Research Article

Risk of Acute Respiratory Distress Syndrome in Community-Acquired Pneumonia Patients: Use of an Artificial Neural Network Model

Table 1

Univariate analysis of factors related to ARDS in CAP patients.

VariableStatistical methodNon-ARDS group (IQR) (n = 666)ARDS group (IQR) (n = 323)χ2/t value value

Demographic characteristics
 Age (years)Rank-sum test68.0 (55.0–78.0)73.2 (67.0–83.0)7.260<0.001
 Gender (%)Chi-square test18.650<0.001
  Man395 (59.3%)237 (73.4%)
  Woman271 (40.7%)86 (26.6%)
Clinical characteristics
 Hypertension (%)Chi-square test297 (44.6%)181 (56.0%)11.400≤0.001
 Diabetes (%)Chi-square test146 (21.9%)87 (26.9%)0.1000.825
 MSPB (mmHg)Rank-sum test126.0 (114.0–138.0)124.0 (107.0–139.0)−1.7400.081
 MT (°C)Rank-sum test36.8 (36.5–37.3)37.0 (36.5–37.6)1.8900.058
 MRR (sub/min)Rank-sum test18.0 (18.0–20.0)22.0 (19.0–29.0)11.200<0.001
 MHR (sub/min)Rank-sum test85.0 (76.0–94.0)97.0 (82.0–112.0)4.300<0.001
 Source of admissionChi-square test567.940<0.001
 Outpatient (%)82 (12.3%)293 (90.7%)
 Emergency (%)584 (87.7%)73 (89.0%)
Laboratory findings
 CRP (mg/L)Rank-sum test28.0 (6.6–81.3)85.3 (28.9–134.1)9.190<0.001
 PCT (ng/mL)Rank-sum test0.1 (0–0.3)0.8 (0.2–6.5)15.940<0.001
 ESR (mm/h)Rank-sum test30.0 (15.0–58.0)50.0 (25.0–77.0)6.660<0.001
 NEUT (×109/L)Rank-sum test5.0 (3.3–7.6)10.2 (6.6–13.9)12.930<0.001
 EO (×10^9/L)Rank-sum test0.1 (0–0.2)0 (0–0.2)−5.970<0.001
 FEU (mg/l)Rank-sum test0.7 (0.3–1.6)2.7 (1.4–6.4)15.580<0.001
 APTT (sec)Rank-sum test28.9 (27.0–31.8)32.1 (28.8–36.0)8.510<0.001
 TBIL (umol/L)Rank-sum test9.1 (6.6–13.0)13.7 (9.0–20.2)9.120<0.001
 ALB (g/L)Rank-sum test37.0 (32.5–40.9)31.0 (27.4–35.4)13.170<0.001
 LDH (U/L)Rank-sum test195.0 (164.0–235.0)288.5 (204.0–436.0)12.440<0.001
 CREA (μmol/L)Rank-sum test64.1 (52.3–80.0)80.1 (55.3–130.0)6.680<0.001
 HGB (g/L)Rank-sum test125.0 (110.0–138.0)110.2 (92.0–129.0)−7.200<0.001
 PLT (×109)Rank-sum test214.0 (167.0–267.0)197.0 (125.0–257.0)−3.4800.001
 GLU (mmol/L)Rank-sum test5.6 (4.9–7.5)8.2 (6.5–11.0)11.350<0.001
 K+Rank-sum test3.9 (3.6–4.2)4.0 (3.5–4.4)3.3400.001
 Na+Rank-sum test138.8 (136.1–141.0)137.0 (132.8–142.5)−2.570.010

Note. IQR, interquartile ranges; ARDS, acute respiratory distress syndrome; CAP, community-acquired pneumonia; MSPB, maximum systolic blood pressure; MT, maximum temperature; MRR, maximum respiratory rate; MHR, maximum heart rate; CRP, c-reactive protein; PCT, procalcitonin; ESR, erythrocyte sedimentation rate; NEUT, neutrophil count; EO, eosinophil count; FEU, fibrinogen equivalent unit; APTT, activated partial thromboplastin time; TBIL, total bilirubin; ALB, albumin; LDH, lactate dehydrogenase; CREA, creatinine; HGB, hemoglobin; PLT, platelet; GLU, glucose; K+, the concentration of total level of serum kalium; Na+, the concentration of total level of serum natrium.