Indicators | Univariable Cox regression | Multivariable Cox regression | ||
---|---|---|---|---|
HR (95% CI) | P value | HR (95% CI) | P value | |
Vital signs | Â | Â | Â | Â |
 Temperature, ℃ | 1.340(1.169–1.536) |  < 0.0001* | 1.332(1.160–1.529) |  < 0.0001* |
 Heart rate, bpm | 1.036(1.031–1.042) |  < 0.0001* | 1.037(1.032–1.043) |  < 0.0001* |
 Respiratory rate, bpm | 1.118(1.105–1.130) |  < 0.0001* | 1.123(1.109–1.136) |  < 0.0001* |
 Mean arterial pressure, mmHg | 0.958(0.951–0.966) | < 0.0001* | 0.958(0.950–0.966) |  < 0.0001* |
Laboratory examinations | Â | Â | Â | Â |
 Blood routine |  |  |  |  |
  Leukocytes, # (N = 993), × 109/L | 1.075(1.065–1.085) |  < 0.0001* | 1.095(1.081–1.109) |  < 0.0001* |
  Monocytes, % (N = 993) | 0.822(0.793–0.852) |  < 0.0001* | 0.816(0.787–0.847) |  < 0.0001* |
  Neutrophils, % (N = 993) | 1.106(1.091–1.120) |  < 0.0001* | 1.107(1.092–1.121) |  < 0.0001* |
  Eosinophils, % (N = 993) | 0.298(0.224–0.395) |  < 0.0001* | 0.301(0.227–0.398) |  < 0.0001* |
  Hemoglobin (N = 993), g/L | 0.994(0.989–1.000) | 0.044* | 0.993(0.987–0.998) |  < 0.0001* |
Immune cells subsets | Â | Â | Â | Â |
 Lymphocytes, # (N = 993), × 109/L | 0.216(0.158–0.297) |  < 0.0001* | 0.220(0.161–0.302) |  < 0.0001* |
 CD3+CD19− T cells, # (N = 207), /μL | 0.996(0.995–0.997) | < 0.0001* | 0.996(0.995–0.997) |  < 0.0001* |
 CD3+CD4+ T cells, # (N = 207), /μL | 1.000(0.999–1.001) | 0.786 | 1.000(0.999–1.001) | 0.861 |
 CD3+CD8+ T cells, # (N = 207), /μL | 0.989(0.986–0.992) |  < 0.0001* | 0.989(0.985–0.992) |  < 0.0001* |
 CD3−CD19+ B cells, # (N = 206), /μL | 0.994(0.990–0.997) | 0.001* | 0.994(0.990–0.998) | 0.002* |
 CD3−CD16+CD56+ NK cells, # (N = 207), /μL | 0.986(0.981–0.990) |  < 0.0001* | 0.985(0.981–0.990) |  < 0.0001* |
 T cells + B cells + NK cells, # (N = 207), /μL | 0.997(0.997–0.998) |  < 0.0001* | 0.997(0.996–0.998) |  < 0.0001* |
Inflammatory cytokines and biomarkers | Â | Â | Â | Â |
 IL-6 (N = 796), pg/mL | 1.001(1.001–1.002) |  < 0.0001* | 1.001(1.001–1.002) |  < 0.0001* |
 IL-10 (N = 778), pg/mL | 1.008(1.006–1.010) |  < 0.0001* | 1.009(1.006–1.012) |  < 0.0001* |
 IL-8 (N = 779), pg/mL | 1.000(1.000–1.001) |  < 0.0001* | 1.000(1.000–1.001) |  < 0.0001* |
 TNF-α (N = 786), pg/mL | 1.055(1.045–1.066) |  < 0.0001* | 1.059(1.048–1.070) |  < 0.0001* |
 IL-1β (N = 778), pg/mL | 1.018(1.005–1.031) | 0.007* | 1.021(1.007–1.036) | 0.004* |
 IL-2R (N = 774), U/mL | 1.001(1.001–1.001) |  < 0.0001* | 1.001(1.001–1.001) |  < 0.0001* |
 Ferritin (N = 602), μg/L | 1.000(1.000–1.000) | < 0.0001* | 1.000(1.000–1.000) |  < 0.0001* |
 hs-CRP (N = 980), mg/L | 1.010(1.008–1.011) |  < 0.0001* | 1.010(1.008–1.011) |  < 0.0001* |
 Procalcitonin (N = 890), ng/mL | 1.051(1.036–1.066) |  < 0.0001* | 1.051(1.036–1.067) |  < 0.0001* |
Organ damage indexes | Â | Â | Â | Â |
 ALT (N = 991), U/L | 1.001(1.000–1.001) | 0.002* | 1.001(1.000–1.001) | 0.002* |
 AST (N = 991), U/L | 1.001(1.000–1.001) |  < 0.0001* | 1.001(1.000–1.001) |  < 0.0001* |
 TBIL (N = 986), μmol/L | 1.006(1.004–1.008) |  < 0.0001* | 1.007(1.005–1.009) |  < 0.0001* |
 ALB (N = 988), g/L | 0.875(0.854–0.896) | < 0.0001* | 0.874(0.853–0.895) |  < 0.0001* |
 LDH (N = 950), U/L | 1.003(1.002–1.003) | < 0.0001* | 1.003(1.002–1.003) |  < 0.0001* |
 ALP (N = 952), U/L | 1.003(1.002–1.005) |  < 0.0001* | 1.004(1.002–1.005) |  < 0.0001* |
 Amylase (N = 486), U/L | 1.002(1.000–1.004) | 0.021* | 1.002(1.000–1.004) | 0.038* |
 eGFR (N = 987), mL/(min*1.73 m2) | 0.983(0.978–0.988) |  < 0.0001* | 0.981(0.976–0.986) |  < 0.0001* |
 Creatinine (N = 988), μmol/L | 1.002(1.002–1.003) |  < 0.0001* | 1.002(1.002–1.003) |  < 0.0001* |
 NT-proBNP (N = 841), pg/mL | 1.000(1.000–1.000) |  < 0.0001* | 1.000(1.000–1.000) |  < 0.0001* |
 CK-MB (N = 650), U/L | 1.039(1.031–1.047) | < 0.0001* | 1.048(1.036–1.060) |  < 0.0001* |
 hs-cTnI (N = 905), pg/mL | 1.000(1.000–1.000) | < 0.0001* | 1.000(1.000–1.000) |  < 0.0001* |
 Platelets, # (N = 988), × 109/L | 0.994(0.992–0.995) |  < 0.0001* | 0.994(0.992–0.995) |  < 0.0001* |
 PT (N = 980), s | 1.046(1.036–1.055) |  < 0.0001* | 1.045(1.036–1.055) |  < 0.0001* |
 APTT (N = 930), s | 1.025(1.016–1.034) |  < 0.0001* | 1.025(1.016–1.034) |  < 0.0001* |
 D-Dimer (N = 971), μg/mL | 1.129(1.113–1.144) |  < 0.0001* | 1.131(1.115–1.147) |  < 0.0001* |
 FDP (N = 765), g/L | 1.018(1.016–1.020) | < 0.0001* | 1.018(1.016–1.021) |  < 0.0001* |
 PTA (N = 980), % | 0.959(0.954–0.964) |  < 0.0001* | 0.957(0.951–0.962) |  < 0.0001* |
Metabolism indexes | Â | Â | Â | Â |
 K+ (N = 993), mmol/L | 1.538(1.295–1.826) |  < 0.0001* | 1.540(1.291–1.837) |  < 0.0001* |
 Ca2+ (N = 992), mmol/L | 0.025(0.011–0.058) |  < 0.0001* | 0.025(0.010–0.058) |  < 0.0001* |
Blood gas characteristics | Â | Â | Â | Â |
 PaO2 (N = 304), mmHg | 0.958(0.949–0.967) |  < 0.0001* | 0.956(0.947–0.966) |  < 0.0001* |
 SaO2 (N = 304), % | 0.956(0.949–0.963) | < 0.0001* | 0.954(0.947–0.962) |  < 0.0001* |
 PaCO2 (N = 304), mmHg | 0.946(0.924–0.970) |  < 0.0001* | 0.950(0.926–0.974) |  < 0.0001* |
 Actual bicarbonate (N = 304), mmol/L | 0.922(0.887–0.958) |  < 0.0001* | 0.930(0.894–0.967) |  < 0.0001* |
Score prediction | Â | Â | Â | Â |
 SOFA score | 1.340(1.276–1.408) | < 0.0001* | 1.437(1.348–1.532) |  < 0.0001* |
 qSOFA score | 3.435(2.577–4.580) |  < 0.0001* | 3.471(2.600–4.634) |  < 0.0001* |
 APACHE II score | 1.172(1.137–1.208) |  < 0.0001* | 1.195(1.156–1.234) |  < 0.0001* |
 SIRS score | 1.854(1.567–2.194) | < 0.0001* | 1.924(1.620–2.286) |  < 0.0001* |
Complications | Â | Â | Â | Â |
 ARDS | 16.051(8.262–31.186) |  < 0.0001* | 16.216(8.341–31.527) |  < 0.0001* |
 Acute cardiac injury | 11.435(8.543–15.307) |  < 0.0001* | 13.023(9.678–17.524) |  < 0.0001* |
 Heart failure | 10.201(7.860–13.238) | < 0.0001* | 10.722(8.227–13.974) |  < 0.0001* |
 Acute kidney injury | 5.957(4.707–7.539) |  < 0.0001* | 6.063(4.759–7.724) |  < 0.0001* |
 Hyperkalaemia | 3.999(3.148–5.081) |  < 0.0001* | 4.041(3.166–5.157) |  < 0.0001* |
 Acidosis | 2.658(2.007–3.520) |  < 0.0001* | 2.621(1.965–3.495) |  < 0.0001* |
 Acute liver injury | 4.097(3.114–5.388) |  < 0.0001* | 4.241(3.212–5.599) |  < 0.0001* |
 DIC | 5.682(4.209–7.672) |  < 0.0001* | 5.819(4.281–7.910) |  < 0.0001* |