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Metabolite analysis in sepsis through conditional independence maps.
- Source :
-
Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference [Annu Int Conf IEEE Eng Med Biol Soc] 2015; Vol. 2015, pp. 6477-80. - Publication Year :
- 2015
-
Abstract
- Sepsis is the response of the host to an infection that produces lesions in its own organs and tissues. Despite the great advances in modern medicine, including vaccines, antibiotics and intensive care, it is still the primary cause of death due to infection. Sepsis may result in shock, multi-organic failure and death unless there is a rapid identification of the infection and timely administration of treatment. Its mortality rates can reach up to 45.7% for septic shock, its most acute manifestation. In this paper we also present these conditional independence maps in the context of algebraic statistics. The results of this analysis over a small cohort of nine patients at three different times (ICU admission, 48h and ICU discharge) showed that there is a significant interaction between C3- DC / C4-OH (Hydroxybutyrylcarnitine) and C5 (Valerylcarnitin) for the three time snapshots. We also found a significant interaction between C3-DC / C4-OH (Hydroxybutyrylcarnitine) and C5 (Valerylcarnitine) and Isoleucine (Ile) at 48h and ICU discharge.
- Subjects :
- Adult
Aged
Algorithms
Bayes Theorem
Biomarkers metabolism
Carnitine analogs & derivatives
Carnitine blood
Computer Graphics
Critical Care
Female
Humans
Intensive Care Units
Isoleucine blood
Length of Stay
Male
Markov Chains
Metabolomics
Middle Aged
Models, Statistical
Patient Discharge
Probability
Prospective Studies
Shock, Septic
Sepsis blood
Sepsis mortality
Subjects
Details
- Language :
- English
- ISSN :
- 2694-0604
- Volume :
- 2015
- Database :
- MEDLINE
- Journal :
- Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference
- Publication Type :
- Academic Journal
- Accession number :
- 26737776
- Full Text :
- https://doi.org/10.1109/EMBC.2015.7319876