Cargando…
Understanding critically ill sepsis patients with normal serum lactate levels: results from U.S. and European ICU cohorts
While serum lactate level is a predictor of poor clinical outcomes among critically ill patients with sepsis, many have normal serum lactate. A better understanding of this discordance may help differentiate sepsis phenotypes and offer clues to sepsis pathophysiology. Three intensive care unit datas...
Autores principales: | , , , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2021
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8501011/ https://www.ncbi.nlm.nih.gov/pubmed/34625640 http://dx.doi.org/10.1038/s41598-021-99581-6 |
_version_ | 1784580559563915264 |
---|---|
author | Sauer, Christopher M. Gómez, Josep Botella, Manuel Ruiz Ziehr, David R. Oldham, William M. Gavidia, Giovana Rodríguez, Alejandro Elbers, Paul Girbes, Armand Bodi, Maria Celi, Leo Anthony |
author_facet | Sauer, Christopher M. Gómez, Josep Botella, Manuel Ruiz Ziehr, David R. Oldham, William M. Gavidia, Giovana Rodríguez, Alejandro Elbers, Paul Girbes, Armand Bodi, Maria Celi, Leo Anthony |
author_sort | Sauer, Christopher M. |
collection | PubMed |
description | While serum lactate level is a predictor of poor clinical outcomes among critically ill patients with sepsis, many have normal serum lactate. A better understanding of this discordance may help differentiate sepsis phenotypes and offer clues to sepsis pathophysiology. Three intensive care unit datasets were utilized. Adult sepsis patients in the highest quartile of illness severity scores were identified. Logistic regression, random forests, and partial least square models were built for each data set. Features differentiating patients with normal/high serum lactate on day 1 were reported. To exclude that differences between the groups were due to potential confounding by pre-resuscitation hyperlactatemia, the analyses were repeated for day 2. Of 4861 patients included, 47% had normal lactate levels. Patients with normal serum lactate levels had lower 28-day mortality rates than those with high lactate levels (17% versus 40%) despite comparable physiologic phenotypes. While performance varied between datasets, logistic regression consistently performed best (area under the receiver operator curve 87–99%). The variables most strongly associated with normal serum lactate were serum bicarbonate, chloride, and pulmonary disease, while serum sodium, AST and liver disease were associated with high serum lactate. Future studies should confirm these findings and establish the underlying pathophysiological mechanisms, thus disentangling association and causation. |
format | Online Article Text |
id | pubmed-8501011 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-85010112021-10-12 Understanding critically ill sepsis patients with normal serum lactate levels: results from U.S. and European ICU cohorts Sauer, Christopher M. Gómez, Josep Botella, Manuel Ruiz Ziehr, David R. Oldham, William M. Gavidia, Giovana Rodríguez, Alejandro Elbers, Paul Girbes, Armand Bodi, Maria Celi, Leo Anthony Sci Rep Article While serum lactate level is a predictor of poor clinical outcomes among critically ill patients with sepsis, many have normal serum lactate. A better understanding of this discordance may help differentiate sepsis phenotypes and offer clues to sepsis pathophysiology. Three intensive care unit datasets were utilized. Adult sepsis patients in the highest quartile of illness severity scores were identified. Logistic regression, random forests, and partial least square models were built for each data set. Features differentiating patients with normal/high serum lactate on day 1 were reported. To exclude that differences between the groups were due to potential confounding by pre-resuscitation hyperlactatemia, the analyses were repeated for day 2. Of 4861 patients included, 47% had normal lactate levels. Patients with normal serum lactate levels had lower 28-day mortality rates than those with high lactate levels (17% versus 40%) despite comparable physiologic phenotypes. While performance varied between datasets, logistic regression consistently performed best (area under the receiver operator curve 87–99%). The variables most strongly associated with normal serum lactate were serum bicarbonate, chloride, and pulmonary disease, while serum sodium, AST and liver disease were associated with high serum lactate. Future studies should confirm these findings and establish the underlying pathophysiological mechanisms, thus disentangling association and causation. Nature Publishing Group UK 2021-10-08 /pmc/articles/PMC8501011/ /pubmed/34625640 http://dx.doi.org/10.1038/s41598-021-99581-6 Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Sauer, Christopher M. Gómez, Josep Botella, Manuel Ruiz Ziehr, David R. Oldham, William M. Gavidia, Giovana Rodríguez, Alejandro Elbers, Paul Girbes, Armand Bodi, Maria Celi, Leo Anthony Understanding critically ill sepsis patients with normal serum lactate levels: results from U.S. and European ICU cohorts |
title | Understanding critically ill sepsis patients with normal serum lactate levels: results from U.S. and European ICU cohorts |
title_full | Understanding critically ill sepsis patients with normal serum lactate levels: results from U.S. and European ICU cohorts |
title_fullStr | Understanding critically ill sepsis patients with normal serum lactate levels: results from U.S. and European ICU cohorts |
title_full_unstemmed | Understanding critically ill sepsis patients with normal serum lactate levels: results from U.S. and European ICU cohorts |
title_short | Understanding critically ill sepsis patients with normal serum lactate levels: results from U.S. and European ICU cohorts |
title_sort | understanding critically ill sepsis patients with normal serum lactate levels: results from u.s. and european icu cohorts |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8501011/ https://www.ncbi.nlm.nih.gov/pubmed/34625640 http://dx.doi.org/10.1038/s41598-021-99581-6 |
work_keys_str_mv | AT sauerchristopherm understandingcriticallyillsepsispatientswithnormalserumlactatelevelsresultsfromusandeuropeanicucohorts AT gomezjosep understandingcriticallyillsepsispatientswithnormalserumlactatelevelsresultsfromusandeuropeanicucohorts AT botellamanuelruiz understandingcriticallyillsepsispatientswithnormalserumlactatelevelsresultsfromusandeuropeanicucohorts AT ziehrdavidr understandingcriticallyillsepsispatientswithnormalserumlactatelevelsresultsfromusandeuropeanicucohorts AT oldhamwilliamm understandingcriticallyillsepsispatientswithnormalserumlactatelevelsresultsfromusandeuropeanicucohorts AT gavidiagiovana understandingcriticallyillsepsispatientswithnormalserumlactatelevelsresultsfromusandeuropeanicucohorts AT rodriguezalejandro understandingcriticallyillsepsispatientswithnormalserumlactatelevelsresultsfromusandeuropeanicucohorts AT elberspaul understandingcriticallyillsepsispatientswithnormalserumlactatelevelsresultsfromusandeuropeanicucohorts AT girbesarmand understandingcriticallyillsepsispatientswithnormalserumlactatelevelsresultsfromusandeuropeanicucohorts AT bodimaria understandingcriticallyillsepsispatientswithnormalserumlactatelevelsresultsfromusandeuropeanicucohorts AT celileoanthony understandingcriticallyillsepsispatientswithnormalserumlactatelevelsresultsfromusandeuropeanicucohorts |