Association between normalized lactate load and mortality in patients with septic shock: an analysis of the MIMIC-III database

被引:20
作者
Chen, Han [1 ]
Gong, Shu-Rong [1 ]
Yu, Rong-Guo [1 ]
机构
[1] Fujian Med Univ, Fujian Prov Hosp, Surg Intens Care Unit, Fujian Prov Clin Coll, Fuzhou, Peoples R China
基金
中国国家自然科学基金;
关键词
Septic shock; Lactate; MIMIC-III; Mortality; PROGNOSTIC MARKER; CLEARANCE; SEPSIS; AREA; MULTICENTER; SURVIVAL; THERAPY; SCORE;
D O I
10.1186/s12871-021-01239-3
中图分类号
R614 [麻醉学];
学科分类号
100217 ;
摘要
Background: An index of dynamic lactate change that incorporates both the magnitude of change and the time interval of such change, termed "normalized lactate load," may reflect the hypoxic burden of septic shock. We aimed to evaluate the association between normalized lactate load and 28-day mortality in adult septic shock patients. Methods: Patients with septic shock were identified from the Medical Information Mart for Intensive Care (MIMIC)-III database. Lactate load was defined as the sum of the area under the curve (AUC) of serial lactate levels using the trapezoidal rule, and normalized lactate load was defined as the lactate load divided by time. Receiver-operating characteristic curves were constructed to determine the performance of initial lactate, maximum lactate and normalized lactate load in predicting 28-day mortality. Results: A total of 1371 septic shock patients were included, and the 28-day mortality was 39.8%. Non-survivors had significantly higher initial lactate (means +/- standard deviations: 3.9 +/- 2.9 vs. 2.8 +/- 1.7 mmol/L), maximum lactate (5.8 +/- 3.8 vs. 4.3 +/- 2.2 mmol/L), lactate load (94.3 +/- 71.8 vs. 61.1 +/- 36.4 mmol center dot hr./L) and normalized lactate load (3.9 +/- 3.0 vs. 2.5 +/- 1.5 mmol/L, all p < 0.001). The AUCs of initial lactate, maximum lactate and normalized lactate load were 0.623 (95% confidence interval: 0.596-0.648, with a cut-off value of 4.4 mmol/L), 0.606 (0.580-0.632, with a cut-off value of 2.6 mmol/L) and 0.681 (0.656-0.706, with a cut-off value of 2.6 mmol/L), respectively. The AUC of normalized lactate load was significantly greater than both initial lactate and maximum lactate (all p < 0.001). In the multivariate logistic regression model, normalized lactate load was identified as an independent risk factor for 28-day mortality. Conclusions: Normalized lactate load is an independent risk factor for 28-day mortality in adult septic shock patients. Normalized lactate load had better accuracy than both initial and maximum lactate in determining the prognosis of septic shock patients.
引用
收藏
页数:8
相关论文
共 24 条
[1]   LACTATE CLEARANCE AND SURVIVAL FOLLOWING INJURY [J].
ABRAMSON, D ;
SCALEA, TM ;
HITCHCOCK, R ;
TROOSKIN, SZ ;
HENRY, SM ;
GREENSPAN, J .
JOURNAL OF TRAUMA-INJURY INFECTION AND CRITICAL CARE, 1993, 35 (04) :584-589
[2]   THE USE AND CLINICAL IMPORTANCE OF A SUBSTRATE-SPECIFIC ELECTRODE FOR RAPID-DETERMINATION OF BLOOD LACTATE CONCENTRATIONS [J].
ADUEN, J ;
BERNSTEIN, WK ;
KHASTGIR, T ;
MILLER, JA ;
KERZNER, R ;
BHATIANI, A ;
LUSTGARTEN, J ;
BASSIN, AS ;
DAVISON, L ;
CHERNOW, B .
JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION, 1994, 272 (21) :1678-1685
[3]   MULTICENTER STUDY OF EARLY LACTATE CLEARANCE AS A DETERMINANT OF SURVIVAL IN PATIENTS WITH PRESUMED SEPSIS [J].
Arnold, Ryan C. ;
Shapiro, Nathan I. ;
Jones, Alan E. ;
Schorr, Christa ;
Pope, Jennifer ;
Casner, Elisabeth ;
Parrillo, Joseph E. ;
Dellinger, R. Phillip ;
Trzeciak, Stephen .
SHOCK, 2009, 32 (01) :35-39
[4]   Serial blood lactate levels can predict the development of multiple organ failure following septic shock [J].
Bakker, J ;
Gris, P ;
Coffernils, M ;
Kahn, RJ ;
Vincent, JL .
AMERICAN JOURNAL OF SURGERY, 1996, 171 (02) :221-226
[5]  
Dellinger RP, 2013, INTENS CARE MED, V39, P165, DOI [10.1007/s00134-012-2769-8, 10.1097/CCM.0b013e31827e83af]
[6]   COMPARING THE AREAS UNDER 2 OR MORE CORRELATED RECEIVER OPERATING CHARACTERISTIC CURVES - A NONPARAMETRIC APPROACH [J].
DELONG, ER ;
DELONG, DM ;
CLARKEPEARSON, DI .
BIOMETRICS, 1988, 44 (03) :837-845
[7]   Lactate is an unreliable indicator of tissue hypoxia in injury or sepsis [J].
James, JH ;
Luchette, FA ;
McCarter, FD ;
Fischer, JE .
LANCET, 1999, 354 (9177) :505-508
[8]   Early Lactate-Guided Therapy in Intensive Care Unit Patients A Multicenter, Open-Label, Randomized Controlled Trial [J].
Jansen, Tim C. ;
van Bommel, Jasper ;
Schoonderbeek, F. Jeanette ;
Visser, Steven J. Sleeswijk ;
van der Klooster, Johan M. ;
Lima, Alex P. ;
Willemsen, Sten P. ;
Bakker, Jan .
AMERICAN JOURNAL OF RESPIRATORY AND CRITICAL CARE MEDICINE, 2010, 182 (06) :752-761
[9]   MIMIC-III, a freely accessible critical care database [J].
Johnson, Alistair E. W. ;
Pollard, Tom J. ;
Shen, Lu ;
Lehman, Li-wei H. ;
Feng, Mengling ;
Ghassemi, Mohammad ;
Moody, Benjamin ;
Szolovits, Peter ;
Celi, Leo Anthony ;
Mark, Roger G. .
SCIENTIFIC DATA, 2016, 3
[10]   Lactate Clearance vs Central Venous Oxygen Saturation as Goals of Early Sepsis Therapy A Randomized Clinical Trial [J].
Jones, Alan E. ;
Shapiro, Nathan I. ;
Trzeciak, Stephen ;
Arnold, Ryan C. ;
Claremont, Heather A. ;
Kline, Jeffrey A. .
JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION, 2010, 303 (08) :739-746