Research Article
The Use of Machine Learning to Create a Risk Score to Predict Survival in Patients with Hepatocellular Carcinoma: A TCGA Cohort Analysis
Table 2
Cox regression: DFS and OS.
| | Disease-free survival | Overall survival | Univariate analysis | Multivariate analysis | Univariate analysis | Multivariate analysis | HR | 95% CI | p value | HR | 95% CI | p value | HR | 95% CI | p value | HR | 95% CI | p value |
| Score | | | | <0.01 | | | | <0.01 | | | | 0.010 | | | | | 0 | 1 : 00 reference | | 1 : 00 reference | | 1 : 00 reference | | 1 : 00 reference | 0.01 | 1 | 2.57 | 1.38 | 4.80 | 0.01 | 3.41 | 1.76 | 6.61 | <0.01 | 1.48 | 0.83 | 2.62 | 0.18 | 1.95 | 1.03 | 3.67 | <0.05 | 2 | 3.91 | 2.11 | 7.24 | <0.01 | 5.54 | 2.87 | 10.67 | <0.01 | 2.05 | 1.17 | 3.60 | <0.01 | 2.46 | 1.30 | 4.63 | <0.01 | 3 | 5.09 | 2.70 | 9.58 | <0.01 | 6.36 | 3.24 | 12.49 | <0.01 | 2.42 | 1.34 | 4.39 | <0.01 | 2.92 | 1.52 | 5.62 | <0.01 | Gender | | | | | | | | | | | | | | | | | Female | 1 : 00 reference | | 1 : 00 reference | | 1 : 00 reference | | 1 : 00 reference | | Male | 1.13 | 0.79 | 1.61 | 0.51 | 1.81 | 1.21 | 2.70 | <0.01 | 0.81 | 0.57 | 1.15 | 0.24 | 1.05 | 0.69 | 1.59 | 0.82 | Age, mean STD | 1.00 | 0.98 | 1.01 | 0.73 | 0.99 | 0.98 | 1.00 | 0.15 | 1.01 | 1.00 | 1.03 | 0.07 | 1.00 | 0.99 | 1.02 | 0.74 | Race | | | | 0.12 | | | | <0.01 | | | | 0.09 | | | | 0.13 | White | 1 : 00 reference | | 1 : 00 reference | | 1 : 00 reference | | 1 : 00 reference | | Black | 0.25 | 0.06 | 1.02 | 0.05 | 0.16 | 0.04 | 0.67 | 0.01 | 1.31 | 0.60 | 2.85 | 0.50 | 1.19 | 0.50 | 2.81 | 0.69 | Asian | 0.76 | 0.54 | 1.07 | 0.11 | 0.49 | 0.32 | 0.74 | 0.01 | 0.66 | 0.45 | 0.97 | 0.04 | 0.67 | 0.42 | 1.06 | 0.09 | Unknown/other | 0.99 | 0.36 | 2.70 | 0.98 | 0.63 | 0.22 | 1.79 | 0.39 | 1.34 | 0.54 | 3.32 | 0.53 | 1.75 | 0.69 | 4.44 | 0.24 | Stage | | | | 0.95 | | | | 0.85 | | | | <0.01 | | | | <0.01 | 1 | 1 : 00 reference | | 1 : 00 reference | | 1 : 00 reference | | 1 : 00 reference | | 2 | 1.03 | 0.68 | 1.55 | 0.89 | 1.03 | 0.67 | 1.59 | 0.89 | 1.15 | 0.73 | 1.83 | 0.55 | 1.10 | 0.68 | 1.79 | 0.70 | 3 | 1.14 | 0.74 | 1.74 | 0.56 | 1.22 | 0.78 | 1.90 | 0.39 | 2.00 | 1.30 | 3.07 | <0.01 | 2.08 | 1.32 | 3.28 | <0.01 | 4 | 1.13 | 0.28 | 4.63 | 0.87 | 0.97 | 0.23 | 4.16 | 0.97 | 1.67 | 0.40 | 6.91 | 0.48 | 2.04 | 0.48 | 8.61 | 0.33 | Histologic grade | | | | 0.53 | | | | 0.12 | | | | 0.43 | | | | 0.67 | 1 | 1 : 00 reference | | 1 : 00 reference | | 1 : 00 reference | | 1 : 00 reference | | 2 | 1.47 | 0.84 | 2.58 | 0.17 | 1.97 | 1.09 | 3.55 | 0.03 | 1.07 | 0.63 | 1.81 | 0.80 | 1.19 | 0.68 | 2.09 | 0.54 | 3 | 1.27 | 0.71 | 2.26 | 0.43 | 1.47 | 0.80 | 2.71 | 0.22 | 0.94 | 0.54 | 1.63 | 0.81 | 1.05 | 0.59 | 1.88 | 0.87 | 4 | 1.13 | 0.44 | 2.93 | 0.79 | 1.46 | 0.50 | 4.28 | 0.49 | 0.34 | 0.08 | 1.49 | 0.15 | 0.53 | 0.12 | 2.41 | 0.41 |
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