Research Article

Deep-Learning-Based Survival Prediction of Patients in Coronary Care Units

Table 1

Baseline demographic and laboratory characteristics of patients.

VariableTraining cohortTesting cohort
()()

Disease (%)0.742
Myocardial infarction1477 (62.3)629 (61.8)
Heart failure498 (21.0)226 (22.2)
Tachycardia164 (6.9)67 (6.6)
Respiratory failure123 (5.2)44 (4.3)
Valve disorder109 (4.6)51 (5.0)
Race (%)0.321
White1659 (70.0)698 (68.6)
Black136 (5.7)64 (6.3)
Asia27 (1.1)13 (1.3)
Hispanic34 (1.4)25 (2.5)
Others50 (2.1)26 (2.6)
Unknown465 (19.6)191 (18.8)
Anion gap (mEq/L, %)0.104
8~161092 (46.1)464 (45.6)
<8130 (5.5)39 (3.8)
>161149 (48.5)514 (50.5)
Glucose (mg/dL, %)0.377
70~1401481 (62.5)658 (64.7)
<7045 (1.9)15 (1.5)
>140845 (35.6)344 (33.8)
Neutrophil (%)0.868
50~70366 (15.4)163 (16.0)
<5050 (2.1)23 (2.3)
>701955 (82.5)831 (81.7)
White blood cell (K/uL, %)0.611
4~101947 (82.1)838 (82.4)
<45 (0.2)4 (0.4)
>10419 (17.7)175 (17.2)
Potassium (mEq/L, %)0.659
3.5~5.51933 (81.5)841 (82.7)
<3.54 (0.2)1 (0.1)
>5.5434 (18.3)175 (17.2)
Creatine kinase (%)0.013
18~1981126 (47.5)529 (52.0)
<1817 (0.7)2 (0.2)
>1981228 (51.8)486 (47.8)
Blood urea nitrogen (mg/dL, %)0.869
6~22764 (32.2)320 (31.5)
<611 (0.5)4 (0.4)
>221596 (67.3)693 (68.1)
(%)1479/892 (62.4/37.6)609/408 (59.9/40.1)0.183
Age (median [IQR])70 [59,79]70 [59,79]0.769
APS-III score (mean (SD))42.80 (19.38)42.12 (18.94)0.348
SOFA score (mean (SD))3.76 (2.93)3.76 (2.96)0.976
(%)1311/1060 (55.3/44.7)568/449 (55.9/44.1)0.794