Retrospective Study
Copyright ©The Author(s) 2023.
World J Methodol. Sep 20, 2023; 13(4): 248-258
Published online Sep 20, 2023. doi: 10.5662/wjm.v13.i4.248
Table 1 Basal and laboratory findings of the patients
Disease periods

All patients (n = 479), mean ± SD
Pre-pandemic, (n = 253), mean ± SD
Pandemic (n = 226)
P value
Non-COVID-19 (n = 83), mean ± SD
Mild COVID-19 (n = 60), mean ± SD
Moderate COVID-19 (n = 45), mean ± SD
Severe COVID-19 (n = 38), mean ± SD
Baseline characteristics
    Age (year)54.93 ± 11.5150.56 ± 11.2456.87 ± 10.2957.32 ± 9.5865.98 ± 6.7062.87 ± 7.50< 0.001
    GenderFemale187 (39)98 (38.7)38 (45.8)24 (40)16 (35.6)11 (28.9)0.3461
Male292 (61)155 (61.3)45 (54.2)36 (60)29 (64.4)27 (71.1)
    Exposure time (h)4.31 ± 1.744.09 ± 1.864.84 ± 1.984.25 ± 1.264.69 ± 1.244.24 ± 1.230.201
Laboratory findings
    Arterial blood gaspH (7.35-7.45)7.28 ± 0.157.35 ± 0.107.29 ± 0.127.23 ± 0.127.14 ± 0.167.05 ± 0.16< 0.001
PaCO2 (mmHg) (32-45)47.07 ± 8.3443.32 ± 6.8146.04 ± 7.9051.10 ± 6.3455.67 ± 4.9357.76 ± 4.49< 0.001
PaO2 (mmHg) (80-100)86.92 ± 8.0189.63 ± 7.6287.10 ± 6.4483.01 ± 7.4082.81 ± 6.5079.50 ± 7.18< 0.001
K+ (mmol/L) (3.4-4.5)4.20 ± 0.714.00 ± 0.584.01 ± 0.554.34 ± 0.784.64 ± 0.645.25 ± 0.63< 0.001
Na+ (mmol/L) (135-149)138.04 ± 4.52138.52 ± 4.70137.35 ± 4.33137.98 ± 4.2217.13 ± 4.23137.48 ± 4.330.239
Ca++ (mmol/L) (1.15-.29)1.16 ± 0.261.18 ± 0.251.19 ± 0.261.11 ± 0.201.07 ± 0.291.06 ± 0.370.02
Cl- (mmol/L) (98-106)99.90 ± 8.2799.97 ± 7.14100.01 ± 5.72100.01 ± 12.6999.98 ± 10.1998.92 ± 9.050.944
BS (mg/Dl) (70-105)129.59 ± 24.66120.49 ± 20.98129.35 ± 21.89132.75 ± 24.18155.91 ± 21.58154.50 ± 15.73< 0.001
HCO3 (mmol/L) (22-26)17.68 ± 6.1820.31 ± 5.4617.91 ± 5.4915.13 ± 4.5912.47 ± 4.629.92 ± 3.73< 0.001
BE (mmol/L) (-3.0-3.0)7.09 ± 5.564.76 ± 4.686.76 ± 4.859.22 ± 4.4311.79 ± 4.4814.41 ± 3.58< 0.001
Lactate (mmol/L) (0.5-1.6)2.85 ± 1.991.89 ± 1.242.60 ± 1.573.54 ± 1.444.87 ± 1.926.33 ± 1.76< 0.001
COHb (%) (0.5-1.5)29.68 ± 7.8526.19 ± 6.6827.63 ± 5.3734.25 ± 5.0037.35 ± 5.3841.08 ± 7.55< 0.001
    Troponin I (ng/mL) (0.0-0.05)0.40 ± 1.910.11 ± 0.250.20 ± 0.280.42 ± 0.350.82 ± 0.311.09 ± 0.50< 0.001
Table 2 Analysis of patient survival, baseline values and variables (mean ± SD)
Survival
Outpatient (n = 258)
Hospitalization (n = 117)
ICU (n = 69)
Mortality (n = 35)
P value
Baseline characteristics
    Age (yr)50.27 ± 10.6747.76 ± 11.0561.61 ± 7.56< 0.001
    Gender Female107 (41.5)47 (40.2)21 (30.4)12 (34.3)0.1281
Male151 (58.5)70 (59.8)48 (69.6)23 (65.7)
    Exposure time (h)3.90 ± 1.624.45 ± 1.685.19 ± 1.795.14 ± 1.78< 0.001
    COHb (%)23.98 ± 4.193238 ± 2.8138.49 ± 2.9945.26 ± 3.19< 0.001
    Troponin I (ng/mL)0.04 ± 0.090.33 ± 0.270.77 ± 0.211.35 ± 0.36< 0.001
    Lactate (mmol/L)1.42 ± 0.393.54 ± 0.954.34 ± 0.688.14 ± 0.63< 0.001
Patient groupsPre-pandemic198 (76.7)40 (34.2)10 (14.5)5 (14.3)< 0.0011
PandemicNon-COVID-1950 (19.4)26 (22.2)5 (7.2)2 (5.7)
Mild8 (3.1)28 (23.9)21 (30.4)3 (8.6)
Moderate2 (0.8)16 (13.7)17 (24.6)10 (28.6)
Severe07 (6)16 (23.2)15 (42.9)
Table 3 Univariate and multivariate analysis of variables in patient groups
Patient groupsUnivariate
Multivariate
R square
β
t
P value
R square
β
t
P value
COHb (%)0.4520.67219.837< 0.0010.5890.1662.2870.023
Troponin (ng/mL)0.4850.69621.197< 0.0010.2583.4570.001
Lactate (mmol/L)0.4680.68420.501< 0.0010.2412.4620.014
PaCO2 (mmHg)0.3640.60416.535< 0.0010.3386.040< 0.001
Bicarbonate (mmol/L)0.309-0.556-14.659< 0.0010.2592.3060.022
Calcium (mmol/L)0.028-0.168-3.723< 0.0010.0722.1410.033
Glucose (mg/dL) 0.2430.49412.420< 0.0010.1663.532< 0.001
Age (year)0.1870.43310.483< 0.001
pH0.386-0.621-17.319< 0.001
PaO2 (mmHg)0.178-0.422-10.164< 0.001
Potassium (mmol/L)0.2330.48212.031< 0.001
Sodium (mmol/L)0.009-0.095-2.0830.038
Base excess (mmol/L)0.3170.56314.480< 0.001
Table 4 Receiver operating characteristic curve of mortality

Sensitivity (%)
Specificity (%)
AUC
95%CI
P value
COHb (%)98.497.10.9890.980-0.999< 0.001
Troponin (ng/mL)98.697.80.9960.993-1.000< 0.001
Lactate (mmol/L)99.598.91.0001.000-1.000< 0.001
Table 5 Spearman’s rho correlation analysis of variables in patient and survival groups
Spearman’s rhoPatients
Survival
R
P value
R
P value
Age (year)0.441< 0.0010.480< 0.001
Exposure time (hour)0.148< 0.0010.290< 0.001
COHb (%)0.609< 0.0010.873< 0.001
Troponin (ng/mL)0.608< 0.0010.807< 0.001
Lactate (mmol/L)0.643< 0.0010.880< 0.001
pH-0.595< 0.001-0.857< 0.001
PaCO2 (mmHg)0.571< 0.0010.801< 0.001
PaO2 (mmHg)-0.495< 0.001-0.747< 0.001
Glucose (mg/dL)0.467< 0.0010.432< 0.001
Bicarbonate (mmol/L)-0.536< 0.001-0.834< 0.001
Base excess (mmol/L)0.541< 0.0010.839< 0.001