Key Findings: Plant-based dietary patterns, which were high in fruits, vegetables, and legumes were associated with a 41% lower risk of heart failure. On the other hand, a Southern-style dietary pattern, characterized by high intakes of red/processed meats and sugar-sweetened beverages, was associated with a 72% increased risk for heart failure.