Table 2. Rank of risk factors in deep learning model.
Feature name | Sum of ranks | Feature name | Mean of values |
---|---|---|---|
Age | 233,322 | Age | 0.405 |
Systolic blood pressure | 359,881 | Systolic blood pressure | 0.262 |
Sex | 390,006 | Diastolic blood pressure | 0.153 |
Diastolic blood pressure | 548,049 | Sex | 0.116 |
Fasting plasma glucose | 584,936 | Fasting plasma glucose | 0.111 |
Gamma-glutamyl transpeptidase | 664,941 | Current smoking | 0.111 |
Aspartate transaminase | 668,470 | Exercise | 0.105 |
Hemoglobin | 683,408 | Aspartate transaminase | 0.074 |
Total cholesterol | 757,839 | Gamma-glutamyl transpeptidase | 0.066 |
Exercise | 776,784 | Hemoglobin | 0.061 |
Alcohol intake | 814,943 | Alcohol intake | 0.052 |
Body mass index | 837,221 | Total cholesterol | 0.045 |
Urine protein | 867,499 | Body mass index | 0.032 |
Alanine transaminase | 973,370 | Urine protein | 0.028 |
Family history of etc (include cancer) | 1,150,578 | History of Hypertension | 0.026 |
Family history of Stroke | 1,187,298 | Family history of etc (include cancer) | 0.025 |
Family history of Diabetes mellitus | 1,299,493 | History of etc (include cancer) | 0.022 |
Family history of Heart disease | 1,392,376 | Alanine transaminase | 0.015 |
Family history of Hypertension | 1,412,000 | History of Diabetes mellitus | 0.012 |
Current smoking | 1,486,150 | Family history of Hypertension | 0.004 |
History of Hypertension | 1,546,467 | Family history of Diabetes mellitus | 0.002 |
History of Diabetes mellitus | 1,567,078 | Family history of Stroke | 0.001 |
History of etc (include cancer) | 1,585,386 | Family history of Heart disease | 0.000 |
Sum of ranks indicate ranking each sample by absolute value of LRP, then ascending order by summing the ranks by variables in all samples. Mean of values indicate calculate the mean for the absolute value of LRP by variable in all samples and sort in descending order.