We performed a retrospective, hospital-based cohort analysis with external validation to examine whether a composite nutrient–inflammation interaction score (NIIS), reflecting the crosstalk between tumour necrosis factor-α (TNF-α) and nutritional status, could predict our hospital-defined endpoint of tumour detection at re-admission/follow-up in older adults with chronic heart failure. Here, TNF is linked to neoplasm.