An elevated nutrient–inflammation interaction score, integrating plasma TNF-α with the geriatric nutritional risk index, independently predicts incident cancer in older adults with chronic heart failure and enhances risk discrimination beyond conventional factors. The gene discussed is TNF; the disease is cancer.