TY - JOUR
T1 - Understanding critically ill sepsis patients with normal serum lactate levels
T2 - results from U.S. and European ICU cohorts
AU - Sauer, Christopher M.
AU - Gómez, Josep
AU - Botella, Manuel Ruiz
AU - Ziehr, David R.
AU - Oldham, William M.
AU - Gavidia, Giovana
AU - Rodríguez, Alejandro
AU - Elbers, Paul
AU - Girbes, Armand
AU - Bodi, Maria
AU - Celi, Leo Anthony
N1 - Funding Information:
This study was supported by grants from the Fondo de Investigación Sanitaria (Carlos III Institute of Health, Spain, FIS grants, project PI20/01674) and Agència de Gestió d’Ajuts Universitaris i de Recerca 2017 SGR 00127. FEDER. The MIMIC database is funded by NIH through the National Institute of Biomedical Imaging and Bioengineering [Grant number R01 EB017205-01A1].
Publisher Copyright:
© 2021, The Author(s).
PY - 2021/12/1
Y1 - 2021/12/1
N2 - 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.
AB - 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.
UR - http://www.scopus.com/inward/record.url?scp=85116827032&partnerID=8YFLogxK
U2 - 10.1038/s41598-021-99581-6
DO - 10.1038/s41598-021-99581-6
M3 - Article
C2 - 34625640
VL - 11
JO - Scientific Reports
JF - Scientific Reports
SN - 2045-2322
IS - 1
M1 - 20076
ER -