Prognostic accuracy of the serum lactate level, the SOFA score and the qSOFA score for mortality among adults with Sepsis

Zhiqiang Liu, Zibo Meng, Yongfeng Li, Jingyuan Zhao, Shihong Wu, Shanmiao Gou, Heshui Wu, Zhiqiang Liu, Zibo Meng, Yongfeng Li, Jingyuan Zhao, Shihong Wu, Shanmiao Gou, Heshui Wu

Abstract

Background: Sepsis is a common critical condition caused by the body's overwhelming response to certain infective agents. Many biomarkers, including the serum lactate level, have been used for sepsis diagnosis and guiding treatment. Recently, the Third International Consensus Definitions for Sepsis and Septic Shock (Sepsis-3) recommended the Sequential Organ Failure Assessment (SOFA) and the quick SOFA (qSOFA) rather than lactate for screening sepsis and assess prognosis. Here, we aim to explore and compare the prognostic accuracy of the lactate level, the SOFA score and the qSOFA score for mortality in septic patients using the public Medical Information Mart for Intensive Care III database (MIMIC III).

Methods: The baseline characteristics, laboratory test results and outcomes for sepsis patients were retrieved from MIMIC III. Survival was analysed by the Kaplan-Meier method. Univariate and multivariate analysis was performed to identify predictors of prognosis. Receiver operating characteristic curve (ROC) analysis was conducted to compare lactate with SOFA and qSOFA scores.

Results: A total of 3713 cases were initially identified. The analysis cohort included 1865 patients. The 24-h average lactate levels and the worst scores during the first 24 h of ICU admission were collected. Patients in the higher lactate group had higher mortality than those in the lower lactate group. Lactate was an independent predictor of sepsis prognosis. The AUROC of lactate (AUROC, 0.664 [95% CI, 0.639-0.689]) was significantly higher than that of qSOFA (AUROC, 0.547 [95% CI, 0.521-0.574]), and it was similar to the AUROC of SOFA (AUROC, 0.686 [95% CI, 0.661-0.710]). But the timing of lactate relative to SOFA and qSOFA scores was inconsistent.

Conclusion: Lactate is an independent prognostic predictor of mortality for patients with sepsis. It has superior discriminative power to qSOFA, and shows discriminative ability similar to that of SOFA.

Keywords: Lactate; MIMIC III; Prognosis; SOFA; Sepsis; qSOFA.

Conflict of interest statement

Ethics approval and consent to participate

Ethical consent was not required in this study, since the MIMIC III data were analyzed namelessly.

Consent for publication

The manuscript does not include individual person’s data.

Competing interests

The authors declare that they have no competing interests.

Publisher’s Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Figures

Fig. 1
Fig. 1
The detailed process of data extraction
Fig. 2
Fig. 2
Probability of mortality curve for the patient with sepsis by lactate levels. a. 30-day mortality; b. 90-day mortality; c. hospital mortality; d. 1-year mortality. P values were calculated using log Rank-Mantel. P< 0.05 means statistically significant
Fig. 3
Fig. 3
The association between lactate and SOFA score (r = 0.43, P = 0). Pearson analysis was performed
Fig. 4
Fig. 4
Receiver operating characteristic curves of lactate for predicting mortality. a. 30-day mortality; b. 90-day mortality; c. hospital mortality; d. 1-year mortality

References

    1. Singer M, Deutschman CS, Seymour CW, Shankar-Hari M, Annane D, Bauer M, et al. The third international consensus definitions for Sepsis and septic shock (Sepsis-3) JAMA. 2016;315(8):801–810. doi: 10.1001/jama.2016.0287.
    1. Soong J, Soni N. Sepsis: recognition and treatment. Clin Med (Lond) 2012;12(3):276–280. doi: 10.7861/clinmedicine.12-3-276.
    1. Bengmark S. Pro- and synbiotics to prevent sepsis in major surgery and severe emergencies. Nutrients. 2012;4(2):91–111. doi: 10.3390/nu4020091.
    1. Kraut JA, Madias NE. Lactic acidosis. N Engl J Med. 2014;371(24):2309–2319. doi: 10.1056/NEJMra1309483.
    1. Gomez H, Kellum JA. Lactate in sepsis. JAMA. 2015;313(2):194–195. doi: 10.1001/jama.2014.13811.
    1. Singer AJ, Taylor M, Domingo A, Ghazipura S, Khorasonchi A, Thode HC, Jr, et al. Diagnostic characteristics of a clinical screening tool in combination with measuring bedside lactate level in emergency department patients with suspected sepsis. Acad Emerg Med. 2014;21(8):853–857. doi: 10.1111/acem.12444.
    1. Nichol AD, Egi M, Pettila V, Bellomo R, French C, Hart G, et al. Relative hyperlactatemia and hospital mortality in critically ill patients: a retrospective multi-Centre study. Crit Care. 2010;14(1):R25. doi: 10.1186/cc8888.
    1. Mikkelsen ME, Miltiades AN, Gaieski DF, Goyal M, Fuchs BD, Shah CV, et al. Serum lactate is associated with mortality in severe sepsis independent of organ failure and shock. Crit Care Med. 2009;37(5):1670–1677. doi: 10.1097/CCM.0b013e31819fcf68.
    1. Cardinal Fernandez PA, Olano E, Acosta C, Bertullo H, Albornoz H, Bagnulo H. Prognostic value of lactate clearance in the first 6 hours of intensive medicine course. Med Int. 2009;33(4):166–170.
    1. Jansen TC, van Bommel J, Schoonderbeek FJ, Sleeswijk Visser SJ, van der Klooster JM, Lima AP, et al. Early lactate-guided therapy in intensive care unit patients: a multicenter, open-label, randomized controlled trial. Am J Respir Crit Care Med. 2010;182(6):752–761. doi: 10.1164/rccm.200912-1918OC.
    1. Puskarich MA, Trzeciak S, Shapiro NI, Albers AB, Heffner AC, Kline JA, et al. Whole blood lactate kinetics in patients undergoing quantitative resuscitation for severe sepsis and septic shock. Chest. 2013;143(6):1548–1553. doi: 10.1378/chest.12-0878.
    1. Wacharasint P, Nakada TA, Boyd JH, Russell JA, Walley KR. Normal-range blood lactate concentration in septic shock is prognostic and predictive. Shock. 2012;38(1):4–10. doi: 10.1097/SHK.0b013e318254d41a.
    1. Vincent JL, Moreno R, Takala J, Willatts S, De Mendonca A, Bruining H, et al. The SOFA (Sepsis-related organ failure assessment) score to describe organ dysfunction/failure. On behalf of the working group on Sepsis-related problems of the European Society of Intensive Care Medicine. Intensive Care Med. 1996;22(7):707–710. doi: 10.1007/BF01709751.
    1. Raith EP, Udy AA, Bailey M, McGloughlin S, MacIsaac C, Bellomo R, et al. Prognostic accuracy of the SOFA score, SIRS criteria, and qSOFA score for in-hospital mortality among adults with suspected infection admitted to the intensive care unit. JAMA. 2017;317(3):290–300. doi: 10.1001/jama.2016.20328.
    1. Johnson AE, Pollard TJ, Shen L, Lehman LW, Feng M, Ghassemi M, et al. MIMIC-III, a freely accessible critical care database. Sci Data. 2016;3:160035. doi: 10.1038/sdata.2016.35.
    1. Oweira H, Schmidt J, Mehrabi A, Kulaksiz H, Schneider P, Schob O, et al. Comparison of three prognostic models for predicting cancer-specific survival among patients with gastrointestinal stromal tumors. Future oncology (London, England) 2018;14(4):379–389. doi: 10.2217/fon-2017-0450.
    1. Teasdale G, Jennett B. Assessment of coma and impaired consciousness. A practical scale. Lancet. 1974;2(7872):81–84. doi: 10.1016/S0140-6736(74)91639-0.
    1. Habibzadeh F, Habibzadeh P, Yadollahie M. On determining the most appropriate test cut-off value: the case of tests with continuous results. Biochem Med (Zagreb) 2016;26(3):297–307. doi: 10.11613/BM.2016.034.
    1. Freund Y, Lemachatti N, Krastinova E, Van Laer M, Claessens YE, Avondo A, et al. Prognostic accuracy of Sepsis-3 criteria for in-hospital mortality among patients with suspected infection presenting to the emergency department. JAMA. 2017;317(3):301–308. doi: 10.1001/jama.2016.20329.
    1. Aduen J, Bernstein WK, Khastgir T, Miller J, Kerzner R, Bhatiani A, et al. The use and clinical importance of a substrate-specific electrode for rapid determination of blood lactate concentrations. JAMA. 1994;272(21):1678–1685. doi: 10.1001/jama.1994.03520210062033.
    1. Jones AE, Shapiro NI, Trzeciak S, Arnold RC, Claremont HA, Kline JA, et al. Lactate clearance vs central venous oxygen saturation as goals of early sepsis therapy: a randomized clinical trial. JAMA. 2010;303(8):739–746. doi: 10.1001/jama.2010.158.
    1. Simpson SQ. New Sepsis criteria: a change we should not make. Chest. 2016;149(5):1117–1118. doi: 10.1016/j.chest.2016.02.653.
    1. Fernando SM, Tran A, Taljaard M, Cheng W, Rochwerg B, Seely AJE, et al. Prognostic accuracy of the quick sequential organ failure assessment for mortality in patients with suspected infection: a systematic review and meta-analysis. Ann Intern Med. 2018;168(4):266–275. doi: 10.7326/M17-2820.
    1. Ho KM, Lan NS. Combining quick sequential organ failure assessment with plasma lactate concentration is comparable to standard sequential organ failure assessment score in predicting mortality of patients with and without suspected infection. J Crit Care. 2017;38:1–5. doi: 10.1016/j.jcrc.2016.10.005.
    1. Askim A, Moser F, Gustad LT, Stene H, Gundersen M, Asvold BO, et al. Poor performance of quick-SOFA (qSOFA) score in predicting severe sepsis and mortality - a prospective study of patients admitted with infection to the emergency department. Scand J Trauma Resusc Emerg Med. 2017;25(1):56. doi: 10.1186/s13049-017-0399-4.
    1. Rudd KE, Seymour CW, Aluisio AR, Augustin ME, Bagenda DS, Beane A, et al. Association of the Quick Sequential (Sepsis-related) organ failure assessment (qSOFA) score with excess hospital mortality in adults with suspected infection in low- and middle-income countries. JAMA. 2018;319(21):2202–2211. doi: 10.1001/jama.2018.6229.
    1. Jansen TC, van Bommel J, Mulder PG, Lima AP, van der Hoven B, Rommes JH, et al. Prognostic value of blood lactate levels: does the clinical diagnosis at admission matter? J Trauma. 2009;66(2):377–385. doi: 10.1097/TA.0b013e3181648e2f.
    1. Shapiro NI, Howell MD, Talmor D, Nathanson LA, Lisbon A, Wolfe RE, et al. Serum lactate as a predictor of mortality in emergency department patients with infection. Ann Emerg Med. 2005;45(5):524–528. doi: 10.1016/j.annemergmed.2004.12.006.
    1. Trzeciak S, Dellinger RP, Chansky ME, Arnold RC, Schorr C, Milcarek B, et al. Serum lactate as a predictor of mortality in patients with infection. Intensive Care Med. 2007;33(6):970–977. doi: 10.1007/s00134-007-0563-9.
    1. Jansen TC, van Bommel J, Woodward R, Mulder PG, Bakker J. Association between blood lactate levels, sequential organ failure assessment subscores, and 28-day mortality during early and late intensive care unit stay: a retrospective observational study. Crit Care Med. 2009;37(8):2369–2374. doi: 10.1097/CCM.0b013e3181a0f919.
    1. Pro CI, Yealy DM, Kellum JA, Huang DT, Barnato AE, Weissfeld LA, et al. A randomized trial of protocol-based care for early septic shock. N Engl J Med. 2014;370(18):1683–1693. doi: 10.1056/NEJMoa1401602.
    1. Investigators A, Group ACT. Peake SL, Delaney A, Bailey M, Bellomo R, et al. Goal-directed resuscitation for patients with early septic shock. N Engl J Med. 2014;371(16):1496–1506. doi: 10.1056/NEJMoa1404380.
    1. Scott HF, Brou L, Deakyne SJ, Kempe A, Fairclough DL, Bajaj L. Association between early lactate levels and 30-day mortality in clinically suspected Sepsis in children. JAMA Pediatr. 2017;171(3):249–255. doi: 10.1001/jamapediatrics.2016.3681.
    1. Scott HF, Donoghue AJ, Gaieski DF, Marchese RF, Mistry RD. The utility of early lactate testing in undifferentiated pediatric systemic inflammatory response syndrome. Acad Emerg Med. 2012;19(11):1276–1280. doi: 10.1111/acem.12014.
    1. Rivers EP, Kruse JA, Jacobsen G, Shah K, Loomba M, Otero R, et al. The influence of early hemodynamic optimization on biomarker patterns of severe sepsis and septic shock. Crit Care Med. 2007;35(9):2016–2024. doi: 10.1097/01.CCM.0000281637.08984.6E.
    1. Han X, Edelson DP, Snyder A, Pettit N, Sokol S, Barc C, et al. Implications of centers for Medicare & Medicaid Services Severe Sepsis and septic shock early management bundle and initial lactate measurement on the Management of Sepsis. Chest. 2018;154(2):302–308. doi: 10.1016/j.chest.2018.03.025.

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