Show simple item record

dc.contributor.authorSauer, Christopher M.
dc.contributor.authorGómez, Josep
dc.contributor.authorBotella, Manuel Ruiz
dc.contributor.authorZiehr, David R.
dc.contributor.authorOldham, William M.
dc.contributor.authorGavidia, Giovana
dc.contributor.authorRodríguez, Alejandro
dc.contributor.authorElbers, Paul
dc.contributor.authorGirbes, Armand
dc.contributor.authorBodi, Maria
dc.contributor.authorCeli, Leo Anthony
dc.date.accessioned2022-01-05T18:06:47Z
dc.date.available2022-01-05T18:06:47Z
dc.date.issued2021-10-08
dc.identifier.issn2045-2322
dc.identifier.urihttps://hdl.handle.net/1721.1/138827
dc.description.abstractAbstract 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.en_US
dc.publisherSpringer Science and Business Media LLCen_US
dc.relation.isversionof10.1038/s41598-021-99581-6en_US
dc.rightsCreative Commons Attribution 4.0 International licenseen_US
dc.rights.urihttps://creativecommons.org/licenses/by/4.0/en_US
dc.sourceNatureen_US
dc.titleUnderstanding critically ill sepsis patients with normal serum lactate levels: results from U.S. and European ICU cohortsen_US
dc.typeArticleen_US
dc.identifier.citationSauer, C.M., Gómez, J., Botella, M.R. et al. Understanding critically ill sepsis patients with normal serum lactate levels: results from U.S. and European ICU cohorts. Sci Rep 11, 20076 (2021)en_US
dc.contributor.departmentHarvard--MIT Program in Health Sciences and Technology. Laboratory for Computational Physiology
dc.contributor.departmentMassachusetts Institute of Technology. Institute for Medical Engineering & Science
dc.eprint.versionFinal published versionen_US
dc.type.urihttp://purl.org/eprint/type/JournalArticleen_US
eprint.statushttp://purl.org/eprint/status/PeerRevieweden_US
dspace.date.submission2022-01-05T17:53:49Z
mit.journal.volume11en_US
mit.journal.issue1en_US
mit.licensePUBLISHER_CC
mit.metadata.statusAuthority Work Neededen_US


Files in this item

Thumbnail

This item appears in the following Collection(s)

Show simple item record