# From prediction to design: Revealing the mechanisms of umami peptides using interpretable deep learning, quantum chemical simulations, and module substitution

> Research article (Food Chemistry, 2025) · cited 13× · AI/ML

**Wikidata**: [openalex:W4409290947](https://www.wikidata.org/wiki/openalex:W4409290947)  
**Source**: https://4ort.xyz/entity/from-prediction-to-design-revealing-the-mechanisms-of-umami-peptides-using-interpretable-deep-learning-quantum-chemical-