Table 5. Top-10 ranked features generated across 4 different cancer types in multilayer perceptron.
Ranking | Breast cancer | Colorectal cancer | Lung cancer | Prostate cancer |
---|---|---|---|---|
1 | Age | Age | Tobacco use | Age |
2 | Gender | Diabetes | Age | Gender |
3 | Hyperlipidemia | Anemia | Respiratory or pulmonary diseasesa | Race or ethnicity |
4 | Heart diseasesb | Acidosis | Gender | Tobacco use |
5 | Race or ethnicity | Hyperlipidemia | Race or ethnicity | Diabetes |
6 | Marital status | Sepsis | Diabetes | Hyperlipidemia |
7 | Depressive disorder | Gender | Hyperlipidemia | Heart diseases |
8 | Religion | Race or ethnicity | Hypertension | Marital status |
9 | Anemia | Marital status | Heart diseases | Religion |
10 | Hypothyroidism | Depressive disorder | Acute kidney failure | Depressive disorder |
Respiratory or pulmonary diseases include pneumonia, acute respiratory failure, chronic airway obstruction, and other respiratory or pulmonary complications.
Heart diseases include atrial fibrillation, myocardial infarction, congestive heart failure, coronary atherosclerosis, and other cardiac complications.