| Literature DB >> 35855855 |
Lijuan Yang1, Chang Gao2,3,4, Ying He1, Xiaowan Wang2, Ling Yang1, Shiqi Guo2, Jiahao Chen1, Siyu He2, Yuanxiao Sun2, Ye Gao5, Qiang Guo1,2,3,4.
Abstract
Background: Acute respiratory distress syndrome (ARDS) is associated with high in-hospital mortality and most ARDS patients require ventilatory support. Applying appropriate ventilation strategies based on patients' individual situations has a direct impact upon patients' outcome. The neutrophil-to-lymphocyte ratio (NLR) has been shown to predict the early requirement of invasive mechanical ventilation (IMV) in patients with coronavirus disease 2019 (COVID-19). Our study aimed to investigate the relationship between baseline NLR and IMV in ARDS.Entities:
Mesh:
Year: 2022 PMID: 35855855 PMCID: PMC9287782 DOI: 10.1155/2022/1581038
Source DB: PubMed Journal: Can Respir J ISSN: 1198-2241 Impact factor: 2.130
Figure 1Research flowchart. ARDS, acute respiratory distress syndrome; NIV, noninvasive ventilation; IMV, invasive mechanical ventilation.
Comparisons of baseline characteristics between the nonmechanical ventilation group and the invasive mechanical ventilation group.
| Variables | Non-MV group ( | IMV group ( |
|
|---|---|---|---|
| Age (years) | 66 (52–76) | 67 (51–75) | 0.929 |
| Male, | 119 (64.3) | 147 (76.2) | 0.012 |
| Smoking, | 54 (29.2) | 48 (24.9) | 0.344 |
| Alcohol abuse, | 29 (15.7) | 39 (20.2) | 0.252 |
| Hypertension, | 47 (25.4) | 57 (29.5) | 0.369 |
| Diabetes mellitus, | 49 (26.5) | 44 (22.8) | 0.405 |
| Coronary artery disease, | 22 (11.9) | 20 (10.4) | 0.636 |
| Risk factor, | 0.646 | ||
| Pneumonia | 122 (65.9) | 130 (67.4) | |
| Aspiration | 7 (3.8) | 12 (6.2) | |
| Sepsis | 15 (8.1) | 13 (6.7) | |
| Others | 41 (22.2) | 38 (19.7) | |
| Types of infection, | 0.665 | ||
| Bacteria | 151 (81.6) | 154 (79.8) | |
| Virus | 11 (5.9) | 8 (4.1) | |
| Fungus | 6 (3.3) | 9 (4.7) | |
| Unknown | 17 (9.2) | 22 (11.4) | |
| PaO2/FiO2 (mmHg) | 200 (160–236.5) | 126 (82.94–184.62) | <0.001 |
| Categories of ARDS, | <0.001 | ||
| Mild | 87 (47.0) | 36 (18.7) | |
| Moderate | 79 (42.7) | 81 (41.9) | |
| Severe | 19 (10.3) | 76 (39.4) | |
| WBC, 109/L | 9.22 (6–11.46) | 9.8 (7.02–11.84) | 0.249 |
| Hb, g/L | 118.48 ± 25.49 | 106.29 ± 25.81 | <0.001 |
| RDW, % | 13.7 (13–15.1) | 13.9 (13.1–15) | 0.519 |
| Hematocrit | 0.35 ± 0.08 | 0.33 ± 0.09 | 0.010 |
| Platelets, 109/L | 178.37 (127–261) | 161.5 (93–229) | 0.013 |
| Lactate, mmol/L | 2 (1.25–3.37) | 2.54 (1.4–4.46) | 0.017 |
| Alb, g/L | 31.58 ± 6.25 | 30.35 ± 7.02 | 0.073 |
| MLR | 0.51 (0.32–0.80) | 0.59 (0.30–0.93) | 0.147 |
| NLR | 10.36 (4.99–15.88) | 14.95 (7.73–27.99) | <0.001 |
| AST | 39.45 (21.25–107.53) | 47.6 (24.68–107.75) | 0.204 |
| ALT | 38.45 (20–103.38) | 45.7 (20.08–107.4) | 0.566 |
| Cr, | 103.07 (54.9–183) | 84.5 (56.35–174.25) | 0.962 |
| BUN, mmol/L | 9.1 (5.36–15.73) | 11 (7–17.05) | 0.011 |
| APACHE II score | 12 (8–15) | 13 (9–17) | 0.078 |
| SOFA score | 7 (5–8) | 8 (6–10) | <0.001 |
| Intervention (1st24 h), | |||
| Steroida | 91 (49.2) | 115 (59.6) | 0.042 |
| Alimentotherapy | 92 (49.7) | 112 (58.0) | 0.106 |
| Vasoactive drugsb | 27 (14.6) | 87 (45.1) | <0.001 |
| CRRT | 20 (10.8) | 34 (17.6) | 0.059 |
| Outcomes | |||
| 28-day mortality, | 40 (21.6) | 73 (37.8) | 0.001 |
| Hospital length of stay | 14 (9–20) | 18 (11–26) | 0.002 |
aSteroid therapy was defined as at least a dose (≥0.5 mg/kg) of methylprednisolone. bVasoactive drugs include epinephrine, norepinephrine, vasopressin, dobutamine, dopamine, and phenylephrine. MV, mechanical ventilation; IMV, invasive mechanical ventilation; WBC, white blood cell; Hb, hemoglobin; RDW, red cell distribution width; Alb, albumin; MLR, monocyte-to-lymphocyte ratio; NLR, neutrophil-to-lymphocyte ratio; AST, aspartate aminotransferase; ALT, alanine aminotransferase; Cr, creatinine; BUN, blood urea nitrogen; APACHE II, acute physiology and chronic health evaluation II; SOFA, sequential organ failure assessment; CRRT, continuous renal replacement therapy.
Comparisons of baseline characteristics between the noninvasive ventilation group and the invasive mechanical ventilation group.
| Variables | NIV group ( | IMV group ( |
|
|---|---|---|---|
| Age (years) | 68 (60–77) | 67 (51–75) | 0.134 |
| Male, | 97 (68.3) | 147 (76.2) | 0.110 |
| Smoking, | 39 (27.5) | 48 (24.9) | 0.593 |
| Alcohol abuse, | 31 (21.8) | 39 (20.2) | 0.718 |
| Hypertension, | 39 (27.5) | 57 (29.5) | 0.679 |
| Diabetes mellitus, | 34 (23.9) | 44 (22.8) | 0.806 |
| Coronary artery disease, | 17 (12.0) | 20 (10.4) | 0.642 |
| Risk factor, | 0.008 | ||
| Pneumonia | 118 (83.1) | 130 (67.4) | |
| Aspiration | 4 (2.8) | 12 (6.2) | |
| Sepsis | 8 (5.6) | 13 (6.7) | |
| Others | 12 (8.5) | 38 (19.7) | |
| Types of infection, | 0.795 | ||
| Bacteria | 115 (80.9) | 154 (79.8) | |
| Virus | 4 (2.9) | 8 (4.1) | |
| Fungus | 9 (6.3) | 9 (4.7) | |
| Unknown | 14 (9.9) | 22 (11.4) | |
| PaO2/FiO2 (mmHg) | 139 (100–193.68) | 126 (82.94–184.62) | 0.040 |
| Categories of ARDS, | 0.036 | ||
| Mild | 30 (21.1) | 36 (18.7) | |
| Moderate | 75 (52.8) | 81 (41.9) | |
| Severe | 37 (26.1) | 76 (39.4) | |
| WBC, 109/L | 9.62 (7.73–11.44) | 9.8 (7.02–11.84) | 0.549 |
| Hb, g/L | 106.58 ± 23.78 | 106.29 ± 25.81 | 0.919 |
| RDW, % | 13.8 (12.9–15.3) | 13.9 (13.1–15) | 0.786 |
| Hematocrit | 0.33 ± 0.08 | 0.33 ± 0.09 | 0.535 |
| Platelets, 109/L | 155.5 (123.12–228) | 161.5 (93–229) | 0.413 |
| Lactate, mmol/L | 2.31 (1.4–3.46) | 2.54 (1.4–4.46) | 0.293 |
| Alb, g/L | 32.02 ± 6.42 | 30.35 ± 7.02 | 0.026 |
| MLR | 0.63 (0.33–1.08) | 0.59 (0.30–0.93) | 0.229 |
| NLR | 10.66 (6.56–17.80) | 14.95 (7.73–27.99) | 0.001 |
| AST | 52 (25.3–120) | 47.6 (24.68–107.75) | 0.525 |
| ALT | 34.7 (17.8–84.5) | 45.7 (20.08–107.4) | 0.220 |
| Cr, | 105.15 (62.32–186.12) | 84.5 (56.35–174.25) | 0.423 |
| BUN, mmol/L | 11.25 (7.07–17.76) | 11 (7–17.05) | 0.872 |
| APACHE II score | 12 (9–15) | 13 (9–17) | 0.112 |
| SOFA score | 7 (6–9) | 8 (6–10) | 0.022 |
| Intervention (1st24 h), | |||
| Steroida | 82 (57.7) | 115 (59.6) | 0.735 |
| Alimentotherapy | 73 (51.4) | 112 (58.0) | 0.228 |
| Vasoactive drugsb | 40 (28.2) | 87 (45.1) | 0.002 |
| CRRT | 21 (14.8) | 34 (17.6) | 0.490 |
| Outcomes | |||
| 28-day mortality, | 37 (26.1) | 73 (37.8) | 0.023 |
| Hospital length of stay | 14 (9–22) | 18 (11–26) | 0.013 |
aSteroid therapy was defined as at least a dose (≥0.5 mg/kg) of methylprednisolone. bVasoactive drugs include epinephrine, norepinephrine, vasopressin, dobutamine, dopamine, and phenylephrine. NIV, noninvasive ventilation; IMV, invasive mechanical ventilation; WBC, white blood cell; Hb, hemoglobin; RDW, red cell distribution width; Alb, albumin; MLR, monocyte-to-lymphocyte ratio; NLR, neutrophil-to-lymphocyte ratio; AST, aspartate aminotransferase; ALT, alanine aminotransferase; Cr, creatinine; BUN, blood urea nitrogen; APACHE II, acute physiology and chronic health evaluation II; SOFA, sequential organ failure assessment; CRRT, continuous renal replacement therapy.
Influence factors for requirement of IMV in ARDS patients by univariate and multivariate logistic regression analysis.
| Variables | Univariate analysis | Multivariate analysis | ||
|---|---|---|---|---|
| OR (95% CI) |
| OR (95% CI) |
| |
| Male, | 1.642 (1.098–2.456) | 0.016 | ||
| PaO2/FiO2 (mmHg) | 0.991 (0.988–0.994) | <0.001 | 0.993 (0.989–0.996) | <0.001 |
| Hb, g/L | 0.989 (0.982–0.996) | 0.003 | 0.989 (0.981–0.998) | 0.012 |
| Hematocrit | 0.106 (0.012–0.960) | 0.046 | ||
| Platelets, 109/L | 0.998 (0.996–1.000) | 0.061 | ||
| Lactate, mmol/L | 1.166 (1.075–1.263) | <0.001 | 1.160 (1.063–1.265) | 0.001 |
| Alb, g/L | 0.968 (0.942–0.994) | 0.018 | ||
| NLR | 1.046 (1.031–1.062) | <0.001 | 1.042 (1.025–1.060) | <0.001 |
| APACHE II score | 1.043 (1.009–1.078) | 0.012 | ||
| SOFA score | 1.137 (1.073–1.205) | <0.001 | ||
| Alimentotherapy | 1.358 (0.948–1.943) | 0.095 | ||
| Vasoactive drugsb | 3.185 (2.155–4.707) | <0.001 | 2.504 (1.601–3.917) | <0.001 |
bVasoactive drugs include epinephrine, norepinephrine, vasopressin, dobutamine, dopamine, and phenylephrine. IMV, invasive mechanical ventilation; ARDS, acute respiratory distress syndrome; Hb, hemoglobin; Alb, albumin; NLR, neutrophil-to-lymphocyte ratio; APACHE II, acute physiology and chronic health evaluation II; SOFA, sequential organ failure assessment; OR, odds ratio; CI, confidence interval.
Figure 2ROC curves for the baseline model and baseline model + NLR for predicting the requirement of invasive mechanical ventilation in patients with ARDS. ROC, receiver operating characteristics; NLR, neutrophil-to-lymphocyte ratio; baseline model + NLR: the integration parameters of baseline model and NLR; ARDS, acute respiratory distress syndrome.
The value of indicators in predicting the requirement of IMV in patients with ARDS.
| Parameters | AUC | 95%CI |
|
|---|---|---|---|
| Baseline modela | 0.738 | 0.696–0.777 | RF |
| +NLR | 0.768 | 0.728–0.805 | 0.0097 |
aThe baseline model includes variables that are significant in multivariate logistic regression analysis, including male, PaO2/FiO2, Hb, lactate, and vasoactive drugs. IMV, invasive mechanical ventilation; ARDS, acute respiratory distress syndrome; NLR, neutrophil-to-lymphocyte ratio; AUC, area under the curve; CI, confidence interval; RF, reference.
Baseline characteristics of IMV group in different NLR levels.
| Variables | Low NLR (NLR ≤14.95, | High NLR (NLR >14.95, |
|
|---|---|---|---|
| Age (years) | 63 (47–73) | 71 (56–77) | 0.002 |
| Male, | 77 (79.4) | 70 (72.9) | 0.292 |
| Smoking, | 29 (29.9) | 19 (19.8) | 0.104 |
| Alcohol abuse, | 26 (26.8) | 13 (13.5) | 0.022 |
| Hypertension, | 25 (25.8) | 32 (33.3) | 0.250 |
| Diabetes mellitus, | 17 (17.5) | 27 (28.1) | 0.079 |
| Coronary artery disease, | 13 (13.4) | 7 (7.3) | 0.164 |
| Risk factor, | 0.414 | ||
| Pneumonia | 60 (61.9) | 70 (72.9) | |
| Aspiration | 7 (7.2) | 5 (5.2) | |
| Sepsis | 7 (7.2) | 6 (6.3) | |
| Others | 23 (23.7) | 15 (15.6) | |
| Types of infection, | 0.432 | ||
| Bacteria | 82 (84.5) | 72 (75.0) | |
| Virus | 3 (3.1) | 5 (5.2) | |
| Fungus | 3 (3.1) | 6 (6.3) | |
| Unknown | 9 (9.3) | 13 (13.5) | |
| PaO2/FiO2 (mmHg) | 140 (89.17–219.84) | 115 (81.53–166.83) | 0.024 |
| Categories of ARDS, | 0.005 | ||
| Mild | 27 (27.8) | 9 (9.4) | |
| Moderate | 36 (37.1) | 45 (46.9) | |
| Severe | 34 (35.1) | 42 (43.8) | |
| WBC, 109/L | 9.69 (5.95–12.13) | 9.57 (6.95–11.62) | 0.947 |
| Hb, g/L | 104.43 ± 27.59 | 108.18 ± 23.88 | 0.313 |
| RDW, % | 14.05 (13–15.18) | 13.7 (13.2–14.8) | 0.551 |
| Hematocrit | 0.33 ± 0.09 | 0.33 ± 0.08 | 0.862 |
| Platelets, 109/L | 168.43 ± 105.87 | 172.20 ± 99.18 | 0.799 |
| Lactate, mmol/L | 2.39 (1.28–4.90) | 2.61 (1.5–4.22) | 0.864 |
| Alb, g/L | 33 (27.5–36.77) | 28.4 (23.2–32.4) | <0.001 |
| MLR | 0.39 (0.25–0.64) | 0.79 (0.48–1.37) | <0.001 |
| NLR | 7.79 (3.78–10.80) | 27.99 (20.15–47.36) | <0.001 |
| AST | 46 (23.4–138) | 48 (27.2–86.6) | 0.877 |
| ALT | 43.6 (20–107.2) | 49 (20.4–108) | 0.984 |
| Cr, | 80.3 (52–164.28) | 88.85 (60.55–183.91) | 0.217 |
| BUN, mmol/L | 10.11 (6.71–16.02) | 11.83 (6.96–19.28) | 0.158 |
| APACHE II score | 12 (8–16) | 14 (9–18) | 0.283 |
| SOFA score | 8 (6–10) | 8 (6–10) | 0.885 |
| Interventions, | |||
| Steroida | 57 (58.8) | 58 (60.4) | 0.815 |
| Alimentotherapy | 52 (53.6) | 60 (62.5) | 0.211 |
| Vasoactive drugsb | 41 (42.3) | 46 (47.9) | 0.430 |
| CRRT | 16 (16.5) | 18 (18.8) | 0.681 |
| 28-day mortality, | 29 (29.9) | 44 (45.8) | 0.022 |
| Duration of ventilation | 8 (3–13) | 10 (6–16) | 0.025 |
| Hospital length of stay | 16 (8–25) | 18 (12–26) | 0.173 |
aSteroid therapy was defined as at least a dose (≥0.5 mg/kg) of methylprednisolone. bVasoactive drugs include epinephrine, norepinephrine, vasopressin, dobutamine, dopamine, and phenylephrine. IMV, invasive mechanical ventilation; ARDS, acute respiratory distress syndrome; WBC, white blood cell; Hb, hemoglobin; RDW, red cell distribution width; Alb, albumin; MLR, monocyte-to-lymphocyte ratio; NLR, neutrophil-to-lymphocyte ratio; AST, aspartate aminotransferase; ALT, alanine aminotransferase; Cr, creatinine; BUN, blood urea nitrogen; APACHE II, acute physiology and chronic health evaluation II; SOFA, sequential organ failure assessment; CRRT, continuous renal replacement therapy.