A metabolomic approach of AI-driven enzymatic digestion of pumpkin seed flour for producing umami metabolites
Keywords: artificial intelligence, enzymatic digestion, umami, Metabolomic profile, Plant-based foods
Abstract
This study presents an innovative approach that combines enzymatic digestion with AI-driven optimization to produce pumpkin seed (Cucurbita pepo) metabolites that resemble those of chicken. Proteolytic enzymes, such as subtilisin, a mix of leucine aminopeptidase and glutamyl endopeptidase, and glutaminase, were used to break down the protein matrix and release key amino acids, with glutamate standing out for its umami-enhancing properties. Using AI-optimized reaction conditions reduces the number of trials needed and maximizes the production of desired metabolites. Metabolomic analyses revealed a substantial increase in compounds such as alanine and cysteine and the release of umami-boosting nucleotides (GMP and IMP). Sensory analyses showed that plant-based nuggets enriched with digested pumpkin seed flour exhibited flavor characteristics and acceptance levels comparable to traditional chicken nuggets. This approach highlights the potential of AIoptimized enzymatic technology to develop sustainable and appealing food alternatives, aligning with the growing demand for plant-based products that replicate the sensory experience of animal-based foods.
Más información
| Título según WOS: | A metabolomic approach of AI-driven enzymatic digestion of pumpkin seed flour for producing umami metabolites |
| Título de la Revista: | INTERNATIONAL JOURNAL OF GASTRONOMY AND FOOD SCIENCE |
| Volumen: | 39 |
| Editorial: | Elsevier |
| Fecha de publicación: | 2025 |
| Idioma: | English |
| DOI: |
10.1016/j.ijgfs.2025.101117 |
| Notas: | ISI |