| Literature DB >> 35207659 |
Alice G Vassiliou1, Stamatios Tsipilis1, Chrysi Keskinidou1, Charikleia S Vrettou1, Edison Jahaj1, Parisis Gallos2, Christina Routsi1, Stylianos E Orfanos1, Anastasia Kotanidou1, Ioanna Dimopoulou1.
Abstract
A limited number of coronavirus disease-19 (COVID-19) cases may require treatment in an intensive care unit (ICU). Arterial blood lactate levels are routinely measured in the ICU to estimate disease severity, predict poor outcomes, and monitor therapeutic handlings. A number of studies have suggested that, simultaneously with lactate, pyruvate should also be measured, providing augmented prognostic ability, and a better understanding of the underlying metabolic alterations in ICU patients. Hence, the aim of the present study was to elucidate the relationship between lactate levels and the lactate-to-pyruvate (LP) ratio with the clinical outcome in mechanically ventilated COVID-19 patients. Lactate and pyruvate were serially measured during the first 24 h of ICU stay. A group of ICU non-COVID-19 patients was used as a comparison group. The majority of COVID-19 patients (82.5%) had normal lactate levels and a normal LP ratio on ICU admission (normal metabolic pattern). A small, yet significant, percentage of patients had either elevated lactate levels or a high LP ratio (abnormal metabolic pattern); these patients exhibited a significantly higher risk of ICU mortality compared to the patients with a normal metabolic pattern (72.7% vs. 34.6%, p = 0.04). In our critically ill COVID-19 patients, elevated lactate levels or high LP ratios on admission to the ICU could be associated with poor clinical outcome.Entities:
Keywords: COVID-19; LP ratio; critically ill; lactate; metabolic pattern; mortality; pyruvate
Year: 2022 PMID: 35207659 PMCID: PMC8880262 DOI: 10.3390/jpm12020171
Source DB: PubMed Journal: J Pers Med ISSN: 2075-4426
Clinical characteristics and laboratory data in critically ill COVID-19 and non-COVID-19 patients on admission to the ICU. Patients’ outcome and demographics are also shown.
| Characteristics | Critically-Ill COVID-19 | Critically-Ill Non-COVID-19 | Effect Size | |
|---|---|---|---|---|
| Number of patients, N | 63 | 17 | ||
| Age (years), (mean ± SD) | 63 ± 12 | 63 ± 12 | 0.97 | 0 |
| Sex, N (%) | 0.07 | 0.21 | ||
| Male | 48 (76.2%) | 9 (52.9%) | ||
| Female | 15 (23.8%) | 8 (47.1%) | ||
| BMI (kg/m2), (median, IQR) | 26.0 (24.5–27.8) | 26.0 (24.4–30.2) | 0.80 | 0.03 |
| Comorbidities, N (%) | 44 (69.8%) | 9 (52.9%) | 0.25 | 0.18 |
| Diagnosis, N (%) | <0.0001 * | 0.64 | ||
| Medical | 62 (98.4%) | 8 (47.1%) | ||
| Surgical/Trauma | 1 (1.6%) | 9 (52.9%) | ||
| Characteristics on ICU admission | ||||
| APACHE II score, (median, IQR) | 14 (12–17) | 19 (15–20) | 0.053 | 0.22 |
| SOFA score, (median, IQR) | 8 (7–8) | 8 (7–9) | 0.43 | 0.09 |
| ICU admission lactate (mmol/L), (median, IQR) | 1.30 (1.00–1.80) | 1.10 (0.85–1.85) | 0.60 | 0.06 |
| Mean lactate (mmol/L), (median, IQR) | 1.38 (1.13–1.68) | 1.25 (0.88–1.68) | 0.42 | 0.09 |
| Max lactate (mmol/L), (median, IQR) | 1.60 (1.30–2.00) | 1.50 (1.10–2.50) | 0.58 | 0.06 |
| ICU admission LP ratio, (median, IQR) | 4.72 (3.27–7.61) | 9.18 (5.55–16.50) | 0.005 * | 0.36 |
| Mean LP ratio, (median, IQR) | 8.57 (5.72–11.52) | 12.65 (6.31–16.25) | 0.22 | 0.14 |
| Max LP ratio, (median, IQR) | 14.58 (10.16–23.75) | 15.91 (9.85–27.62) | 0.58 | 0.06 |
| Mean vasopressor dose (µg/kg/min), (median, IQR) | 0.16 (0.04–0.30) | 0.28 (0.16–0.40) | 0.03 * | 0.25 |
| Max vasopressor dose (µg/kg/min), (median, IQR) | 0.25 (0.08–0.55) | 0.45 (0.31–0.78) | 0.01 * | 0.28 |
| Septic shock, N (%) | 14 (22.2%) | 5 (29.4) | 0.14 | 0.07 |
| Laboratory data | ||||
| pH, (mean ± SD) | 7.36 ± 0.09 | 7.34 ± 0.06 | 0.3 | 0.24 |
| Hemoglobin, (mean ± SD) | 11.7 ± 1.7 | 9.9 ± 2.0 | 0.001 * | 1.02 |
| Hematocrit, (mean ± SD) | 35.8 ± 4.7 | 30.1 ± 6.5 | <0.0001 * | 1.11 |
| Red blood cell count (million cells per μL), (median, IQR) | 4.13 (3.79–4.45) | 3.47 (3.14–4.07) | 0.003 * | 0.35 |
| White blood cell count (per μL), (median, IQR) | 10,300 (8200–13,200) | 14,910 (11,145–20,525) | 0.002 * | 0.34 |
| Platelets (per μL), (median, IQR) | 210,000 (164,000–270,000) | 208,000 (168,500–303,000) | 0.49 | 0.08 |
| Creatinine (mg/dL), (median, IQR) | 0.9 (0.8–1.2) | 0.7 (0.5–1.1) | 0.06 | 0.21 |
| Total bilirubin (mg/dL), (median, IQR) | 0.6 (0.4–0.8) | 0.6 (0.5–0.7) | 0.93 | 0.01 |
| CRP (mg/dL), (median, IQR) | 15.0 (8.9–21.2) | 14.6 (7.8–19.2) | 0.56 | 0.06 |
| LDH (U/L), (median, IQR) | 497 (379–702) | 254 (214–463) | 0.001 * | 0.36 |
| Na+ (mEq/L), (mean ± SD) | 139.5 ± 6.2 | 142.7 ± 10.0 | 0.10 | 0.45 |
| Cytokines | ||||
| IL-6 (pg/mL), (median, IQR) | 16.1 (8.3–42.8) | 36.6 (27.5–98.6) | 0.01 * | 0.28 |
| IL-8 (pg/mL), (median, IQR) | 54.7 (30.4–90.9) | 61.6 (17.2–94.6) | 0.85 | 0.02 |
| IL-10 (pg/mL), (median, IQR) | 11.4 (4.3–27.1) | 11.0 (1.3–25.6) | 0.50 | 0.19 |
| TNF-α (pg/mL), (median, IQR) | 49.1 (27.1–78.7) | 32.8 (26.0–37.9) | 0.12 | 0.18 |
| Outcomes | ||||
| LoS in the ICU (days), (median, IQR) | 24 (14–38) | 19 (9–32) | 0.21 | 0.14 |
| ICU mortality, N (%) | 26 (41.3%) | 5 (29.4%) | 0.42 | 0.1 |
*—p-value < 0.05. Data are expressed as number of patients (N), percentages of total related variable (%) and mean ± SD for normally distributed variables and median (IQR) for skewed data. For differences between the 2 groups, either the Student’s t-test for normally distributed data, the Mann-Whitney test for skewed data, or the chi-square test for qualitative variables was used. The Hedges’ g effect size was calculated for normally distributed data, Cohen’s d for skewed data, and phi for qualitative variables. The vital signs listed are the most abnormal recorded during the 24 h post-ICU admission. Laboratory data were measured once (within 24 h from ICU admission), apart from lactate and pyruvate, which were measured at four time-points. Definition of abbreviations: APACHE—Acute physiology and chronic health evaluation; CRP—C-reactive protein; ICU—Intensive care unit; IL—Interleukin; LDH—Lactate dehydrogenase; LoS—Length of stay; LP—Lactate-to-pyruvate; SOFA—Sequential organ failure assessment; TNF—Tumor necrosis factor.
Figure 1(a) Lactate levels at each time-point studied in COVID-19 and non-COVID-19 critically ill patients. (b) Lactate-to-pyruvate (LP) ratio at each time-point studied in COVID-19 and non-COVID-19 critically ill patients. Analysis was performed using mixed model fixed effects for lactate levels and the LP ratio over the first 24 h of ICU stay and COVID-19 infection as the grouping factor. Open square, non-COVID-19 critically ill patients; closed circle, COVID-19 critically ill patients. **—p < 0.01 between COVID-19 and non-COVID-19 patients.
Figure 2(a) Lactate levels at each time-point studied in COVID-19 survivors and non-survivors. (b) Lactate-to-pyruvate (LP) ratio at each time-point studied in COVID-19 survivors and non-survivors. Analysis was performed using mixed model fixed effects for lactate levels and the LP ratio over the first 24 h of ICU stay and ICU mortality as the grouping factor. Open circle, COVID-19 survivors; closed square, COVID-19 non-survivors. *—p < 0.05 between survivors and non-survivors.
ICU admission clinical characteristics and laboratory data in survivors and non-survivors among critically ill COVID-19 patients.
| Characteristics | Survivors | Non-Survivors | Effect Size | |
|---|---|---|---|---|
| Number of patients, N | 37 | 26 | ||
| Age (years), (mean ± SD) | 60 ± 10 | 68 ± 11 | 0.006 * | 0.77 |
| Sex, N (%) | 0.24 | 0.17 | ||
| Male | 26 (70.3%) | 22 (84.6%) | ||
| Female | 11 (29.7%) | 4 (15.4%) | ||
| BMI (kg/m2), (median, IQR) | 25.7 (24.5–27.6) | 26.2 (24.43–28.65) | 0.38 | 0.11 |
| Comorbidities, N (%) | 26 (70.3%) | 20 (76.9%) | 0.77 | 0.07 |
| APACHE II score, (median, IQR) | 12 (11–16) | 16 (13–21) | 0.002 * | 0.38 |
| SOFA score, (median, IQR) | 8 (7–8) | 8 (7–9) | 0.15 | 0.23 |
| ICU admission lactate (mmol/L), (median, IQR) | 1.20 (0.90–1.65) | 1.45 (1.28–1898) | 0.01 * | 0.32 |
| ICU admission LP ratio, (median, IQR) | 4.04 (2.92–5.85) | 5.82 (3.79–8.60) | 0.056 | 0.24 |
| D-dimers (µg/mL), (median, IQR) | 1.09 (0.65–3.32) | 1.06 (0.74–3.38) | 0.71 | 0.05 |
| CRP (mg/dL), (median, IQR) | 14.5 (7.8–19.7) | 19.3 (9.1–23.5) | 0.10 | 0.21 |
| LDH (U/L), (median, IQR) | 513 (404–682) | 460 (339–705) | 0.39 | 0.11 |
*—p-value < 0.05. Critically ill COVID-19 patients were assigned to 2 groups based on ICU mortality. Data are expressed as number of patients (N), percentages of total related variable (%) and mean ± SD for normally distributed variables and median (IQR) for skewed data. For differences between the 2 groups, either the Student’s t-test for normally distributed data, the Mann-Whitney test for skewed data, or the chi-square test for qualitative variables was used. The Hedges’ g effect size was calculated for normally distributed data, Cohen’s d for skewed data, and phi for qualitative variables. Laboratory data were measured on ICU admission. Definition of abbreviations: APACHE—Acute physiology and chronic health evaluation; CRP—C-reactive protein; ICU—Intensive care unit; LDH—Lactate dehydrogenase; SOFA—Sequential organ failure assessment.
Figure 3Plot of ICU admission lactate levels and lactate-to-pyruvate (LP) ratio in COVID-19 patients. The LP ratios are given in the y-axis and lactate levels on the x-axis. Horizontal line, LP ratio = 10; vertical line, lactate = 2 mmol/L.
Odds ratios and 95% confidence intervals for the possible prognostic factors of mortality in our cohort of critically ill COVID-19 patients.
| Variables | Univariate Model | Multivariate Model | ||||
|---|---|---|---|---|---|---|
| OR | 95% CI |
| OR | 95% CI |
| |
| Age (years) | 1.071 | 1.017–1.127 | 0.010 * | 1.053 | 0.991–1.118 | 0.093 |
| APACHE II score | 1.190 | 1.048–1.352 | 0.007 * | 1.142 | 0.986–1.323 | 0.077 |
| ICU admission lactate (mmol/L) | 3.747 | 1.167–12.028 | 0.026 * | 1.968 | 0.420–9.217 | 0.390 |
| Metabolic pattern | ||||||
| Normal | Ref. value | Ref. value | ||||
| Abnormal | 6.447 | 1.216–34.173 | 0.029 * | 0.390 | 0.046–3.329 | 0.389 |
*—p < 0.05. A univariate logistic regression model was used to evaluate the association of age, APACHE II score, ICU admission lactate levels, and the metabolic pattern with mortality risk. Afterwards, a multivariate logistic regression model was performed to evaluate the association of the metabolic pattern with ICU mortality risk, in the presence of potential confounders, namely age, ICU admission lactate levels, and APACHE II score. A normal metabolic pattern was defined as lactate ≤ 2 mmol/L and lactate-pyruvate ratio ≤ 10. Definitions of abbreviations, APACHE—Acute physiology and chronic health evaluation; ICU—Intensive care unit.