8 research outputs found
First paleoseismological results in the epicentral area of the sixteenth century Ameca earthquake, Jalisco - México
- Author
- Publication venue
- 'Elsevier BV'
- Publication date
- 01/01/2021
- Field of study
The Trans-Mexican Volcanic Belt (TMVB) is a calc-alkaline volcanic arc cut by different active crustal fault systems that have originated several destructive historical earthquakes. Located in the central part of Mexico this region offers exceptional climatic, and fertility of soil conditions, which is the reason why more than 50% of the Mexican population now live here, increasing the seismic risk. Determining the seismic potential of these fault systems is important in the western section of the TMVB, in the vicinity of the city of Guadalajara, where more than 5 million inhabitants are concentrated in a densely populated urban area. We focus here on the epicentral area of the MW 7.2 sixteenth century Ameca earthquake, one of the first earthquakes described to take place in the American continent and which also may be the largest crustal earthquake to have occurred in the TMVB in the historical record. According to some historical sources, this earthquake would be associated with the Ameca-Ahuisculco Fault but no neotectonic study has been carried out so far to characterize this fault. Here, we describe the geomorphology of the fault escarpment and the characteristics of different fault segments. This first step allowed to select a suitable site for a paleoseismological study to track the historic event. The results of the interpretation of two trenches are consistent, showing evidence of net activity of the fault in the tectono-sedimentary record with two and possibly three seismic events. The older one of these is not well recorded and interpreted as a possible event that could have occurred after 27,91 ± 0,4 cal ka BP and before 5,67 ± 0,064 cal ka BP. The second one and best recorded event occurred around 5,67 ± 0,064 cal ka BP whilst the last one occurred after 0,985 ± 0,065 cal ka BP and is likely to be the geological record of the Ameca sixteenth century earthquake. Considering the potential rupture lengths and the coseismic displacement measured in the trenches, this fault system seems capable of generating earthquakes of magnitude 6.9 to 7.3 and represents a major source of earthquake hazard to the city of Guadalajara
Morphological differences between wild and farmed Mediterranean fish
- Author
- A Francescon
- A Keast
- A Loy
- A Loy
- A Loy
- A Meyer
- B Chatain
- B Funkenstein
- BMS Ward-Campbell
- C Boglione
- C Chatfield
- C Lemaire
- C Turan
- D Ergüden
- D. G. Sfakianakis
- DG Sfakianakis
- DP Swaine
- E Cataldi
- E Gisbert
- F Tulli
- FAO
- FJ García de León
- FL Bookstein
- FW Allendorf
- G Allegrucci
- G González-Lorenzo
- G Koumoundourous
- G Marino
- H Ben-Slimen
- I Paperna
- I Uglem
- IA Fleming
- J Carrillo
- J. T. Bayle-Sempere
- JA Alarcón
- JD Reist
- JJ Hard
- JJ Meager
- JM Afonso
- JM Humphries
- JWM Osse
- JWM Osse
- JWM Osse
- K Grigorakis
- K Toledo-Guedes
- L Tancioni
- LP Hernandez
- M Arabaci
- M Cervelli
- MC Balebona
- MD Abramoff
- N Karaiskou
- P Divanach
- P Fiske
- P Sagnes
- P. Arechavala-Lopez
- P. Sanchez-Jerez
- PE Ihssen
- PW Webb
- R Castilho
- R Castilho
- R Naylor
- R Rossi
- RE Strauss
- S Innocentiis De
- S Mariani
- S Mérigoux
- S. Somarakis
- SC Stearns
- T Dempster
- T Patarnello
- T Russo
- Publication venue
- 'Springer Science and Business Media LLC'
- Publication date
- 20/09/2011
- Field of study
Gilthead seabream (Sparus aurata L.) and European seabass (Dicentrarchus labrax L.) are important commercial marine fish species both for aquaculture and fisheries in the Mediterranean. It is known that farmed individuals escape from farm facilities, but the extent of escape events is not easy to report and estimate because of the difficulty to distinguish between wild and farmed individuals. In this study, significant differences provided through morphometry evidence that the cranial and body regions of seabream and seabass are different regarding their farm or wild origin at different scales. Morphological variations have been shown to be a valuable tool for describing changes in shape features. Therefore, the biomass contribution of escapees to local habitats could be determined by identifying escaped individuals from fisheries landings as a first step to assess the potential negative effects of fish farm escapees on the environment, and their influence on wild stocks and local fisheries.This study was financed by the EU-proyect ‘‘PreventEscape’’ (7th Framework European Commission, num. 226885; http://www.preventescape.eu/)
Trematode diversity reflecting the community structure of Danish freshwater systems: molecular clues
- Author
- A Cichy
- A Faltýnková
- A Faltýnková
- A Faltýnková
- A Faltýnková
- A Faltýnková
- A Karvonen
- A Sannia
- AØ Christiansen
- B-J Wikgren
- C Brönmark
- C Combes
- C Li
- C Loy
- C Selbach
- C Selbach
- C Tao
- C Wesenberg-Lund
- D Blair
- D Jouet
- D Nugaraitė
- D Zajíček
- DD Bowman
- DE Galazzo
- DW Thieltges
- E Murai
- E Styczynska-Jurewicz
- E Zhytova
- E Żbikowska
- E Żbikowska
- E Żbikowska
- EB Moema
- EE Enabulele
- F Frandsen
- F Jorge
- GP-P De Leon
- GP-P de León
- H Ferte
- IV Chikhlyaev
- J Dönges
- J Esteban
- J Rudolfová
- J Schwelm
- J Sitko
- J Zikmundová
- J-F Gao
- J-H Qiu
- JE Curran
- JO Outa
- K Niewiadomska
- L Jinxuang
- L Na
- M Borkovcová
- M Chernogorenko
- M McNamara
- M Soldanova
- M Soldánová
- M Soldánová
- MA Gordy
- NJ Morley
- NJ Morley
- NT Schock
- OV Aksenova
- PT Johnson
- R Poulin
- RF Hechinger
- RF Hechinger
- RF Hechinger
- RS Sewell
- S Kumar
- SH Paull
- T Cribb
- T Høy
- T Kamiya
- V Besprozvannykh
- V Radev
- V Tkach
- W Haas
- W Haas
- W Jezewski
- W Motzel
- W Wisniewski
- WL Shoop
- Y Manga-Gonzalez
- Z Zdarska
- Publication venue
- 'Springer Science and Business Media LLC'
- Publication date
- Field of study
Creating diversity in mammalian facial morphology: a review of potential developmental mechanisms
- Author
- A Abzhanov
- A Abzhanov
- A Cardini
- A Cardini
- A Evin
- A Galatius
- A Goswami
- A Goswami
- A Goswami
- A Goswami
- A Jugessur
- A Lalis
- A Loy
- A Loy
- A Porto
- AA Curtis
- AC Lau
- AC Lau
- AG Drake
- AG Drake
- AH Newton
- AR Amaral
- B Figueirido
- B Figueirido
- B Hallgrímsson
- B Kraatz
- BM Booker
- BP Kraatz
- BS Reid
- Bubadué J Moura de
- C Martinez-Maza
- C Robinson
- CD Phillips
- CH Chen
- CJ Cretekos
- CJ Cretekos
- CJ Percival
- CP Klingenberg
- CP Klingenberg
- CS Gutstein
- CV Bennett
- CV Bennett
- D Ge
- D Ge
- D Hockman
- D Hockman
- D Koyabu
- D Koyabu
- D Neaux
- D Neaux
- DA Moraes De
- DE Wilson
- DJA Orr
- DL Castillo Del
- DM Juriloff
- DM Juriloff
- DW Sorensen
- E Barrow
- E Marcus
- E Pauws
- EC Teeling
- EJ Sargis
- ELA Monteiro-Filho
- EP Paksuz
- ER Dumont
- ER Dumont
- ER Dumont
- ERM Bakker
- F Bertolini
- F Panchetti
- FJ Prevosti
- FJ Rohlf
- FM Quintela
- G Dobigny
- G Tsagkogeorga
- GA Feldhamer
- GJ Slater
- GN Eick
- H Barros
- H Endo
- H Gunter
- H Schutz
- H Yanagisawa
- H Yoshida
- HA Jamniczky
- HY Ho
- I Casanovas-Vilar
- I Satokata
- J Jeong
- J Owen
- J Ventura
- JA Baek
- JA Fritz
- JA Meachen
- JA Pérez-Claros
- JB Lack
- JB Tanner
- JE Tarver
- JF Stolz
- JG Fleagle
- JJ Schoenebeck
- JJ Schoenebeck
- JJ Shi
- JK Christians
- JM Woltering
- JO Bush
- JW Fondon 3rd
- JW Fondon 3rd
- K Hayashi
- K Noda
- K Tehiler
- KE Jones
- KE Sears
- KE Sears
- KE Sears
- KJ Mitchell
- KJ Parsons
- L Boell
- L Hautier
- L Hautier
- L Schroeder
- L Yu
- LF Pallares
- LF Pallares
- LT Shirai
- M Asahara
- M Asahara
- M Bonilla-Claudio
- M Dai
- M Geiger
- M Kaucka
- M Kawakami
- M Medio
- M Milenković
- M Pavličev
- M Reis Dos
- M Scalici
- M Singleton
- M Tokita
- M Tokita
- M Tokita
- M Tokita
- M Tokita
- MA Meester-Smoor
- MA O’Leary
- MA Pointer
- MB Fenton
- MD Shapiro
- MD Zuccarelli
- MJ Dixon
- MK Mason
- MR Paradis
- MSP León De
- MY Chen
- N Giannini
- N Singh
- N Singh
- NA Shchipanov
- NA Shchipanova
- NM Foley
- NP Giannini
- O Campàs
- P Piras
- PG Cox
- PG Ziros
- PM Parés-Casanova
- PN Gonzalez
- PS Anderson
- R Bornholdt
- R Caumul
- R Fornel
- R Jiang
- R Mallarino
- R Mallarino
- R Mallarino
- R O’Rahilly
- RE Walsh
- RJ Lipinski
- RM Green
- RV Amerongen
- RW Meredith
- S Finlay
- S Niemann
- S Song
- SA Abramov
- SA Brugmann
- SA Brugmann
- SD Weatherbee
- SE Santana
- SI Perez
- T Ito
- T Kohlsdorf
- T Komori
- T Komori
- T Suda
- TA Vaughan
- TB Ritzman
- TE Parsons
- TM Schroeder
- TS Kemp
- U Knief
- V Metzis
- W Liu
- W Wu
- WL Eckalbar
- X Lu
- Y Ito
- Y Lan
- Y Lan
- Z Wang
- Z Wang
- Z Wang
- Z Zhang
- ZJ Tseng
- Publication venue
- 'Springer Science and Business Media LLC'
- Publication date
- Field of study
At-admission prediction of mortality and pulmonary embolism in an international cohort of hospitalised patients with COVID-19 using statistical and machine learning methods
- Author
- Abdukahil S.A
- Abdulkadir N.N
- Abe R
- Abel L
- Abreu J.R
- Abrous A
- Absil L
- Acker A
- Adachi S
- Adam E
- Adriano E
- Adrião D
- Ageel S.A
- Ahmed S
- Aiello M
- Ainscough K
- Airlangga E
- Aisa T
- Akimoto T
- Akmal E
- Al-dabbous T
- Al-Fares A
- Alalqam R
- Alberti A
- Alegesan S
- Alegre C
- Alessi M
- Alex B
- Alexandre K
- Alfoudri H
- Ali A
- Ali I
- Alidjnou K.E
- Aliudin J
- Alkhafajee Q
- Allavena C
- Allou N
- Alves J
- Alves J.M
- Alves R
- Amaral M
- Amira N
- Ammerlaan H
- Ampaw P
- Andini R
- Andréjak C
- Angheben A
- Angoulvant F
- Ansart S
- Anthonidass S
- Antonelli M
- Anwar K.R
- Apriyana A
- Arabi Y
- Aragao I
- Arancibia F
- Araujo C
- Arcadipane A
- Archambault P
- Arenz L
- Arlet J.-B
- Arnold-Day C
- Arora L
- Arora R
- Artaud-Macari E
- Aryal D
- Asaki M
- Asensio A
- Ashley E.A
- Ashraf M
- Assie J.B
- Asyraf A
- Atique A
- Attanyake A.M.U.L
- Auchabie J
- Auger C.C
- Aumaitre H
- Auvet A
- Azemar L
- Azoulay C
- Bach B
- Bachelet D
- Badr C
- Baig N
- Baillie J.K
- Baird J.K
- Bak E
- Bakakos A
- Bakar N.A
- Bal A
- Balakrishnan M
- Balan V
- Banheiro B.S
- Bani-Sadr F
- Barbalho R
- Barbosa N.Y
- Barclay W.S
- Barnett S.U
- Barnikel M
- Barrasa H
- Barrelet A
- Barrigoto C
- Bartoli M
- Baruch J
- Basmaci R
- Basri M.F.H
- Bassi G.L
- Battaglini D
- Bauer J
- Beane A
- Bedossa A
- Bee K.H
- Begum H
- Behilill S
- Beishuizen A
- Bekken G.K
- Beljantsev A
- Bellemare D
- Beltrame A
- Beltrão B.A
- Beluze M
- Benech N
- Benjiman L.E
- Benkerrou D
- Bennett S
- Bento L
- Berdal J.-E
- Berge M.V.D
- Bergeaud D
- Bergin H
- Bertoli G
- Bertolino L
- Bessis S
- Betz A
- Bevilcaqua S
- Bezulier K
- Bhatt A
- Bhavsar K
- Bianco C
- Bidin F.N
- Bihan C.L
- Bisoffi Z
- Bissuel F
- Biston P
- Bitker L
- Bitton J
- Blanco-Schweizer P
- Blier C
- Bloos F
- Blot M
- Blumberg L
- Boccia F
- Bodenes L
- Bogaert D
- Boivin A.-H
- Bolaños I
- Bolze P.-A
- Bompart F
- Bonelli P
- Bonfasius A
- Borges D
- Borie R
- Bosse H.M
- Botelho-Nevers E
- Bouadma L
- Bouchaud O
- Bouchez S
- Bouhmani D
- Bouhour D
- Bouiller K
- Bouillet L
- Bouisse C
- Bounphiengsy T
- Bountthasavong L
- Boureau A.-S
- Bourke J
- Bouscambert M
- Bousquet A
- Bouziotis J
- Boxma B
- Boyer-Besseyre M
- Boylan M
- Bozza F.A
- Braconnier A
- Braga C
- Brandenburger T
- Brazzi L
- Breen D
- Breen P
- Brewster D
- Brickell K
- Brien F.O
- Bris C.L
- Browne A
- Browne S
- Brozzi N
- Brusse-Keizer M
- Buchtele N
- Bugaeva P
- Buisson M
- Buonsenso D
- Burhan E
- Burrell A
- Bustos I.G
- Butnaru D
- Cabie A
- Cabral S
- Cabrita J.A
- Caceres E
- Cadoz C
- Callaghan A.O
- Callahan M
- Calligy K
- Calvache J.A
- Caminiti C
- Campana V
- Campbell P
- Campisi J
- Camões J
- Canepa C
- Cantero M
- Caraux-Paz P
- Cardellino C.S
- Cardoso F
- Cardoso F
- Cardoso N
- Cardoso S
- Carelli S
- Carlacci F
- Carlier N
- Carmoi T
- Carney G
- Carqueja I
- Carret M.-C
- Carrier F.M
- Carroll I
- Carson G
- Carvalho L
- Casanova M.-L
- Cascão M
- Casey S
- Casimiro J
- Cassandra B
- Castanheira N
- Castañeda S
- Castor-Alexandre G
- Castro I
- Catarino A
- Catherine F.-X
- Cattaneo P
- Cavalin R
- Cavalli G.G
- Cavayas A
- Ceccato A
- Cely L.M
- Cerkovnik S
- Cervantes-Gonzalez M
- Chair A
- Chakveatze C
- Chaleunphon B
- Chan A
- Chand M
- Chapplain J.-M
- Charpentier C
- Chas J
- Chatterjee A
- Chau N.V.V
- Chen A
- Chenard L
- Cheng M.P
- Cheret A
- Chetta A.A
- Chia J.S
- Chiarabini T
- Chica J
- Chidambaram S.K
- Chirouze C
- Chiumello D
- Cho H.J
- Cho S.-M
- Choileain O.N
- Cholley B
- Chommanam D
- Chopin M.-C
- Chow T.S
- Chow Y.P
- Christy N
- Chua H.J
- Chua J
- Cidade J.P
- Citarella B.W
- Citarella B.W
- Ciullo A
- Clarke E
- Clarke J
- Clifton L
- Clohisey S
- Codan C
- Cody C
- Coelho A
- Coles J
- Coles M
- Colin G
- Collins M
- Colombo S.M
- Combs P
- Connor M
- Conrad A
- Contreras S
- Conway E
- Cooke G.S
- Copland M
- Cordel H
- Corley A
- Cornelis S
- Cornet A.D
- Corpuz A.J
- Cortegiani A
- Corvaisier G
- Costigan E
- Couffignal C
- Couffin-Cadiergues S
- Courtois R
- Cousse S
- Cregan R
- Cristella C
- Croonen S
- Crowl G
- Crump J
- Cruz C
- Csete M
- Cullen A
- Cummings M
- Curley G
- Curlier E
- Curran C
- Curto E.G
- Custodio P
- Cárcel S
- Da Silva F.D
- da Silva Filipe A
- Da Silveira C
- Dabaliz A.-A
- Dagens A
- Dahly D
- Dalton H
- Dalton J
- Daly S
- Damas J
- Daneman N
- Daniel C
- Dankwa E.A
- Dantas J
- Darshana B.P.S.R.S
- de Brito C.A.A
- de Castro M.G
- de Jong M
- de Loughry G
- de Mendoza D
- De Montmollin E
- de Oliveira França R.F
- de Piero M
- de Pinho Oliveira A.I
- De Rosa R
- De Rose C
- de Silva T
- de Velde S.V
- de Vries P
- Deacon J
- Dean D
- Debard A
- Debray M.-P
- DeCastro N
- Dechert W
- Deconninck L
- Decours R
- Defous E
- Delacroix I
- Delaveuve E
- Delavigne K
- Delfos N.M
- Deligiannis I
- Dell’Amore A
- Delmas C
- Delobel P
- Delsing C
- Demonchy E
- Denis E
- Deplanque D
- Depuydt P
- Desai M
- Descamps D
- Desvallées M
- Devouge E.F
- Dewayanti S
- Dhanger P
- Diallo A
- Diamantis S
- Dias A
- Dias A
- Diaz J.J
- Diaz P
- Diaz R
- Didier K
- Diehl J.-L
- Dieperink W
- Dimet J
- Dinot V
- Diop F
- Diouf A
- Dishon Y
- Djossou F
- Docherty A.B
- Doherty H
- Dominguez C.I
- Dondorp A.M
- Dong A
- Donnelly C.A
- Donnelly M
- Donohue C
- Donohue S
- Donohue Y
- Doran P
- Dorival C
- Douangdala P
- Douglas J.J
- Douma R
- Dournon N
- Dow D.B
- Downer T
- Downey J
- Downing M
- Drake T
- Driscoll A
- Dryden M
- Dubee V
- Dubos F
- Dubot-Pérès A
- Ducancelle A
- Duculan T
- Dudman S
- Duggal A
- Dunand P
- Dunning J
- Duplaix M
- Durante-Mangoni E
- Durham L
- Duthoit J
- Duval X
- Dyrhol-Riise A.M
- D’Aragon F
- D’Orleans C.C
- D’Ortenzio E
- Ean S.C
- Echeverria-Villalobos M
- Economopoulos G
- Egan S
- Eira C
- Elapavaluru S
- Elharrar B
- Ellerbroek J
- Eloy P
- Elshazly T
- Elyazar I
- Enderle I
- Endo T
- Eng C.C
- Engelmann I
- Enouf V
- Epaulard O
- Escher M
- Esperatti M
- Esperou H
- Esposito-Farese M
- Estevão J
- Etienne M
- Ettalhaoui N
- Everding A.G
- Evers M
- Fabre I
- Fabre M
- Faheem A
- Fahy A
- Fairfield C.J
- Fakar Z
- Falher G.L
- Faria P
- Fateena H
- Fatoni A.Z
- Faure K
- Favory R
- Fayed M
- Feely N
- Feeney L
- Feltz M.V.D
- Fernandes J
- Fernandes M.A
- Fernandes S
- Ferrand F.-X
- Ferrari C
- Ferraz M
- Ferreira B
- Ferreira B
- Ferreira I
- Ferreira S
- Ferrer-Roca R
- Ferriere N
- Ferrão J
- Fevre L.L
- Ficko C
- Figueiredo-Mello C
- Finlayson W
- Fiorda J
- Flament T
- Flateau C
- Fletcher T
- Florence A.-M
- Florio L.L
- Flynn B
- Flynn D
- Fogliazza F
- Foley C
- Foley J
- Fomin V
- Fonseca C.D
- Fonseca T
- Fontela P
- Forsyth S
- Foster D
- Foti G
- Fourn E
- Fowler R.A
- Fraher M
- Franch-Llasat D
- Fraser C
- Fraser J.F
- Freire M.V
- Friedrich C
- Fritz R
- Fry S
- Fuentes N
- Fukuda M
- G A
- Gaborieau V
- Gaci R
- Gagliardi M
- Gagnard J.-C
- Gagneux-Brunon A
- Gaião S
- Gallagher P
- Gamble C
- Gandonniere C.S
- Gani Y
- Garan A
- Garcia R
- Garcia-Diaz J
- Garcia-Gallo E
- Garcês R.C
- García R.N.J
- Garimella N
- Garofalo F
- Garot D
- Garrait V
- Gault N
- Gavin A
- Gavrylov A
- Gaymard A
- Gebauer J
- Geraud E
- Germano N
- ghisulal P.K
- Ghosn J
- Giani M
- Giaquinto C
- Gibson J
- Gigante T
- Gilg M
- Gilroy E
- Giordano G
- Girvan M
- Gissot V
- Glikman D
- Glybochko P
- Gnall E
- Goco G
- Goehringer F
- Goepel S
- Goffard J.-C
- Goh J.Y
- Golob J
- Gomes R
- Gomez K
- Gominet M
- Gonzalez A
- Gordon P
- Gorenne I
- Goubert L
- Goujard C
- Goulenok T
- Grable M
- Graf J
- Granado R.C.-D
- Grandin E.W
- Granerud B.K
- Granier P
- Grasselli G
- Green C.A
- Greene C
- Greenhalf W
- Greffe S
- Greve F.V.S
- Grieco D.L
- Griffee M
- Griffiths F
- Grigoras I
- Groenendijk A
- Gruner H
- Gu Y
- Guedj J
- Guego M
- Guellec D
- Guerguerian A.-M
- Guerreiro D
- Guery R
- Guillaumot A
- Guilleminault L
- Guimard T
- Gulik L.V
- Gómez-Junyent J
- Haalboom M
- Haber D
- Habraken H
- Hachemi A
- Hadri N
- Hakak S
- Hall A
- Hall M
- Halpin S
- Hamer A
- Hamers R.L
- Hamidfar R
- Hammond N
- Hammond T
- Han L.Y
- Haniffa R
- Hao K.W
- Hardwick H
- Harrison E.M
- Harrison J
- Harrison S.B.E
- Hartman A
- Hashmi J
- Hattem J.V
- Hayes A
- Hays L
- Heerman J
- Heggelund L
- Hendry R
- Heng B.S.L
- Hennessy M
- Henriquez-Trujillo A
- Hentzien M
- Hernandez D
- Hernandez-Montfort J
- Herreros J.M.C
- Hershey A
- Hesstvedt L
- Hidayah A
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- Publication venue
- Scientific Reports
- Publication date
- 01/01/2024
- Field of study
By September 2022, more than 600 million cases of SARS-CoV-2 infection have been reported globally, resulting in over 6.5 million deaths. COVID-19 mortality risk estimators are often, however, developed with small unrepresentative samples and with methodological limitations. It is highly important to develop predictive tools for pulmonary embolism (PE) in COVID-19 patients as one of the most severe preventable complications of COVID-19. Early recognition can help provide life-saving targeted anti-coagulation therapy right at admission. Using a dataset of more than 800,000 COVID-19 patients from an international cohort, we propose a cost-sensitive gradient-boosted machine learning model that predicts occurrence of PE and death at admission. Logistic regression, Cox proportional hazards models, and Shapley values were used to identify key predictors for PE and death. Our prediction model had a test AUROC of 75.9% and 74.2%, and sensitivities of 67.5% and 72.7% for PE and all-cause mortality respectively on a highly diverse and held-out test set. The PE prediction model was also evaluated on patients in UK and Spain separately with test results of 74.5% AUROC, 63.5% sensitivity and 78.9% AUROC, 95.7% sensitivity. Age, sex, region of admission, comorbidities (chronic cardiac and pulmonary disease, dementia, diabetes, hypertension, cancer, obesity, smoking), and symptoms (any, confusion, chest pain, fatigue, headache, fever, muscle or joint pain, shortness of breath) were the most important clinical predictors at admission. Age, overall presence of symptoms, shortness of breath, and hypertension were found to be key predictors for PE using our extreme gradient boosted model. This analysis based on the, until now, largest global dataset for this set of problems can inform hospital prioritisation policy and guide long term clinical research and decision-making for COVID-19 patients globally. Our machine learning model developed from an international cohort can serve to better regulate hospital risk prioritisation of at-risk patients. © The Author(s) 2024
Thrombotic and hemorrhagic complications of COVID-19 in adults hospitalized in high-income countries compared with those in adults hospitalized in low- and middle-income countries in an international registry
- Author
- Abdukahil Sheryl Ann
- Abdulkadir Nurul Najmee
- Abe Ryuzo
- Abel Laurent
- Abrous Amal
- Absil Lara
- Acker Andrew
- Adam Elisabeth
- Adrião Diana
- Ahmed Shakeel
- Ainscough Kate
- Aisa Tharwat
- Akimoto Takako
- Akmal Ernita
- Akwani Chika
- Al Ageel Saleh
- Al Qasim Eman
- Al-dabbous Tala
- Al-Fares Abdulrahman
- Alalqam Razi
- Alberti Angela
- Alegesan Senthilkumar
- Alessi Marta
- Alex Beatrice
- Alexander Peta MA
- Alexandre Kévin
- Alfoudri Huda
- Ali Imran
- Alidjnou Kazali Enagnon
- Aliudin Jeffrey
- Alkhafajee Qabas
- Allavena Clotilde
- Allou Nathalie
- Alves João
- Alves João Melo
- Alves Rita
- Amaral Maria
- Amira Nur
- Ampaw Phoebe
- Andini Roberto
- Andréjak Claire
- Angheben Andrea
- Angoulvant François
- Ansart Séverine
- Anthonidass Sivanesen
- Antonelli Massimo
- Apriyana Ardiyan
- Arabi Yaseen
- Aragao Irene
- Arancibia Francisco
- Araujo Carolline
- Arcadipane Antonio
- Archambault Patrick
- Arenz Lukas
- Arlet Jean-Benoît
- Arnold-Day Christel
- Arora Lovkesh
- Arora Rakesh
- Artaud-Macari Elise
- Aryal Diptesh
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- Balakrishnan Mohanaprasanth
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- Bani-Sadr Firouzé
- Barbalho Renata
- Barbosa Nicholas Yuri
- Barclay Wendy S
- Barnett Saef Umar
- Barnikel Michaela
- Barrasa Helena
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- Bozza Fernando Augusto
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- de Brito Carlos Alexandre Antunes
- de Castro Maisa Guimarães
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- Delacroix Isabelle
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- Delfos Nathalie M
- Deligiannis Ionna
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- Doherty Helen
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- Dyrhol-Riise Anne Margarita
- Ean Sim Choon
- Echeverria-Villalobos Marco
- Eddington Devin P
- Egan Siobhan
- Eira Carla
- Ekow Harrison Samuel Bernard
- El Sanharawi Mohammed
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- Fahy Arabella
- Fairfield Cameron J
- Fanning Jonathon P
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- Fourn Erwan
- Fowler Robert A
- Fraher Marianne
- Franch-Llasat Diego
- Fraser Christophe
- Fraser John
- Fraser John F
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- Granier Pascal
- Grasselli Giacomo
- Green Christopher A
- Greene Courtney
- Greenhalf William
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- Grieco Domenico Luca
- Griffee Matthew
- Griffee Matthew J
- Griffiths Fiona
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- Groenendijk Albert
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- Hough Catherine L
- Houltham Stuart
- Hssain Ali Ait
- Hulot Jean-Sébastien
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- Jelani Anilawati Mat
- Jenum Synne
- Jimbo-Sotomayor Ruth
- Jiménez Miguel Pedrera
- Joe Ong Yiaw
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- Joseph Cédric
- Joseph Mark
- Jourdain Mercé
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- Khalil Antoine
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- Kho Michelle E
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- Khoo Ryan
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- Kimmoun Antoine
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- Kitamura Nobuya
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- L'Her Erwan
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- Lagrange Marie
- Laine Fabrice
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- Lalueza Antonio
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- Leathlobhair Niamh Ni
- Lee Low Lee
- Lee Biing Horng
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- Lee Todd C
- Lee Yi Lin
- Leeming Gary
- Lefebvre Bénédicte
- Lefebvre Laurent
- Lefèvre Benjamin
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- Liu Keibun
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- Loon Leong Chee
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- Lopez-Colon Dalia
- Loschner Anthony L
- Loubet Paul
- Loufti Bouchra
- Louis Guillame
- Lourenco Silvia
- Lowik Marije
- Loy Jia Shyi
- Lucet Jean-Christophe
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- Madiha Hashmi
- Mahieu Rafael
- Mahy Sophie
- Maia Ana Raquel
- Maier Lars S
- Maillet Mylène
- Maitre Thomas
- Malfertheiner Maximilian
- Malik Nadia
- Mallon Paddy
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- McConnochie Rachael
- McDermott Sherry
- McDonald Sarah E
- McElroy Aine
- McElwee Samuel
- McEneany Victoria
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- Mercier Noémie
- Merckx Antoine
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- Oh Tak-Hyuk
- Ohshimo Shinichiro
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- Oliveira Larissa
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- Ong David SY
- Ong Jee Yan
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- Paxton William A
- Payen Jean-François
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- Peariasamy Kalaiarasu
- Peek Giles J
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- Tveita Anders
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- Usman Asad
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- Valran Amélie
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- Wahab Suhaila Abdul
- Wahid Nadirah Abdul
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- Wei Jia
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- Wen Tan Pei
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- Wiedemann Aurélie
- Wijaya Surya Otto
- Wille Keith
- Willems Sue
- Williams Bailey
- Williams Patricia J
- Williams Virginie
- Wils Evert-Jan
- Wittman Jessica
- Wong Calvin
- Wong Teck Fung
- Wong Xin Ci
- Wong Yew Sing
- Xian Gan Ee
- Xian Lim Saio
- Xynogalas Ioannis
- Yamazaki Masaki
- Yang Toh Jordan Zhien
- Yarad Elizabeth
- Yazdanpanah Yazdan
- Yelnik Cécile
- Yeoh Chian Hui
- Yerkovich Stephanie
- Yokoyama Toshiki
- Yonis Hodane
- Yousif Obada
- Zaaqoq Akram
- Zabbe Marion
- Zacharowski Kai
- Zahid Masliza
- Zahran Maram
- Zambon Maria
- Zambrano Miguel
- Zanella Alberto
- Zaynah Nurul
- Zayyad Hiba
- Zoufaly Alexander
- Zucman David
- Publication venue
- Elsevier BV
- Publication date
- 30/06/2023
- Field of study
Background: COVID-19 has been associated with a broad range of thromboembolic, ischemic, and hemorrhagic complications (coagulopathy complications). Most studies have focused on patients with severe disease from high-income countries (HICs). Objectives: The main aims were to compare the frequency of coagulopathy complications in developing countries (low- and middle-income countries [LMICs]) with those in HICs, delineate the frequency across a range of treatment levels, and determine associations with in-hospital mortality. Methods: Adult patients enrolled in an observational, multinational registry, the International Severe Acute Respiratory and Emerging Infections COVID-19 study, between January 1, 2020, and September 15, 2021, met inclusion criteria, including admission to a hospital for laboratory-confirmed, acute COVID-19 and data on complications and survival. The advanced-treatment cohort received care, such as admission to the intensive care unit, mechanical ventilation, or inotropes or vasopressors; the basic-treatment cohort did not receive any of these interventions. Results: The study population included 495,682 patients from 52 countries, with 63% from LMICs and 85% in the basic treatment cohort. The frequency of coagulopathy complications was higher in HICs (0.76%-3.4%) than in LMICs (0.09%-1.22%). Complications were more frequent in the advanced-treatment cohort than in the basic-treatment cohort. Coagulopathy complications were associated with increased in-hospital mortality (odds ratio, 1.58; 95% CI, 1.52-1.64). The increased mortality associated with these complications was higher in LMICs (58.5%) than in HICs (35.4%). After controlling for coagulopathy complications, treatment intensity, and multiple other factors, the mortality was higher among patients in LMICs than among patients in HICs (odds ratio, 1.45; 95% CI, 1.39-1.51). Conclusion: In a large, international registry of patients hospitalized for COVID-19, coagulopathy complications were more frequent in HICs than in LMICs (developing countries). Increased mortality associated with coagulopathy complications was of a greater magnitude among patients in LMICs. Additional research is needed regarding timely diagnosis of and intervention for coagulation derangements associated with COVID-19, particularly for limited-resource settings
Characteristics and outcomes of an international cohort of 600 000 hospitalized patients with COVID-19
- Author
- A M Udara Lakshan Attanyake
- Aasiyah Rashan
- Aasmine Kaur
- Abby Hurd
- Abdulrahman Al-Fares
- Abhijit Duggal
- Abid Khatak
- Adam Ali
- Adam Hall
- Adam Nowinski
- Adrian Ceccato
- Adrian Streinu-Cercel
- Adrian Tey
- Adrien Auvet
- Adrien Lemaignen
- Adrienne Chan
- Aftab Imtiaz
- Agamemnon Bakakos
- Agnieszka Oldakowska
- Agnès Meybeck
- Agnès Sommet
- Agostinho Monteiro
- Ahmad Afiq Ramli
- Ahmad Kashfi Haji Ab Rahman
- Ahmed Farooq
- Ailbhe Cullen
- Ailbhe Hayes
- Aine McCarthy
- Aine McElroy
- Aisha Kalsoom Mufti
- Aisling Gavin
- Aisling Murphy
- Aisling Murphy
- Akram Zaaqoq
- Al-Awwab Dabaliz
- Alan Hartman
- Alasdair Nazerali-Maitland
- Albert Groenendijk
- Alberto Sotto
- Alberto Uribe
- Alberto Zanella
- Albertus Beishuizen
- Aldo Rafael
- Aldric Manuel
- Alejandro Martin-Quiros
- Aleksander Rygh Holten
- Aleksandr Beljantsev
- Alessandra Notari
- Alex Browne
- Alex Nagrebetsky
- Alexa Debard
- Alexander Daniel Cornet
- Alexander J Mentzer
- Alexander King
- Alexander Zoufaly
- Alexandra Bedossa
- Alexandra Coelho
- Alexandra Sperry
- Alexandre Ducancelle
- Alexandre Gaymard
- Alexandre Hoctin
- Alexandros Cavayas
- Ali Ait Hssain
- Ali Hachemi
- Ali Liaquat
- Ali Raza
- Alice Bogaarts
- Alicia Gonzalez
- Alif Adlan Mohd Thabit
- Alina Kalicinska
- Alison M Meynert
- Allegra Chatterjee
- Allison McGeer
- Alpha Diallo
- Alphonsine Diouf
- Amanda Corley
- Amanda Palacios
- Amandine Gagneux-Brunon
- Amar Bhatt
- Ami Stuart
- Amin Khawaja
- Amina Meziane
- Amirul Asyraf
- Amna Faheem
- Amy Hackmann
- Amy Lester-Grant
- Amy Stone
- Amélie Valran
- Ana Catarino
- Ana Chora Sousa
- Ana da Silva Filipe
- Ana Freitas Ribeiro
- Ana Isabel de Pinho Oliveira
- Ana L Rios
- Ana Marques
- Ana Martins
- Ana Motos
- Ana Raquel Maia
- Anand Thakur
- Anant Kataria
- Anatoliy Gavrylov
- Anders Benjamin Kildal
- Anders Tveita
- Andra-Maris Post
- Andre Real
- Andrea Angheben
- Andrea Cortegiani
- Andrea Dell'Amore
- Andrea Kelly
- Andrea Rossanese
- Andrea Villoldo
- Andreas Lind
- Andrew Acker
- Andrew Hershey
- Andrew Udy
- Andrey Svistunov
- Andriy Bal
- André Cabie
- André Dias
- André Roberto
- Andy Dong
- Andy Law
- Aneela Altaf
- Angel Asensio
- Angel Sanchez-Miralles
- Angela Alberti
- Anika Atique
- Anilawati Mat Jelani
- Anissa Chair
- Anja Grosse Lordemann
- Anjellica Chen
- Ankana Satya
- Anna Beltrame
- Anna Ciullo
- Anna Greti Everding
- Anna Jung
- Anne Conrad
- Anne Guillaumot
- Anne Margarita Dyrhol-Riise
- Anne McCarthy
- Anne Opavsky
- Anne-Hélène Boivin
- Anne-Marie Guerguerian
- Anne-Sophie Boureau
- Anne-Sophie Resseguier
- Annelies Verbon
- Annemarie B Docherty
- Annmarie O Callaghan
- Annmarie O'Callaghan
- Ansley Hamer
- Anthony L Loschner
- Anthony Lemeur
- Anthony Nghi
- Antoine Cheret
- Antoine Khalil
- Antoine Kimmoun
- Antoine Merckx
- Anton Prinssen
- Antoni Torres
- Antonia Ricchiuto
- Antonio Arcadipane
- Antonio Lalueza
- Antonio Loforte
- Antonio Pesenti
- António Mesquita
- Anuraj Shankar
- Aoife Driscoll
- Aoife Kelly
- Aquiles Henriquez-Trujillo
- Arabella Fahy
- Ardiyan Apriyana
- Arianne Joy Corpuz
- Arie Zainul Fatoni
- Arjen M Dondorp
- Arnaud Scherpereel
- Arsalan Rahutullah
- Arshad Taqi
- Arsène Kpangon
- Arthur Garan
- Ary Serpa Neto
- Asad Usman
- Asfia Sultana
- Asgar Rishu
- Ashraf Sheharyar
- Asim Rana
- Asma Moin
- Astarini Hidayah
- Atif Siddiqui
- Attaur Rehman
- Audrey Barrelet
- Aurelius Bonfasius
- Aurore Bousquet
- Aurélie Papadopoulos
- Aurélie Veislinger
- Aurélie Wiedemann
- Axelle Braconnier
- Ayodhia Pitaloka
- Azlan Mat Soom
- B P Sanka Ruwan Sri Darshana
- Bailey Cassandra
- Baillie J Kenneth
- Bairbre McNicholas
- Bambang Pujo Semedi
- Barrio Noelia García
- Baruch Joaquín
- Basanta Gauli
- Basri Mat Nor
- Beane Abigail
- Beathe Kiland Granerud
- Beatrice Alex
- Beatriz Amorim Beltrão
- Benigno Ferreira
- Benjamin Bach
- Benjamin Lefevre
- Benjamin Smood
- Benjamine Sarton
- Benoit Visseaux
- Benoît Roze
- Benoît Thill
- Bernard Cholley
- Bernhard Roessler
- Bertrand Dussol
- Bianca Boxma
- Biing Horng Lee
- Birgitte Stiksrud
- Blake Mergler
- Blandine Rammaert
- Blumberg Lucille
- Bouchra Loufti
- Bozza Fernando
- Brenda Molloy
- Brenda Reeve
- Brendan Scicluna
- Brian Marsh
- Brigitte Elharrar
- Briseida Parra
- Broadley Tessa
- Bruno Levy
- Bruno Lina
- Bruno Pastene
- Bruno Sarmento Banheiro
- Bryan Whelan
- Budha Charan Singh
- Burrell Aidan
- Bénédicte Lefebvre
- Bénédicte Rossignol
- Caitriona Cody
- Calvin Wong
- Cameron J Fairfield
- Camile Bouisse
- Camille Couffignal
- Caren Friedrich
- Carine Roy
- Carla Eira
- Carlos Alexandre Antunes de Brito
- Carlos Lumbreras Bermejo
- Carlos M Luna
- Carlos Pimentel
- Carmen Infante Dominguez
- Carola Pierobon
- Carolien van Netten
- Caroline Kosgei
- Caroline Martins Rego
- Caroline Mudara
- Caroline Semaille
- Carolline Araujo
- Carrol Gamble
- Carson Gail
- Cassidy Codan
- Cassie Lawrence
- Catarina Pires
- Catarina Silva
- Catherine A Shaw
- Catherine Blier
- Catherine Chakveatze
- Catherine Chirouze
- Catherine L Hough
- Catherine Marquis
- Catherine Motherway
- Cecile Azoulay
- Cecilia Canepa
- Ceila Maria Sant Ana Malaque
- Celina Turchi Martelli
- Chamira Kodippily
- Chan Chee Eng
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- Charlotte Summers
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- Chiara Vitiello
- Chih-Hsien Wang
- Chloe Donohue
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- Christelle Chantalat Auger
- Christelle Delmas
- Christelle Paul
- Christelle Tual
- Christian Buesaquillo
- Christian Prebensen
- Christian Rabaud
- Christophe Fraser
- Christophe Rapp
- Christopher A Green
- Christy Kay
- Ci Wong Xin
- Citarella Barbara Wanjiru
- Claire Andréjak
- Claire Foley
- Claire Kelly
- Claire Levy-Marchal
- Clara Flateau
- Clara Mouton Perrot
- Clare Jackson
- Clark D Russell
- Claudia Bianco
- Claudia Figueiredo-Mello
- Claudia Milena Orozco-Chamorro
- Claudia Montes
- Claudia Sepulveda
- Claudina Cruz
- Claudine Badr
- Claudio Duarte Fonseca
- Cleide Barrigoto
- Clotilde Allavena
- Clément Le Bihan
- Coilin Smyth
- Colin McArthur
- Colin McArthur
- Colin McCloskey
- Coline Jaud-Fischer
- Colleen Curran
- Coralie Khan
- Coralie Tardivon
- Corine Delsing
- Corinne Daniel
- Cornelius Rau
- Cosimo Cristella
- Courtney Greene
- Cristina De Rose
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- Céline Dorival
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- César Vieira
- Dafsah Juzar
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- Dagens Andrew
- Daisuke Kasugai
- Dalia Lopez-Colon
- Damien Bouhour
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- Daniel Haber
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- Daniel Marino
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- Danielle Jaafar
- Danilo Buonsenso
- Dankwa Emmanuelle A
- Darakhshan Kanwal
- Dario Sinatti
- Darren Dahly
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- Diego de Mendoza
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- Diego Franch-Llasat
- Dimitra Melia Myrodia
- Dinesh Kuriakose
- Diogo Borges
- Diogo Lopes
- Diptesh Aryal
- Djura Piersma
- Domenico Luca Grieco
- Dominic So
- Dominique Deplanque
- Dominique Luton
- Donnelly Christl A
- Dori-Ann Martin
- Dorothea Rosenberger
- Dorothy Breen
- Dounia Bouhmani
- Douwe F Postma
- Drashti Patel
- Dubravka Supic
- Duc Nguyen
- Dunning Jake
- Dwi Utomo Nusantara
- Dzawani Muhamad
- Ebenezer Rabindrarajan
- Edel Meaney
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- Edmund Manning
- Edouard Soum
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- Efstathia Mihelis
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- Egle Saviciute
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- Eka Airlangga
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- Elias Iosifidis
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- Elisabeth Botelho-Nevers
- Elisabetta Spinuzza
- Elise Artaud-Macari
- Ellen Shadowitz
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- Elsa Nyamankolly
- Else Quist-Paulsen
- Ema Leal
- Eman Al Qasim
- Emanuele Durante-Mangoni
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- Emily Neumann
- Emma C Thomson
- Emma Clarke
- Emma Costigan
- Emmanuel Roilides
- Emmanuelle Denis
- Emmanuelle Mercier
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- Eric Gnall
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- Erni Nelwan
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- Erwan Fourn
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- Ethan Kurtzman
- Etienne De Montmollin
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- Eva Stolz
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- Fakhir Haidri
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- Vadim Tieroshyn
- Valentine Campana
- Valeria Balan
- Valla Sahraei
- Valérie Gaborieau
- Valérie Garrait
- Valérie Gissot
- Vanessa Sancho-Shimizu
- Vanessa Teotonio
- Vanina Meysonnier
- Vecham Pavan Kumar
- Vegard Skogen
- Ventzislava Petrov-Sanchez
- Vicente Souza-Dantas
- Victor Fomin
- Victoria Janes
- Victoria Manda
- Victoria McEneany
- Victoria Shaw
- Vilmaris Quinones-Cardona
- Vincent Dinot
- Vincent Dubee
- Vincent Enouf
- Vincent Langlois
- Vincent Le Moing
- Vincent Peigne
- Vincent Pestre
- Vincent Thibault
- Vinothini Krishnan
- Virginie Williams
- Vladislav Mihnovit
- Véronique Lemee
- Víctor Quirós González
- Wai Ching Sin
- Walter Picard
- Wan Fadzlina Wan Muhd Shukeri
- Wei Han Hoh
- Wei Shen Lim
- Wei Jia
- Wendy S Barclay
- William A Paxton
- William Dechert
- William Finlayson
- William Greenhalf
- Wilna Oosthuyzen
- Wils Evert-Jan
- Wim Dieperink
- Wing Yiu Ng
- Xavier Duval
- Yael Dishon
- Yan Chyi Tan
- Yaseen Arabi
- Yasmin Gani
- Yazdan Yazdanpanah
- Yen Tsen Saw
- Yew Sing Wong
- Yi Bin Ho
- Yi Lin Lee
- Yih-Sharng Chen
- Ymkje Stienstra
- Yoan Lavie-Badie
- Yoann Donohue
- Yock Ping Chow
- Younes Ait Tamlihat
- Younes Kerroumi
- Yun Sii Ing
- Yuri Kida
- Yusing Gu
- Yvelynne Kelly
- Yves Levy
- Zhang Duan Tham
- Zul Amali Che Kamaruddin
- Zul Fakar
- Zulfiqar Sandhu
- Publication venue
- 'Oxford University Press (OUP)'
- Publication date
- 28/02/2023
- Field of study
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
ISARIC-COVID-19 dataset: A Prospective, Standardized, Global Dataset of Patients Hospitalized with COVID-19
- Author
- A M Udara Lakshan Attanyake
- Aasiyah Rashan
- Aasiyah Rashan 9
- Aasmine Kaur
- Abdulrahman Al-Fares
- Abhijit Duggal
- Abi Beane 10
- Abid Khatak
- Abigail Beane
- Adam Ali
- Adam Betz
- Adam Hall
- Adam Nowinski
- Adrian Ceccato
- Adrian Streinu-Cercel
- Adrian Tey
- Adrien Auvet
- Adrien Lemaignen
- Adrienne Chan
- Aftab Imtiaz
- Agamemnon Bakakos
- Agnieszka Oldakowska
- Agnès Meybeck
- Agnès Sommet
- Agostinho Monteiro
- Ahmad Afiq Ramli
- Ahmad Kashfi Haji Ab Rahman
- Ahmed Farooq
- Aidan Burrell
- Ailbhe Cullen
- Ailbhe Hayes
- Aine McCarthy
- Aine McElroy
- Aisha Kalsoom Mufti
- Aisling Gavin
- Aisling Murphy
- Akram Zaaqoq
- Al-Awwab Dabaliz
- Alan Hartman
- Alasdair Nazerali-Maitland
- Albert Groenendijk
- Alberto Cucino
- Alberto Sotto
- Alberto Uribe
- Alberto Zanella
- Albertus Beishuizen
- Aldo Rafael
- Aldric Manuel
- Alejandro Martin-Quiros
- Aleksander Rygh Holten
- Aleksandr Beljantsev
- Alessandra Martinelli
- Alessandra Notari
- Alex Browne
- Alexa Debard
- Alexander Daniel Cornet
- Alexander J Mentzer
- Alexander King
- Alexander Zoufaly
- Alexandra Bedossa
- Alexandra Coelho
- Alexandra Sperry
- Alexandre Ducancelle
- Alexandre Gaymard
- Alexandre Hoctin
- Alexandros Cavayas
- Alfredo Antonio Chetta
- Ali Abbas
- Ali Ait Hssain
- Ali Hachemi
- Ali Liaquat
- Ali Raza
- Alice Bogaarts
- Alicia Gonzalez
- Alif Adlan Mohd Thabit
- Alina Kalicinska
- Alison M Meynert
- Alistair Nichol
- Allegra Chatterjee
- Allison McGeer
- Alpha Diallo
- Alphonsine Diouf
- Amanda Corley
- Amanda Palacios
- Amanda Rojek
- Amanda Rojek 5
- Amandine Gagneux-Brunon
- Amar Bhatt
- Ami Stuart
- Amiel A Dror
- Amin Khawaja
- Amina Meziane
- Amirul Asyraf
- Amna Faheem
- Amy Hackmann
- Amy Lester-Grant
- Amy Stone
- Amélie Valran
- Ana Aroca
- Ana Catarino
- Ana Chora Sousa
- Ana da Silva Filipe
- Ana Freitas Ribeiro
- Ana Isabel de Pinho Oliveira
- Ana L Rios
- Ana Luiza Valle
- Ana Marques
- Ana Martins
- Ana Motos
- Ana Raquel Maia
- Anais Rampello
- Anand Thakur
- Anant Kataria
- Anatoliy Gavrylov
- Anca Streinu-Cercel
- Anders Benjamin Kildal
- Anders Benteson Nygaard
- Anders Tveita
- Andra-Maris Post
- Andre Real
- Andrea Angheben
- Andrea Cortegiani
- Andrea Dell'Amore
- Andrea Dias
- Andrea Kelly
- Andrea Rossanese
- Andrea Ticinesi
- Andrea Villoldo
- Andreas Lind
- Andrew Acker
- Andrew Dagens
- Andrew Dagens 5
- Andrew Hershey
- Andrew Law
- Andrew Letizia
- Andrew Udy
- Andrey A Svistunov
- Andriy Bal
- André Cabie
- André Dias
- André Roberto
- Andrés Orquera
- Andy Dong
- Andy Law
- Aneela Altaf
- Angel Asensio
- Angel Sanchez-Miralles
- Angela Alberti
- Anika Atique
- Anilawati Mat Jelani
- Anissa Chair
- Anja Grosse Lordemann
- Anjellica Chen
- Ankana Satya
- Anna Beltrame
- Anna Ciullo
- Anna Greti Everding
- Anna Jung
- Anne Conrad
- Anne Guillaumot
- Anne Margarita Dyrhol-Riise
- Anne McCarthy
- Anne Opavsky
- Anne-Hélène Boivin
- Anne-Marie Guerguerian
- Anne-Sophie Boureau
- Anne-Sophie Resseguier
- Annelies Verbon
- Annemarie B Docherty
- Annmarie O Callaghan
- Annmarie O'Callaghan
- Ansley Hamer
- Anthony L Loschner
- Anthony Lemeur
- Anthony Nghi
- Antoine Cheret
- Antoine Khalil
- Antoine Kimmoun
- Antoine Merckx
- Anton Prinssen
- Antoni Torres
- Antonia Ho
- Antonia Ricchiuto
- Antonio Arcadipane
- Antonio Lalueza
- Antonio Loforte
- Antonio Pesenti
- António Mesquita
- Anuraj Shankar
- Aoife Driscoll
- Aoife Kelly
- Aquiles Henriquez-Trujillo
- Arabella Fahy
- Ardiyan Apriyana
- Arianne Joy Corpuz
- Arie Zainul Fatoni
- Arjen M Dondorp
- Arnaud Scherpereel
- Arne Søraas
- Arsalan Rahutullah
- Arshad Taqi
- Arsène Kpangon
- Arthur Garan
- Ary Serpa Neto
- Asad Usman
- Asami Ito
- Asfia Sultana
- Asgar Rishu
- Ashraf Sheharyar
- Asim Rana
- Asma Moin
- Astarini Hidayah
- Atif Siddiqui
- Attaur Rehman
- Audrey Barrelet
- Audrey Dubot-Pérès
- Aurelius Bonfasius
- Aurore Bousquet
- Aurélie Papadopoulos
- Aurélie Veislinger
- Aurélie Wiedemann
- Axelle Braconnier
- Ayodhia Pitaloka
- Azlan Mat Soom
- B P Sanka Ruwan Sri Darshana
- Bailey Cassandra
- Bairbre McNicholas
- Bambang Pujo Semedi
- Barbara Wanjiru Citarella
- Barbara Wanjiru Citarella 5
- Basanta Gauli
- Basri Mat Nor
- Bato Hammarström
- Beathe Kiland Granerud
- Beatrice Alex
- Beatriz Amorim Beltrão
- Ben Morton
- Benedict Sim Lim Heng
- Benigno Ferreira
- Benjamin Bach
- Benjamin Lefevre
- Benjamin Smood
- Benjamine Sarton
- Benoit Visseaux
- Benoît Roze
- Benoît Thill
- Bernard Cholley
- Bernardo Neves
- Bernhard Roessler
- Bertrand Dussol
- Bharath Kumar Tirupakuzhi Vijayaraghavan
- Bianca Boxma
- Bianca DeBenedictis
- Biing Horng Lee
- Birgitte Stiksrud
- Blake Mergler
- Blandine Rammaert
- Bouchra Loufti
- Bountoy Sibounheuang
- Brenda Molloy
- Brenda Reeve
- Brian Marsh
- Brigid Flynn
- Brigitte Elharrar
- Briseida Parra
- Bronner P Gonçalves
- Bronner P Gonçalves 5
- Bruno Levy
- Bruno Lina
- Bruno Pastene
- Bruno Sarmento Banheiro
- Bryan Whelan
- Budha Charan Singh
- Bénédicte Lefebvre
- Bénédicte Rossignol
- Caitriona Cody
- Calvin Wong
- Cameron J Fairfield
- Camile Bouisse
- Camilla Lund Søraas
- Camille Couffignal
- Caren Friedrich
- Carine Roy
- Carla Eira
- Carlo Ferrari
- Carlo Giaquinto
- Carlos Alexandre Antunes de Brito
- Carlos Lumbreras Bermejo
- Carlos M Luna
- Carlos Pimentel
- Carlotta Mutti
- Carmen Infante Dominguez
- Carola Pierobon
- Carolien van Netten
- Caroline Kosgei
- Caroline Martins Rego
- Caroline Mudara
- Caroline Semaille
- Carolline Araujo
- Carrol Gamble
- Cassidy Codan
- Cassie Lawrence
- Catarina Pires
- Catarina Silva
- Caterina Caminiti
- Catherine A Shaw
- Catherine Blier
- Catherine Chakveatze
- Catherine Chirouze
- Catherine L Hough
- Catherine Marquis
- Catherine Motherway
- Cecile Azoulay
- Cecilia Canepa
- Ceila Maria Sant'Ana Malaque
- Celina Turchi Martelli
- Chamira Kodippily
- Chan Chee Eng
- Chantre Lima
- Charbel Maroun Eid
- Charlene Da Silveira
- Charles Crepy D'Orleans
- Charline Vauchy
- Charlotte Salmon Gandonniere
- Charlotte Summers
- Cheryl Bartone
- Chian Hui Yeoh
- Chiara Robba
- Chiara Simona Cardellino
- Chiara Vitiello
- Chih-Hsien Wang
- Chloe Donohue
- Chris Kandel
- Chris McKay
- Christel Arnold-Day
- Christelle Chantalat Auger
- Christelle Delmas
- Christelle Paul
- Christelle Tual
- Christian Buesaquillo
- Christian Prebensen
- Christian Rabaud
- Christiana Kartsonaki
- Christiana Kartsonaki 5
- Christl A Donnelly
- Christophe Fraser
- Christophe Rapp
- Christopher A Green
- Christy Kay
- Claire Andrejak
- Claire Foley
- Claire Kelly
- Claire Levy-Marchal
- Claire Roger
- Clara Flateau
- Clara Mouton Perrot
- Clare Jackson
- Clarice Tanaka
- Clark D Russell
- Clark D Russell 8
- Clark Owyang
- Claudia Bianco
- Claudia Figueiredo-Mello
- Claudia Milena Orozco-Chamorro
- Claudia Montes
- Claudia Sepulveda
- Claudina Cruz
- Claudine Badr
- Claudio Duarte Fonseca
- Cleide Barrigoto
- Clotilde Allavena
- Clément Le Bihan
- Coca Necsoi
- Coilin Smyth
- Colin McArthur
- Colin McCloskey
- Coline Jaud-Fischer
- Colleen Curran
- Conar O'Neil
- Coralie Khan
- Coralie Tardivon
- Corine Delsing
- Corinne Daniel
- Cornelius Rau
- Courtney Greene
- Craig French
- Cristina De Rose
- Cristinava Vajdovics
- Cynthia Alegre
- Cynthia Braga
- Cyril Cadoz
- Cyril Le Bris
- Cécile Goujard
- Cécile Mear-Passard
- Cécile Tromeur
- Cécile Yelnik
- Cédric Joseph
- Cédric Laouénan
- Céline Dorival
- Céline Ficko
- Céline Michelanglei
- César Vieira
- Dafsah Juzar
- Dag Henrik Reikvam
- Daisuke Kasugai
- Dalia Lopez-Colon
- Damien Bouhour
- Dan Meyer
- Daniel Glikman
- Daniel Haber
- Daniel Herr
- Daniel Ivulich
- Daniel Marino
- Daniel Mathieu
- Daniel Munblit
- Daniel Perez
- Daniel Vidali Fryer 6
- Daniela Guerreiro
- Danielle Jaafar
- Danilo Buonsenso
- Danoy Chommanam
- Darakhshan Kanwal
- Dario Sinatti
- Darren Dahly
- Darshana Hewa Kandamby
- Dave Nagpal
- David Bellemare
- David Dean
- David L Robertson
- David Maslove
- David Molina
- David Richardson
- David S Y Ong
- David Stuart
- David Thomson
- David Zucman
- Davide Chiumello
- Dawn Higgins
- Debby Bogaert
- Decy Subekti
- Deepak Vijayan
- Deepali Kumar
- Deepashankari Suppiah
- Dehbia Benkerrou
- Deirdre Flynn
- Delphine Bachelet
- Delphine Bergeaud
- Delphine Lariviere
- Demetrios Kutsogiannis
- Denis Butnaru
- Denis Garot
- Denis Malvy
- Denisa Khoo
- Denise Battaglini
- Denise Foster
- Denise Jaworsky
- Denise Richardson
- Denisse Bazan Dow
- Derbrenn OConnor
- Desy Rusmawatiningtyas
- Detlef Kindgen-Milles
- Dewi Guellec
- Diana Adrião
- Diana Póvoas
- Diane Descamps
- Diane Ponscarme
- Didier Laureillard
- Diego Bastos Porto
- Diego de Mendoza
- Diego Fernando Bautista Rincon
- Diego Franch-Llasat
- Diego Rolando Morocho Tutillo
- Dimitra Melia Myrodia
- Dinesh Kuriakose
- Diogo Borges
- Diogo Lopes
- Diptesh Aryal
- Djura Piersma
- Domenico Luca Grieco
- Dominic So
- Dominique Deplanque
- Dominique Luton
- Dori-Ann Martin
- Dorothea Rosenberger
- Dorothy Breen
- Dounia Bouhmani
- Douwe F Postma
- Dr Rajesh Mohan Shetty
- Drashti Patel
- Dubravka Supic
- Duc Nguyen
- Duong Bich Thuy
- Dwi Utomo Nusantara
- Dyah Kanyawati
- Dzawani Muhamad
- Ebenezer Rabindrarajan
- Edel Meaney
- Eder Caceres
- Edmund Manning
- Edouard Soum
- Edward Wilson Grandin
- Edwin Fernando Paredes Oña
- Efstathia Mihelis
- Eglantine Ferrand Devouge
- Egle Saviciute
- Eibhilin Higgins
- Eka Airlangga
- Eka Yudha Lantang
- Elaine Conway
- Elaine Gilroy
- Elaine McPartlan
- Elena Gallego Curto
- Elena Molinos
- Elena Ranza
- Elias Iosifidis
- Elisa Demonchy
- Elisabeth Adam
- Elisabeth Botelho-Nevers
- Elisabetta Spinuzza
- Elise Artaud-Macari
- Elizabeth Ashley
- Ellen Shadowitz
- Elodie Curlier
- Elsa Nyamankolly
- Else Quist-Paulsen
- Ema Leal
- Eman Al Qasim
- Emanuele Durante-Mangoni
- Emily Martin
- Emily Neumann
- Emily Somers
- Emma C Thomson
- Emma Clarke
- Emma Costigan
- Emmanuel Roilides
- Emmanuelle A Dankwa
- Emmanuelle Denis
- Emmanuelle Mercier
- Enrico Adriano
- Eric D'Ortenzio
- Eric Delaveuve
- Eric Gnall
- Eric Oziol
- Eric Senneville
- Erica Bak
- Erlina Burhan
- Erni Nelwan
- Ernita Akmal
- Erwan Fourn
- Erwan L'Her
- Esteban Garcia-Gallo
- Esteban Garcia-Gallo 1
- Ethan Kurtzman
- Etienne De Montmollin
- Eva Geraud
- Eva Miranda Marwali
- Eva Stolz
- Eve Defous
- Evelyne Kestelyn
- Evert-Jan Wils
- Ewa Talarek
- Ewen M Harrison
- Eyrun Floerecke Kjetland Kjetland
- Eyvind W Axelsen
- Fabian Patauner
- Fabio Guarracino
- Fabio S Taccone
- Fabrice Laine
- Fakhir Haidri
- Fanny Vuotto
- Fara Diop
- Farah Nadia Mohd-Hanafiah
- Farah Nadiah Bidin
- Federica Fogliazza
- Federica Garofalo
- Federico D'Amico
- Felwa Bin Humaid
- Fernando Augusto Bozza
- Fernando Maltez
- Fernando Rainieri
- Ferran Roche-Campo
- Ferruccio Mele
- Filipa Brás Monteiro
- Filipa Cardoso
- Filipa Sequeira
- Filipe Cardoso
- Filomena Boccia
- Fiona Griffiths
- Fionnuala O Brien
- Firouzé Bani-Sadr
- Florence Jego
- Florent Peelman
- Florentia Kaguelidou
- Flávio Marino
- France Mentré
- Francesca Carlacci
- Francesco Rausa
- Francisco Arancibia
- Frank Bloos
- Frank Manetta
- Frank Olav Pettersen
- François Angoulvant
- François Bissuel
- François Bompart
- François Dubos
- François Goehringer
- François Lamontagne
- François Lellouche
- François Martin Carrier
- François Téoulé
- François-Xavier Catherine
- François-Xavier Ferrand
- François-Xavier Lescure
- Fredrik Müller
- Frédérick D'Aragon
- Félix Djossou
- G Argin
- Gabriel Macheda
- Gabriel Suen
- Gabriele Sales
- Gabrielle Ragazzo
- Gail Carson
- Galyna Kutsyna
- Gamage Dona Dilanthi Priyadarshani
- Gan Ee Xian
- Ganesh Kumar
- Gary Leeming
- Gary Schwartz
- Gayatri Vishwanathan
- Gayle Carney
- Gennaro Martucci
- Geoffrey Liegeon
- Georges Le Falher
- Georgios Pollakis
- Ger Curley
- Geraldine Goco
- Gerard Curley
- Gezy Giwangkancana
- Ghulam Rasheed
- Giacomo Grasselli
- Gianluigi Li Bassi
- Giles J Peek
- Gilles Peytavin
- Gillian de Loughry
- Giorgia Montrucchio
- Giorgio Economopoulos
- Giovanna Occhipinti
- Giovanna Panarello
- Giri Shan Rajahram
- Gitte Van Twillert
- Giulia Bertoli
- Giuliano Michelagnoli
- Giulio Giovanni Cavalli
- Giuseppe Foti
- Giuseppe Maglietta
- Gloria Crowl
- Graham S Cooke
- Grazielle Viana Ramos
- Gregory Purcell
- Gretchen Lemmink
- Gry Kloumann Bekken
- Grégory Corvaisier
- Gugapriyaa Muyandy
- Guillame Louis
- Guillaume Lingas
- Guillaume Martin-Blondel
- Guillermo Giordano
- Guillermo Maestro de la Calle
- Guylaine Castor-Alexandre
- Gwenaël Le Moal
- Gwenhaël Colin
- Gyan Sandhu
- Ha Sha Lene
- Haider Hirkani
- Haixia Shi
- Hajnal-Gabriela Illes
- Hanan Fateena
- Hanna Jung
- Hanna Renk
- Hannah Habraken
- Hannah Keane
- Hannah Visser
- Hans Martin Bosse
- Harald Vonkeman
- Harrison Kihuga
- Hashmi Madiha
- Hassan Tawfik
- Hayato Taniguchi
- Hayley Hardwick
- Hazel Bergin
- Heidi Ammerlaan
- Heidi Dalton
- Heidi Gruner
- Helen Doherty
- Helen Tuite
- Helena Barrasa
- Hem Paneru
- Heng Gee Lee
- Henk Vanoverschelde
- Henrique Mateus Fernandes
- Henry Castrillón
- Hernando Torres-Zevallos
- Hervé Le Nagard
- Hiba Abu Zayyad
- Hiba Zayyad
- Hikombo Hitoto
- Himasha Muvindi
- Himed Musaab
- Hiroaki Hiraiwa
- Hiroaki Shimizu
- Hiroyuki Tanaka
- Hiu Jian Chua
- Hodane Yonis
- Hoi Ping Shum
- Holger Neb
- Hon Shen Png
- Hongru Ren
- Hubert Tessier-Grenier
- Huda Alfoudri
- Huda Taqdees
- Hugo Inácio
- Hugo Miranda-Maldonado
- Hugo Mouquet
- Hugues Aumaitre
- Hugues Cordel
- Husna Begum
- Huynh Trung Trieu
- Hwa Jin Cho
- Hélène Esperou
- Hélène Salvator
- Iam Claire E Sarmiento
- Ida Carroll
- Ignacio Martin-Loeches
- Ikram Houas
- Ilaria Valzano
- Ilka Engelmann
- Ilonka van Veen
- Imran Ali
- Imrana Khalid
- Indrek Rätsep
- Ingrid G Bustos
- Inês Carqueja
- Ioana Grigoras
- Ioannis Trontzas
- Ioannis Xynogalas
- Ionna Deligiannis
- Iqbal Elyazar
- Iqbal Hussain
- Irene Aragao
- Irfan Khan
- Isabel Ferreira
- Isabela Saba
- Isabella Bianchi
- Isabelle Delacroix
- Isabelle Enderle
- Isabelle Fabre
- Isabelle Gorenne
- Isabelle Hoffmann
- Isabelle Michelet
- Isabelle Pironneau
- ISARIC Clinical Characterization Group
- Ithan D Peltan
- Ivo Castro
- J Kenneth Baillie
- J Kevin Baird
- Jack Song Chia
- Jacky Y Suen
- Jacob Magara
- Jacobien Ellerbroek
- Jade Ghosn
- Jae Burm Kim
- Jaganathan Selvanayagam
- Jai Madhok
- Jaime Cruz Rojo
- Jaime Hernandez-Montfort
- Jake Dunning
- Jake Dunning 5
- Jamel Ortoleva
- James Joshua Douglas
- James Lee
- James Lee 5
- James Scott-Brown
- James Vickers
- Jan Cato Holter
- Jan Heerman
- Jan-Erik Berdal
- Jananee Thirumanickam
- Jane Ngure
- Janet Harrison
- Janet Liang
- Janet T Scott
- Jaques Sztajnbok
- Jarne Van Hattem
- Jason Bouziotis
- Javier Maynar
- Javier Osatnik
- Jawad Hameed
- Jean Baptiste Assie
- Jean Christophe Lucet
- Jean Foley
- Jean-Benoît Arlet
- Jean-Charles Gagnard
- Jean-Charles Preiser
- Jean-Christophe Goffard
- Jean-Daniel Lelievre
- Jean-François Payen
- Jean-François Timsit
- Jean-Luc Diehl
- Jean-Marc Chapplain
- Jean-Marie Turmel
- Jean-Sébastien Hulot
- Jeanne Sibiude
- Jeanne Truong
- Jee Yan Ong
- Jeff Powis
- Jeffrey Aliudin
- Jeffrey Javidfar
- Jelmer Talsma
- Jennifer Clarke
- Jennifer June
- Jenny Lennon
- Jeronimo Graf
- Jess Gibson
- Jesse Gitaka
- Jia Shyi Loy
- Jia Wei
- Jia Wei 5
- Jillian Deacon
- Jimmy Ming-Yang Hsu
- Jimmy Mullaert
- Jin Yi Goh
- Jo Dalton
- Joan Gómez-Junyent
- Joana Ferrão
- Joanne Downey
- Joao Mendes
- Joaquin Baruch 5
- Joaquín Baruch
- Job van der Palen
- Jodat Saleem
- Johann Auchabie
- Johannes Gebauer
- John Arne Dahl
- John Bourke
- John F Fraser
- John G Laffey
- John Marshall
- Johnny McKeown
- Jolanta Popielska
- Jonathan Bitton
- Jonathan Chua
- Jonathan Crump
- Jonathan Golob
- Jonathan Remppis
- Jonathan Samuel Chávez Iñiguez
- Jordan Zhien Yang Toh
- Jordi Rello
- Jordi Riera
- Jorge Dantas
- Jorge Fernandes
- Jorge Paulos
- Jose Andres Calvache
- Jose I Nunez
- Jose M Mandei
- Jose Pedro Cidade
- Joshua Solomon
- Josie Campisi
- José Casimiro
- José Ernesto Vidal
- José Luis Bernal Sobrino
- José Miguel Cisneros Herreros
- Joy Ann Villanueva
- João Alves
- João Camões
- João Estevão
- João Martins
- João Melo Alves
- João Oliveira
- João Teixeira
- Juan Fernado Masa Jimenez
- Juan Fiorda
- Juan Jose Diaz
- Juan Luis Cruz Berm
- Juan Macias Sanchez
- Juan Pablo Horcajada
- Judit Villar
- Jules Bauer
- Julia Garcia-Diaz
- Julia Rodriguez Abreu
- Julian Chica
- Julie Chas
- Julie Mankikian
- Julien Jabot
- Julien Moyet
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- Lara Absil
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- Mose Machado
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- Nathalie Gagné
- Nathalie Gault
- Nathalie M Delfos
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- Nathan Peiffer-Smadja
- Nathaniel Christy
- Naveed Latif
- Navy Lolong
- Navya Garimella
- Nawal Salahuddin
- Nazal Saleh
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- Nestor Luque
- Neurinda Permata Kusumastuti
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- Niamh Kelly
- Niamh Ni Leathlobhair
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- Nikita A Nekliudov
- Nilar Lwin
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- Nisreen Shiban
- Nobuaki Shime
- Nobuya Kitamura
- Noelia García Barrio
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- Nor Arisah Misnan
- Nor Zaila Binti Zaidan
- Nora Fuentes
- Noémie Mercier
- Noémie Tissot
- Noémie Vanel
- Nuno Germano
- Nuno Martins
- Nur Amira
- Nurnaningsih Nurnaningsih
- Nurul Amani Mohd Noordin
- Nurul Faten Izzati Norharizam
- Nurul Hidayah Mohammad Roslan
- Nurul Najmee Abdulkadir
- Nurul Zaynah
- Oana Sandulescu
- Obada Yousif
- Odile Launay
- Ogechukwu Menkiti
- Oksana Kruglova
- Olavi Maasikas
- Oleksa Rewa
- Olga Martynenko
- Olguta Lungu
- Olivier Bouchaud
- Olivier Epaulard
- Olivier Lairez
- Olivier Lesens
- Olivier Picone
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- Olivier Sanchez
- Olivier Terrier
- Omar Mehkri
- Ong Yiaw Joe
- Ooyanong Phonemixay
- Oriane Puéchal
- Orna Ni Choileain
- Oryane Mabiala
- Osama Khalid
- Osama Metwally
- Oscar Hoiting
- Ouifiya Kafif
- P G Ishara Udayanga
- Pablo Blanco-Schweizer
- Pablo Serrano Balazote
- Paddy Mallon
- Pamela Combs
- Paola Rodari
- Paolo Cattaneo
- Paolo Parducci
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- Parthena Savvidou
- Pascal Granier
- Pathik Dhanger
- Patricia Fontela
- Patricia Gordon
- Patricia Lizotte
- Patricia Patricio
- Patrick Archambault
- Patrick Biston
- Patrick Breen
- Patrick Imbert
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- Patrick Rossignol
- Patrizia Bonelli
- Patrizia Mammi
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- Paul Henri Wicky
- Paul Klenerman
- Paul Le Turnier
- Paul Loubet
- Paul McNally
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- Paula Custodio
- Pauline Caraux-Paz
- Pauline Yeung Ng
- Pavan Kumar Vecham
- Pawel Twardowski
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- Peter Kiiza
- Peter Openshaw
- Peter S Timashev
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- Petr Glybochko
- Phil Gallagher
- Philippe Jouvet
- Philippine Eloy
- Phillip Mason
- Phoebe Ampaw
- Phouvieng Douangdala
- Piero L Olliaro
- Piero L Olliaro 5
- Piero Valentini
- Pierre Delobel
- Pierre Jaquet
- Pierre Tattevin
- Pierre-Adrien Bolze
- Pierre-François Sandrine
- Pierre-Marc Villeneuve
- Pierre-Marie Roger
- Pieter Depuydt
- Piret Sillaots
- Pleun Terpstra
- Polina Bugaeva
- Pompini Agustina Sitompul
- Pooja Varghese
- Pramesh Sundar Shrestha
- Pranya Sakiyalak
- Prasan Kumar Panda
- Pratap Karpayah
- Pratheema Ramachandran
- Pratima Sharma
- Praveen Kumar Ghisulal
- Priscila Diaz
- Prompak Nitayavardhana
- Pulak Kedia
- Punam Singh
- Qabas Alkhafajee
- Quentin Le Hingrat
- Quentin Lepiller
- Quratul Ain Khan
- Rachael McConnochie
- Rachael Parke
- Rachel Cregan
- Rachida Ouissa
- Rafael Freitas de Oliveira França
- Rafael León
- Rafael Mahieu
- Rajavardhan Rangappa
- Rajyabardhan Pattnaik
- Rakesh Arora
- Rana Imran Sikander
- Raph L Hamers
- Raphaël Borie
- Raphaël Favory
- Raquel Pinto
- Rashan Haniffa
- Rashid Nasim Khan
- Rasidah Bt Senian
- Raul Neto
- Razi Alalqam
- Rebecca Hamidfar
- Rebecca Holt
- Rebekha Garcia
- Renata Barbalho
- Renato Reis
- Renaud Tamisier
- Renee Douma
- Ricard Ferrer-Roca
- Ricardo Fritz
- Richard S Tedder
- Riinu Pius
- Rima Song
- Rita Alves
- Rita Hinchion
- Ritika Ranjan
- Roar Bævre-Jensen
- Rob Klont
- Robert A Fowler
- Roberta Cavalin
- Roberta Meta
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- Roberto Andini
- Roberto Roncon-Albuquerque Jr
- Robin Kobbe
- Rodrigo Diaz
- Rogério Silva
- Rohan Shetty
- Rolando Claure-Del Granado
- Romain Basmaci
- Romain Decours
- Romain Guery
- Roman Ullrich
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- Rosanna De Rosa
- Rosario Maria Torres Santos-Olmo
- Ross Hendry
- Rostane Gaci
- Roxane Courtois
- Rozanah Abd Rahman
- Rui Gomes
- Rui Pereira
- Rumaisah Satyawati
- Ruth Jimbo-Sotomayor
- Ruth Lyons
- Ruth N Jorge García
- Ryadh Pokeerbux
- Ryan Kennedy
- Ryan Khoo
- Ryan S Thwaites
- Ryuzo Abe
- Saad Nseir
- Sabelline Bouchez
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- Sabina Kali
- Sabina Mason
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- Sadie Kelly
- Sadie Kelly 4
- Saef Umar Barnett
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- Sally Shrapnel 6 7
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- Sara Duque 1
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- Saye Khoo
- Scott Pharand
- Seamus Daly
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- Sebastiano Maria Colombo
- Segolène Greffe
- Senthilkumar Alegesan
- Sergio Poli
- Seán Keating
- Shahdattul Mawarni Taib
- Shaikh Sharjeel
- Shakeel Ahmed
- Shaminee Veeran
- Sharma Keshav
- Shaun Thompson
- Shaunagh Browne
- Sheeba Hakak
- Sheila Cárcel
- Sherry McDermott
- Sheryl Ann Abdukahil
- Shingo Adachi
- Shinichiro Ohshimo
- Shiranee Sriskandan
- Shirin Tabrizi
- Shirley Sarfo-Mensah
- Shoban Raj Vasudayan
- Shona C Moore
- Shubha Kalyan Shrestha
- Sia Loong Tonnii
- Silje Bakken Jørgensen
- Silvia Castañeda
- Silvia Lourenco
- Sim Choon Ean
- Simon Bessis
- Simon Forsyth
- Simon-Djamel Thiberville
- Simone Carelli
- Simone Piva
- Simão Rodeia
- Siobhan Casey
- Siobhan Egan
- Siri Goepel
- Siti Nurul Atikah Ahmad Ridzuan
- Siti Rohani Binti Mohd Yakop
- Siti Zubaidah Othman
- Sivanesen Anthonidass
- Smaragdi Kalomoiri
- Sobia Masood
- Sofia Cardoso
- Sofia Prapa
- Sofia Tejada
- Sofía Contreras
- Soizic Le Mestre
- Sommay Keomany
- Sonja Hjellegjerde Brunvoll
- Sophie Halpin
- Sophie Mahy
- Sophie O'Halloran
- Sophie Yacoub
- Sravya Pudota
- Sree Satyapriya
- Srinivas Murthy
- Srinivas Murthy 11
- Stanislas Rebaudet
- Steffi Ryckaert
- Stella Huo
- Stella Rousset
- Stephan Schroll
- Stephanie Nonas
- Stephanie Roberts
- Stephanie Yerkovich
- Stephanie-Susanne Stecher
- Stephen R Knight
- Steve Webb
- Stijn Van de Velde
- Stuart Houltham
- Stéphane Jaureguiberry
- Stéphane Lasry
- Stéphane Sallaberry
- Stéphanie Cousse
- Stéphanie Fry
- Su Hwan Lee
- Subbarao Elapavaluru
- Subhash Acharya
- Sudhir Krishnan
- Sue Smith
- Sue Smith 5
- Suhaila Abdul Wahab
- Sung-Min Cho
- Surain Raaj Thanga Thurai
- Suresh Kumar Chidambaram
- Surya Otto Wijaya
- Susana Cabral
- Susana Fernandes
- Susanne Dudman
- Sushil Khanal
- Suvintheran Thangavelu
- Suwarti Suwarti
- Suzanne Bennett
- Suzette Willems
- Swosti Joshi
- Syamin Asyraf Shahidan
- Sybille Bevilcaqua
- Syed Muneeb
- Sylvain Diamantis
- Sylvie Behilill
- Sylvie LeGac
- Sylvie Lion-Daolio
- Sylvie Van Der Werf
- Synne Jenum
- Sze Kye Teoh
- Sébastien Preau
- Sérgio Gaião
- Séverine Ansart
- Sílvia Ferreira
- T Eoin West
- Tae Song
- Taha Pasha
- Tahira Jamal Mohamed
- Tak-Hyuk Oh
- Takako Akimoto
- Takayuki Ogura
- Taku Tanaka
- Takuya Shiga
- Tala Al-Dabbous
- Tamara Seitz
- Tan Pei Wen
- Tarek Elshazly
- Tatiana Fonseca
- Tatsuya Kawasaki
- Tawnya Ogston
- Teck Fung Wong
- Teresa Lawrence
- Terese Hammond
- Thalha Rashan
- Tharmini Ravi
- Tharwat Aisa
- Thavamany Kaleesvran
- Thibault Chiarabini
- Thierry Carmoi
- Thierry Mazzoni
- Thipsavanh Bounphiengsy
- Thomas Flament
- Thomas Guimard
- Thomas Maitre
- Thomas Perpoint
- Thomas Staudinger
- Thushan de Silva
- Théo Treoux
- Tiago Isidoro
- Tiago Reyes
- Tiffany Trouillon
- Timo Brandenburger
- Timothy M Uyeki
- Ting Soo Chow
- Tiphaine Goulenok
- Tiziana Meschi
- Tjard Schermer
- Todd C Lee
- Todd Karsies
- Tom Drake
- Tom Fletcher
- Tom Solomon
- Tomoyuki Endo
- Toni Duculan
- Tony Trapani
- Toshiki Yokoyama
- Touxiong Yiaye
- Triona Downer
- Tristan Gigante
- Trude Steinsvik
- Tze Vee Soh
- Tze Yuan Tee
- Tânia Sequeira
- Vadim Tieroshyn
- Valentine Campana
- Valeria Balan
- Valeria Balan 5
- Valla Sahraei
- Valérie Gaborieau
- Valérie Garrait
- Valérie Gissot
- Vanessa Sancho-Shimizu
- Vanessa Teotonio
- Vanina Meysonnier
- Vegard Skogen
- Ventzislava Petrov-Sanchez
- Vicente Souza-Dantas
- Victor Fomin
- Victoria Manda
- Victoria McEneany
- Victoria Shaw
- Vieri Parrini
- Viladeth Praphasiri
- Vilmaris Quinones-Cardona
- Vincent Dinot
- Vincent Dubee
- Vincent Enouf
- Vincent Langlois
- Vincent Le Moing
- Vincent Peigne
- Vincent Pestre
- Vincent Thibault
- Vinothini Krishnan
- Virginie Williams
- Vladislav Mihnovit
- Volkan Korten
- Véronique Lemee
- Víctor Quirós González
- Waasila Jassat
- Wai Ching Sin
- Walter Picard
- Wan Fadzlina Wan Muhd Shukeri
- Wei Han Hoh
- Wei Shen Lim
- Wendy S Barclay
- William A Paxton
- William Dechert
- William Finlayson
- William Greenhalf
- Wilna Oosthuyzen
- Wim Dieperink
- Wing Yiu Ng
- Xavier Duval
- Xavier Sánchez Choez
- Xin Ci Wong
- Yael Dishon
- Yan Chyi Tan
- Yanay Gorelik
- Yaseen Arabi
- Yasmin Gani
- Yazdan Yazdanpanah
- Yen Tsen Saw
- Yew Sing Wong
- Yi Bin Ho
- Yi Lin Lee
- Yih-Sharng Chen
- Ymkje Stienstra
- Yoan Lavie-Badie
- Yoann Donohue
- Yock Ping Chow
- Younes Ait Tamlihat
- Younes Kerroumi
- Yuli V Fuentes 1
- Yun Sii Ing
- Yuri Kida
- Yusing Gu
- Yvelynne Kelly
- Yves Levy
- Zhang Duan Tham
- Zul Amali Che Kamaruddin
- Zul Fakar
- Zulfiqar Sandhu
- Publication venue
- 'Springer Science and Business Media LLC'
- Publication date
- 01/01/2022
- Field of study
The International Severe Acute Respiratory and Emerging Infection Consortium (ISARIC) COVID-19 dataset is one of the largest international databases of prospectively collected clinical data on people hospitalized with COVID-19. This dataset was compiled during the COVID-19 pandemic by a network of hospitals that collect data using the ISARIC-World Health Organization Clinical Characterization Protocol and data tools. The database includes data from more than 705,000 patients, collected in more than 60 countries and 1,500 centres worldwide. Patient data are available from acute hospital admissions with COVID-19 and outpatient follow-ups. The data include signs and symptoms, pre-existing comorbidities, vital signs, chronic and acute treatments, complications, dates of hospitalization and discharge, mortality, viral strains, vaccination status, and other data. Here, we present the dataset characteristics, explain its architecture and how to gain access, and provide tools to facilitate its use