TY - JOUR
T1 - Varying association of laboratory values with reference ranges and outcomes in critically ill patients
T2 - An analysis of data from five databases in four countries across Asia, Europe and North America
AU - Xu, Haoran
AU - Agha-Mir-Salim, Louis
AU - O'Brien, Zachary
AU - Huang, Dora C.
AU - Li, Peiyao
AU - Gómez, Josep
AU - Liu, Xiaoli
AU - Liu, Tongbo
AU - Yeung, Wesley
AU - Thoral, Patrick
AU - Elbers, Paul
AU - Zhang, Zhengbo
AU - Saera, María Bodí
AU - Celi, Leo Anthony
N1 - Funding Information:
Acknowledgements Article funding was supplied by MIT Libraries, the Beijing Municipal Science and Technology Project (Z181100001918023) and the Big Data R&D Project of Chinese PLA general hospital (2018MBD-009).
Funding Information:
Funding LAC is funded by the National Institute of Health through NIBIB R01 EB017205.
Publisher Copyright:
© 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.
PY - 2021/10/12
Y1 - 2021/10/12
N2 - 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.
AB - 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.
KW - electronic health records
KW - evidence-based medicine
KW - information management
KW - medical informatics
UR - http://www.scopus.com/inward/record.url?scp=85117250590&partnerID=8YFLogxK
U2 - 10.1136/bmjhci-2021-100419
DO - 10.1136/bmjhci-2021-100419
M3 - Article
C2 - 34642176
AN - SCOPUS:85117250590
SN - 2632-1009
VL - 28
JO - BMJ Health & Care Informatics
JF - BMJ Health & Care Informatics
IS - 1
M1 - e100419
ER -