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. 2025 May 2;11:e62833. doi: 10.2196/62833

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
a

Respiratory or pulmonary diseases include pneumonia, acute respiratory failure, chronic airway obstruction, and other respiratory or pulmonary complications.

b

Heart diseases include atrial fibrillation, myocardial infarction, congestive heart failure, coronary atherosclerosis, and other cardiac complications.