From: Early predicting 30-day mortality in sepsis in MIMIC-III by an artificial neural networks model
Variables | Survivor (nā=ā1172) | Non-survivor (nā=ā526) | P value |
---|---|---|---|
Age (IQR, year) | 65 (54ā77) | 70 (60ā83) | ā<ā0.001 |
Gender | Ā | Ā | 0.539 |
Ā Male (n, %) | 645 (55.8%) | 294 (55.9%) | Ā |
Ā Female (n, %) | 527 (44.2%) | 232 (44.1%) | Ā |
Vital signs | |||
Ā DBP (mmHg) | 63 (52ā73) | 62 (49ā72) | 0.348 |
Ā SBP (mmHg) | 115 (98ā130) | 113 (97ā131) | 0.185 |
Ā HR (beats/min) | 96 (81ā110) | 98 (82ā112) | 0.187 |
Ā RR (beats/min) | 20 (16ā24) | 21 (17ā25) | 0.223 |
Comorbidities | |||
Ā Renal diseases (n, %) | 96 (8.02%) | 53 (10.64%) | 0.117 |
Ā CAD (n, %) | 172 (14.68%) | 88 (16.73%) | 0.287 |
Ā Diabetes (n, %) | 74 (6.31%) | 29 (5.51%) | 0.728 |
Ā Hypertension (n, %) | 441 (37.62%) | 195 (37.07%) | 0.637 |
laboratory characteristics | |||
Ā PLT (*109/L) | 234.0 (151.0ā313.0) | 230.0 (122.7ā302.0) | 0.121 |
Ā AST (IU/L) | 109.0 (23.0ā70.0) | 374.0 (27.0ā128.5) | ā<ā0.001 |
Ā Sodium (mmol/L) | 137.0 (134.0ā140.0) | 137.0 (133.0ā141.0) | 0.757 |
Ā Glucose (mg/dL) | 154.0 (103.0ā163.0) | 146.0 (99.0ā165.0) | 0.164 |
Ā Chloride (mmol/L) | 102.0 (98.0ā107.0) | 102.0 (97.0ā107.0) | 0.751 |
Ā MCV (fL) | 90.0 (86.0ā95.0) | 92.0 (88.0ā98.0) | 0.001 |
Ā ALT (IU/L) | 73.0 (16.0ā55.0) | 180.0 (17.0ā74.5) | ā<ā0.001 |
Ā Neutrophils (%) | 79.0 (74.4ā89.0) | 77.0 (73.7ā89.5) | 0.125 |
Ā Urea Nitrogen (mg/dL) | 32.0 (16.0ā40.0) | 44.0 (22.0ā57.0) | ā<ā0.001 |
Ā PTT (s) | 34.0 (26.7ā35.7) | 38.0 (28.4ā41.5) | ā<ā0.001 |
Ā Hematocrit (%) | 33.0 (29.0ā37.6) | 33.0 (28.4ā37.0) | 0.248 |
Ā PT (s) | 17.0 (13.2ā17.5) | 20.0 (13.9ā22.0) | ā<ā0.001 |
Ā Anion Gap (mmol/L) | 16.0 (13.0ā19.0) | 16.0 (14.0ā20.0) | 0.267 |
Ā RDW (%) | 15.0 (13.9ā16.6) | 16.0 (14.7ā18.3) | ā<ā0.001 |
Ā Lymphocytes (%) | 10.0 (4.4ā13.3) | 11.0 (4.0ā13.3) | 0.499 |
Ā WBC (*109/L) | 13.0 (7.8ā17.0) | 13.0 (7.3ā18.6) | 0.083 |
Ā NLR | 15.0 (5.6ā18.8) | 15.0 (5.2ā18.8) | 0.875 |
Ā Total calcium (mg/dL) | 8.0 (7.6ā8.8) | 8.0 (7.5ā8.8) | 0.196 |
Ā Lactate (mmol/L) | 2.0 (1.3ā2.9) | 3.0 (1.7ā3.9) | ā<ā0.001 |
Ā Albumin (g/dL) | 3.0 (2.5ā3.4) | 2.0 (2.3ā3.1) | ā<ā0.001 |
Ā Creatinine (mg/dL) | 1.0 (0.9ā2.0) | 1.0 (0.9ā2.2) | 0.238 |
Ā Total bilirubin (mg/dL) | 1.0 (0.4ā1.2) | 3.0 (0.4ā2.6) | ā<ā0.001 |
Scoring system | |||
Ā APACHEII (IQR) | 13 (10ā16) | 15 (12ā18) | ā<ā0.001 |
Ā SOFA (IQR) | 2 (1ā4) | 3 (2ā5) | ā<ā0.001 |
Clinical outcomes | |||
Ā LOS in hospital (days) | 16 (6ā20) | 8 (3ā13) | ā<ā0.001 |