13 research outputs found
Nonlinear Feed Formulation For Broiler: Modeling And Optimization
- Author
- Publication venue
- Scholars Journal Publishing House
- Publication date
- 01/12/2020
- Field of study
The current scenario requires the application of new computational tools for the feed formulation strategy that uses mathematical modeling in decision making. Noteworthy is the nonlinear programming, which aims not only to formulate a diet that meets the needs of the animal, but also the minimum cost and the maximum profit margin. Thus, the work aimed to validate the use of the nonlinear model (NLM), with maximization of the economic return, through estimates of animal performance and feed costs, according to the price variation of the kg of the broiler (price historical average of 2009 and 2010), the phases of creation and sex. For this purpose, 480 broiler broiler chickens, 240 males and 240 females of the same strain (Cobb 500) were used, from 1 to 56 days of age. The experimental design was entirely randomized, totaling 6 treatments (increasing or decreasing the average historical price of live chicken by 25% or 50%), with 4 replicates and 10 broiler chickens per experimental plot. Performance (weight gain and feed consumption), total energy consumption and profit margin were evaluated. Regarding the formulation principle (Linear and Nonlinear), the performance was very similar in relation to the studied parameters. However, when simulated values of 50% below the historical average, performance was significantly impaired in this specific condition. However, due to the profit margin, it demonstrated that the principle of nonlinear formulation allows to significantly reduce losses (P <0.05), mainly in unfavorable conditions of the price of chicken in the market. It is concluded that the nonlinear principle is more appropriate, since the requirements of all nutrients are automatically adjusted by the mathematical model and with the premise of increasing profitability, different from the linear one, which is to achieve maximum performance and not is directly related to the economic factor
InterferĂŞncia do balanço e relação eletrolĂtica sobre as variáveis fisiolĂłgicas de cordeiros lanados submetidos ao estresse pelo calor
- Author
- Publication venue
- 'Medicina Veterinaria (UFRPE)'
- Publication date
- 01/07/2021
- Field of study
Objetivou-se com o presente experimento investigar se a manipulação do equilĂbrio eletrolĂtico das dietas, com base em modificações no balanço eletrolĂtico (BE) e relação eletrolĂtica (RE), interfere na resposta dos parâmetros fisiolĂłgicos de cordeiros lanados submetidos ao estresse pelo calor. Para tanto, foram avaliadas as variáveis fisiolĂłgicas de doze cordeiros lanados, distribuĂdos em um delineamento experimental inteiramente ao acaso, em arranjo fatorial incompleto 3x3, totalizando cinco tratamentos. As variáveis fisiolĂłgicas foram avaliadas em trĂŞs perĂodos distintos, dois deles com temperaturas mĂ©dias de 28ÂşC, apresentando um perĂodo intermediário com temperaturas variando entre 35 e 37ÂşC. Os balanços eletrolĂticos estudados foram 0, 50 e 100 mEq kg-1e as relações eletrolĂticas 5:1, 10:1 e 15:1. Os resultados das variáveis fisiolĂłgicas foram submetidos Ă análise de variância e posteriormente Ă análise de regressĂŁo. Os parâmetros frequĂŞncia respiratĂłria, frequĂŞncia cardĂaca, temperatura do globo ocular, temperatura da axila e temperatura de mucosa retal se apresentaram sensĂveis aos nĂveis de suplementação de BE e/ou RE e tambĂ©m foram influenciadas de forma significativa (P<0,05) pela elevação na temperatura ambiental. Dessa forma, podemos concluir que a manipulação do equilĂbrio eletrolĂtico em ovinos lanados foi capaz de interferir nas respostas fisiolĂłgicas desses animais
Pervasive gaps in Amazonian ecological research
- Author
- Aguiar Daniel Praia Portela de
- Aguiar Hilton Jeferson Alves Cardoso de
- Albernaz Ana Luisa
- Albuquerque Bianca Weiss
- Aleixo Alexandre
- Alencar Luana
- Almeida Daniely da Frota
- Almeida Marllus Rafael Negreiros
- Almeida Morgana
- Almeida Rony Peterson Santos
- Almeida Wanessa Rejane de
- Alvarado Swanni T.
- Alverga Paula Palhares de Polari
- Alves da Rosa Clarissa
- Alves-Martins Fernanda
- Alves-Martins Fernanda
- Amado LĂlian Lund
- Amaral Dário Dantas do
- Anacléto Maria José Pinheiro
- Andrade Ana Luiza
- Andrade Rafael Barreto de
- Andrade-Silva Joudellys
- Andresen Ellen
- Andretti Christian Borges
- Andriolo Aline
- André Thiago
- Anjos Diego V.
- AragĂŁo Luiz
- AragĂŁo Luiz
- Arantes Caroline C.
- Arenas Edith Rosario Clemente
- Arrolho Solange
- Arruda Filipe Viegas de
- Assis Rafael Leandro de
- Azara Ludson
- AzevĂŞdo Carlos Augusto Silva de
- Baccaro Fabricio B.
- Baccaro Fabricio B.
- Baider Cláudia
- Baker Timothy R.
- Barbosa Edelcilio Marques
- Barbosa Julianna Freires
- Barbosa Reinaldo Imbrozio
- Barbosa Thiago Augusto Pedroso
- Barlow Jos
- Barlow Jos
- Barni Paulo Eduardo
- Barros Gabriel Gazzana
- Barroso Jorcely G.
- Barthem Ronaldo
- Bastos Douglas
- Bastos Rafael Costa
- Batista Anderson Pedro Bernadina
- Begot Tiago Octavio
- Beiroz Wallace
- Benetti Cesar JoĂŁo
- Benone Naraiana Loureiro
- Bentos Tony Vizcarra
- Berenguer Erika
- Berenguer Erika
- Bispo Pitágoras C.
- Boldrini Rafael
- Bonates Luiz Carlos de Matos
- Borba Gabriel Costa
- Borges Augusto
- Borges Luiz Henrique Medeiros
- Borges SĂ©rgio Henrique
- Braga Danielle de Lima
- Braga Rafael Benzi
- Brando Paulo
- Brasil Leandro Schlemmer
- Brejão Gabriel Lourenço
- Brito Maiara Tábatha da Silva
- Brito Thaline de Freitas
- Brocardo Carlos Rodrigo
- Brown Irving Foster
- Brulinger Luciane Ferreira Barbosa
- Bueno Anderson S.
- Cabeceira Fernando Gonçalves
- Cabette Helena Soares Ramos
- Cabral Guilherme Sampaio
- Cajaiba Reinaldo Lucas
- Callisto Marcos
- Calor Adolfo Ricardo
- CalvĂŁo Lenize Batista
- Camargo JosĂ© LuĂs
- Camargo PlĂnio Barbosa de
- Campana DĂ©bora Rodrigues de Souza
- Campos Nubia
- Campos-Filho Eduardo Malta
- Cardoso Maira Rodrigues
- Carim Marcelo de Jesus Veiga
- Carmo Guilherme Henrique Pompiano do
- Carniello Maria Antonia
- Carpanedo Rainiellen de Sá
- Carreiras JoĂŁo
- Carvalho Fernanda Antunes
- Carvalho Fernando Geraldo
- Carvalho Fernando Rogério de
- Carvalho Karine Santana
- Carvalho Lidiany Camila da Silva
- Carvalho Lucélia Nobre
- Carvalho Raquel L.
- Carvalho Raquel L.
- Casadei-Ferreira Alexandre
- Casatti LĂlian
- Castello Leandro
- Castello Leandro
- Castilho Carolina
- Castro Arlison Bezerra
- Castro Flávio Siqueira de
- Castro Wendeson
- Catarino Michel
- Cavalheiro Larissa
- Cerqueira Silva JĂşlius CĂ©sar
- Cerqueira Pablo Vieira
- Cintra Bruno B.L.
- Cochrane Mark A.
- Coelho de Souza Fernanda
- Coelho Luiz de Souza
- Coletti FabrĂcio
- Cordeiro Carlos Leandro
- Cornelius Cintia
- Correa Anne Sthephane A.S.
- Costa Batista Michela
- Costa Daniel da Silva
- Costa Flavia R.C.
- Costa Flavia R.C.
- Costa Janaina Barbosa Pedrosa
- Costa Jessica Gomes
- Costa Maria Katiane Sousa
- Costa MarĂlia Maria Silva da
- Couceiro Sheyla Regina Marques
- Cravo Jessica Soares
- Crema Luciana Carvalho
- Cruz Paulo Vilela
- Cruz Wesley Jonatar Alves da
- Cunha Erlane José Rodrigues da
- da Rocha MaĂra
- da Silva Guimarães José Renan
- da Silva Menger Juliana
- da Silva Elidiomar R.
- da Silva Gustavo Cardoso
- da Silva JĂşlia Santana
- da Silva Karina Dias
- da Silva LetĂcia Fernandes
- da Silva Márcio Joaquim
- da Silva Pedro Giovâni
- da Silva Rogério Rosa
- Daly Douglas
- Damasco Gabriel
- Davis Bradley
- de Abreu Jadson Coelho
- de Albuquerque EmĂlia Zoppas
- de Brito Janaina Gomes
- de Faria FalcĂŁo JĂ©ssica Caroline
- de Lima Alves Adriana
- de Matos Liliane Stedile
- de Oliveira Melo Lia
- de Resende Bethânia Oliveira
- de Sousa Gorayeb InocĂŞncio
- de Toledo José Julio
- Delabie Jacques Hubert Charles
- Demarchi Layon Oreste
- Desidério Gleison Robson
- Deus Claudia Pereira de
- Dias Murilo S.
- do Vale Julio Daniel
- Domingues Tomas F.
- Doria Carolina Rodrigues da Costa
- dos Anjos Marcelo Rodrigues
- Douglas Danyhelton
- Duarte Ritter Camila
- Dumas Leandro Lourenço
- Durgante Flavia
- Dutra Dhâmyla Bruna de Souza
- Dutra Silvia LeitĂŁo
- Dáttilo Wesley
- d’Horta Fernando Mendonça
- e Gomes Jerrian Oliveira
- e PĂ©rez RaĂşl Enriqu Pirela
- Edwards David P.
- Elias Fernando
- Elias Fernando
- Emilio Thaise
- Esposito Maria Cristina
- EspĂrito Santo Nádia Barbosa
- EspĂrito-Santo Helder M.V.
- Fadini Rodrigo Ferreira
- Fares Ana Luisa
- Faria Ana Paula Justino
- Farias Emanuelle de Sousa
- Feitosa Rodrigo Machado
- Feitosa Yuri
- Feldpausch Ted R.
- Fernandes Itanna Oliveira
- Fernandes Izaias
- Ferreira Aurélia Bentes
- Ferreira Joice
- Ferreira Joice
- Ferreira Leandro Valle
- Ferreira Nelson
- Ferreira-Ferreira Jefferson
- Firmino Viviane
- Flores Bernardo M.
- FlorĂŞncio Fernando Prado
- Fontenele Luane
- França Filipe
- França Filipe M.
- Freitas Carlos
- Freitas Madson Antonio Benjamin
- Freitas Marina GuimarĂŁes
- FĂ©lix Nathalia Silva
- Galuch André V.
- Gama Neto Jaime de Liege
- Gastauer Markus
- Geber Filho Adem Nagibe dos Santos
- Ghidini André Ricardo
- Giacomin Leandro
- Giarrizzo Tommaso
- Giehl Nubia França da Silva
- Godoy Bruno Spacek
- Gomes Vitor Hugo Freitas
- Gontijo Alexandre
- Gonçalves Inês Correa
- Graça Paulo Mauricio de Alencastro
- Griffiths Hannah
- Gris Darlene
- Gualberto Cláudia G.
- Guedes Marcelino Carneiro
- Guedes Matheus L.
- Guedes Matheus L.
- Guerrero JesĂşs Enrique Burgos
- Guilherme Edson
- Guimaraes Aretha Franklin
- GuimarĂŁes David Pedroza
- Görgens Eric Bastos
- Hamada Neusa
- Haugaasen Torbjørn
- Hawes Joseph E.
- Hercos Alexandre
- Hilário Renato Richard
- Holanda de Andrade André Luiz Ramos
- Holmgren Milena
- Householder Ethan
- Irume Mariana VictĂłria
- Isaac Victoria
- Isaac Victoria
- Ivanauskas Natalia Macedo
- Izzo Thiago Junqueira
- Jakovac Catarina C.
- Jardim Gabriela Abrantes
- Juen Leandro
- Juen Leandro
- Junqueira André Braga
- Korasaki Vanesca
- Koroiva Ricardo
- Krolow Tiago KĂĽtter
- Kunz Sustanis Horn
- Landeiro Victor Lemes
- Lanna JoĂŁo
- Laranjeiras Thiago Orsi
- Lasky Jesse R.
- Lasmar Chaim
- Laurance Susan
- Laurance William
- Leal Cecilia G.
- Leal Cecilia G.
- Lees Alexander C.
- Lees Alexander C.
- LeitĂŁo Rafael Pereira
- Levis Carolina
- LeĂŁo HĂngara
- Ligeiro Raphael
- Lima Gisiane Rodrigues
- Lima JĂ´natas
- Lima Ysadhora Gomes de
- Lobato Cleonice Maria Cardoso
- Lopes Aline
- Lopes Maria Aparecida
- Lourenço Luzia da Silva
- Louzada Julio
- Luize Bruno Garcia
- Luther David
- Machado Tatiana Lemos da Silva
- Maciel Rafaella
- Maciel Rafaella
- Magalhães José Leonardo Lima
- Magnusson William E.
- Mahood Simon
- Maia LaĂs Ferreira
- Maldaner Maria Eduarda
- Malhi Yadvinder
- Manzatto Angelo Gilberto
- Maracahipes Leandro
- Maracahipes-Santos Leonardo
- Mariano Rodolfo
- Marimon Beatriz S.
- Marimon-Junior Ben Hur
- Marques Elineide E.
- Marsh Charles J.
- Martins Maria Pires
- Martins Mila Ferraz de Oliveira
- Martins Renato Tavares
- Massam Mike R.
- Matavelli Rodrigo
- Maximiano Marina Franco de Almeida
- Mazzei Lucas
- Medeiros Herison
- Medeiros Marcelo Brilhante de
- Medeiros Natália
- Melgaço Karina
- Melinski Ramiro Dário
- Melo Lima Diego Viana
- Melo Antonio Willian Flores de
- Melo Bruna Santos Bitencourt de
- Melo Gracilene da Costa de
- Mendes Aguiar Jonas José
- Mendes Keila RĂŞgo
- Mendes Raimundo N.G.
- Mendes Thiago Pereira
- Mendonça Fernando P.
- Menezes Andressa Silvana Oliveira de
- Mestre Luiz A.M.
- Metcalf Oliver Charles
- Michelan Thaisa Sala
- Miguel Thiago Barros
- Milheiras SĂ©rgio
- Milliken William
- Miranda Ires Paula de Andrade
- Miranda PatrĂcia Nakayama
- Montag Luciano Fogaça de Assis
- Monteiro Jr. Cláudio da Silva
- Monteiro MarcĂlia Gabriella Tavares
- Morandi Paulo S.
- Morato Elder Ferreira
- Moreira Felipe F.F.
- Mormul Roger Paulo
- Mortati Amanda Frederico
- Moser Pamela
- Moura Mario R.
- Moura Mario R.
- Muelbert Adriane Esquivel
- Muñoz Gutiérrez Jhonatan Andrés
- Naka Luciano Nicolas
- Nascimento Henrique Eduardo Mendonça
- Nascimento Marcelo Trindade
- Nascimento Rodrigo O.
- Nascimento Rodrigo O.
- Navarro Paolucci Lucas
- Nelson Bruce
- Nessimian Jorge Luiz
- Neto Francisco Valente-
- Nichols Elizabeth
- Nienow Samuel
- Nogueira Denis Silva
- Nonato Flávia Alessandra da Silva
- Noriega Jorge Ari
- Noronha JanaĂna Costa
- Novo Evlyn Márcia Moraes de Leão
- Nunes Cassio A.
- Nunes Cassio A.
- Nunes Luis Gabriel de Oliveira
- o Santos Marcos PĂ©rsi Dantas
- Obermuller Flávio Amorim
- Oliveira Pes Ana Maria
- Oliveira Alexandre Adalardo de
- Oliveira Amanda Batista da Silva de
- Oliveira Cinthia Pereira de
- Oliveira Edmar Almeida de
- Oliveira Fabiana Ferreira de
- Oliveira José Max B.
- Oliveira Marco Antonio de
- Oliveira Marcus Vinicio Neves D.
- Oliveira Rodrigo Leonardo Costa de
- Oliveira SĂ©rgio Augusto Vidal de
- Oliveira Victor Hugo Fonseca
- Oliveira VĂvian Campos de
- Oliveira Washington Luis de
- Olivo Neto Antonio Miguel
- Pansonato Marcelo Petratti
- Passos Maria InĂŞs S.
- Paula William Sousa de
- Pauletto Daniela
- Pedroza Diego
- Peixoto Ualerson
- Penagos Cristian Camilo Mendoza
- Perdiz Ricardo de Oliveira
- Pereira Jorge Luiz da Silva
- Peres Carlos A.
- Peruquetti Patricia Santos Ferreira
- Phillips Oliver L.
- Phillips Oliver L.
- Piedade Alexandra Rocha da
- Piedade Maria Teresa Fernandez
- Pombo Maihyra Marina
- Pompeu Paulo dos Santos
- Pontes-Lopes Aline
- Pozzobom Ully Mattilde
- Prado Livia Pires do
- Prance Ghillean T.
- Pringle Elizabeth G.
- Prist Paula
- Prudente Bruno da Silveira
- Puker Anderson
- PĂ©rez-Mayorga MarĂa AngĂ©lica
- Quaresma Adriano
- Queiroz Antonio C.M.
- Queiroz Helder Lima de
- r Costa Neto Salustiano Vila da
- Raseira Marcelo Bassols
- Rechetelo Juliana
- Reis Fagno
- Reis Leonardo Pequeno
- Resende Angelica F.
- Resende Angelica F.
- Revilla Juan David Cardenas
- Ribas Carla Rodrigues
- Ribeiro José Moacir Ferreira
- Ribeiro Rodrigo Arison Barbosa
- Ribeiro Sabina Cerruto
- Ribeiro SĂ©rvio Pontes
- Ribeiro Vanessa Soares
- Rodrigues Domingos de Jesus
- Rodrigues Silvia Barbosa
- Rodrigues TaĂs Helena Araujo
- Roque Fabio de Oliveira
- Rosa Dian Carlos Pinheiro
- Rosalino L. M.
- Rousseau Guillaume Xavier
- Ruschel Ademir
- Rutt Cameron L.
- s de Lima Robson Borge
- Salcedo Ana Karina Moreyra
- Sales Francisco Matheus da Silva
- Salles Frederico FalcĂŁo
- SalomĂŁo Rafael P.
- SalomĂŁo Renato Portela
- Santana Edrielly Carolinne Carvalho de
- Santana Flávia Delgado
- Santiago Wagner Tadeu Vieira
- Santos Ferreira Victor Rennan
- Santos Neto Cláudio Rabelo dos
- Santos Allan Paulo Moreira dos
- Santos Bruno Borges
- Santos Cleverson Rannieri Meira dos
- Santos Cássia Anicá dos
- Santos Deane Cabral dos
- Santos Ednaira Alencar dos
- Santos Isis Caroline Siqueira
- Santos Jean Carlos
- Santos Talitha Ferreira dos
- Sarmento Priscila S. de M.
- Schietti Juliana
- Schietti Juliana
- Schmidt Fernando Augusto
- Schmidt Fernando Augusto
- Schwartz Gustavo
- Schöngart Jochen
- Scudeller Veridiana Vizoni
- Shimabukuro Yosio Edemir
- Shimano Yulie
- Shutt Jack
- Shutt Jack
- Silva Brito Joás
- Silva Camila V.J.
- Silva Celice Alexandre
- Silva Dennis Rodrigues da
- Silva Diego Armando Silva da
- Silva Fernando Augusto Barbosa
- Silva José Orlando de Almeida
- Silva Otávio Guilherme Morais da
- Silva Ricardo José da
- Silva Richarlly da Costa
- Silva Robson dos Santos Alves da
- Silva Sonaira Souza da
- Silva Thiago Sanna Freire
- Silva Victória de Nazaré Gama
- Silva Wegliane Campelo da
- Silva Wheriton Fernando Moreira da
- Silvano Renato Azevedo Matias
- Silveira Juliana M.
- Silveira Juliana M.
- Silveira Luis Fábio
- Silveira Marcos
- Silveira Maria Aurea Pinheiro de Almeida
- Silvério Divino V.
- Simon Marcelo Fragomeni
- Siqueira Emely Laiara Silva de
- Solar Ricardo
- Sousa Sidney AraĂşjo de
- Sousa Thaiane
- Souto Paula
- Souza Flávia Kelly Siqueira de
- Souza Jorge Luiz Pereira de
- Souza Mateus Fernando de
- Souza Márcia Regina de
- Souza Priscila
- Stegmann Lis
- Stegmann Lis
- Storck-Tonon Danielle
- Stropp Juliana
- Targhetta Natalia
- ter Steege Hans
- ter Steege Hans
- Todeschini Felipe
- Triana Stefania PinzĂłn
- Uehara-Prado Marcio
- van den Berg Eduardo
- Vasconcelos Heraldo L.
- Vaz-de-Mello Fernando
- Vaz-de-Mello Fernando
- Vedovato Laura Barbosa
- Venticinque Eduardo M.
- Venticinque Eduardo M.
- Veras Daniel Silas
- Vicente Ricardo Eduardo
- Vicentini Alberto
- Vidal Edson
- Vieira Daniel Luis Mascia
- Vieira Ima CĂ©lia GuimarĂŁes
- Vieira Ima CĂ©lia GuimarĂŁes
- Vieira Lisandro
- Vieira Simone Aparecida
- Villa Boris
- Vital Marcos José Salgado
- Vulinec Kevina
- Wilker Icaro
- Williamson Bruce
- Wittmann Florian
- Wolfe Jared
- Yamamoto Kedma Cristine
- Zanetti Ronald
- Zanzini Antonio Carlos da Silva
- Zanzini Lucas Pereira
- Zuanon Jansen
- Zuanon Jansen
- Publication venue
- Cell Press
- Publication date
- 01/08/2023
- Field of study
Biodiversity loss is one of the main challenges of our time,1,2 and attempts to address it require a clear un derstanding of how ecological communities respond to environmental change across time and space.3,4
While the increasing availability of global databases on ecological communities has advanced our knowledge
of biodiversity sensitivity to environmental changes,5–7 vast areas of the tropics remain understudied.8–11 In
the American tropics, Amazonia stands out as the world’s most diverse rainforest and the primary source of
Neotropical biodiversity,12 but it remains among the least known forests in America and is often underrepre sented in biodiversity databases.13–15 To worsen this situation, human-induced modifications16,17 may elim inate pieces of the Amazon’s biodiversity puzzle before we can use them to understand how ecological com munities are responding. To increase generalization and applicability of biodiversity knowledge,18,19 it is thus
crucial to reduce biases in ecological research, particularly in regions projected to face the most pronounced
environmental changes. We integrate ecological community metadata of 7,694 sampling sites for multiple or ganism groups in a machine learning model framework to map the research probability across the Brazilian
Amazonia, while identifying the region’s vulnerability to environmental change. 15%–18% of the most ne glected areas in ecological research are expected to experience severe climate or land use changes by
2050. This means that unless we take immediate action, we will not be able to establish their current status,
much less monitor how it is changing and what is being lostinfo:eu-repo/semantics/publishedVersio
Pervasive gaps in Amazonian ecological research
- Author
- Aguiar Daniel Praia Portela de
- Aguiar Hilton Jeferson Alves Cardoso de
- Albernaz Ana Luisa
- Albuquerque Bianca Weiss
- Aleixo Alexandre
- Alencar Luana
- Almeida Daniely da Frota
- Almeida Marllus Rafael Negreiros
- Almeida Morgana
- Almeida Rony Peterson Santos
- Almeida Wanessa Rejane de
- Alvarado Swanni T.
- Alverga Paula Palhares de Polari
- Alves da Rosa Clarissa
- Alves-Martins Fernanda
- Alves-Martins Fernanda
- Amado LĂlian Lund
- Amaral Dário Dantas do
- Anacléto Maria José Pinheiro
- Andrade Ana Luiza
- Andrade Rafael Barreto de
- Andrade-Silva Joudellys
- Andresen Ellen
- Andretti Christian Borges
- Andriolo Aline
- André Thiago
- Anjos Diego V.
- AragĂŁo Luiz
- AragĂŁo Luiz
- Arantes Caroline C.
- Arenas Edith Rosario Clemente
- Arrolho Solange
- Arruda Filipe Viegas de
- Assis Rafael Leandro de
- Azara Ludson
- AzevĂŞdo Carlos Augusto Silva de
- Baccaro Fabricio B.
- Baccaro Fabricio B.
- Baider Cláudia
- Baker Timothy R.
- Barbosa Edelcilio Marques
- Barbosa Julianna Freires
- Barbosa Reinaldo Imbrozio
- Barbosa Thiago Augusto Pedroso
- Barlow Jos
- Barlow Jos
- Barni Paulo Eduardo
- Barros Gabriel Gazzana
- Barroso Jorcely G.
- Barthem Ronaldo
- Bastos Douglas
- Bastos Rafael Costa
- Batista Anderson Pedro Bernadina
- Begot Tiago Octavio
- Beiroz Wallace
- Benetti Cesar JoĂŁo
- Benone Naraiana Loureiro
- Bentos Tony Vizcarra
- Berenguer Erika
- Berenguer Erika
- Bispo Pitágoras C.
- Boldrini Rafael
- Bonates Luiz Carlos de Matos
- Borba Gabriel Costa
- Borges Augusto
- Borges Luiz Henrique Medeiros
- Borges SĂ©rgio Henrique
- Braga Danielle de Lima
- Braga Rafael Benzi
- Brando Paulo
- Brasil Leandro Schlemmer
- Brejão Gabriel Lourenço
- Brito Maiara Tábatha da Silva
- Brito Thaline de Freitas
- Brocardo Carlos Rodrigo
- Brown Irving Foster
- Brulinger Luciane Ferreira Barbosa
- Bueno Anderson S.
- Cabeceira Fernando Gonçalves
- Cabette Helena Soares Ramos
- Cabral Guilherme Sampaio
- Cajaiba Reinaldo Lucas
- Callisto Marcos
- Calor Adolfo Ricardo
- CalvĂŁo Lenize Batista
- Camargo JosĂ© LuĂs
- Camargo PlĂnio Barbosa de
- Campana DĂ©bora Rodrigues de Souza
- Campos Nubia
- Campos-Filho Eduardo Malta
- Cardoso Maira Rodrigues
- Carim Marcelo de Jesus Veiga
- Carmo Guilherme Henrique Pompiano do
- Carniello Maria Antonia
- Carpanedo Rainiellen de Sá
- Carreiras JoĂŁo
- Carvalho Fernanda Antunes
- Carvalho Fernando Geraldo
- Carvalho Fernando Rogério de
- Carvalho Karine Santana
- Carvalho Lidiany Camila da Silva
- Carvalho Lucélia Nobre
- Carvalho Raquel L.
- Carvalho Raquel L.
- Casadei-Ferreira Alexandre
- Casatti LĂlian
- Castello Leandro
- Castello Leandro
- Castilho Carolina
- Castro Arlison Bezerra
- Castro Flávio Siqueira de
- Castro Wendeson
- Catarino Michel
- Cavalheiro Larissa
- Cerqueira Silva JĂşlius CĂ©sar
- Cerqueira Pablo Vieira
- Cintra Bruno B. L.
- Cochrane Mark A.
- Coelho de Souza Fernanda
- Coelho Luiz de Souza
- Coletti FabrĂcio
- Cordeiro Carlos Leandro
- Cornelius Cintia
- Correa Anne Sthephane A. S.
- Costa Batista Michela
- Costa Daniel da Silva
- Costa Flavia R. C.
- Costa Flavia R. C.
- Costa Janaina Barbosa Pedrosa
- Costa Jessica Gomes
- Costa Maria Katiane Sousa
- Costa MarĂlia Maria Silva da
- Couceiro Sheyla Regina Marques
- Cravo Jessica Soares
- Crema Luciana Carvalho
- Cruz Paulo Vilela
- Cruz Wesley Jonatar Alves da
- Cunha Erlane José Rodrigues da
- da Rocha MaĂra
- da Silva Guimarães José Renan
- da Silva Menger Juliana
- da Silva Elidiomar R.
- da Silva Gustavo Cardoso
- da Silva JĂşlia Santana
- da Silva Karina Dias
- da Silva LetĂcia Fernandes
- da Silva Márcio Joaquim
- da Silva Pedro Giovâni
- Daly Douglas
- Damasco Gabriel
- Davis Bradley
- de Abreu Jadson Coelho
- de Albuquerque EmĂlia Zoppas
- de Brito Janaina Gomes
- de Faria FalcĂŁo JĂ©ssica Caroline
- de Lima Alves Adriana
- de Matos Liliane Stedile
- de Oliveira Melo Lia
- de Resende Bethânia Oliveira
- de Sousa Gorayeb InocĂŞncio
- de Toledo José Julio
- Delabie Jacques Hubert Charles
- Demarchi Layon Oreste
- Desidério Gleison Robson
- Deus Claudia Pereira de
- Dias Murilo S.
- do Vale Julio Daniel
- Domingues Tomas F.
- Doria Carolina Rodrigues da Costa
- dos Anjos Marcelo Rodrigues
- Douglas Danyhelton
- Duarte Ritter Camila
- Dumas Leandro Lourenço
- Durgante Flavia
- Dutra Dhâmyla Bruna de Souza
- Dutra Silvia LeitĂŁo
- Dáttilo Wesley
- d’Horta Fernando Mendonça
- e Gomes Jerrian Oliveira
- e PĂ©rez RaĂşl Enriqu Pirela
- Edwards David P.
- Elias Fernando
- Elias Fernando
- Emilio Thaise
- Esposito Maria Cristina
- EspĂrito Santo Nádia Barbosa
- EspĂrito-Santo Helder M. V.
- Fares Ana Luisa
- Faria Ana Paula Justino
- Farias Emanuelle de Sousa
- Feitosa Yuri
- Feldpausch Ted R.
- Fernandes Itanna Oliveira
- Fernandes Izaias
- Ferreira Aurélia Bentes
- Ferreira Joice
- Ferreira Joice
- Ferreira Leandro Valle
- Ferreira Nelson, Jr.
- Ferreira-Ferreira Jefferson
- Firmino Viviane
- Flores Bernardo M.
- FlorĂŞncio Fernando Prado
- Fontenele Luane
- França Filipe
- França Filipe M.
- Freitas Carlos
- Freitas Madson Antonio Benjamin
- Freitas Marina GuimarĂŁes
- FĂ©lix Nathalia Silva
- Galuch André V.
- Gama Neto Jaime de Liege
- Gastauer Markus
- Geber Filho Adem Nagibe dos Santos
- Ghidini André Ricardo
- Giacomin Leandro
- Giarrizzo Tommaso
- Giehl Nubia França da Silva
- Godoy Bruno Spacek
- Gomes Vitor Hugo Freitas
- Gontijo Alexandre
- Gonçalves Inês Correa
- Graça Paulo Mauricio de Alencastro
- Griffiths Hannah
- Gris Darlene
- Gualberto Cláudia G.
- Guedes Marcelino Carneiro
- Guedes Matheus L.
- Guedes Matheus L.
- Guerrero JesĂşs Enrique Burgos
- Guilherme Edson
- Guimaraes Aretha Franklin
- GuimarĂŁes David Pedroza
- Görgens Eric Bastos
- Hamada Neusa
- Haugaasen Torbjørn
- Hawes Joseph E.
- Hercos Alexandre
- Hilário Renato Richard
- Holanda de Andrade André Luiz Ramos
- Holmgren Milena
- Householder Ethan
- Irume Mariana VictĂłria
- Isaac Victoria
- Isaac Victoria
- Ivanauskas Natalia Macedo
- Izzo Thiago Junqueira
- Jakovac Catarina C.
- Jardim Gabriela Abrantes
- Juen Leandro
- Juen Leandro
- Junqueira André Braga
- Korasaki Vanesca
- Krolow Tiago KĂĽtter
- Kunz Sustanis Horn
- Landeiro Victor Lemes
- Lanna JoĂŁo
- Laranjeiras Thiago Orsi
- Lasky Jesse R.
- Lasmar Chaim
- Laurance Susan
- Laurance William
- Leal Cecilia G.
- Leal Cecilia G.
- Lees Alexander C.
- Lees Alexander C.
- LeitĂŁo Rafael Pereira
- Levis Carolina
- LeĂŁo HĂngara
- Ligeiro Raphael
- Lima Gisiane Rodrigues
- Lima JĂ´natas
- Lima Ysadhora Gomes de
- Lobato Cleonice Maria Cardoso
- Lopes Aline
- Lopes Maria Aparecida
- Lourenço Luzia da Silva
- Louzada Julio
- Luize Bruno Garcia
- Luther David
- Machado Tatiana Lemos da Silva
- Maciel Rafaella
- Maciel Rafaella
- Magalhães José Leonardo Lima
- Magnusson William E.
- Mahood Simon
- Maia LaĂs Ferreira
- Maldaner Maria Eduarda
- Malhi Yadvinder
- Manzatto Angelo Gilberto
- Maracahipes Leandro
- Maracahipes-Santos Leonardo
- Marimon Beatriz S.
- Marimon-Junior Ben Hur
- Marques Elineide E.
- Marsh Charles J.
- Martins Maria Pires
- Martins Mila Ferraz de Oliveira
- Massam Mike R.
- Maximiano Marina Franco de Almeida
- Mazzei Lucas
- Medeiros Herison
- Medeiros Marcelo Brilhante de
- Medeiros Natália
- Melgaço Karina
- Melinski Ramiro Dário
- Melo Lima Diego Viana
- Melo Antonio Willian Flores de
- Melo Bruna Santos Bitencourt de
- Melo Gracilene da Costa de
- Mendes Aguiar Jonas José
- Mendes Keila RĂŞgo
- Mendes Raimundo N. G., Jr.
- Mendes Thiago Pereira
- Mendonça Fernando P.
- Menezes Andressa Silvana Oliveira de
- Mestre Luiz A. M.
- Metcalf Oliver Charles
- Michelan Thaisa Sala
- Miguel Thiago Barros
- Milheiras SĂ©rgio
- Milliken William
- Miranda Ires Paula de Andrade
- Miranda PatrĂcia Nakayama
- Montag Luciano Fogaça de Assis
- Monteiro Jr. Cláudio da Silva
- Monteiro MarcĂlia Gabriella Tavares
- Morandi Paulo S.
- Morato Elder Ferreira
- Moreira Felipe F. F.
- Mortati Amanda Frederico
- Moser Pamela
- Moura Mario R.
- Moura Mario R.
- Muelbert Adriane Esquivel
- Muñoz Gutiérrez Jhonatan Andrés
- Naka Luciano Nicolas
- Nascimento Henrique Eduardo Mendonça
- Nascimento Marcelo Trindade
- Nascimento Rodrigo O.
- Nascimento Rodrigo O.
- Navarro Paolucci Lucas
- Nelson Bruce
- Nessimian Jorge Luiz
- Neto Francisco Valente-
- Nichols Elizabeth
- Nienow Samuel
- Nogueira Denis Silva
- Nonato Flávia Alessandra da Silva
- Noriega Jorge Ari
- Noronha JanaĂna Costa
- Novo Evlyn Márcia Moraes de Leão
- Nunes Cassio A.
- Nunes Cassio A.
- Nunes Luis Gabriel de Oliveira
- o Santos Marcos PĂ©rsi Dantas
- Obermuller Flávio Amorim
- Oliveira Pes Ana Maria
- Oliveira Alexandre Adalardo de
- Oliveira Amanda Batista da Silva de
- Oliveira Cinthia Pereira de
- Oliveira Edmar Almeida de
- Oliveira Fabiana Ferreira de
- Oliveira José Max B., Jr.
- Oliveira Marco Antonio de
- Oliveira Marcus Vinicio Neves D.
- Oliveira SĂ©rgio Augusto Vidal de
- Oliveira Victor Hugo Fonseca
- Oliveira VĂvian Campos de
- Oliveira Washington Luis de
- Olivo Neto Antonio Miguel
- Pansonato Marcelo Petratti
- Passos Maria InĂŞs S.
- Paula William Sousa de
- Pauletto Daniela
- Pedroza Diego
- Peixoto Ualerson
- Penagos Cristian Camilo Mendoza
- Pereira Jorge Luiz da Silva
- Peres Carlos A.
- Peruquetti Patricia Santos Ferreira
- Phillips Oliver L.
- Phillips Oliver L.
- Piedade Alexandra Rocha da
- Piedade Maria Teresa Fernandez
- Pombo Maihyra Marina
- Pompeu Paulo dos Santos
- Pontes-Lopes Aline
- Pozzobom Ully Mattilde
- Prado Livia Pires do
- Prance Ghillean T.
- Pringle Elizabeth G.
- Prist Paula
- Prudente Bruno da Silveira
- Puker Anderson
- PĂ©rez-Mayorga MarĂa AngĂ©lica
- Quaresma Adriano
- Queiroz Antonio C. M.
- Queiroz Helder Lima de
- r Costa Neto Salustiano Vila da
- Raseira Marcelo Bassols
- Rechetelo Juliana
- Reis Fagno
- Reis Leonardo Pequeno
- Resende Angelica F.
- Resende Angelica F.
- Revilla Juan David Cardenas
- Ribas Carla Rodrigues
- Ribeiro José Moacir Ferreira
- Ribeiro Sabina Cerruto
- Ribeiro SĂ©rvio Pontes
- Ribeiro Vanessa Soares
- Rodrigues Domingos de Jesus
- Rodrigues Silvia Barbosa
- Rodrigues TaĂs Helena Araujo
- Roque Fabio de Oliveira
- Rosa Dian Carlos Pinheiro
- Rosalino LuĂs Miguel do Carmo
- Rousseau Guillaume Xavier
- Ruschel Ademir
- Rutt Cameron L.
- Salcedo Ana Karina Moreyra
- Sales Francisco Matheus da Silva
- Salles Frederico FalcĂŁo
- SalomĂŁo Rafael P.
- SalomĂŁo Renato Portela
- Santana Edrielly Carolinne Carvalho de
- Santana Flávia Delgado
- Santiago Wagner Tadeu Vieira
- Santos Ferreira Victor Rennan
- Santos Neto Cláudio Rabelo dos
- Santos Allan Paulo Moreira dos
- Santos Bruno Borges
- Santos Cleverson Rannieri Meira dos
- Santos Cássia Anicá dos
- Santos Deane Cabral dos
- Santos Ednaira Alencar dos
- Santos Isis Caroline Siqueira
- Santos Jean Carlos
- Santos Talitha Ferreira dos
- Sarmento Priscila S. de M.
- Schietti Juliana
- Schietti Juliana
- Schmidt Fernando Augusto
- Schmidt Fernando Augusto
- Schwartz Gustavo
- Schöngart Jochen
- Scudeller Veridiana Vizoni
- Shimabukuro Yosio Edemir
- Shimano Yulie
- Shutt Jack
- Shutt Jack
- Silva Brito Joás
- Silva Camila V. J.
- Silva Celice Alexandre
- Silva Dennis Rodrigues da
- Silva Diego Armando Silva da
- Silva Fernando Augusto Barbosa
- Silva José Orlando de Almeida
- Silva Otávio Guilherme Morais da
- Silva Sonaira Souza da
- Silva Thiago Sanna Freire
- Silva Victória de Nazaré Gama
- Silva Wegliane Campelo da
- Silva Wheriton Fernando Moreira da
- Silvano Renato Azevedo Matias
- Silveira Juliana M.
- Silveira Juliana M.
- Silveira Luis Fábio
- Silveira Marcos
- Silveira Maria Aurea Pinheiro de Almeida
- Silvério Divino V.
- Simon Marcelo Fragomeni
- Siqueira Emely Laiara Silva de
- Sousa Sidney AraĂşjo de
- Sousa Thaiane
- Souto Paula
- Souza Flávia Kelly Siqueira de
- Souza Jorge Luiz Pereira de
- Souza Mateus Fernando de
- Souza Márcia Regina de
- Souza Priscila
- Stegmann Lis
- Stegmann Lis
- Storck-Tonon Danielle
- Stropp Juliana
- Targhetta Natalia
- ter Steege Hans
- ter Steege Hans
- Todeschini Felipe
- Triana Stefania PinzĂłn
- Uehara-Prado Marcio
- van den Berg Eduardo
- Vasconcelos Heraldo L.
- Vaz-de-Mello Fernando
- Vaz-de-Mello Fernando
- Vedovato Laura Barbosa
- Venticinque Eduardo M.
- Venticinque Eduardo M.
- Veras Daniel Silas
- Vicentini Alberto
- Vidal Edson
- Vieira Daniel Luis Mascia
- Vieira Ima CĂ©lia GuimarĂŁes
- Vieira Ima CĂ©lia GuimarĂŁes
- Vieira Lisandro
- Vieira Simone Aparecida
- Villa Boris
- Vital Marcos José Salgado
- Vulinec Kevina
- Wilker Icaro
- Williamson Bruce
- Wittmann Florian
- Wolfe Jared
- Yamamoto Kedma Cristine
- Zanetti Ronald
- Zanzini Antonio Carlos da Silva
- Zanzini Lucas Pereira
- Zuanon Jansen
- Zuanon Jansen
- Publication venue
- Elsevier
- Publication date
- 08/11/2023
- Field of study
Pervasive gaps in Amazonian ecological research
- Author
- Aguiar Daniel Praia Portela de
- Aguiar Hilton Jeferson Alves Cardoso de
- Albernaz Ana Luisa
- Albuquerque Bianca Weiss
- Aleixo Alexandre
- Alencar Luana
- Almeida Daniely da Frota
- Almeida Marllus Rafael Negreiros
- Almeida Morgana
- Almeida Rony Peterson Santos
- Almeida Wanessa Rejane de
- Alvarado Swanni T.
- Alverga Paula Palhares de Polari
- Alves da Rosa Clarissa
- Alves-Martins Fernanda
- Amado LĂlian Lund
- Amaral Dário Dantas do
- Anacléto Maria José Pinheiro
- Andrade Ana Luiza
- Andrade Rafael Barreto de
- Andrade-Silva Joudellys
- Andresen Ellen
- Andretti Christian Borges
- Andriolo Aline
- André Thiago
- Anjos Diego V.
- AragĂŁo Luiz
- Arantes Caroline C.
- Arenas Edith Rosario Clemente
- Arrolho Solange
- Arruda Filipe Viegas de
- Assis Rafael Leandro de
- Azara Ludson
- AzevĂŞdo Carlos Augusto Silva de
- Baccaro Fabricio B.
- Baider Cláudia
- Baker Timothy R.
- Barbosa Edelcilio Marques
- Barbosa Julianna Freires
- Barbosa Reinaldo Imbrozio
- Barbosa Thiago Augusto Pedroso
- Barlow Jos
- Barni Paulo Eduardo
- Barros Gabriel Gazzana
- Barroso Jorcely G.
- Barthem Ronaldo
- Bastos Douglas
- Bastos Rafael Costa
- Batista Anderson Pedro Bernadina
- Begot Tiago Octavio
- Beiroz Wallace
- Benetti Cesar JoĂŁo
- Benone Naraiana Loureiro
- Bentos Tony Vizcarra
- Berenguer Erika
- Bispo Pitágoras C.
- Boldrini Rafael
- Bonates Luiz Carlos de Matos
- Borba Gabriel Costa
- Borges Augusto
- Borges Luiz Henrique Medeiros
- Borges SĂ©rgio Henrique
- Braga Danielle de Lima
- Braga Rafael Benzi
- Brando Paulo
- Brasil Leandro Schlemmer
- Brejão Gabriel Lourenço
- Brito Maiara Tábatha da Silva
- Brito Thaline de Freitas
- Brocardo Carlos Rodrigo
- Brown Irving Foster
- Brulinger Luciane Ferreira Barbosa
- Bueno Anderson S.
- Cabeceira Fernando Gonçalves
- Cabette Helena Soares Ramos
- Cabral Guilherme Sampaio
- Cajaiba Reinaldo Lucas
- Callisto Marcos
- Calor Adolfo Ricardo
- CalvĂŁo Lenize Batista
- Camargo JosĂ© LuĂs
- Camargo PlĂnio Barbosa de
- Campana DĂ©bora Rodrigues de Souza
- Campos Nubia
- Campos-Filho Eduardo Malta
- Cardoso Maira Rodrigues
- Carim Marcelo de Jesus Veiga
- Carmo Guilherme Henrique Pompiano do
- Carniello Maria Antonia
- Carpanedo Rainiellen de Sá
- Carreiras JoĂŁo
- Carvalho Fernanda Antunes
- Carvalho Fernando Geraldo
- Carvalho Fernando Rogério de
- Carvalho Karine Santana
- Carvalho Lidiany Camila da Silva
- Carvalho Lucélia Nobre
- Carvalho Raquel L.
- Casadei-Ferreira Alexandre
- Casatti LĂlian
- Castello Leandro
- Castilho Carolina
- Castro Arlison Bezerra
- Castro Flávio Siqueira de
- Castro Wendeson
- Catarino Michel
- Cavalheiro Larissa
- Cerqueira Silva JĂşlius CĂ©sar
- Cerqueira Pablo Vieira
- Cintra Bruno B.L.
- Cochrane Mark A.
- Coelho de Souza Fernanda
- Coelho Luiz de Souza
- Coletti FabrĂcio
- Cordeiro Carlos Leandro
- Cornelius Cintia
- Correa Anne Sthephane A.S.
- Costa Batista Michela
- Costa Daniel da Silva
- Costa Flavia R.C.
- Costa Janaina Barbosa Pedrosa
- Costa Jessica Gomes
- Costa Maria Katiane Sousa
- Costa MarĂlia Maria Silva da
- Couceiro Sheyla Regina Marques
- Cravo Jessica Soares
- Crema Luciana Carvalho
- Cruz Paulo Vilela
- Cruz Wesley Jonatar Alves da
- Cunha Erlane José Rodrigues da
- d'Horta Fernando Mendonça
- da Rocha MaĂra
- da Silva Guimarães José Renan
- da Silva Menger Juliana
- da Silva Elidiomar R.
- da Silva Gustavo Cardoso
- da Silva JĂşlia Santana
- da Silva Karina Dias
- da Silva LetĂcia Fernandes
- da Silva Márcio Joaquim
- da Silva Pedro Giovâni
- da Silva Rogério Rosa
- Daly Douglas
- Damasco Gabriel
- Davis Bradley
- de Abreu Jadson Coelho
- de Albuquerque EmĂlia Zoppas
- de Brito Janaina Gomes
- de Faria FalcĂŁo JĂ©ssica Caroline
- de Lima Alves Adriana
- de Matos Liliane Stedile
- de Oliveira Melo Lia
- de Resende Bethânia Oliveira
- de Sousa Gorayeb InocĂŞncio
- de Toledo José Julio
- Delabie Jacques Hubert Charles
- Demarchi Layon Oreste
- Desidério Gleison Robson
- Deus Claudia Pereira de
- Dias Murilo S.
- do Vale Julio Daniel
- Domingues Tomas F.
- Doria Carolina Rodrigues da Costa
- dos Anjos Marcelo Rodrigues
- Douglas Danyhelton
- Duarte Ritter Camila
- Dumas Leandro Lourenço
- Durgante Flavia
- Dutra Dhâmyla Bruna de Souza
- Dutra Silvia LeitĂŁo
- Dáttilo Wesley
- e Gomes Jerrian Oliveira
- e PĂ©rez RaĂşl Enriqu Pirela
- Edwards David P.
- Elias Fernando
- Emilio Thaise
- Esposito Maria Cristina
- EspĂrito Santo Nádia Barbosa
- EspĂrito-Santo Helder M.V.
- Fadini Rodrigo Ferreira
- Fares Ana Luisa
- Faria Ana Paula Justino
- Farias Emanuelle de Sousa
- Feitosa Rodrigo Machado
- Feitosa Yuri
- Feldpausch Ted R.
- Fernandes Itanna Oliveira
- Fernandes Izaias
- Ferreira Aurélia Bentes
- Ferreira Joice
- Ferreira Leandro Valle
- Ferreira Nelson
- Ferreira-Ferreira Jefferson
- Firmino Viviane
- Flores Bernardo M.
- FlorĂŞncio Fernando Prado
- Fontenele Luane
- França Filipe
- França Filipe M.
- Freitas Carlos
- Freitas Madson Antonio Benjamin
- Freitas Marina GuimarĂŁes
- FĂ©lix Nathalia Silva
- Galuch André V.
- Gama Neto Jaime de Liege
- Gastauer Markus
- Geber Filho Adem Nagibe dos Santos
- Ghidini André Ricardo
- Giacomin Leandro
- Giarrizzo Tommaso
- Giehl Nubia França da Silva
- Godoy Bruno Spacek
- Gomes Vitor Hugo Freitas
- Gontijo Alexandre
- Gonçalves Inês Correa
- Graça Paulo Mauricio de Alencastro
- Griffiths Hannah
- Gris Darlene
- Gualberto Cláudia G.
- Guedes Marcelino Carneiro
- Guedes Matheus L.
- Guerrero JesĂşs Enrique Burgos
- Guilherme Edson
- Guimaraes Aretha Franklin
- GuimarĂŁes David Pedroza
- Görgens Eric Bastos
- Hamada Neusa
- Haugaasen Torbjørn
- Hawes Joseph E.
- Hercos Alexandre
- Hilário Renato Richard
- Holanda de Andrade André Luiz Ramos
- Holmgren Milena
- Householder Ethan
- Irume Mariana VictĂłria
- Isaac Victoria
- Ivanauskas Natalia Macedo
- Izzo Thiago Junqueira
- Jakovac Catarina C.
- Jardim Gabriela Abrantes
- Juen Leandro
- Junqueira André Braga
- Korasaki Vanesca
- Koroiva Ricardo
- Krolow Tiago KĂĽtter
- Kunz Sustanis Horn
- Landeiro Victor Lemes
- Lanna JoĂŁo
- Laranjeiras Thiago Orsi
- Lasky Jesse R.
- Lasmar Chaim
- Laurance Susan
- Laurance William
- Leal Cecilia G.
- Lees Alexander C.
- LeitĂŁo Rafael Pereira
- Levis Carolina
- LeĂŁo HĂngara
- Ligeiro Raphael
- Lima Gisiane Rodrigues
- Lima JĂ´natas
- Lima Ysadhora Gomes de
- Lobato Cleonice Maria Cardoso
- Lopes Aline
- Lopes Maria Aparecida
- Lourenço Luzia da Silva
- Louzada Julio
- Luize Bruno Garcia
- Luther David
- Machado Tatiana Lemos da Silva
- Maciel Rafaella
- Magalhães José Leonardo Lima
- Magnusson William E.
- Mahood Simon
- Maia LaĂs Ferreira
- Maldaner Maria Eduarda
- Malhi Yadvinder
- Manzatto Angelo Gilberto
- Maracahipes Leandro
- Maracahipes-Santos Leonardo
- Mariano Rodolfo
- Marimon Beatriz S.
- Marimon-Junior Ben Hur
- Marques Elineide E.
- Marsh Charles J.
- Martins Maria Pires
- Martins Mila Ferraz de Oliveira
- Martins Renato Tavares
- Massam Mike R.
- Matavelli Rodrigo
- Maximiano Marina Franco de Almeida
- Mazzei Lucas
- Medeiros Herison
- Medeiros Marcelo Brilhante de
- Medeiros Natália
- Melgaço Karina
- Melinski Ramiro Dário
- Melo Lima Diego Viana
- Melo Antonio Willian Flores de
- Melo Bruna Santos Bitencourt de
- Melo Gracilene da Costa de
- Mendes Aguiar Jonas José
- Mendes Keila RĂŞgo
- Mendes Raimundo N.G.
- Mendes Thiago Pereira
- Mendonça Fernando P.
- Menezes Andressa Silvana Oliveira de
- Mestre Luiz A.M.
- Metcalf Oliver Charles
- Michelan Thaisa Sala
- Miguel Thiago Barros
- Milheiras SĂ©rgio
- Milliken William
- Miranda Ires Paula de Andrade
- Miranda PatrĂcia Nakayama
- Montag Luciano Fogaça de Assis
- Monteiro Cláudio da Silva
- Monteiro MarcĂlia Gabriella Tavares
- Morandi Paulo S.
- Morato Elder Ferreira
- Moreira Felipe F.F.
- Mormul Roger Paulo
- Mortati Amanda Frederico
- Moser Pamela
- Moura Mario R.
- Muelbert Adriane Esquivel
- Muñoz Gutiérrez Jhonatan Andrés
- Naka Luciano Nicolas
- Nascimento Henrique Eduardo Mendonça
- Nascimento Marcelo Trindade
- Nascimento Rodrigo O.
- Navarro Paolucci Lucas
- Nelson Bruce
- Nessimian Jorge Luiz
- Neto Francisco Valente
- Nichols Elizabeth
- Nienow Samuel
- Nogueira Denis Silva
- Nonato Flávia Alessandra da Silva
- Noriega Jorge Ari
- Noronha JanaĂna Costa
- Novo Evlyn Márcia Moraes de Leão
- Nunes Cassio A.
- Nunes Luis Gabriel de Oliveira
- o Santos Marcos PĂ©rsi Dantas
- Obermuller Flávio Amorim
- Oliveira Pes Ana Maria
- Oliveira Alexandre Adalardo de
- Oliveira Amanda Batista da Silva de
- Oliveira Cinthia Pereira de
- Oliveira Edmar Almeida de
- Oliveira Fabiana Ferreira de
- Oliveira José Max B.
- Oliveira Marco Antonio de
- Oliveira Marcus Vinicio Neves D.
- Oliveira Rodrigo Leonardo Costa de
- Oliveira SĂ©rgio Augusto Vidal de
- Oliveira Victor Hugo Fonseca
- Oliveira VĂvian Campos de
- Oliveira Washington Luis de
- Olivo Neto Antonio Miguel
- Pansonato Marcelo Petratti
- Passos Maria InĂŞs S.
- Paula William Sousa de
- Pauletto Daniela
- Pedroza Diego
- Peixoto Ualerson
- Penagos Cristian Camilo Mendoza
- Perdiz Ricardo de Oliveira
- Pereira Jorge Luiz da Silva
- Peres Carlos A.
- Peruquetti Patricia Santos Ferreira
- Phillips Oliver L.
- Piedade Alexandra Rocha da
- Piedade Maria Teresa Fernandez
- Pombo Maihyra Marina
- Pompeu Paulo dos Santos
- Pontes-Lopes Aline
- Pozzobom Ully Mattilde
- Prado Livia Pires do
- Prance Ghillean T.
- Pringle Elizabeth G.
- Prist Paula
- Prudente Bruno da Silveira
- Puker Anderson
- PĂ©rez-Mayorga MarĂa AngĂ©lica
- Quaresma Adriano
- Queiroz Antonio C.M.
- Queiroz Helder Lima de
- r Costa Neto Salustiano Vila da
- Raseira Marcelo Bassols
- Rechetelo Juliana
- Reis Fagno
- Reis Leonardo Pequeno
- Resende Angelica F.
- Revilla Juan David Cardenas
- Ribas Carla Rodrigues
- Ribeiro José Moacir Ferreira
- Ribeiro Rodrigo Arison Barbosa
- Ribeiro Sabina Cerruto
- Ribeiro SĂ©rvio Pontes
- Ribeiro Vanessa Soares
- Rodrigues Domingos de Jesus
- Rodrigues Silvia Barbosa
- Rodrigues TaĂs Helena Araujo
- Roque Fabio de Oliveira
- Rosa Dian Carlos Pinheiro
- Rosalino LuĂs Miguel do Carmo
- Rousseau Guillaume Xavier
- Ruschel Ademir
- Rutt Cameron L.
- s de Lima Robson Borge
- Salcedo Ana Karina Moreyra
- Sales Francisco Matheus da Silva
- Salles Frederico FalcĂŁo
- SalomĂŁo Rafael P.
- SalomĂŁo Renato Portela
- Santana Edrielly Carolinne Carvalho de
- Santana Flávia Delgado
- Santiago Wagner Tadeu Vieira
- Santos Ferreira Victor Rennan
- Santos Neto Cláudio Rabelo dos
- Santos Allan Paulo Moreira dos
- Santos Bruno Borges
- Santos Cleverson Rannieri Meira dos
- Santos Cássia Anicá dos
- Santos Deane Cabral dos
- Santos Ednaira Alencar dos
- Santos Isis Caroline Siqueira
- Santos Jean Carlos
- Santos Talitha Ferreira dos
- Sarmento Priscila S.de M.
- Schietti Juliana
- Schmidt Fernando Augusto
- Schwartz Gustavo
- Schöngart Jochen
- Scudeller Veridiana Vizoni
- Shimabukuro Yosio Edemir
- Shimano Yulie
- Shutt Jack
- Silva Brito Joás
- Silva Camila V.J.
- Silva Celice Alexandre
- Silva Dennis Rodrigues da
- Silva Diego Armando Silva da
- Silva Fernando Augusto Barbosa
- Silva José Orlando de Almeida
- Silva Otávio Guilherme Morais da
- Silva Ricardo José da
- Silva Richarlly da Costa
- Silva Robson dos Santos Alves da
- Silva Sonaira Souza da
- Silva Thiago Sanna Freire
- Silva Victória de Nazaré Gama
- Silva Wegliane Campelo da
- Silva Wheriton Fernando Moreira da
- Silvano Renato Azevedo Matias
- Silveira Juliana M.
- Silveira Luis Fábio
- Silveira Marcos
- Silveira Maria Aurea Pinheiro de Almeida
- Silvério Divino V.
- Simon Marcelo Fragomeni
- Siqueira Emely Laiara Silva de
- Solar Ricardo
- Sousa Sidney AraĂşjo de
- Sousa Thaiane
- Souto Paula
- Souza Flávia Kelly Siqueira de
- Souza Jorge Luiz Pereira de
- Souza Mateus Fernando de
- Souza Márcia Regina de
- Souza Priscila
- Stegmann Lis
- Storck-Tonon Danielle
- Stropp Juliana
- Targhetta Natalia
- ter Steege Hans
- Todeschini Felipe
- Triana Stefania PinzĂłn
- Uehara-Prado Marcio
- van den Berg Eduardo
- Vasconcelos Heraldo L.
- Vaz-de-Mello Fernando
- Vedovato Laura Barbosa
- Venticinque Eduardo M.
- Veras Daniel Silas
- Vicente Ricardo Eduardo
- Vicentini Alberto
- Vidal Edson
- Vieira Daniel Luis Mascia
- Vieira Ima CĂ©lia GuimarĂŁes
- Vieira Lisandro
- Vieira Simone Aparecida
- Villa Boris
- Vital Marcos José Salgado
- Vulinec Kevina
- Wilker Icaro
- Williamson Bruce
- Wittmann Florian
- Wolfe Jared
- Yamamoto Kedma Cristine
- Zanetti Ronald
- Zanzini Antonio Carlos da Silva
- Zanzini Lucas Pereira
- Zuanon Jansen
- Publication venue
- Publication date
- 21/08/2023
- Field of study
Biodiversity loss is one of the main challenges of our time,1,2 and attempts to address it require a clear understanding of how ecological communities respond to environmental change across time and space.3,4 While the increasing availability of global databases on ecological communities has advanced our knowledge of biodiversity sensitivity to environmental changes,5,6,7 vast areas of the tropics remain understudied.8,9,10,11 In the American tropics, Amazonia stands out as the world's most diverse rainforest and the primary source of Neotropical biodiversity,12 but it remains among the least known forests in America and is often underrepresented in biodiversity databases.13,14,15 To worsen this situation, human-induced modifications16,17 may eliminate pieces of the Amazon's biodiversity puzzle before we can use them to understand how ecological communities are responding. To increase generalization and applicability of biodiversity knowledge,18,19 it is thus crucial to reduce biases in ecological research, particularly in regions projected to face the most pronounced environmental changes. We integrate ecological community metadata of 7,694 sampling sites for multiple organism groups in a machine learning model framework to map the research probability across the Brazilian Amazonia, while identifying the region's vulnerability to environmental change. 15%–18% of the most neglected areas in ecological research are expected to experience severe climate or land use changes by 2050. This means that unless we take immediate action, we will not be able to establish their current status, much less monitor how it is changing and what is being lost
Pervasive gaps in Amazonian ecological research
- Author
- Aguiar Daniel Praia Portela de
- Aguiar Hilton Jeferson Alves Cardoso de
- Albernaz Ana Luisa
- Albuquerque Bianca Weiss
- Aleixo Alexandre
- Alencar Luana
- Almeida Daniely da Frota
- Almeida Marllus Rafael Negreiros
- Almeida Morgana
- Almeida Rony Peterson Santos
- Almeida Wanessa Rejane de
- Alvarado Swanni T
- Alverga Paula Palhares de Polari
- Alves da Rosa Clarissa
- Alves-Martins Fernanda
- Alves-Martins Fernanda
- Amado LĂlian Lund
- Amaral Dário Dantas do
- Anacléto Maria José Pinheiro
- Andrade Ana Luiza
- Andrade Rafael Barreto de
- Andrade-Silva Joudellys
- Andresen Ellen
- Andretti Christian Borges
- Andriolo Aline
- André Thiago
- Anjos Diego V
- AragĂŁo Luiz
- AragĂŁo Luiz
- Arantes Caroline C
- Arenas Edith Rosario Clemente
- Arrolho Solange
- Arruda Filipe Viegas de
- Assis Rafael Leandro de
- Azara Ludson
- AzevĂŞdo Carlos Augusto Silva de
- Baccaro Fabricio B
- Baccaro Fabricio B
- Baider Cláudia
- Baker Timothy R
- Barbosa Edelcilio Marques
- Barbosa Julianna Freires
- Barbosa Reinaldo Imbrozio
- Barbosa Thiago Augusto Pedroso
- Barlow Jos
- Barlow Jos
- Barni Paulo Eduardo
- Barros Gabriel Gazzana
- Barroso Jorcely G
- Barthem Ronaldo
- Bastos Douglas
- Bastos Rafael Costa
- Batista Anderson Pedro Bernadina
- Begot Tiago Octavio
- Beiroz Wallace
- Benetti Cesar JoĂŁo
- Benone Naraiana Loureiro
- Bentos Tony Vizcarra
- Berenguer Erika
- Berenguer Erika
- Bispo Pitágoras C
- Boldrini Rafael
- Bonates Luiz Carlos de Matos
- Borba Gabriel Costa
- Borges Augusto
- Borges Luiz Henrique Medeiros
- Borges SĂ©rgio Henrique
- Braga Danielle de Lima
- Braga Rafael Benzi
- Brando Paulo
- Brasil Leandro Schlemmer
- Brejão Gabriel Lourenço
- Brito Maiara Tábatha da Silva
- Brito Thaline de Freitas
- Brocardo Carlos Rodrigo
- Brown Irving Foster
- Brulinger Luciane Ferreira Barbosa
- Bueno Anderson S
- Cabeceira Fernando Gonçalves
- Cabette Helena Soares Ramos
- Cabral Guilherme Sampaio
- Cajaiba Reinaldo Lucas
- Callisto Marcos
- Calor Adolfo Ricardo
- CalvĂŁo Lenize Batista
- Camargo JosĂ© LuĂs
- Camargo PlĂnio Barbosa de
- Campana DĂ©bora Rodrigues de Souza
- Campos Nubia
- Campos-Filho Eduardo Malta
- Cardoso Maira Rodrigues
- Carim Marcelo de Jesus Veiga
- Carmo Guilherme Henrique Pompiano do
- Carniello Maria Antonia
- Carpanedo Rainiellen de Sá
- Carreiras JoĂŁo
- Carvalho Fernanda Antunes
- Carvalho Fernando Geraldo
- Carvalho Fernando Rogério de
- Carvalho Karine Santana
- Carvalho Lidiany Camila da Silva
- Carvalho Lucélia Nobre
- Carvalho Raquel L
- Carvalho Raquel L
- Casadei-Ferreira Alexandre
- Casatti LĂlian
- Castello Leandro
- Castello Leandro
- Castilho Carolina
- Castro Arlison Bezerra
- Castro Flávio Siqueira de
- Castro Wendeson
- Catarino Michel
- Cavalheiro Larissa
- Cerqueira Silva JĂşlius CĂ©sar
- Cerqueira Pablo Vieira
- Cintra Bruno BL
- Cochrane Mark A
- Coelho de Souza Fernanda
- Coelho Luiz de Souza
- Coletti FabrĂcio
- Cordeiro Carlos Leandro
- Cornelius Cintia
- Correa Anne Sthephane AS
- Costa Batista Michela
- Costa Daniel da Silva
- Costa Flavia RC
- Costa Flavia RC
- Costa Janaina Barbosa Pedrosa
- Costa Jessica Gomes
- Costa Maria Katiane Sousa
- Costa MarĂlia Maria Silva da
- Couceiro Sheyla Regina Marques
- Cravo Jessica Soares
- Crema Luciana Carvalho
- Cruz Paulo Vilela
- Cruz Wesley Jonatar Alves da
- Cunha Erlane José Rodrigues da
- da Rocha MaĂra
- da Silva Guimarães José Renan
- da Silva Menger Juliana
- da Silva Elidiomar R
- da Silva Gustavo Cardoso
- da Silva JĂşlia Santana
- da Silva Karina Dias
- da Silva LetĂcia Fernandes
- da Silva Márcio Joaquim
- da Silva Rogério Rosa
- Daly Douglas
- Damasco Gabriel
- Davis Bradley
- de Abreu Jadson Coelho
- de Albuquerque EmĂlia Zoppas
- de Brito Janaina Gomes
- de Faria FalcĂŁo JĂ©ssica Caroline
- de Lima Alves Adriana
- de Matos Liliane Stedile
- de Oliveira Melo Lia
- de Resende Bethânia Oliveira
- de Sousa Gorayeb InocĂŞncio
- de Toledo José Julio
- Delabie Jacques Hubert Charles
- Demarchi Layon Oreste
- Desidério Gleison Robson
- Deus Claudia Pereira de
- Dias Murilo S
- do Vale Julio Daniel
- Domingues Tomas F
- Doria Carolina Rodrigues da Costa
- dos Anjos Marcelo Rodrigues
- Douglas Danyhelton
- Duarte Ritter Camila
- Dumas Leandro Lourenço
- Durgante Flavia
- Dutra Dhâmyla Bruna de Souza
- Dutra Silvia LeitĂŁo
- Dáttilo Wesley
- d’Horta Fernando Mendonça
- e Gomes Jerrian Oliveira
- e PĂ©rez RaĂşl Enriqu Pirela
- Edwards David P
- Elias Fernando
- Elias Fernando
- Emilio Thaise
- Esposito Maria Cristina
- EspĂrito Santo Nádia Barbosa
- EspĂrito-Santo Helder MV
- Fadini Rodrigo Ferreira
- Fares Ana Luisa
- Faria Ana Paula Justino
- Farias Emanuelle de Sousa
- Feitosa Rodrigo Machado
- Feitosa Yuri
- Feldpausch Ted R
- Fernandes Itanna Oliveira
- Fernandes Izaias
- Ferreira Aurélia Bentes
- Ferreira Joice
- Ferreira Joice
- Ferreira Leandro Valle
- Ferreira Nelson
- Ferreira-Ferreira Jefferson
- Firmino Viviane
- Flores Bernardo M
- FlorĂŞncio Fernando Prado
- Fontenele Luane
- França Filipe
- França Filipe M
- Freitas Carlos
- Freitas Madson Antonio Benjamin
- Freitas Marina GuimarĂŁes
- FĂ©lix Nathalia Silva
- Galuch André V
- Gama Neto Jaime de Liege
- Gastauer Markus
- Geber Filho Adem Nagibe dos Santos
- Ghidini André Ricardo
- Giacomin Leandro
- Giarrizzo Tommaso
- Giehl Nubia França da Silva
- Godoy Bruno Spacek
- Gomes Vitor Hugo Freitas
- Gontijo Alexandre
- Gonçalves Inês Correa
- Graça Paulo Mauricio de Alencastro
- Griffiths Hannah
- Gris Darlene
- Gualberto Cláudia G
- Guedes Marcelino Carneiro
- Guedes Matheus L
- Guedes Matheus L
- Guerrero JesĂşs Enrique Burgos
- Guilherme Edson
- Guimaraes Aretha Franklin
- GuimarĂŁes David Pedroza
- Görgens Eric Bastos
- Hamada Neusa
- Haugaasen Torbjørn
- Hawes Joseph E
- Hercos Alexandre
- Hilário Renato Richard
- Holanda de Andrade André Luiz Ramos
- Holmgren Milena
- Householder Ethan
- i Silva Pedro Giovân da
- Irume Mariana VictĂłria
- Isaac Victoria
- Isaac Victoria
- Ivanauskas Natalia Macedo
- Izzo Thiago Junqueira
- Jakovac Catarina C
- Jardim Gabriela Abrantes
- Juen Leandro
- Juen Leandro
- Junqueira André Braga
- Korasaki Vanesca
- Koroiva Ricardo
- Krolow Tiago KĂĽtter
- Kunz Sustanis Horn
- Landeiro Victor Lemes
- Lanna JoĂŁo
- Laranjeiras Thiago Orsi
- Lasky Jesse R
- Lasmar Chaim
- Laurance Susan
- Laurance William
- Leal Cecilia G
- Leal Cecilia G
- Lees Alexander C
- Lees Alexander C
- LeitĂŁo Rafael Pereira
- Levis Carolina
- LeĂŁo HĂngara
- Ligeiro Raphael
- Lima Gisiane Rodrigues
- Lima JĂ´natas
- Lima Ysadhora Gomes de
- Lobato Cleonice Maria Cardoso
- Lopes Aline
- Lopes Maria Aparecida
- Lourenço Luzia da Silva
- Louzada Julio
- Luize Bruno Garcia
- Luther David
- Machado Tatiana Lemos da Silva
- Maciel Rafaella
- Maciel Rafaella
- Magalhães José Leonardo Lima
- Magnusson William E
- Mahood Simon
- Maia LaĂs Ferreira
- Maldaner Maria Eduarda
- Malhi Yadvinder
- Manzatto Angelo Gilberto
- Maracahipes Leandro
- Maracahipes-Santos Leonardo
- Mariano Rodolfo
- Marimon Beatriz S
- Marimon-Junior Ben Hur
- Marques Elineide E
- Marsh Charles J
- Martins Maria Pires
- Martins Mila Ferraz de Oliveira
- Martins Renato Tavares
- Massam Mike R
- Matavelli Rodrigo
- Maximiano Marina Franco de Almeida
- Mazzei Lucas
- Medeiros Herison
- Medeiros Marcelo Brilhante de
- Medeiros Natália
- Melgaço Karina
- Melinski Ramiro Dário
- Melo Lima Diego Viana
- Melo Antonio Willian Flores de
- Melo Bruna Santos Bitencourt de
- Melo Gracilene da Costa de
- Mendes Aguiar Jonas José
- Mendes Keila RĂŞgo
- Mendes Raimundo NG
- Mendes Thiago Pereira
- Mendonça Fernando P
- Menezes Andressa Silvana Oliveira de
- Mestre Luiz AM
- Metcalf Oliver Charles
- Michelan Thaisa Sala
- Miguel Thiago Barros
- Milheiras SĂ©rgio
- Milliken William
- Miranda Ires Paula de Andrade
- Miranda PatrĂcia Nakayama
- Montag Luciano Fogaça de Assis
- Monteiro Jr. Cláudio da Silva
- Monteiro MarcĂlia Gabriella Tavares
- Morandi Paulo S
- Morato Elder Ferreira
- Moreira Felipe FF
- Mormul Roger Paulo
- Mortati Amanda Frederico
- Moser Pamela
- Moura Mario R
- Moura Mario R
- Muelbert Adriane Esquivel
- Muñoz Gutiérrez Jhonatan Andrés
- Naka Luciano Nicolas
- Nascimento Henrique Eduardo Mendonça
- Nascimento Marcelo Trindade
- Nascimento Rodrigo O
- Nascimento Rodrigo O
- Navarro Paolucci Lucas
- Nelson Bruce
- Nessimian Jorge Luiz
- Neto Francisco Valente-
- Nichols Elizabeth
- Nienow Samuel
- Nogueira Denis Silva
- Nonato Flávia Alessandra da Silva
- Noriega Jorge Ari
- Noronha JanaĂna Costa
- Novo Evlyn Márcia Moraes de Leão
- Nunes Cassio A
- Nunes Cassio A
- Nunes Luis Gabriel de Oliveira
- o Santos Marcos PĂ©rsi Dantas
- Obermuller Flávio Amorim
- Oliveira Pes Ana Maria
- Oliveira Alexandre Adalardo de
- Oliveira Amanda Batista da Silva de
- Oliveira Cinthia Pereira de
- Oliveira Edmar Almeida de
- Oliveira Fabiana Ferreira de
- Oliveira José Max B
- Oliveira Marco Antonio de
- Oliveira Marcus Vinicio Neves D
- Oliveira Rodrigo Leonardo Costa de
- Oliveira SĂ©rgio Augusto Vidal de
- Oliveira Victor Hugo Fonseca
- Oliveira VĂvian Campos de
- Oliveira Washington Luis de
- Olivo Neto Antonio Miguel
- Pansonato Marcelo Petratti
- Passos Maria InĂŞs S
- Paula William Sousa de
- Pauletto Daniela
- Pedroza Diego
- Peixoto Ualerson
- Penagos Cristian Camilo Mendoza
- Perdiz Ricardo de Oliveira
- Pereira Jorge Luiz da Silva
- Peres Carlos A
- Peruquetti Patricia Santos Ferreira
- Phillips Oliver L
- Phillips Oliver L
- Piedade Alexandra Rocha da
- Piedade Maria Teresa Fernandez
- Pombo Maihyra Marina
- Pompeu Paulo dos Santos
- Pontes-Lopes Aline
- Pozzobom Ully Mattilde
- Prado Livia Pires do
- Prance Ghillean T
- Pringle Elizabeth G
- Prist Paula
- Prudente Bruno da Silveira
- Puker Anderson
- PĂ©rez-Mayorga MarĂa AngĂ©lica
- Quaresma Adriano
- Queiroz Antonio CM
- Queiroz Helder Lima de
- r Costa Neto Salustiano Vila da
- Raseira Marcelo Bassols
- Rechetelo Juliana
- Reis Fagno
- Reis Leonardo Pequeno
- Resende Angelica F
- Resende Angelica F
- Revilla Juan David Cardenas
- Ribas Carla Rodrigues
- Ribeiro José Moacir Ferreira
- Ribeiro Rodrigo Arison Barbosa
- Ribeiro Sabina Cerruto
- Ribeiro SĂ©rvio Pontes
- Ribeiro Vanessa Soares
- Rodrigues Domingos de Jesus
- Rodrigues Silvia Barbosa
- Rodrigues TaĂs Helena Araujo
- Roque Fabio de Oliveira
- Rosa Dian Carlos Pinheiro
- Rosalino LuĂs Miguel do Carmo
- Rousseau Guillaume Xavier
- Ruschel Ademir
- Rutt Cameron L
- s de Lima Robson Borge
- Salcedo Ana Karina Moreyra
- Sales Francisco Matheus da Silva
- Salles Frederico FalcĂŁo
- SalomĂŁo Rafael P
- SalomĂŁo Renato Portela
- Santana Edrielly Carolinne Carvalho de
- Santana Flávia Delgado
- Santiago Wagner Tadeu Vieira
- Santos Ferreira Victor Rennan
- Santos Neto Cláudio Rabelo dos
- Santos Allan Paulo Moreira dos
- Santos Bruno Borges
- Santos Cleverson Rannieri Meira dos
- Santos Cássia Anicá dos
- Santos Deane Cabral dos
- Santos Ednaira Alencar dos
- Santos Isis Caroline Siqueira
- Santos Jean Carlos
- Santos Talitha Ferreira dos
- Sarmento Priscila S de M
- Schietti Juliana
- Schietti Juliana
- Schmidt Fernando Augusto
- Schmidt Fernando Augusto
- Schwartz Gustavo
- Schöngart Jochen
- Scudeller Veridiana Vizoni
- Shimabukuro Yosio Edemir
- Shimano Yulie
- Shutt Jack
- Shutt Jack
- Silva Brito Joás
- Silva Camila VJ
- Silva Celice Alexandre
- Silva Dennis Rodrigues da
- Silva Diego Armando Silva da
- Silva Fernando Augusto Barbosa
- Silva José Orlando de Almeida
- Silva Otávio Guilherme Morais da
- Silva Ricardo José da
- Silva Richarlly da Costa
- Silva Robson dos Santos Alves da
- Silva Sonaira Souza da
- Silva Thiago Sanna Freire
- Silva Victória de Nazaré Gama
- Silva Wegliane Campelo da
- Silva Wheriton Fernando Moreira da
- Silvano Renato Azevedo Matias
- Silveira Juliana M
- Silveira Juliana M
- Silveira Luis Fábio
- Silveira Marcos
- Silveira Maria Aurea Pinheiro de Almeida
- Silvério Divino V
- Simon Marcelo Fragomeni
- Siqueira Emely Laiara Silva de
- Solar Ricardo
- Sousa Sidney AraĂşjo de
- Sousa Thaiane
- Souto Paula
- Souza Flávia Kelly Siqueira de
- Souza Jorge Luiz Pereira de
- Souza Mateus Fernando de
- Souza Márcia Regina de
- Souza Priscila
- Stegmann Lis
- Stegmann Lis
- Storck-Tonon Danielle
- Stropp Juliana
- Targhetta Natalia
- ter Steege Hans
- ter Steege Hans
- Todeschini Felipe
- Triana Stefania PinzĂłn
- Uehara-Prado Marcio
- van den Berg Eduardo
- Vasconcelos Heraldo L
- Vaz-de-Mello Fernando
- Vaz-de-Mello Fernando
- Vedovato Laura Barbosa
- Venticinque Eduardo M
- Venticinque Eduardo M
- Veras Daniel Silas
- Vicente Ricardo Eduardo
- Vicentini Alberto
- Vidal Edson
- Vieira Daniel Luis Mascia
- Vieira Ima CĂ©lia GuimarĂŁes
- Vieira Ima CĂ©lia GuimarĂŁes
- Vieira Lisandro
- Vieira Simone Aparecida
- Villa Boris
- Vital Marcos José Salgado
- Vulinec Kevina
- Wilker Icaro
- Williamson Bruce
- Wittmann Florian
- Wolfe Jared
- Yamamoto Kedma Cristine
- Zanetti Ronald
- Zanzini Antonio Carlos da Silva
- Zanzini Lucas Pereira
- Zuanon Jansen
- Zuanon Jansen
- Publication venue
- Elsevier (Cell Press)
- Publication date
- 19/07/2023
- Field of study
Biodiversity loss is one of the main challenges of our time,1,2 and attempts to address it require a clear understanding of how ecological communities respond to environmental change across time and space.3,4 While the increasing availability of global databases on ecological communities has advanced our knowledge of biodiversity sensitivity to environmental changes,5,6,7 vast areas of the tropics remain understudied.8,9,10,11 In the American tropics, Amazonia stands out as the world's most diverse rainforest and the primary source of Neotropical biodiversity,12 but it remains among the least known forests in America and is often underrepresented in biodiversity databases.13,14,15 To worsen this situation, human-induced modifications16,17 may eliminate pieces of the Amazon's biodiversity puzzle before we can use them to understand how ecological communities are responding. To increase generalization and applicability of biodiversity knowledge,18,19 it is thus crucial to reduce biases in ecological research, particularly in regions projected to face the most pronounced environmental changes. We integrate ecological community metadata of 7,694 sampling sites for multiple organism groups in a machine learning model framework to map the research probability across the Brazilian Amazonia, while identifying the region's vulnerability to environmental change. 15%–18% of the most neglected areas in ecological research are expected to experience severe climate or land use changes by 2050. This means that unless we take immediate action, we will not be able to establish their current status, much less monitor how it is changing and what is being lost
Respiratory support in patients with severe COVID-19 in the International Severe Acute Respiratory and Emerging Infection (ISARIC) COVID-19 study: a prospective, multinational, observational study
- Author
- Abbas Ali
- Abdukahil Sheryl Ann
- Abe Ryuzo
- Abel Laurent
- Abreu Julia Rodriguez
- Absil Lara
- Acharya Subhash
- Acker Andrew
- AdriĂŁo Diana
- Ahmed Shakeel
- Ainscough Kate
- Aisa Tharwat
- Akimoto Takako
- Akmal Ernita
- Al Ageel Saleh
- Al Qasim Eman
- Al-dabbous Tala
- Al-Fares Abdulrahman
- Alalqam Razi
- Alegesan Senthilkumar
- Alegre Cynthia
- Alessi Marta
- Alex Beatrice
- Alexandre KĂ©vin
- Alfoudri Huda
- Ali Imran
- Alidjnou Kazali Enagnon
- Aliudin Jeffrey
- Alkhafajee Qabas
- Allavena Clotilde
- Allou Nathalie
- Altaf Aneela
- Alves JoĂŁo
- Alves JoĂŁo Melo
- Alves Rita
- Amaral Maria
- Ampaw Phoebe
- Andini Roberto
- Andréjak Claire
- Angheben Andrea
- Angoulvant François
- Ansart SĂ©verine
- Antonelli Massimo
- Apriyana Ardiyan
- Arabi Yaseen
- Aragao Irene
- Araujo Carolline
- Arcadipane Antonio
- Archambault Patrick
- Arenz Lukas
- Arlet Jean-Benoît
- Arnold-Day Christel
- Arora Lovkesh
- Arora Rakesh
- Artaud-Macari Elise
- Aryal Diptesh
- Aryal Diptesh
- Asensio Angel
- Asif Namra
- Asim Mohammad
- Assie Jean Baptiste
- Atif Minahel
- Atique Anika
- Attanyake A. M. Udara Lakshan
- Auchabie Johann
- Auger Christelle Chantalat
- Aumaitre Hugues
- Auvet Adrien
- Azemar Laurène
- Azoulay Cecile
- Bach Benjamin
- Bachelet Delphine
- Badr Claudine
- Baig Nadia
- Baillie J. Kenneth
- Bak Erica
- Bakakos Agamemnon
- Bal Andriy
- Balan Valeria
- Balazote Pablo Serrano
- Banheiro Bruno Sarmento
- Bani-Sadr Firouzé
- Barbalho Renata
- Barclay Wendy S.
- Barnikel Michaela
- Barrasa Helena
- Barrelet Audrey
- Barrigoto Cleide
- Barrio Noelia GarcĂa
- Bartoli Marie
- Baruch JoaquĂn
- Basmaci Romain
- Bassi Gianluigi Li
- Battaglini Denise
- Bauer Jules
- Beane Abigail
- Bedossa Alexandra
- Begum Husna
- Behilill Sylvie
- Beishuizen Albertus
- Bekken Gry Kloumann
- Beljantsev Aleksandr
- Bellemare David
- Beltrame Anna
- Beluze Marine
- Benech Nicolas
- Benkerrou Dehbia
- Bennett Suzanne
- Bento LuĂs
- Berdal Jan-Erik
- Bergeaud Delphine
- Bergin Hazel
- Bermejo Carlos Lumbreras
- BermĂşdez Juan Luis Cruz
- Bertoli Giulia
- Bertolino Lorenzo
- Bessis Simon
- Bevilcaqua Sybille
- Bezulier Karine
- Bhatt Amar
- Bhavsar Krishna
- Bianco Claudia
- Bissuel François
- Bitker Laurent
- Bitton Jonathan
- Blanco-Schweizer Pablo
- Blier Catherine
- Bloos Frank
- Blot Mathieu
- Boccia Filomena
- Bodenes Laetitia
- Bogaert Debby
- Boivin Anne-Hélène
- Bolze Pierre-Adrien
- Bompart François
- Borges Diogo
- Borie Raphaël
- Bosse Hans Martin
- Botelho-Nevers Elisabeth
- Bouadma Lila
- Bouchaud Olivier
- Bouchez Sabelline
- Bouhmani Dounia
- Bouhour Damien
- Bouiller KĂ©vin
- Bouillet Laurence
- Bouisse Camile
- Boureau Anne-Sophie
- Bourke John
- Bouscambert Maude
- Bousquet Aurore
- Bouziotis Jason
- Boxma Bianca
- Boyer-Besseyre Marielle
- Boylan Maria
- Bozza Fernando
- Braconnier Axelle
- Braga Cynthia
- Brandenburger Timo
- Brazzi Luca
- Breen Dorothy
- Breen Patrick
- Brickell Kathy
- Brien Fionnuala O.
- Browne Alex
- Browne Shaunagh
- Brusse-Keizer Marjolein
- Buchtele Nina
- Buesaquillo Christian
- Bugaeva Polina
- Buisson Marielle
- Burhan Erlina
- Burrell Aidan
- Bustos Ingrid G.
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- de Brito Carlos Alexandre Antunes
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- Leeming Gary
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- Loschner Anthony L.
- Loubet Paul
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- Shetty Rajesh Mohan
- Shi Haixia
- Shiekh Mohiuddin
- Shimizu Keiki
- Shrapnel Sally
- Shrestha Pramesh Sundar
- Shrestha Shubha Kalyan
- Shukeri Wan Fadzlina Wan Muhd
- Shum Hoi Ping
- Sibiude Jeanne
- Siddiqui Atif
- Sigfrid Louise
- Sikander Rana Imran
- Sillaots Piret
- Silva Catarina
- Silva Maria Joao
- Silva Rogério
- Sin Wai Ching
- Singh Budha Charan
- Singh Moirangthem Bikram
- Singh Punam
- Sitompul Pompini Agustina
- Skeie Linda Gail
- Skogen Vegard
- Smith Sue
- Smood Benjamin
- Smyth Coilin
- Smyth Michelle
- Smyth Michelle
- Snacken Morgane
- So Dominic
- Sobrino José Luis Bernal
- Solomon Joshua
- Solomon Tom
- Somers Emily
- Sommet Agnès
- Song Myung Jin
- Song Rima
- Song Tae
- Sotto Albert
- Soum Edouard
- Sousa Ana Chora
- Sousa Marta
- Sperry Alexandra
- Spinuzza Elisabetta
- Sriskandan Shiranee
- Stabler Sarah
- Staudinger Thomas
- Stecher Stephanie-Susanne
- Stienstra Ymkje
- Stiksrud Birgitte
- Stolz Eva
- Stone Amy
- Streinu-Cercel Adrian
- Streinu-Cercel Anca
- Stuart Ami
- Stuart David
- Suen Gabriel
- Suen Jacky Y.
- Sultana Asfia
- Summers Charlotte
- Supic Dubravka
- Surovcová Magdalena
- Svistunov Andrey
- Syrigos Konstantinos
- Sztajnbok Jaques
- Szuldrzynski Konstanty
- Tabrizi Shirin
- Taccone Fabio S.
- Tagherset Lysa
- Taleb Sara
- Talsma Jelmer
- Tamlihat Younes Ait
- Tampubolon Maria Lawrensia
- Tanaka Hiroyuki
- Taqdees Huda
- Taqi Arshad
- Tardivon Coralie
- Tattevin Pierre
- Taufik M. Azhari
- Tawfik Hassan
- Tedder Richard S.
- Teixeira JoĂŁo
- Tejada Sofia
- Tellier Marie-Capucine
- Terpstra Pleun
- Terrier Olivier
- Terzi Nicolas
- Tessier-Grenier Hubert
- Tey Adrian
- Thakur Anand
- Thibault Vincent
- Thiberville Simon-Djamel
- Thill Benoît
- Thompson Shaun
- Thomson David
- Thomson Emma C.
- Thwaites Ryan S.
- Tierney Paul
- Tieroshyn Vadim
- Timashev Peter S.
- Timsit Jean-François
- Tissot Noémie
- Toki Maria
- Tonby Kristian
- Torre Marta
- Torres Antoni
- Torres Margarida
- Torres-Zevallos Hernando
- Towers Michael
- Trapani Tony
- Treoux Théo
- Tromeur CĂ©cile
- Trontzas Ioannis
- Trouillon Tiffany
- Truong Jeanne
- Tual Christelle
- Tubiana Sarah
- Tuite Helen
- Turmel Jean-Marie
- Turtle Lance C. W.
- Twardowski Pawel
- Téoulé François
- Uchiyama Makoto
- Udayanga P. G. Ishara
- Udy Andrew
- Ullrich Roman
- Uribe Alberto
- Usman Asad
- Uva Maria Sousa
- Uyeki Timothy M.
- Vajdovics Cristinava
- Val-Flores LuĂs
- Valran Amélie
- Van de Velde Stijn
- van den Berge Marcel
- van der Palen Job
- van der Valk Paul
- Van Der Vekens Nicky
- Van der Voort Peter
- Van Der Werf Sylvie
- van Gulik Laura
- Van Hattem Jarne
- van Netten Carolien
- van Veen Ilonka
- Vanel Noémie
- Vanoverschelde Henk
- Varghese Pooja
- Vasconcelos Malte Kohns
- Vauchy Charline
- Vecham Pavan Kumar
- Veislinger Aurélie
- Vencken Sebastian
- Ventura Sara
- Verbon Annelies
- Vickers James
- Vidal José Ernesto
- Vieira CĂ©sar
- Vijayan Deepak
- Vijayaraghavan Bharath Kumar Tirupakuzhi
- Vijayaraghavan Bharath Kumar Tirupakuzhi
- Villanueva Joy Ann
- Villar Judit
- Villeneuve Pierre-Marc
- Villoldo Andrea
- Visseaux Benoit
- Visser Hannah
- Vitiello Chiara
- Vonkeman Harald
- Vuotto Fanny
- Wang Chih-Hsien
- Webb Steve
- Wei Jia
- Weil Katharina
- Wesselius Sanne
- West T. Eoin
- Wham Murray
- Whelan Bryan
- White Nicole
- Wicky Paul Henri
- Wiedemann Aurélie
- Wijaya Surya Otto
- Wille Keith
- Willems Suzette
- Williams Virginie
- Wils Evert-Jan
- Wong Calvin
- Xynogalas Ioannis
- Yamazaki Masaki
- Yazdanpanah Yazdan
- Yelnik CĂ©cile
- Yerkovich Stephanie
- Yiu Ng Wing
- Yokoyama Toshiki
- Yonis Hodane
- Yousif Obada
- Yuliarto Saptadi
- Zaaqoq Akram
- Zabbe Marion
- Zahran Maram
- Zambon Maria
- Zanella Alberto
- Zayyad Hiba
- Zoufaly Alexander
- Zucman David
- Publication venue
- 'Springer Science and Business Media LLC'
- Publication date
- 13/09/2022
- Field of study
Background: Up to 30% of hospitalised patients with COVID-19 require advanced respiratory support, including high-flow nasal cannulas (HFNC), non-invasive mechanical ventilation (NIV), or invasive mechanical ventilation (IMV). We aimed to describe the clinical characteristics, outcomes and risk factors for failing non-invasive respiratory support in patients treated with severe COVID-19 during the first two years of the pandemic in high-income countries (HICs) and low middle-income countries (LMICs).
Methods: This is a multinational, multicentre, prospective cohort study embedded in the ISARIC-WHO COVID-19 Clinical Characterisation Protocol. Patients with laboratory-confirmed SARS-CoV-2 infection who required hospital admission were recruited prospectively. Patients treated with HFNC, NIV, or IMV within the first 24 h of hospital admission were included in this study. Descriptive statistics, random forest, and logistic regression analyses were used to describe clinical characteristics and compare clinical outcomes among patients treated with the different types of advanced respiratory support.
Results: A total of 66,565 patients were included in this study. Overall, 82.6% of patients were treated in HIC, and 40.6% were admitted to the hospital during the first pandemic wave. During the first 24 h after hospital admission, patients in HICs were more frequently treated with HFNC (48.0%), followed by NIV (38.6%) and IMV (13.4%). In contrast, patients admitted in lower- and middle-income countries (LMICs) were less frequently treated with HFNC (16.1%) and the majority received IMV (59.1%). The failure rate of non-invasive respiratory support (i.e. HFNC or NIV) was 15.5%, of which 71.2% were from HIC and 28.8% from LMIC. The variables most strongly associated with non-invasive ventilation failure, defined as progression to IMV, were high leukocyte counts at hospital admission (OR [95%CI]; 5.86 [4.83-7.10]), treatment in an LMIC (OR [95%CI]; 2.04 [1.97-2.11]), and tachypnoea at hospital admission (OR [95%CI]; 1.16 [1.14-1.18]). Patients who failed HFNC/NIV had a higher 28-day fatality ratio (OR [95%CI]; 1.27 [1.25-1.30]).
Conclusions: In the present international cohort, the most frequently used advanced respiratory support was the HFNC. However, IMV was used more often in LMIC. Higher leucocyte count, tachypnoea, and treatment in LMIC were risk factors for HFNC/NIV failure. HFNC/NIV failure was related to worse clinical outcomes, such as 28-day mortality. Trial registration This is a prospective observational study; therefore, no health care interventions were applied to participants, and trial registration is not applicable
Respiratory support in patients with severe COVID-19 in the International Severe Acute Respiratory and Emerging Infection (ISARIC) COVID-19 study: a prospective, multinational, observational study
- Author
- Abbas Ali
- Abdukahil Sheryl Ann
- Abe Ryuzo
- Abel Laurent
- Abreu Julia Rodriguez
- Absil Lara
- Acharya Subhash
- Acker Andrew
- AdriĂŁo Diana
- Ahmed Shakeel
- Ainscough Kate
- Aisa Tharwat
- Akimoto Takako
- Akmal Ernita
- Al Ageel Saleh
- Al Qasim Eman
- Al-dabbous Tala
- Al-Fares Abdulrahman
- Alalqam Razi
- Alegesan Senthilkumar
- Alegre Cynthia
- Alessi Marta
- Alex Beatrice
- Alexandre K. vin
- Alfoudri Huda
- Ali Imran
- Alidjnou Kazali Enagnon
- Aliudin Jeffrey
- Alkhafajee Qabas
- Allavena Clotilde
- Allou Nathalie
- Altaf Aneela
- Alves JoĂŁo
- Alves JoĂŁo Melo
- Alves Rita
- Amaral Maria
- Ampaw Phoebe
- Andini Roberto
- Andréjak Claire
- Angheben Andrea
- Angoulvant François
- Ansart S. verine
- Antonelli Massimo
- Apriyana Ardiyan
- Arabi Yaseen
- Aragao Irene
- Araujo Carolline
- Arcadipane Antonio
- Archambault Patrick
- Arenz Lukas
- Argin G.
- Arlet Jean-Benoît
- Arnold-Day Christel
- Arora Lovkesh
- Arora Rakesh
- Artaud-Macari Elise
- Aryal Diptesh
- Asensio Angel
- Asif Namra
- Asim Mohammad
- Assie Jean Baptiste
- Atif Minahel
- Atique Anika
- Attanyake A. M. Udara Lakshan
- Auchabie Johann
- Auger Christelle Chantalat
- Aumaitre Hugues
- Auvet Adrien
- Azemar Laurène
- Azoulay Cecile
- Bach Benjamin
- Bachelet Delphine
- Badr Claudine
- Baig Nadia
- Baillie J. Kenneth
- Bak Erica
- Bakakos Agamemnon
- Bal Andriy
- Balan Valeria
- Balazote Pablo Serrano
- Banheiro Bruno Sarmento
- Bani-Sadr Firouzé
- Barbalho Renata
- Barclay Wendy S.
- Barnikel Michaela
- Barrasa Helena
- Barrelet Audrey
- Barrigoto Cleide
- Barrio Noelia GarcĂa
- Bartoli Marie
- Baruch JoaquĂn
- Basmaci Romain
- Bassi Gianluigi Li
- Battaglini Denise
- Bauer Jules
- Beane Abigail
- Bedossa Alexandra
- Begum Husna
- Behilill Sylvie
- Beishuizen Albertus
- Bekken Gry Kloumann
- Beljantsev Aleksandr
- Bellemare David
- Beltrame Anna
- Beluze Marine
- Benech Nicolas
- Benkerrou Dehbia
- Bennett Suzanne
- Bento LuĂs
- Berdal Jan-Erik
- Bergeaud Delphine
- Bergin Hazel
- Bermejo Carlos Lumbreras
- BermĂşdez Juan Luis Cruz
- Bertoli Giulia
- Bertolino Lorenzo
- Bessis Simon
- Bevilcaqua Sybille
- Bezulier Karine
- Bhatt Amar
- Bhavsar Krishna
- Bianco Claudia
- Bissuel François
- Bitker Laurent
- Bitton Jonathan
- Blanco-Schweizer Pablo
- Blier Catherine
- Bloos Frank
- Blot Mathieu
- Boccia Filomena
- Bodenes Laetitia
- Bogaert Debby
- Boivin Anne-H. lène
- Bolze Pierre-Adrien
- Bompart François
- Borges Diogo
- Borie Raphaël
- Bosse Hans Martin
- Botelho-Nevers Elisabeth
- Bouadma Lila
- Bouchaud Olivier
- Bouchez Sabelline
- Bouhmani Dounia
- Bouhour Damien
- Bouiller K. vin
- Bouillet Laurence
- Bouisse Camile
- Boureau Anne-Sophie
- Bourke John
- Bouscambert Maude
- Bousquet Aurore
- Bouziotis Jason
- Boxma Bianca
- Boyer-Besseyre Marielle
- Boylan Maria
- Bozza Fernando
- Braconnier Axelle
- Braga Cynthia
- Brandenburger Timo
- Brazzi Luca
- Breen Dorothy
- Breen Patrick
- Brickell Kathy
- Brien Fionnuala O.
- Browne Alex
- Browne Shaunagh
- Brusse-Keizer Marjolein
- Buchtele Nina
- Buesaquillo Christian
- Bugaeva Polina
- Buisson Marielle
- Burhan Erlina
- Burrell Aidan
- Bustos Ingrid G.
- Butnaru Denis
- Cabie André
- Cabral Susana
- Cabrita Joana Alves
- Caceres Eder
- Cadoz Cyril
- Callaghan Annmarie O.
- Calligy Kate
- Calvache Jose Andres
- Campana Valentine
- Campbell Paul
- Camões João
- Canepa Cecilia
- Cantero Mireia
- Caraux-Paz Pauline
- Cardellino Chiara Simona
- Cardoso Filipa
- Cardoso Filipe
- Cardoso Nelson
- Cardoso Sofia
- Carelli Simone
- Carlier Nicolas
- Carmoi Thierry
- Carney Gayle
- Carqueja InĂŞs
- Carret Marie-Christine
- Carrier François Martin
- Carroll Ida
- Carson Gail
- Casanova Maire-Laure
- CascĂŁo Mariana
- Casey Siobhan
- Casimiro José
- Cassandra Bailey
- Castanheira Nidyanara
- Castañeda Silvia
- Castor-Alexandre Guylaine
- CastrillĂłn Henry
- Castro Ivo
- Catarino Ana
- Catherine François-Xavier
- Cattaneo Paolo
- Cavalin Roberta
- Cavalli Giulio Giovanni
- Cavayas Alexandros
- Ceccato Adrian
- Cely Lina Morales
- Cervantes-Gonzalez Minerva
- Chair Anissa
- Chakveatze Catherine
- Chan Adrienne
- Chand Meera
- Chapplain Jean-Marc
- Chas Julie
- Chaudry Mobin
- Chen Anjellica
- Chen Yih-Sharng
- Cheng Matthew Pellan
- Cheret Antoine
- Chia Jack Song
- Chiarabini Thibault
- Chica Julian
- Chirouze Catherine
- Chiumello Davide
- Cho Sung-Min
- Choileain Orna Ni
- Cholley Bernard
- Chopin Marie-Charlotte
- Cidade Jose Pedro
- Citarella Barbara Wanjiru
- Ciullo Anna
- Clarke Emma
- Clarke Jennifer
- Clohisey Sara
- Cobb Perren J.
- Codan Cassidy
- Cody Caitriona
- Coelho Alexandra
- Coles Megan
- Colin Gwenhaël
- Collins Michael
- Colombo Sebastiano Maria
- Combs Pamela
- Connor Marie
- Conrad Anne
- Contreras SofĂa
- Conway Elaine
- Cooke Graham S.
- Copland Mary
- Cordel Hugues
- Corley Amanda
- Cornelis Sabine
- Cornet Alexander Daniel
- Corpuz Arianne Joy
- Cortegiani Andrea
- Corvaisier Grégory
- Costigan Emma
- Couffignal Camille
- Couffin-Cadiergues Sandrine
- Courtois Roxane
- Cousse Stéphanie
- Cregan Rachel
- Croonen Sabine
- Crowl Gloria
- Crump Jonathan
- Cruz Claudina
- Csete Marc
- Cullen Ailbhe
- Cummings Matthew J.
- Curley Ger
- Curlier Elodie
- Curran Colleen
- Custodio Paula
- Cárcel Sheila
- da Silva Filipe Ana
- da Silveira Charlene
- Dabaliz Al-Awwab
- Dagens Andrew
- Dahly Darren
- Dalton Heidi
- Dalton Jo
- Daly Seamus
- Damas Juliana
- Daneman Nick
- Daniel Corinne
- Dankwa Emmanuelle A.
- Dantas Jorge
- Darshana B. P. Sanka Ruwan Sri
- de Brito Carlos Alexandre Antunes
- de Castro Maisa GuimarĂŁes
- de la Calle Guillermo Maestro
- de Loughry Gillian
- de Mendoza Diego
- de Montmollin Etienne
- de Oliveira França Rafael Freitas
- de Pinho Oliveira Ana Isabel
- de Rosa Rosanna
- de Silva Thushan
- de Vries Peter
- Deacon Jillian
- Dean David
- Debard Alexa
- Debray Marie-Pierre
- DeCastro Nathalie
- Dechert William
- Deconninck Lauren
- Decours Romain
- Defous Eve
- Delacroix Isabelle
- Delaveuve Eric
- Delavigne Karen
- Dell’Amore Andrea
- Delmas Christelle
- Delobel Pierre
- Delsing Corine
- Demonchy Elisa
- Denis Emmanuelle
- Deplanque Dominique
- Depuydt Pieter
- Descamps Diane
- Desvallées Mathilde
- Devouge Eglantine Ferrand
- Dewayanti Santi
- Dhanger Pathik
- Diallo Alpha
- Diamantis Sylvain
- Dias André
- Diaz Juan Jose
- Diaz Priscila
- Diaz Rodrigo
- Didier K. vin
- Diehl Jean-Luc
- Dieperink Wim
- Dimet J. rĂ´me
- Dinot Vincent
- Diop Fara
- Diouf Alphonsine
- Dishon Yael
- Djossou F. lix
- Docherty Annemarie B.
- Doherty Helen
- Dominguez Carmen Infante
- Dondorp Arjen M.
- Donnelly Christl A.
- Donnelly Maria
- Donohue Chloe
- Donohue Sean
- Donohue Yoann
- Doran Peter
- Dorival C. line
- Douglas James Joshua
- Dournon Nathalie
- Dow Denisse Bazan
- Downer Triona
- Downey Joanne
- Downing Mark
- Drake Tom
- Driscoll Aoife
- Dubee Vincent
- Dubos François
- Ducancelle Alexandre
- Dudman Susanne
- Dunand Paul
- Dunning Jake
- Duplaix Mathilde
- Duque Sara
- Durante-Mangoni Emanuele
- Durham Lucian
- Dussol Bertrand
- Duthoit Juliette
- Duval Xavier
- Dyrhol-Riise Anne Margarita
- D’Aragon Frédérick
- D’Ortenzio Eric
- Echeverria-Villalobos Marco
- Egan Siobhan
- Eira Carla
- Elapavaluru Subbarao
- Elharrar Brigitte
- Ellerbroek Jacobien
- Eloy Philippine
- Elshazly Tarek
- Enderle Isabelle
- Endo Tomoyuki
- Engelmann Ilka
- Enouf Vincent
- Epaulard Olivier
- Escher Martina
- Esperatti Mariano
- Esperou H. lène
- Esposito-Farese Marina
- EstevĂŁo JoĂŁo
- Etienne Manuel
- Ettalhaoui Nadia
- Everding Anna Greti
- Evers Mirjam
- Fabre Isabelle
- Fabre Marc
- Faheem Amna
- Fahy Arabella
- Fairfield Cameron J.
- Fakar Zul
- Fareed Komal
- Faria Pedro
- Farooq Ahmed
- Fatoni Arie Zainul
- Faure Karine
- Favory Raphaël
- Fayed Mohamed
- Feely Niamh
- Feeney Laura
- Fernandes Jorge
- Fernandes MarĂlia Andreia
- Fernandes Susana
- Ferrand François-Xavier
- Ferraz M. rio
- Ferreira Benigno
- Ferreira Bernardo
- Ferreira Isabel
- Ferreira S. lvia
- Ferrer-Roca Ricard
- Ferriere Nicolas
- FerrĂŁo Joana
- Ficko C. line
- Figueiredo-Mello Claudia
- Fiorda Juan
- Flament Thomas
- Flateau Clara
- Fletcher Tom
- Florio Letizia Lucia
- Flynn Deirdre
- Foley Claire
- Foley Jean
- Fomin Victor
- Fonseca Claudio Duarte
- Fonseca Tatiana
- Fontela Patricia
- Forsyth Simon
- Foster Denise
- Foti Giuseppe
- Fourn Erwan
- Fowler Robert A.
- Fraher Marianne
- Franch-Llasat Diego
- Fraser Christophe
- Fraser John F.
- Freire Marcela Vieira
- French Craig
- Friedrich Caren
- Fry Stéphanie
- Fuentes Nora
- Fuentes Yuli V.
- Fukuda Masahiro
- Gaborieau Valérie
- Gaci Rostane
- Gagliardi Massimo
- Gagnard Jean-Charles
- Gagneux-Brunon Amandine
- GaiĂŁo S. rgio
- Gallagher Phil
- Gamble Carrol
- Gandonniere Charlotte Salmon
- Garan Arthur
- Garcia Rebekha
- Garcia-Gallo Esteban
- GarcĂŞs Rui Caetano
- GarcĂa Ruth N. Jorge
- Garimella Navya
- Garot Denis
- Garrait Valérie
- Gauli Basanta
- Gault Nathalie
- Gavin Aisling
- Gavrylov Anatoliy
- Gaymard Alexandre
- Gebauer Johannes
- Geraud Eva
- Germano Nuno
- Ghosn Jade
- Giani Marco
- Gibson Jess
- Gigante Tristan
- Gilg Morgane
- Gilroy Elaine
- Giordano Guillermo
- Girvan Michelle
- Gissot Valérie
- Glikman Daniel
- Glybochko Petr
- Gnall Eric
- Goco Geraldine
- Goehringer François
- Goepel Siri
- Goffard Jean-Christophe
- Golob Jonathan
- Gominet Marie
- Gonzalez Alicia
- González V. ctor Quirós
- Gonçalves Bronner P.
- Gordon Patricia
- Gorenne Isabelle
- Goubert Laure
- Goujard C. cile
- Goulenok Tiphaine
- Grable Margarite
- Graf Jeronimo
- Grandin Edward Wilson
- Granerud Beathe Kiland
- Granier Pascal
- Grasselli Giacomo
- Green Christopher A.
- Greene Courtney
- Greenhalf William
- Greffe Segolène
- Grieco Domenico Luca
- Griffee Matthew
- Griffiths Fiona
- Groenendijk Albert
- Gruner Heidi
- Gu Yusing
- Guedj J. rémie
- Guego Martin
- Guellec Dewi
- Guerguerian Anne-Marie
- Guerreiro Daniela
- Guery Romain
- Guillaumot Anne
- Guilleminault Laurent
- Guimard Thomas
- GĂłmez-Junyent Joan
- Haalboom Marieke
- Haber Daniel
- Habraken Hannah
- Hachemi Ali
- Hadri Nadir
- Haidri Fakhir
- Hakak Sheeba
- Hall Adam
- Hall Matthew
- Halpin Sophie
- Hameed Jawad
- Hamer Ansley
- Hamidfar Rebecca
- Hammond Terese
- Haniffa Rashan
- Hardwick Hayley
- Harrison Ewen M.
- Harrison Janet
- Harrison Samuel Bernard Ekow
- Hasan Mohd Shahnaz
- Hashmi Junaid
- Hashmi Madiha
- Hayat Muhammad
- Hayes Ailbhe
- Hays Leanne
- Heerman Jan
- Heggelund Lars
- Hendry Ross
- Hennessy Martina
- Hentzien Maxime
- Herreros José Miguel Cisneros
- Hershey Andrew
- Hesstvedt Liv
- Hidayah Astarini
- Higgins Dawn
- Higgins Eibhilin
- Higgins Rupert
- Hinchion Rita
- Hinton Samuel
- Hitoto Hikombo
- Ho Antonia
- Hoctin Alexandre
- Hoffmann Isabelle
- Hoiting Oscar
- Holt Rebecca
- Holten Aleksander Rygh
- Holter Jan Cato
- Horby Peter
- Horcajada Juan Pablo
- Hoshino Koji
- Hoshino Kota
- Houas Ikram
- Hough Catherine L.
- Hssain Ali Ait
- Hsu Jimmy Ming-Yang
- Hulot Jean-S. bastien
- Humaid Felwa Bin
- Huo Stella
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- Hussain Iqbal
- Ibáñez-Prada Elsa D.
- Ijaz Samreen
- Ikram Arfan
- Illes Hajnal-Gabriela
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- Imran Mohammad
- Imtiaz Aftab
- Inácio Hugo
- Ippolito Mariachiara
- Isgett Sarah
- Isidoro Tiago
- Isnard Margaux
- Ivulich Daniel
- Iñiguez Jonathan Samuel Chávez
- Jaafar Danielle
- Jaafoura Salma
- Jabot Julien
- Jackson Clare
- Jamieson Nina
- Jaquet Pierre
- Jaud-Fischer Coline
- Jaureguiberry Stéphane
- Jego Florence
- Jenum Synne
- Jiménez Miguel Pedrera
- Joseph C. dric
- Joseph Mark
- Joshi Swosti
- Jourdain Mercé
- Jouvet Philippe
- Jung Anna
- Juzar Dafsah
- Kafif Ouifiya
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- Kali Sabina
- Kalomoiri Smaragdi
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- Kandel Chris
- Kanwal Darakhshan
- Kartsonaki Christiana
- Kataria Anant
- Katz Kevin
- Kay Christy
- Keane Hannah
- Keating Seán
- Kelly Andrea
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- Kelsey Maeve
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- Kerroumi Younes
- Keshav Sharma
- Khalid Imrana
- Khalid Osama
- Khalil Antoine
- Khan Coralie
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- Khan Quratul Ain
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- Khanal Sushil
- Khatak Abid
- Khawaja Amin
- Kho Michelle E.
- Khoo Saye
- Khoso Nasir
- Kida Yuri
- Kiiza Peter
- Kildal Anders Benjamin
- Kimmoun Antoine
- Kindgen-Milles Detlef
- Kitamura Nobuya
- Klenerman Paul
- Klont Rob
- Knight Stephen R.
- Kobbe Robin
- Kodippily Chamira
- Koirala Sabin
- Kosgei Caroline
- Kpangon Arsène
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- Kumar Deepali
- Kumar Mukesh
- Kuriakose Dinesh
- Kurtzman Ethan
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- Lachatre Marie
- Lacoste Marie
- Laffey John G.
- Lagrange Marie
- Laine Fabrice
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- Lakhey Sanjay
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- Lambert Marc
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- Lantang Eka Yudha
- Lanza Marina
- Laouénan C. dric
- Laribi Samira
- Lariviere Delphine
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- Latif Naveed
- Launay Odile
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- Lavie-Badie Yoan
- Law Andrew
- Lawrence Cassie
- Lawrence Teresa
- le Bihan Clément
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- Truong Jeanne
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- Tubiana Sarah
- Tuite Helen
- Turmel Jean-Marie
- Turtle Lance C. W.
- Twardowski Pawel
- Téoulé François
- Uchiyama Makoto
- Udayanga P. G. Ishara
- Udy Andrew
- Ullrich Roman
- Uribe Alberto
- Usman Asad
- Uva Maria Sousa
- Uyeki Timothy M.
- Vajdovics Cristinava
- Val-Flores LuĂs
- Valran Amélie
- van de Velde Stijn
- van den Berge Marcel
- van der Palen Job
- van der Valk Paul
- van der Vekens Nicky
- van der Voort Peter
- van der Werf Sylvie
- van Gulik Laura
- van Hattem Jarne
- van Netten Carolien
- van Veen Ilonka
- Vanel Noémie
- Vanoverschelde Henk
- Varghese Pooja
- Vasconcelos Malte Kohns
- Vauchy Charline
- Vecham Pavan Kumar
- Veislinger Aurélie
- Vencken Sebastian
- Ventura Sara
- Verbon Annelies
- Vickers James
- Vidal José Ernesto
- Vieira C. sar
- Vijayan Deepak
- Vijayaraghavan Bharath Kumar Tirupakuzhi
- Vijayaraghavan Bharath Kumar Tirupakuzhi
- Villanueva Joy Ann
- Villar Judit
- Villeneuve Pierre-Marc
- Villoldo Andrea
- Visseaux Benoit
- Visser Hannah
- Vitiello Chiara
- Vonkeman Harald
- Vuotto Fanny
- Wang Chih-Hsien
- Webb Steve
- Wei Jia
- Weil Katharina
- Wesselius Sanne
- West T. Eoin
- Wham Murray
- Whelan Bryan
- White Nicole
- Wicky Paul Henri
- Wiedemann Aurélie
- Wijaya Surya Otto
- Wille Keith
- Willems Suzette
- Williams Virginie
- Wils Evert-Jan
- Wong Calvin
- Xynogalas Ioannis
- Yamazaki Masaki
- Yazdanpanah Yazdan
- Yelnik C. cile
- Yerkovich Stephanie
- Yiu Ng Wing
- Yokoyama Toshiki
- Yonis Hodane
- Yousif Obada
- Yuliarto Saptadi
- Zaaqoq Akram
- Zabbe Marion
- Zahran Maram
- Zambon Maria
- Zanella Alberto
- Zayyad Hiba
- Zoufaly Alexander
- Zucman David
- Publication venue
- 'Springer Science and Business Media LLC'
- Publication date
- 01/12/2022
- Field of study
Background: Up to 30% of hospitalised patients with COVID-19 require advanced respiratory support, including high-flow nasal cannulas (HFNC), non-invasive mechanical ventilation (NIV), or invasive mechanical ventilation (IMV). We aimed to describe the clinical characteristics, outcomes and risk factors for failing non-invasive respiratory support in patients treated with severe COVID-19 during the first two years of the pandemic in high-income countries (HICs) and low middle-income countries (LMICs). Methods: This is a multinational, multicentre, prospective cohort study embedded in the ISARIC-WHO COVID-19 Clinical Characterisation Protocol. Patients with laboratory-confirmed SARS-CoV-2 infection who required hospital admission were recruited prospectively. Patients treated with HFNC, NIV, or IMV within the first 24 h of hospital admission were included in this study. Descriptive statistics, random forest, and logistic regression analyses were used to describe clinical characteristics and compare clinical outcomes among patients treated with the different types of advanced respiratory support. Results: A total of 66,565 patients were included in this study. Overall, 82.6% of patients were treated in HIC, and 40.6% were admitted to the hospital during the first pandemic wave. During the first 24 h after hospital admission, patients in HICs were more frequently treated with HFNC (48.0%), followed by NIV (38.6%) and IMV (13.4%). In contrast, patients admitted in lower- and middle-income countries (LMICs) were less frequently treated with HFNC (16.1%) and the majority received IMV (59.1%). The failure rate of non-invasive respiratory support (i.e. HFNC or NIV) was 15.5%, of which 71.2% were from HIC and 28.8% from LMIC. The variables most strongly associated with non-invasive ventilation failure, defined as progression to IMV, were high leukocyte counts at hospital admission (OR [95%CI]; 5.86 [4.83–7.10]), treatment in an LMIC (OR [95%CI]; 2.04 [1.97–2.11]), and tachypnoea at hospital admission (OR [95%CI]; 1.16 [1.14–1.18]). Patients who failed HFNC/NIV had a higher 28-day fatality ratio (OR [95%CI]; 1.27 [1.25–1.30]). Conclusions: In the present international cohort, the most frequently used advanced respiratory support was the HFNC. However, IMV was used more often in LMIC. Higher leucocyte count, tachypnoea, and treatment in LMIC were risk factors for HFNC/NIV failure. HFNC/NIV failure was related to worse clinical outcomes, such as 28-day mortality. Trial registration This is a prospective observational study; therefore, no health care interventions were applied to participants, and trial registration is not applicable
Respiratory support in patients with severe COVID-19 in the International Severe Acute Respiratory and Emerging Infection (ISARIC) COVID-19 study: a prospective, multinational, observational study
- Author
- Abbas Ali
- Abdukahil Sheryl Ann
- Abe Ryuzo
- Abel Laurent
- Abreu Julia Rodriguez
- Absil Lara
- Acharya Subhash
- Acker Andrew
- AdriĂŁo Diana
- Ahmed Shakeel
- Ainscough Kate
- Aisa Tharwat
- Akimoto Takako
- Akmal Ernita
- Al Ageel Saleh
- Al Qasim Eman
- Al-Dabbous Tala
- Al-Fares Abdulrahman
- Alalqam Razi
- Alegesan Senthilkumar
- Alegre Cynthia
- Alessi Marta
- Alex Beatrice
- Alexandre KĂ©vin
- Alfoudri Huda
- Ali Imran
- Alidjnou Kazali Enagnon
- Aliudin Jeffrey
- Alkhafajee Qabas
- Allavena Clotilde
- Allou Nathalie
- Altaf Aneela
- Alves JoĂŁo
- Alves JoĂŁo Melo
- Alves Rita
- Amaral Maria
- Ampaw Phoebe
- Andini Roberto
- Andréjak Claire
- Angheben Andrea
- Angoulvant François
- Ansart SĂ©verine
- Antonelli Massimo
- Apriyana Ardiyan
- Arabi Yaseen
- Aragao Irene
- Araujo Carolline
- Arcadipane Antonio
- Archambault Patrick
- Arenz Lukas
- Arlet Jean-Benoît
- Arnold-Day Christel
- Arora Lovkesh
- Arora Rakesh
- Artaud-Macari Elise
- Aryal Diptesh
- Aryal Diptesh
- Asensio Angel
- Asif Namra
- Asim Mohammad
- Assie Jean Baptiste
- Atif Minahel
- Atique Anika
- Attanyake A.
- Auchabie Johann
- Auger Christelle Chantalat
- Aumaitre Hugues
- Auvet Adrien
- Azemar Laurène
- Azoulay Cecile
- Bach Benjamin
- Bachelet Delphine
- Badr Claudine
- Baig Nadia
- Baillie J. Kenneth
- Bak Erica
- Bakakos Agamemnon
- Bal Andriy
- Balan Valeria
- Balazote Pablo Serrano
- Banheiro Bruno Sarmento
- Bani-Sadr Firouzé
- Barbalho Renata
- Barclay Wendy
- Barnikel Michaela
- Barrasa Helena
- Barrelet Audrey
- Barrigoto Cleide
- Barrio Noelia GarcĂa
- Bartoli Marie
- Baruch JoaquĂn
- Basmaci Romain
- Bassi Gianluigi Li
- Battaglini Denise
- Bauer Jules
- Beane Abigail
- Bedossa Alexandra
- Begum Husna
- Behilill Sylvie
- Beishuizen Albertus
- Bekken Gry Kloumann
- Beljantsev Aleksandr
- Bellemare David
- Beltrame Anna
- Beluze Marine
- Benech Nicolas
- Benkerrou Dehbia
- Bennett Suzanne
- Bento LuĂs
- Berdal Jan-Erik
- Bergeaud Delphine
- Bergin Hazel
- Bermejo Carlos Lumbreras
- BermĂşdez Juan Luis Cruz
- Bertoli Giulia
- Bertolino Lorenzo
- Bessis Simon
- Bevilcaqua Sybille
- Bezulier Karine
- Bhatt Amar
- Bhavsar Krishna
- Bianco Claudia
- Bissuel François
- Bitker Laurent
- Bitton Jonathan
- Blanco-Schweizer Pablo
- Blier Catherine
- Bloos Frank
- Blot Mathieu
- Boccia Filomena
- Bodenes Laetitia
- Bogaert Debby
- Boivin Anne-Hélène
- Bolze Pierre-Adrien
- Bompart François
- Borges Diogo
- Borie Raphaël
- Bosse Hans Martin
- Botelho-Nevers Elisabeth
- Bouadma Lila
- Bouchaud Olivier
- Bouchez Sabelline
- Bouhmani Dounia
- Bouhour Damien
- Bouiller KĂ©vin
- Bouillet Laurence
- Bouisse Camile
- Boureau Anne-Sophie
- Bourke John
- Bouscambert Maude
- Bousquet Aurore
- Bouziotis Jason
- Boxma Bianca
- Boyer-Besseyre Marielle
- Boylan Maria
- Bozza Fernando
- Braconnier Axelle
- Braga Cynthia
- Brandenburger Timo
- Brazzi Luca
- Breen Dorothy
- Breen Patrick
- Brickell Kathy
- Brien Fionnuala
- Browne Alex
- Browne Shaunagh
- Brusse-Keizer Marjolein
- Buchtele Nina
- Buesaquillo Christian
- Bugaeva Polina
- Buisson Marielle
- Burhan Erlina
- Burrell Aidan
- Bustos Ingrid
- Butnaru Denis
- Cabie André
- Cabral Susana
- Cabrita Joana Alves
- Caceres Eder
- Cadoz Cyril
- Callaghan Annmarie
- Calligy Kate
- Calvache Jose Andres
- Campana Valentine
- Campbell Paul
- Camões João
- Canepa Cecilia
- Cantero Mireia
- Caraux-Paz Pauline
- Cardellino Chiara Simona
- Cardoso Filipa
- Cardoso Filipe
- Cardoso Nelson
- Cardoso Sofia
- Carelli Simone
- Carlier Nicolas
- Carmoi Thierry
- Carney Gayle
- Carqueja InĂŞs
- Carret Marie-Christine
- Carrier François Martin
- Carroll Ida
- Carson Gail
- Casanova Maire-Laure
- CascĂŁo Mariana
- Casey Siobhan
- Casimiro José
- Cassandra Bailey
- Castanheira Nidyanara
- Castañeda Silvia
- Castor-Alexandre Guylaine
- CastrillĂłn Henry
- Castro Ivo
- Catarino Ana
- Catherine François-Xavier
- Cattaneo Paolo
- Cavalin Roberta
- Cavalli Giulio Giovanni
- Cavayas Alexandros
- Ceccato Adrian
- Cely Lina Morales
- Cervantes-Gonzalez Minerva
- Chair Anissa
- Chakveatze Catherine
- Chan Adrienne
- Chand Meera
- Chapplain Jean-Marc
- Chas Julie
- Chaudry Mobin
- Chen Anjellica
- Chen Yih-Sharng
- Cheng Matthew Pellan
- Cheret Antoine
- Chia Jack Song
- Chiarabini Thibault
- Chica Julian
- Chirouze Catherine
- Chiumello Davide
- Cho Sung-Min
- Choileain Orna Ni
- Cholley Bernard
- Chopin Marie-Charlotte
- Cidade Jose Pedro
- Citarella Barbara Wanjiru
- Ciullo Anna
- Clarke Emma
- Clarke Jennifer
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- Tedder Richard
- Teixeira JoĂŁo
- Tejada Sofia
- Tellier Marie-Capucine
- Terpstra Pleun
- Terrier Olivier
- Terzi Nicolas
- Tessier-Grenier Hubert
- Tey Adrian
- Thakur Anand
- Thibault Vincent
- Thiberville Simon-Djamel
- Thill Benoît
- Thompson Shaun
- Thomson David
- Thomson Emma
- Thwaites Ryan
- Tierney Paul
- Tieroshyn Vadim
- Timashev Peter
- Timsit Jean-François
- Tissot Noémie
- Toki Maria
- Tonby Kristian
- Torre Marta
- Torres Antoni
- Torres Margarida
- Torres-Zevallos Hernando
- Towers Michael
- Trapani Tony
- Treoux Théo
- Tromeur CĂ©cile
- Trontzas Ioannis
- Trouillon Tiffany
- Truong Jeanne
- Tual Christelle
- Tubiana Sarah
- Tuite Helen
- Turmel Jean-Marie
- Turtle Lance
- Twardowski Pawel
- Téoulé François
- Uchiyama Makoto
- Udayanga P.
- Udy Andrew
- Ullrich Roman
- Uribe Alberto
- Usman Asad
- Uva Maria Sousa
- Uyeki Timothy
- Vajdovics Cristinava
- Val-Flores LuĂs
- Valran Amélie
- van de Velde Stijn
- van den Berge Marcel
- van der Palen Job
- van der Valk Paul
- van der Vekens Nicky
- van der Voort Peter
- van der Werf Sylvie
- van Gulik Laura
- van Hattem Jarne
- van Netten Carolien
- van Veen Ilonka
- Vanel Noémie
- Vanoverschelde Henk
- Varghese Pooja
- Vasconcelos Malte Kohns
- Vauchy Charline
- Vecham Pavan Kumar
- Veislinger Aurélie
- Vencken Sebastian
- Ventura Sara
- Verbon Annelies
- Vickers James
- Vidal José Ernesto
- Vieira CĂ©sar
- Vijayan Deepak
- Vijayaraghavan Bharath Kumar Tirupakuzhi
- Vijayaraghavan Bharath Kumar Tirupakuzhi
- Villanueva Joy Ann
- Villar Judit
- Villeneuve Pierre-Marc
- Villoldo Andrea
- Visseaux Benoit
- Visser Hannah
- Vitiello Chiara
- Vonkeman Harald
- Vuotto Fanny
- Wang Chih-Hsien
- Webb Steve
- Wei Jia
- Weil Katharina
- Wesselius Sanne
- West T. Eoin
- Wham Murray
- Whelan Bryan
- White Nicole
- Wicky Paul Henri
- Wiedemann Aurélie
- Wijaya Surya Otto
- Wille Keith
- Willems Suzette
- Williams Virginie
- Wils Evert-Jan
- Wong Calvin
- Xynogalas Ioannis
- Yamazaki Masaki
- Yazdanpanah Yazdan
- Yelnik CĂ©cile
- Yerkovich Stephanie
- Yiu Ng Wing
- Yokoyama Toshiki
- Yonis Hodane
- Yousif Obada
- Yuliarto Saptadi
- Zaaqoq Akram
- Zabbe Marion
- Zahran Maram
- Zambon Maria
- Zanella Alberto
- Zayyad Hiba
- Zoufaly Alexander
- Zucman David
- Publication venue
- BioMed Central
- Publication date
- 01/12/2022
- Field of study
International audienceBackground: Up to 30% of hospitalised patients with COVID-19 require advanced respiratory support, including high-flow nasal cannulas (HFNC), non-invasive mechanical ventilation (NIV), or invasive mechanical ventilation (IMV). We aimed to describe the clinical characteristics, outcomes and risk factors for failing non-invasive respiratory support in patients treated with severe COVID-19 during the first two years of the pandemic in high-income countries (HICs) and low middle-income countries (LMICs).Methods: This is a multinational, multicentre, prospective cohort study embedded in the ISARIC-WHO COVID-19 Clinical Characterisation Protocol. Patients with laboratory-confirmed SARS-CoV-2 infection who required hospital admission were recruited prospectively. Patients treated with HFNC, NIV, or IMV within the first 24 h of hospital admission were included in this study. Descriptive statistics, random forest, and logistic regression analyses were used to describe clinical characteristics and compare clinical outcomes among patients treated with the different types of advanced respiratory support.Results: A total of 66,565 patients were included in this study. Overall, 82.6% of patients were treated in HIC, and 40.6% were admitted to the hospital during the first pandemic wave. During the first 24 h after hospital admission, patients in HICs were more frequently treated with HFNC (48.0%), followed by NIV (38.6%) and IMV (13.4%). In contrast, patients admitted in lower- and middle-income countries (LMICs) were less frequently treated with HFNC (16.1%) and the majority received IMV (59.1%). The failure rate of non-invasive respiratory support (i.e. HFNC or NIV) was 15.5%, of which 71.2% were from HIC and 28.8% from LMIC. The variables most strongly associated with non-invasive ventilation failure, defined as progression to IMV, were high leukocyte counts at hospital admission (OR [95%CI]; 5.86 [4.83-7.10]), treatment in an LMIC (OR [95%CI]; 2.04 [1.97-2.11]), and tachypnoea at hospital admission (OR [95%CI]; 1.16 [1.14-1.18]). Patients who failed HFNC/NIV had a higher 28-day fatality ratio (OR [95%CI]; 1.27 [1.25-1.30]).Conclusions: In the present international cohort, the most frequently used advanced respiratory support was the HFNC. However, IMV was used more often in LMIC. Higher leucocyte count, tachypnoea, and treatment in LMIC were risk factors for HFNC/NIV failure. HFNC/NIV failure was related to worse clinical outcomes, such as 28-day mortality. Trial registration This is a prospective observational study; therefore, no health care interventions were applied to participants, and trial registration is not applicable
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
- AdriĂŁo 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 KĂ©vin
- Alfoudri Huda
- Ali Imran
- Alidjnou Kazali Enagnon
- Aliudin Jeffrey
- Alkhafajee Qabas
- Allavena Clotilde
- Allou Nathalie
- Alves JoĂŁo
- Alves JoĂŁo Melo
- Alves Rita
- Amaral Maria
- Amira Nur
- Ampaw Phoebe
- Andini Roberto
- Andréjak Claire
- Angheben Andrea
- Angoulvant François
- Ansart SĂ©verine
- 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
- Asensio Angel
- Ashraf Muhammad
- Assie Jean Baptiste
- Asyraf Amirul
- Atif Minahel
- Atikah Ahmad Ridzuan Siti Nurul
- Atique Anika
- Auchabie Johann
- Aumaitre Hugues
- Auvet Adrien
- Ayadi Kamaluddin Muhammad Aisar
- Azemar Laurène
- Azoulay Cecile
- Bach Benjamin
- Bachelet Delphine
- Badr Claudine
- Baig Nadia
- Baillie J Kenneth
- Bak Erica
- Bakakos Agamemnon
- Bakar Nazreen Abu
- Bal Andriy
- Balakrishnan Mohanaprasanth
- Balan Valeria
- Balazote Pablo Serrano
- Bani-Sadr Firouzé
- Barbalho Renata
- Barbosa Nicholas Yuri
- Barclay Wendy S
- Barnett Saef Umar
- Barnikel Michaela
- Barrasa Helena
- Barrelet Audrey
- Barrigoto Cleide
- Barrio Noelia GarcĂa
- Bartoli Marie
- Baruch JoaquĂn
- Basmaci Romain
- Basri Muhammad Fadhli Hassin
- Bassi Gianluigi Li
- Battaglini Denise
- Bauer Jules
- Beane Abigail
- Bedossa Alexandra
- Begum Husna
- Behilill Sylvie
- Beishuizen Albertus
- Bekken Gry Kloumann
- Beljantsev Aleksandr
- Bellemare David
- Beltrame Anna
- BeltrĂŁo Beatriz Amorim
- Beluze Marine
- Benech Nicolas
- Benjiman Lionel Eric
- Benkerrou Dehbia
- Bennett Suzanne
- Benny Binny
- Bento LuĂs
- Berdal Jan-Erik
- Bergeaud Delphine
- Bergin Hazel
- Bermejo Carlos Lumbreras
- Bertoli Giulia
- Bertolino Lorenzo
- Bessis Simon
- Bevilcaqua Sybille
- Bezulier Karine
- Bhatt Amar
- Bhavsar Krishna
- Bianco Claudia
- Bidin Farah Nadiah
- Binti Mohd Yakop Siti Rohani
- Binti Zaidan Nor Zaila
- Bisoffi Zeno
- Bissuel François
- Bitker Laurent
- Bitton Jonathan
- Blanco-Schweizer Pablo
- Blier Catherine
- Bloos Frank
- Blot Mathieu
- Blumberg Lucille
- Boccia Filomena
- Bodenes Laetitia
- Bogaert Debby
- Boivin Anne-Hélène
- Bolaños Isabela
- Bolze Pierre-Adrien
- Bompart François
- Borges Diogo
- Borie Raphaël
- Bosse Hans Martin
- Botelho-Nevers Elisabeth
- Bouadma Lila
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- Bouillet Laurence
- Bouisse Camile
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- Bourke John
- Bouscambert Maude
- Bousquet Aurore
- Bouziotis Jason
- Boxma Bianca
- Boyer-Besseyre Marielle
- Boylan Maria
- Bozza Fernando Augusto
- Bozza Patricia T
- Braconnier Axelle
- Braga Cynthia
- Brandenburger Timo
- Brazzi Luca
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- Breen Patrick
- Brewster David
- Brickell Kathy
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- Bryda Petra
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- Burhan Erlina
- Burrell Aidan
- Bustos Ingrid G
- Cabie André
- Cabral Susana
- Cabrita Joana Alves
- Caceres Eder
- Cadoz Cyril
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- Calligy Kate
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- Campana Valentine
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- Carney Gayle
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- Carrier François Martin
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- CascĂŁo Mariana
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- Cervantes-Gonzalez Minerva
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- Chakveatze Catherine
- Chan Adrienne
- Chand Meera
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- Chapplain Jean-Marc
- Charpentier Charlotte
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- Chen Anjellica
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- Cheng Matthew Pellan
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- Chiarabini Thibault
- Chica Julian
- Chidambaram Suresh Kumar
- Chin Tho Leong
- Chirouze Catherine
- Chiumello Davide
- Cho Sung-Min
- Cho Sung-Min
- Choileain Orna Ni
- Cholley Bernard
- Chopin Marie-Charlotte
- Chow Ting Soo
- Chua Hiu Jian
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- Chávez Iñiguez Jonathan Samuel
- Cidade Jose Pedro
- Cisneros Herreros José Miguel
- Citarella Barbara Wanjiru
- Citarella Barbara Wanjiru
- Ciullo Anna
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- Clarke Jennifer
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- Coles Megan
- Colin Gwenhaël
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- Colombo Sebastiano Maria
- Combs Pamela
- Connolly Jennifer
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- Conway Elaine
- Cooke Graham S
- Copland Mary
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- Cornelis Sabine
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- Cortegiani Andrea
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- Couffin-Cadiergues Sandrine
- Courtois Roxane
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- Cregan Rachel
- Cristella Cosimo
- Croonen Sabine
- Crowl Gloria
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- Cruz BermĂşdez Juan Luis
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- Cummings Matthew
- Curley Gerard
- Curlier Elodie
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- Custodio Paula
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- D'Aragon Frédérick
- D'Ortenzio Eric
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- Dabaliz Al-Awwab
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- Dahly Darren
- Dalton Heidi
- Dalton Heidi
- Dalton Jo
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- Daneman Nick
- Daniel Corinne
- Dankwa Emmanuelle A
- Dantas Jorge
- de Brito Carlos Alexandre Antunes
- de Castro Maisa GuimarĂŁes
- de Jong Menno
- de la Calle Guillermo Maestro
- de Loughry Gillian
- De Montmollin Etienne
- de Oliveira França Rafael Freitas
- de Piero Maria
- de Pinho Oliveira Ana Isabel
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- Decours Romain
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- Delacroix Isabelle
- Delaveuve Eric
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- Dell'Amore Andrea
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- Delsing Corine
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- Denis Emmanuelle
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- Djossou FĂ©lix
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- Doherty Helen
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- Duggal Abhijit
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- Dunning Jake
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- Durante-Mangoni Emanuele
- Durham Lucian
- Dussol Bertrand
- Duthoit Juliette
- Duval Xavier
- Dyrhol-Riise Anne Margarita
- Ean Sim Choon
- Echeverria-Villalobos Marco
- Eddington Devin P
- Egan Siobhan
- Eira Carla
- Ekow Harrison Samuel Bernard
- El Sanharawi Mohammed
- Elapavaluru Subbarao
- Elharrar Brigitte
- Eliza Mohamed Nik Nur
- Ellerbroek Jacobien
- Eloy Philippine
- Elshazly Tarek
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- Endo Tomoyuki
- Eng Chan Chee
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- Everding Anna Greti
- Evers Mirjam
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- Fabre Marc
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- Fahy Arabella
- Fairfield Cameron J
- Fanning Jonathon P
- Faria Pedro
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- Favory Raphaël
- Fayed Mohamed
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- Foley Jean
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- Foster Denise
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- Fowler Robert A
- Fraher Marianne
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- Fraser Christophe
- Fraser John
- Fraser John F
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- Groenendijk Albert
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- Jiménez Miguel Pedrera
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- Prinssen Anton
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- Varrone Michael
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- Vecham Pavan Kumar
- Veeran Shaminee
- Veislinger Aurélie
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- Verbon Annelies
- Vidal José Ernesto
- Vieira CĂ©sar
- Villanueva Joy Ann
- Villar Judit
- Villeneuve Pierre-Marc
- Villoldo Andrea
- Visseaux Benoit
- Visser Hannah
- Vitiello Chiara
- Vonkeman Harald
- Vuotto Fanny
- Wahab Noor Hidayu
- Wahab Suhaila Abdul
- Wahid Nadirah Abdul
- Wainstein Marina
- Walsh Laura
- Wang Chih-Hsien
- Webb Steve
- Wei Jia
- Weil Katharina
- Wen Tan Pei
- Wesselius Sanne
- Wham Murray
- Whelan Bryan
- White Nicole
- Wicky Paul Henri
- 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 CĂ©cile
- 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