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Published in: Critical Care 5/2011

Open Access 01-10-2011 | Research

Dynamic lactate indices as predictors of outcome in critically ill patients

Authors: Alistair Nichol, Michael Bailey, Moritoki Egi, Ville Pettila, Craig French, Edward Stachowski, Michael C Reade, David James Cooper, Rinaldo Bellomo

Published in: Critical Care | Issue 5/2011

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Abstract

Introduction

Dynamic changes in lactate concentrations in the critically ill may predict patient outcome more accurately than static indices. We aimed to compare the predictive value of dynamic indices of lactatemia in the first 24 hours of intensive care unit (ICU) admission with the value of more commonly used static indices.

Methods

This was a retrospective observational study of a prospectively obtained intensive care database of 5,041 consecutive critically ill patients from four Australian university hospitals. We assessed the relationship between dynamic lactate values collected in the first 24 hours of ICU admission and both ICU and hospital mortality.

Results

We obtained 36,673 lactate measurements in 5,041 patients in the first 24 hours of ICU admission. Both the time weighted average lactate (LACTW24) and the change in lactate (LACΔ24) over the first 24 hours were independently predictive of hospital mortality with both relationships appearing to be linear in nature. For every one unit increase in LACTW24 and LACΔ24 the risk of hospital death increased by 37% (OR 1.37, 1.29 to 1.45; P < 0.0001) and by 15% (OR 1.15, 1.10 to 1.20; P < 0.0001) respectively. Such dynamic indices, when combined with Acute Physiology and Chronic Health Evaluation II (APACHE II) scores, improved overall outcome prediction (P < 0.0001) achieving almost 90% accuracy. When all lactate measures in the first 24 hours were considered, the combination of LACTW24 and LACΔ24 significantly outperformed (P < 0.0001) static indices of lactate concentration, such as admission lactate, maximum lactate and minimum lactate.

Conclusions

In the first 24 hours following ICU admission, dynamic indices of hyperlactatemia have significant independent predictive value, improve the performance of illness severity score-based outcome predictions and are superior to simple static indices of lactate concentration.
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Literature
1.
go back to reference Husain FA, Martin MJ, Mullenix PS, Steele SR, Elliott DC: Serum lactate and base deficit as predictors of mortality and morbidity. Am J Surg 2003, 185: 485-491. 10.1016/S0002-9610(03)00044-8CrossRefPubMed Husain FA, Martin MJ, Mullenix PS, Steele SR, Elliott DC: Serum lactate and base deficit as predictors of mortality and morbidity. Am J Surg 2003, 185: 485-491. 10.1016/S0002-9610(03)00044-8CrossRefPubMed
2.
go back to reference Suistomaa M, Ruokonen E, Kari A, Takala J: Time-pattern of lactate and lactate to pyruvate ratio in the first 24 hours of intensive care emergency admissions. Shock 2000, 14: 8-12. 10.1097/00024382-200014010-00002CrossRefPubMed Suistomaa M, Ruokonen E, Kari A, Takala J: Time-pattern of lactate and lactate to pyruvate ratio in the first 24 hours of intensive care emergency admissions. Shock 2000, 14: 8-12. 10.1097/00024382-200014010-00002CrossRefPubMed
3.
go back to reference Khosravani H, Shahpori R, Stelfox HT, Kirkpatrick AW, Laupland KB: Occurrence and adverse effect on outcome of hyperlactatemia in the critically ill. Crit Care 2009, 13: R90. 10.1186/cc7918PubMedCentralCrossRefPubMed Khosravani H, Shahpori R, Stelfox HT, Kirkpatrick AW, Laupland KB: Occurrence and adverse effect on outcome of hyperlactatemia in the critically ill. Crit Care 2009, 13: R90. 10.1186/cc7918PubMedCentralCrossRefPubMed
4.
go back to reference Nichol AD, Egi M, Pettila V, Bellomo R, French C, Hart G, Davies A, Stachowski E, Reade MC, Bailey M, Cooper DJ: Relative hyperlactatemia and hospital mortality in critically ill patients: a retrospective multi-centre study. Crit Care 2010, 14: R25. 10.1186/cc8888PubMedCentralCrossRefPubMed Nichol AD, Egi M, Pettila V, Bellomo R, French C, Hart G, Davies A, Stachowski E, Reade MC, Bailey M, Cooper DJ: Relative hyperlactatemia and hospital mortality in critically ill patients: a retrospective multi-centre study. Crit Care 2010, 14: R25. 10.1186/cc8888PubMedCentralCrossRefPubMed
5.
go back to reference Meregalli A, Oliveira RP, Friedman G: Occult hypoperfusion is associated with increased mortality in hemodynamically stable, high-risk, surgical patients. Crit Care 2004, 8: R60-65. 10.1186/cc2423PubMedCentralCrossRefPubMed Meregalli A, Oliveira RP, Friedman G: Occult hypoperfusion is associated with increased mortality in hemodynamically stable, high-risk, surgical patients. Crit Care 2004, 8: R60-65. 10.1186/cc2423PubMedCentralCrossRefPubMed
6.
go back to reference Bakker J, Gris P, Coffernils M, Kahn RJ, Vincent JL: Serial blood lactate levels can predict the development of multiple organ failure following septic shock. Am J Surg 1996, 171: 221-226. 10.1016/S0002-9610(97)89552-9CrossRefPubMed Bakker J, Gris P, Coffernils M, Kahn RJ, Vincent JL: Serial blood lactate levels can predict the development of multiple organ failure following septic shock. Am J Surg 1996, 171: 221-226. 10.1016/S0002-9610(97)89552-9CrossRefPubMed
7.
go back to reference Weil MH, Afifi AA: Experimental and clinical studies on lactate and pyruvate as indicators of the severity of acute circulatory failure (shock). Circulation 1970, 41: 989-1001.CrossRefPubMed Weil MH, Afifi AA: Experimental and clinical studies on lactate and pyruvate as indicators of the severity of acute circulatory failure (shock). Circulation 1970, 41: 989-1001.CrossRefPubMed
8.
go back to reference Mikkelsen ME, Miltiades AN, Gaieski DF, Goyal M, Fuchs BD, Shah CV, Bellamy SL, Christie JD: Serum lactate is associated with mortality in severe sepsis independent of organ failure and shock. Crit Care Med 2009, 37: 1670-1677. 10.1097/CCM.0b013e31819fcf68CrossRefPubMed Mikkelsen ME, Miltiades AN, Gaieski DF, Goyal M, Fuchs BD, Shah CV, Bellamy SL, Christie JD: Serum lactate is associated with mortality in severe sepsis independent of organ failure and shock. Crit Care Med 2009, 37: 1670-1677. 10.1097/CCM.0b013e31819fcf68CrossRefPubMed
9.
go back to reference De Backer D: Lactic acidosis. Intensive Care Med 2003, 29: 699-702.PubMed De Backer D: Lactic acidosis. Intensive Care Med 2003, 29: 699-702.PubMed
10.
go back to reference Manikis P, Jankowski S, Zhang H, Kahn RJ, Vincent JL: Correlation of serial blood lactate levels to organ failure and mortality after trauma. Am J Emerg Med 1995, 13: 619-622. 10.1016/0735-6757(95)90043-8CrossRefPubMed Manikis P, Jankowski S, Zhang H, Kahn RJ, Vincent JL: Correlation of serial blood lactate levels to organ failure and mortality after trauma. Am J Emerg Med 1995, 13: 619-622. 10.1016/0735-6757(95)90043-8CrossRefPubMed
11.
go back to reference Fall PJ, Szerlip HM: Lactic acidosis: from sour milk to septic shock. J Intensive Care Med 2005, 20: 255-271. 10.1177/0885066605278644CrossRefPubMed Fall PJ, Szerlip HM: Lactic acidosis: from sour milk to septic shock. J Intensive Care Med 2005, 20: 255-271. 10.1177/0885066605278644CrossRefPubMed
12.
go back to reference Kaplan LJ, Kellum JA: Initial pH, base deficit, lactate, anion gap, strong ion difference, and strong ion gap predict outcome from major vascular injury. Crit Care Med 2004, 32: 1120-1124. 10.1097/01.CCM.0000125517.28517.74CrossRefPubMed Kaplan LJ, Kellum JA: Initial pH, base deficit, lactate, anion gap, strong ion difference, and strong ion gap predict outcome from major vascular injury. Crit Care Med 2004, 32: 1120-1124. 10.1097/01.CCM.0000125517.28517.74CrossRefPubMed
13.
go back to reference McNelis J, Marini CP, Jurkiewicz A, Szomstein S, Simms HH, Ritter G, Nathan IM: Prolonged lactate clearance is associated with increased mortality in the surgical intensive care unit. Am J Surg 2001, 182: 481-485. 10.1016/S0002-9610(01)00755-3CrossRefPubMed McNelis J, Marini CP, Jurkiewicz A, Szomstein S, Simms HH, Ritter G, Nathan IM: Prolonged lactate clearance is associated with increased mortality in the surgical intensive care unit. Am J Surg 2001, 182: 481-485. 10.1016/S0002-9610(01)00755-3CrossRefPubMed
14.
go back to reference Nguyen HB, Rivers EP, Knoblich BP, Jacobsen G, Muzzin A, Ressler JA, Tomlanovich MC: Early lactate clearance is associated with improved outcome in severe sepsis and septic shock. Crit Care Med 2004, 32: 1637-1642. 10.1097/01.CCM.0000132904.35713.A7CrossRefPubMed Nguyen HB, Rivers EP, Knoblich BP, Jacobsen G, Muzzin A, Ressler JA, Tomlanovich MC: Early lactate clearance is associated with improved outcome in severe sepsis and septic shock. Crit Care Med 2004, 32: 1637-1642. 10.1097/01.CCM.0000132904.35713.A7CrossRefPubMed
15.
go back to reference Noritomi DT, Soriano FG, Kellum JA, Cappi SB, Biselli PJ, Libório AB, Park M: Metabolic acidosis in patients with severe sepsis and septic shock: a longitudinal quantitative study. Crit Care Med 2009, 37: 2733-2739. 10.1097/CCM.0b013e3181a59165CrossRefPubMed Noritomi DT, Soriano FG, Kellum JA, Cappi SB, Biselli PJ, Libório AB, Park M: Metabolic acidosis in patients with severe sepsis and septic shock: a longitudinal quantitative study. Crit Care Med 2009, 37: 2733-2739. 10.1097/CCM.0b013e3181a59165CrossRefPubMed
16.
go back to reference Friedman G, Berlot G, Kahn RJ, Vincent JL: Combined measurements of blood lactate concentrations and gastric intramucosal pH in patients with severe sepsis. Crit Care Med 1995, 23: 1184-1193. 10.1097/00003246-199507000-00006CrossRefPubMed Friedman G, Berlot G, Kahn RJ, Vincent JL: Combined measurements of blood lactate concentrations and gastric intramucosal pH in patients with severe sepsis. Crit Care Med 1995, 23: 1184-1193. 10.1097/00003246-199507000-00006CrossRefPubMed
17.
go back to reference Jansen TC, van Bommel J, Schoonderbeek FJ, Sleeswijk Visser SJ, van der Klooster JM, Lima AP, Willemsen SP, Bakker J, LACTATE study group: Early lactate-guided therapy in intensive care unit patients: a multicenter, open-label, randomized controlled trial. Am J Respir Crit Care Med 2010, 182: 752-761. 10.1164/rccm.200912-1918OCCrossRefPubMed Jansen TC, van Bommel J, Schoonderbeek FJ, Sleeswijk Visser SJ, van der Klooster JM, Lima AP, Willemsen SP, Bakker J, LACTATE study group: Early lactate-guided therapy in intensive care unit patients: a multicenter, open-label, randomized controlled trial. Am J Respir Crit Care Med 2010, 182: 752-761. 10.1164/rccm.200912-1918OCCrossRefPubMed
18.
go back to reference Knaus WA, Draper EA, Wagner DP, Zimmerman JE: APACHE II: a severity of disease classification system. Crit Care Med 1985, 13: 818-829. 10.1097/00003246-198510000-00009CrossRefPubMed Knaus WA, Draper EA, Wagner DP, Zimmerman JE: APACHE II: a severity of disease classification system. Crit Care Med 1985, 13: 818-829. 10.1097/00003246-198510000-00009CrossRefPubMed
21.
go back to reference RCPA manual In The Royal College of Pathologists of Australasia. Fifth edition. Sydney: The Royal College of Pathologists of Australasia; 2009. RCPA manual In The Royal College of Pathologists of Australasia. Fifth edition. Sydney: The Royal College of Pathologists of Australasia; 2009.
22.
go back to reference Finney SJ, Zekveld C, Elia A, Evans TW: Glucose control and mortality in critically ill patients. JAMA 2003, 290: 2041-2047. 10.1001/jama.290.15.2041CrossRefPubMed Finney SJ, Zekveld C, Elia A, Evans TW: Glucose control and mortality in critically ill patients. JAMA 2003, 290: 2041-2047. 10.1001/jama.290.15.2041CrossRefPubMed
23.
go back to reference Tukey J: Exploratory Data Analysis. Reading, MA: Addison-Wesley; 1977. Tukey J: Exploratory Data Analysis. Reading, MA: Addison-Wesley; 1977.
24.
go back to reference Levy B, Sadoune LO, Gelot AM, Bollaert PE, Nabet P, Larcan A: Evolution of lactate/pyruvate and arterial ketone body ratios in the early course of catecholamine-treated septic shock. Crit Care Med 2000, 28: 114-119. 10.1097/00003246-200001000-00019CrossRefPubMed Levy B, Sadoune LO, Gelot AM, Bollaert PE, Nabet P, Larcan A: Evolution of lactate/pyruvate and arterial ketone body ratios in the early course of catecholamine-treated septic shock. Crit Care Med 2000, 28: 114-119. 10.1097/00003246-200001000-00019CrossRefPubMed
25.
go back to reference Rivers E, Nguyen B, Havstad S, Ressler J, Muzzin A, Knoblich B, Peterson E, Tomlanovich M, Early Goal-Directed Therapy Collaborative Group: Early goal-directed therapy in the treatment of severe sepsis and septic shock. N Engl J Med 2001, 345: 1368-1377. 10.1056/NEJMoa010307CrossRefPubMed Rivers E, Nguyen B, Havstad S, Ressler J, Muzzin A, Knoblich B, Peterson E, Tomlanovich M, Early Goal-Directed Therapy Collaborative Group: Early goal-directed therapy in the treatment of severe sepsis and septic shock. N Engl J Med 2001, 345: 1368-1377. 10.1056/NEJMoa010307CrossRefPubMed
26.
go back to reference Yang CS, Qiu HB, Huang YZ, Xie JF, Mo M, Liu SQ, Yang Y: [Prospective research on the prognosis of septic shock based on the change of lactate concentration in arterial blood]. Zhonghua Wai Ke Za Zhi 2009, 47: 685-688.PubMed Yang CS, Qiu HB, Huang YZ, Xie JF, Mo M, Liu SQ, Yang Y: [Prospective research on the prognosis of septic shock based on the change of lactate concentration in arterial blood]. Zhonghua Wai Ke Za Zhi 2009, 47: 685-688.PubMed
27.
go back to reference Jones AE, Shapiro NI, Trzeciak S, Arnold RC, Claremont HA, Kline JA: Lactate clearance vs central venous oxygen saturation as goals of early sepsis therapy: a randomized clinical trial. JAMA 2010, 303: 739-746. 10.1001/jama.2010.158PubMedCentralCrossRefPubMed Jones AE, Shapiro NI, Trzeciak S, Arnold RC, Claremont HA, Kline JA: Lactate clearance vs central venous oxygen saturation as goals of early sepsis therapy: a randomized clinical trial. JAMA 2010, 303: 739-746. 10.1001/jama.2010.158PubMedCentralCrossRefPubMed
28.
go back to reference Myburgh JA, Higgins A, Jovanovska A, Lipman J, Ramakrishnan N, Santamaria J, CAT Study investigators: A comparison of epinephrine and norepinephrine in critically ill patients. Intensive Care Med 2008, 34: 2226-2234. 10.1007/s00134-008-1219-0CrossRefPubMed Myburgh JA, Higgins A, Jovanovska A, Lipman J, Ramakrishnan N, Santamaria J, CAT Study investigators: A comparison of epinephrine and norepinephrine in critically ill patients. Intensive Care Med 2008, 34: 2226-2234. 10.1007/s00134-008-1219-0CrossRefPubMed
29.
go back to reference Chang CT, Chen YC, Fang JT, Huang CC: Metformin-associated lactic acidosis: case reports and literature review. J Nephrol 2002, 15: 398-402.PubMed Chang CT, Chen YC, Fang JT, Huang CC: Metformin-associated lactic acidosis: case reports and literature review. J Nephrol 2002, 15: 398-402.PubMed
30.
go back to reference Falco V, Crespo M, Ribera E: Lactic acidosis related to nucleoside therapy in HIV-infected patients. Expert Opin Pharmacother 2003, 4: 1321-1329. 10.1517/14656566.4.8.1321CrossRefPubMed Falco V, Crespo M, Ribera E: Lactic acidosis related to nucleoside therapy in HIV-infected patients. Expert Opin Pharmacother 2003, 4: 1321-1329. 10.1517/14656566.4.8.1321CrossRefPubMed
31.
go back to reference Cole L, Bellomo R, Baldwin I, Hayhoe M, Ronco C: The impact of lactate-buffered high-volume hemofiltration on acid-base balance. Intensive Care Med 2003, 29: 1113-1120. 10.1007/s00134-003-1812-1CrossRefPubMed Cole L, Bellomo R, Baldwin I, Hayhoe M, Ronco C: The impact of lactate-buffered high-volume hemofiltration on acid-base balance. Intensive Care Med 2003, 29: 1113-1120. 10.1007/s00134-003-1812-1CrossRefPubMed
Metadata
Title
Dynamic lactate indices as predictors of outcome in critically ill patients
Authors
Alistair Nichol
Michael Bailey
Moritoki Egi
Ville Pettila
Craig French
Edward Stachowski
Michael C Reade
David James Cooper
Rinaldo Bellomo
Publication date
01-10-2011
Publisher
BioMed Central
Published in
Critical Care / Issue 5/2011
Electronic ISSN: 1364-8535
DOI
https://doi.org/10.1186/cc10497

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