Symptom‐based case definitions for COVID‐19: Time and geographical variations for detection at hospital admission among 260,000 patients'

17. Symptom-based case definitions for COVID-19: time and geographical variations for detection at hospital admission among 260,000 patients

18. COVID-19 symptoms at hospital admission vary with age and sex: results from the ISARIC prospective multinational observational study

19. Clinical characteristics, risk factors and outcomes in patients with severe COVID-19 registered in the International Severe Acute Respiratory and Emerging Infection Consortium WHO clinical characterisation protocol: a prospective, multinational, multicentre, observational study.

20. An international observational study to assess the impact of the Omicron variant emergence on the clinical epidemiology of COVID-19 in hospitalised patients.

21. Neurological Presentations and In-Hospital Complications of COVID-19 in Adults and Children: A Large Prospective Multicentre Observational Study from the International Severe Acute Respiratory and Emerging Infection Consortium (ISARIC)

22. COVID-19 symptoms at hospital admission vary with age and sex: results from the ISARIC prospective multinational observational study.

23. The value of open-source clinical science in pandemic response: lessons from ISARIC

24. The value of open-source clinical science in pandemic response: lessons from ISARIC.

25. Global outbreak research: harmony not hegemony.

26. COVID-19 symptoms at hospital admission vary with age and sex: results from the ISARIC prospective multinational observational study

27. Optimising Clinical Epidemiology in Disease Outbreaks: Analysis of ISARIC-WHO COVID-19 Case Report Form Utilisation.

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