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Varying association of laboratory values with reference ranges and outcomes in critically ill patients: an analysis of data from five databases in four countries across Asia, Europe and North America

BACKGROUND: Despite wide usage across all areas of medicine, it is uncertain how useful standard reference ranges of laboratory values are for critically ill patients. OBJECTIVES: The aim of this study is to assess the distributions of standard laboratory measurements in more than 330 selected inten...

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Autores principales: Xu, Haoran, Agha-Mir-Salim, Louis, O’Brien, Zachary, Huang, Dora C, Li, Peiyao, Gómez, Josep, Liu, Xiaoli, Liu, Tongbo, Yeung, Wesley, Thoral, Patrick, Elbers, Paul, Zhang, Zhengbo, Saera, María Bodí, Celi, Leo Anthony
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BMJ Publishing Group 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8513264/
https://www.ncbi.nlm.nih.gov/pubmed/34642176
http://dx.doi.org/10.1136/bmjhci-2021-100419
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author Xu, Haoran
Agha-Mir-Salim, Louis
O’Brien, Zachary
Huang, Dora C
Li, Peiyao
Gómez, Josep
Liu, Xiaoli
Liu, Tongbo
Yeung, Wesley
Thoral, Patrick
Elbers, Paul
Zhang, Zhengbo
Saera, María Bodí
Celi, Leo Anthony
author_facet Xu, Haoran
Agha-Mir-Salim, Louis
O’Brien, Zachary
Huang, Dora C
Li, Peiyao
Gómez, Josep
Liu, Xiaoli
Liu, Tongbo
Yeung, Wesley
Thoral, Patrick
Elbers, Paul
Zhang, Zhengbo
Saera, María Bodí
Celi, Leo Anthony
author_sort Xu, Haoran
collection PubMed
description BACKGROUND: Despite wide usage across all areas of medicine, it is uncertain how useful standard reference ranges of laboratory values are for critically ill patients. OBJECTIVES: The aim of this study is to assess the distributions of standard laboratory measurements in more than 330 selected intensive care units (ICUs) across the USA, Amsterdam, Beijing and Tarragona; compare differences and similarities across different geographical locations and evaluate how they may be associated with differences in length of stay (LOS) and mortality in the ICU. METHODS: A multi-centre, retrospective, cross-sectional study of data from five databases for adult patients first admitted to an ICU between 2001 and 2019 was conducted. The included databases contained patient-level data regarding demographics, interventions, clinical outcomes and laboratory results. Kernel density estimation functions were applied to the distributions of laboratory tests, and the overlapping coefficient and Cohen standardised mean difference were used to quantify differences in these distributions. RESULTS: The 259 382 patients studied across five databases in four countries showed a high degree of heterogeneity with regard to demographics, case mix, interventions and outcomes. A high level of divergence in the studied laboratory results (creatinine, haemoglobin, lactate, sodium) from the locally used reference ranges was observed, even when stratified by outcome. CONCLUSION: Standardised reference ranges have limited relevance to ICU patients across a range of geographies. The development of context-specific reference ranges, especially as it relates to clinical outcomes like LOS and mortality, may be more useful to clinicians.
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spelling pubmed-85132642021-10-27 Varying association of laboratory values with reference ranges and outcomes in critically ill patients: an analysis of data from five databases in four countries across Asia, Europe and North America Xu, Haoran Agha-Mir-Salim, Louis O’Brien, Zachary Huang, Dora C Li, Peiyao Gómez, Josep Liu, Xiaoli Liu, Tongbo Yeung, Wesley Thoral, Patrick Elbers, Paul Zhang, Zhengbo Saera, María Bodí Celi, Leo Anthony BMJ Health Care Inform Original Research BACKGROUND: Despite wide usage across all areas of medicine, it is uncertain how useful standard reference ranges of laboratory values are for critically ill patients. OBJECTIVES: The aim of this study is to assess the distributions of standard laboratory measurements in more than 330 selected intensive care units (ICUs) across the USA, Amsterdam, Beijing and Tarragona; compare differences and similarities across different geographical locations and evaluate how they may be associated with differences in length of stay (LOS) and mortality in the ICU. METHODS: A multi-centre, retrospective, cross-sectional study of data from five databases for adult patients first admitted to an ICU between 2001 and 2019 was conducted. The included databases contained patient-level data regarding demographics, interventions, clinical outcomes and laboratory results. Kernel density estimation functions were applied to the distributions of laboratory tests, and the overlapping coefficient and Cohen standardised mean difference were used to quantify differences in these distributions. RESULTS: The 259 382 patients studied across five databases in four countries showed a high degree of heterogeneity with regard to demographics, case mix, interventions and outcomes. A high level of divergence in the studied laboratory results (creatinine, haemoglobin, lactate, sodium) from the locally used reference ranges was observed, even when stratified by outcome. CONCLUSION: Standardised reference ranges have limited relevance to ICU patients across a range of geographies. The development of context-specific reference ranges, especially as it relates to clinical outcomes like LOS and mortality, may be more useful to clinicians. BMJ Publishing Group 2021-10-12 /pmc/articles/PMC8513264/ /pubmed/34642176 http://dx.doi.org/10.1136/bmjhci-2021-100419 Text en © Author(s) (or their employer(s)) 2021. Re-use permitted under CC BY-NC. No commercial re-use. See rights and permissions. Published by BMJ. https://creativecommons.org/licenses/by-nc/4.0/This is an open access article distributed in accordance with the Creative Commons Attribution Non Commercial (CC BY-NC 4.0) license, which permits others to distribute, remix, adapt, build upon this work non-commercially, and license their derivative works on different terms, provided the original work is properly cited, appropriate credit is given, any changes made indicated, and the use is non-commercial. See: http://creativecommons.org/licenses/by-nc/4.0/ (https://creativecommons.org/licenses/by-nc/4.0/) .
spellingShingle Original Research
Xu, Haoran
Agha-Mir-Salim, Louis
O’Brien, Zachary
Huang, Dora C
Li, Peiyao
Gómez, Josep
Liu, Xiaoli
Liu, Tongbo
Yeung, Wesley
Thoral, Patrick
Elbers, Paul
Zhang, Zhengbo
Saera, María Bodí
Celi, Leo Anthony
Varying association of laboratory values with reference ranges and outcomes in critically ill patients: an analysis of data from five databases in four countries across Asia, Europe and North America
title Varying association of laboratory values with reference ranges and outcomes in critically ill patients: an analysis of data from five databases in four countries across Asia, Europe and North America
title_full Varying association of laboratory values with reference ranges and outcomes in critically ill patients: an analysis of data from five databases in four countries across Asia, Europe and North America
title_fullStr Varying association of laboratory values with reference ranges and outcomes in critically ill patients: an analysis of data from five databases in four countries across Asia, Europe and North America
title_full_unstemmed Varying association of laboratory values with reference ranges and outcomes in critically ill patients: an analysis of data from five databases in four countries across Asia, Europe and North America
title_short Varying association of laboratory values with reference ranges and outcomes in critically ill patients: an analysis of data from five databases in four countries across Asia, Europe and North America
title_sort varying association of laboratory values with reference ranges and outcomes in critically ill patients: an analysis of data from five databases in four countries across asia, europe and north america
topic Original Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8513264/
https://www.ncbi.nlm.nih.gov/pubmed/34642176
http://dx.doi.org/10.1136/bmjhci-2021-100419
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