Multinational prospective cohort study of incidence and risk factors for central line-associated bloodstream infections in ICUs of 8 Latin American countries

Descripción del Articulo

Background: Our objective was to identify central line (CL)-associated bloodstream infections (CLABSI) rates and risk factors in Latin-America. Methods: From January 1, 2014 to February 10, 2022, we conducted a multinational multicenter prospective cohort study in 58 ICUs of 34 hospitals in 21 citie...

Descripción completa

Detalles Bibliográficos
Autores: Rosenthal, Victor Daniel, Jin, Zhilin, Valderrama-Beltran, Sandra Liliana, Gualtero, Sandra Milena, Linares, Claudia Yaneth, Aguirre-Avalos, Guadalupe, Mijangos-Méndez, Julio Cesar, Ibarra-Estrada, Miguel Ángel, Jiménez-Alvarez, Luisa Fernanda, Reyes, Lidia Patricia, Alvarez-Moreno, Carlos Arturo, Zuniga-Chavarria, Maria Adelia, Quesada-Mora, Ana Marcela, Gomez, Katherine, Alarcon, Johana, Millan-Oñate, Jose, Aguilar-de-Moros, Daisy, Castaño-Guerrero, Elizabeth, Córdoba, Judith, Sassoe-Gonzalez, Alejandro, Millán-Castillo, Claudia Marisol, Leyva-Xotlanihua, Lissette, Aguilar-Moreno, Lina Alejandra, Bravo-Ojeda, Juan Sebastian, Gutierrez-Tobar, Ivan Felipe, Aleman-Bocanegra, Mary Cruz, Echazarreta-Martínez, Clara Veronica, Flores-Sánchez, Belinda Mireya, Cano-Medina, Yuliana Andrea, Chapeta-Parada, Edwin Giovannny, Gonzalez-Niño, Rafael Antonio, Villegas-Mota, Maria Isabel, Montoya-Malváez, Mildred, Cortés-Vázquez, Miguel Ángel, Medeiros, Eduardo Alexandrino, Fram, Dayana, Vieira-Escudero, Daniela, Dueñas, Lourdes, Carreazo, Nilton Yhuri, Salgado, Estuardo, Yin, Ruijie
Formato: artículo
Fecha de Publicación:2023
Institución:Universidad Peruana de Ciencias Aplicadas
Repositorio:UPC-Institucional
Lenguaje:inglés
OAI Identifier:oai:repositorioacademico.upc.edu.pe:10757/668369
Enlace del recurso:http://hdl.handle.net/10757/668369
Nivel de acceso:acceso embargado
Materia:Bloodstream infection
INICC
Intensive care units
Latin America
PICC
Risk factors
Central line (CL)
CL-associated bloodstream infections (CLABSI)
Latin-America
Multinational multicenter prospective cohort study
Multiple-logistic regression
Length of stay (LOS)
Intensive care unit (ICU)
Facility ownership
Femoral and internal-jugular central lines
CLABSI prevention recommendations
id UUPC_4467579222732397000eb9cc7eae81c1
oai_identifier_str oai:repositorioacademico.upc.edu.pe:10757/668369
network_acronym_str UUPC
network_name_str UPC-Institucional
repository_id_str 2670
dc.title.es_PE.fl_str_mv Multinational prospective cohort study of incidence and risk factors for central line-associated bloodstream infections in ICUs of 8 Latin American countries
title Multinational prospective cohort study of incidence and risk factors for central line-associated bloodstream infections in ICUs of 8 Latin American countries
spellingShingle Multinational prospective cohort study of incidence and risk factors for central line-associated bloodstream infections in ICUs of 8 Latin American countries
Rosenthal, Victor Daniel
Bloodstream infection
INICC
Intensive care units
Latin America
PICC
Risk factors
Central line (CL)
CL-associated bloodstream infections (CLABSI)
Latin-America
Multinational multicenter prospective cohort study
Multiple-logistic regression
Length of stay (LOS)
Intensive care unit (ICU)
Facility ownership
Femoral and internal-jugular central lines
CLABSI prevention recommendations
title_short Multinational prospective cohort study of incidence and risk factors for central line-associated bloodstream infections in ICUs of 8 Latin American countries
title_full Multinational prospective cohort study of incidence and risk factors for central line-associated bloodstream infections in ICUs of 8 Latin American countries
title_fullStr Multinational prospective cohort study of incidence and risk factors for central line-associated bloodstream infections in ICUs of 8 Latin American countries
title_full_unstemmed Multinational prospective cohort study of incidence and risk factors for central line-associated bloodstream infections in ICUs of 8 Latin American countries
title_sort Multinational prospective cohort study of incidence and risk factors for central line-associated bloodstream infections in ICUs of 8 Latin American countries
author Rosenthal, Victor Daniel
author_facet Rosenthal, Victor Daniel
Jin, Zhilin
Valderrama-Beltran, Sandra Liliana
Gualtero, Sandra Milena
Linares, Claudia Yaneth
Aguirre-Avalos, Guadalupe
Mijangos-Méndez, Julio Cesar
Ibarra-Estrada, Miguel Ángel
Jiménez-Alvarez, Luisa Fernanda
Reyes, Lidia Patricia
Alvarez-Moreno, Carlos Arturo
Zuniga-Chavarria, Maria Adelia
Quesada-Mora, Ana Marcela
Gomez, Katherine
Alarcon, Johana
Millan-Oñate, Jose
Aguilar-de-Moros, Daisy
Castaño-Guerrero, Elizabeth
Córdoba, Judith
Sassoe-Gonzalez, Alejandro
Millán-Castillo, Claudia Marisol
Leyva-Xotlanihua, Lissette
Aguilar-Moreno, Lina Alejandra
Bravo-Ojeda, Juan Sebastian
Gutierrez-Tobar, Ivan Felipe
Aleman-Bocanegra, Mary Cruz
Echazarreta-Martínez, Clara Veronica
Flores-Sánchez, Belinda Mireya
Cano-Medina, Yuliana Andrea
Chapeta-Parada, Edwin Giovannny
Gonzalez-Niño, Rafael Antonio
Villegas-Mota, Maria Isabel
Montoya-Malváez, Mildred
Cortés-Vázquez, Miguel Ángel
Medeiros, Eduardo Alexandrino
Fram, Dayana
Vieira-Escudero, Daniela
Dueñas, Lourdes
Carreazo, Nilton Yhuri
Salgado, Estuardo
Yin, Ruijie
author_role author
author2 Jin, Zhilin
Valderrama-Beltran, Sandra Liliana
Gualtero, Sandra Milena
Linares, Claudia Yaneth
Aguirre-Avalos, Guadalupe
Mijangos-Méndez, Julio Cesar
Ibarra-Estrada, Miguel Ángel
Jiménez-Alvarez, Luisa Fernanda
Reyes, Lidia Patricia
Alvarez-Moreno, Carlos Arturo
Zuniga-Chavarria, Maria Adelia
Quesada-Mora, Ana Marcela
Gomez, Katherine
Alarcon, Johana
Millan-Oñate, Jose
Aguilar-de-Moros, Daisy
Castaño-Guerrero, Elizabeth
Córdoba, Judith
Sassoe-Gonzalez, Alejandro
Millán-Castillo, Claudia Marisol
Leyva-Xotlanihua, Lissette
Aguilar-Moreno, Lina Alejandra
Bravo-Ojeda, Juan Sebastian
Gutierrez-Tobar, Ivan Felipe
Aleman-Bocanegra, Mary Cruz
Echazarreta-Martínez, Clara Veronica
Flores-Sánchez, Belinda Mireya
Cano-Medina, Yuliana Andrea
Chapeta-Parada, Edwin Giovannny
Gonzalez-Niño, Rafael Antonio
Villegas-Mota, Maria Isabel
Montoya-Malváez, Mildred
Cortés-Vázquez, Miguel Ángel
Medeiros, Eduardo Alexandrino
Fram, Dayana
Vieira-Escudero, Daniela
Dueñas, Lourdes
Carreazo, Nilton Yhuri
Salgado, Estuardo
Yin, Ruijie
author2_role author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
dc.contributor.author.fl_str_mv Rosenthal, Victor Daniel
Jin, Zhilin
Valderrama-Beltran, Sandra Liliana
Gualtero, Sandra Milena
Linares, Claudia Yaneth
Aguirre-Avalos, Guadalupe
Mijangos-Méndez, Julio Cesar
Ibarra-Estrada, Miguel Ángel
Jiménez-Alvarez, Luisa Fernanda
Reyes, Lidia Patricia
Alvarez-Moreno, Carlos Arturo
Zuniga-Chavarria, Maria Adelia
Quesada-Mora, Ana Marcela
Gomez, Katherine
Alarcon, Johana
Millan-Oñate, Jose
Aguilar-de-Moros, Daisy
Castaño-Guerrero, Elizabeth
Córdoba, Judith
Sassoe-Gonzalez, Alejandro
Millán-Castillo, Claudia Marisol
Leyva-Xotlanihua, Lissette
Aguilar-Moreno, Lina Alejandra
Bravo-Ojeda, Juan Sebastian
Gutierrez-Tobar, Ivan Felipe
Aleman-Bocanegra, Mary Cruz
Echazarreta-Martínez, Clara Veronica
Flores-Sánchez, Belinda Mireya
Cano-Medina, Yuliana Andrea
Chapeta-Parada, Edwin Giovannny
Gonzalez-Niño, Rafael Antonio
Villegas-Mota, Maria Isabel
Montoya-Malváez, Mildred
Cortés-Vázquez, Miguel Ángel
Medeiros, Eduardo Alexandrino
Fram, Dayana
Vieira-Escudero, Daniela
Dueñas, Lourdes
Carreazo, Nilton Yhuri
Salgado, Estuardo
Yin, Ruijie
dc.subject.es_PE.fl_str_mv Bloodstream infection
INICC
Intensive care units
Latin America
PICC
Risk factors
Central line (CL)
CL-associated bloodstream infections (CLABSI)
Latin-America
Multinational multicenter prospective cohort study
Multiple-logistic regression
Length of stay (LOS)
Intensive care unit (ICU)
Facility ownership
Femoral and internal-jugular central lines
CLABSI prevention recommendations
topic Bloodstream infection
INICC
Intensive care units
Latin America
PICC
Risk factors
Central line (CL)
CL-associated bloodstream infections (CLABSI)
Latin-America
Multinational multicenter prospective cohort study
Multiple-logistic regression
Length of stay (LOS)
Intensive care unit (ICU)
Facility ownership
Femoral and internal-jugular central lines
CLABSI prevention recommendations
description Background: Our objective was to identify central line (CL)-associated bloodstream infections (CLABSI) rates and risk factors in Latin-America. Methods: From January 1, 2014 to February 10, 2022, we conducted a multinational multicenter prospective cohort study in 58 ICUs of 34 hospitals in 21 cities in 8 Latin American countries (Argentina, Brazil, Colombia, Costa Rica, Dominican Republic, Ecuador, Mexico, Panama). We applied multiple-logistic regression. Outcomes are shown as adjusted-odds ratios (aOR). Results: About 29,385 patients were hospitalized during 92,956 days, acquired 400 CLABSIs, and pooled CLABSI rate was 4.30 CLABSIs per 1,000 CL-days. We analyzed following 10 variables: Gender, age, length of stay (LOS) before CLABSI acquisition, CL-days before CLABSI acquisition, CL-device utilization (DU) ratio, CL-type, tracheostomy use, hospitalization type, intensive care unit (ICU) type, and facility ownership, Following variables were independently associated with CLABSI: LOS before CLABSI acquisition, rising risk 3% daily (aOR=1.03;95%CI=1.02-1.04; P < .0001); number of CL-days before CLABSI acquisition, rising risk 4% per CL-day (aOR=1.04;95%CI=1.03-1.05; P < .0001); publicly-owned facility (aOR=2.33;95%CI=1.79-3.02; P < .0001). ICU with highest risk was medical-surgical (aOR=2.61;95%CI=1.41-4.81; P < .0001). CL with the highest risk were femoral (aOR=2.71;95%CI=1.61-4.55; P < .0001), and internal-jugular (aOR=2.62;95%CI=1.82-3.79; P < .0001). PICC (aOR=1.25;95%CI=0.63-2.51; P = .52) was not associated with CLABSI risk. Conclusions: Based on these findings it is suggested to focus on reducing LOS, CL-days, using PICC instead of femoral or internal-jugular; and implementing evidence-based CLABSI prevention recommendations.
publishDate 2023
dc.date.accessioned.none.fl_str_mv 2023-07-31T17:41:06Z
dc.date.available.none.fl_str_mv 2023-07-31T17:41:06Z
dc.date.issued.fl_str_mv 2023-01-01
dc.type.es_PE.fl_str_mv info:eu-repo/semantics/article
format article
dc.identifier.issn.none.fl_str_mv 01966553
dc.identifier.doi.none.fl_str_mv 10.1016/j.ajic.2023.03.006
dc.identifier.uri.none.fl_str_mv http://hdl.handle.net/10757/668369
dc.identifier.eissn.none.fl_str_mv 15273296
dc.identifier.journal.es_PE.fl_str_mv American Journal of Infection Control
dc.identifier.eid.none.fl_str_mv 2-s2.0-85151623210
dc.identifier.scopusid.none.fl_str_mv SCOPUS_ID:85151623210
dc.identifier.pii.none.fl_str_mv S0196655323001062
dc.identifier.isni.none.fl_str_mv 0000 0001 2196 144X
dc.identifier.ror.none.fl_str_mv 047xrr705
identifier_str_mv 01966553
10.1016/j.ajic.2023.03.006
15273296
American Journal of Infection Control
2-s2.0-85151623210
SCOPUS_ID:85151623210
S0196655323001062
0000 0001 2196 144X
047xrr705
url http://hdl.handle.net/10757/668369
dc.language.iso.es_PE.fl_str_mv eng
language eng
dc.relation.url.es_PE.fl_str_mv https://www.sciencedirect.com/science/article/abs/pii/S0196655323001062
dc.rights.es_PE.fl_str_mv info:eu-repo/semantics/embargoedAccess
eu_rights_str_mv embargoedAccess
dc.format.es_PE.fl_str_mv application/pdf
dc.publisher.es_PE.fl_str_mv Elsevier Inc.
dc.source.es_PE.fl_str_mv Universidad Peruana de Ciencias Aplicadas (UPC)
Repositorio Academico - UPC
dc.source.none.fl_str_mv reponame:UPC-Institucional
instname:Universidad Peruana de Ciencias Aplicadas
instacron:UPC
instname_str Universidad Peruana de Ciencias Aplicadas
instacron_str UPC
institution UPC
reponame_str UPC-Institucional
collection UPC-Institucional
dc.source.journaltitle.none.fl_str_mv American Journal of Infection Control
bitstream.url.fl_str_mv https://repositorioacademico.upc.edu.pe/bitstream/10757/668369/1/license.txt
bitstream.checksum.fl_str_mv 8a4605be74aa9ea9d79846c1fba20a33
bitstream.checksumAlgorithm.fl_str_mv MD5
repository.name.fl_str_mv Repositorio académico upc
repository.mail.fl_str_mv upc@openrepository.com
_version_ 1846065931093016576
spelling 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, Victor DanielJin, ZhilinValderrama-Beltran, Sandra LilianaGualtero, Sandra MilenaLinares, Claudia YanethAguirre-Avalos, GuadalupeMijangos-Méndez, Julio CesarIbarra-Estrada, Miguel ÁngelJiménez-Alvarez, Luisa FernandaReyes, Lidia PatriciaAlvarez-Moreno, Carlos ArturoZuniga-Chavarria, Maria AdeliaQuesada-Mora, Ana MarcelaGomez, KatherineAlarcon, JohanaMillan-Oñate, JoseAguilar-de-Moros, DaisyCastaño-Guerrero, ElizabethCórdoba, JudithSassoe-Gonzalez, AlejandroMillán-Castillo, Claudia MarisolLeyva-Xotlanihua, LissetteAguilar-Moreno, Lina AlejandraBravo-Ojeda, Juan SebastianGutierrez-Tobar, Ivan FelipeAleman-Bocanegra, Mary CruzEchazarreta-Martínez, Clara VeronicaFlores-Sánchez, Belinda MireyaCano-Medina, Yuliana AndreaChapeta-Parada, Edwin GiovannnyGonzalez-Niño, Rafael AntonioVillegas-Mota, Maria IsabelMontoya-Malváez, MildredCortés-Vázquez, Miguel ÁngelMedeiros, Eduardo AlexandrinoFram, DayanaVieira-Escudero, DanielaDueñas, LourdesCarreazo, Nilton YhuriSalgado, EstuardoYin, Ruijie2023-07-31T17:41:06Z2023-07-31T17:41:06Z2023-01-010196655310.1016/j.ajic.2023.03.006http://hdl.handle.net/10757/66836915273296American Journal of Infection Control2-s2.0-85151623210SCOPUS_ID:85151623210S01966553230010620000 0001 2196 144X047xrr705Background: Our objective was to identify central line (CL)-associated bloodstream infections (CLABSI) rates and risk factors in Latin-America. Methods: From January 1, 2014 to February 10, 2022, we conducted a multinational multicenter prospective cohort study in 58 ICUs of 34 hospitals in 21 cities in 8 Latin American countries (Argentina, Brazil, Colombia, Costa Rica, Dominican Republic, Ecuador, Mexico, Panama). We applied multiple-logistic regression. Outcomes are shown as adjusted-odds ratios (aOR). Results: About 29,385 patients were hospitalized during 92,956 days, acquired 400 CLABSIs, and pooled CLABSI rate was 4.30 CLABSIs per 1,000 CL-days. We analyzed following 10 variables: Gender, age, length of stay (LOS) before CLABSI acquisition, CL-days before CLABSI acquisition, CL-device utilization (DU) ratio, CL-type, tracheostomy use, hospitalization type, intensive care unit (ICU) type, and facility ownership, Following variables were independently associated with CLABSI: LOS before CLABSI acquisition, rising risk 3% daily (aOR=1.03;95%CI=1.02-1.04; P < .0001); number of CL-days before CLABSI acquisition, rising risk 4% per CL-day (aOR=1.04;95%CI=1.03-1.05; P < .0001); publicly-owned facility (aOR=2.33;95%CI=1.79-3.02; P < .0001). ICU with highest risk was medical-surgical (aOR=2.61;95%CI=1.41-4.81; P < .0001). CL with the highest risk were femoral (aOR=2.71;95%CI=1.61-4.55; P < .0001), and internal-jugular (aOR=2.62;95%CI=1.82-3.79; P < .0001). PICC (aOR=1.25;95%CI=0.63-2.51; P = .52) was not associated with CLABSI risk. Conclusions: Based on these findings it is suggested to focus on reducing LOS, CL-days, using PICC instead of femoral or internal-jugular; and implementing evidence-based CLABSI prevention recommendations.Revisión por paresODS 3: Salud y BienestarODS 9: Industria, Innovación e InfraestructuraODS 17: Alianzas para lograr los objetivosapplication/pdfengElsevier Inc.https://www.sciencedirect.com/science/article/abs/pii/S0196655323001062info:eu-repo/semantics/embargoedAccessUniversidad Peruana de Ciencias Aplicadas (UPC)Repositorio Academico - UPCAmerican Journal of Infection Controlreponame:UPC-Institucionalinstname:Universidad Peruana de Ciencias Aplicadasinstacron:UPCBloodstream infectionINICCIntensive care unitsLatin AmericaPICCRisk factorsCentral line (CL)CL-associated bloodstream infections (CLABSI)Latin-AmericaMultinational multicenter prospective cohort studyMultiple-logistic regressionLength of stay (LOS)Intensive care unit (ICU)Facility ownershipFemoral and internal-jugular central linesCLABSI prevention recommendationsMultinational prospective cohort study of incidence and risk factors for central line-associated bloodstream infections in ICUs of 8 Latin American countriesinfo:eu-repo/semantics/articleLICENSElicense.txtlicense.txttext/plain; charset=utf-81748https://repositorioacademico.upc.edu.pe/bitstream/10757/668369/1/license.txt8a4605be74aa9ea9d79846c1fba20a33MD51false10757/668369oai:repositorioacademico.upc.edu.pe:10757/6683692024-07-19 00:42:10.124Repositorio académico upcupc@openrepository.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
score 13.924177
Nota importante:
La información contenida en este registro es de entera responsabilidad de la institución que gestiona el repositorio institucional donde esta contenido este documento o set de datos. El CONCYTEC no se hace responsable por los contenidos (publicaciones y/o datos) accesibles a través del Repositorio Nacional Digital de Ciencia, Tecnología e Innovación de Acceso Abierto (ALICIA).