探索发酵牛奶蛋白中的生物活性的影响:一篇重点关注健康影响和人工智能整合的综述
Hosam M Habib1, Rania Ismail2, Mahmoud Agami1
1Research & Innovation Hub, Alamein International University (AIU), Alamein City, Matrouh Governorate 5060310, Egypt.
Food chemistry
|April 5, 2025
概括
发酵牛奶中的生物活性 (BAP) 具有抗氧化和抗高血压作用等健康益处. 人工智能 (AI) 和机器学习 (ML) 加快了这些在功能性食品和个性化营养中的发现和应用.
科学领域:
- 食品科学与技术 食品科学与技术
- 生物化学 生物化学
- 计算生物学 计算生物学
背景情况:
- 从发酵牛奶蛋白中提取的生物活性 (BAP) 具有多种促进健康的特性,包括抗微生物,抗高血压,抗氧化和免疫调节活性.
- 这些具有显著的发展潜力,可以成为功能性食品和营养药品.
- 目前面临的挑战包括优化BAP的稳定性,生物可用性和成本有效的生产方法.
研究的目的:
- 审查发酵牛奶蛋白中的生物活性的健康益处.
- 强调人工智能 (AI) 和机器学习 (ML) 在推动BAP研究和应用中的作用.
- 探索AI/ML如何克服BAP发现和生产现有的局限性.
主要方法:
- 文献综述侧重于发酵牛奶中的生物活性.
- 分析人工智能/ML在类发现中的应用,包括数据挖掘,序列分析和预测建模.
- 检查AI/ML在优化发酵过程和实现个性化的营养策略中的作用.
主要成果:
- 人工智能/ML工具正在通过加速新型BAPs的识别来彻底改变的发现.
- 这些技术提高了发酵优化,提高了生产效率.
- AI/ML 通过将 BAP 应用量身定制为个人需求,促进了个性化的营养方法.
结论:
- 人工智能和ML的整合大大提高了生物活性类领域的研究效率.
- AI/ML为BAP稳定性,生物可用性和生产方面的挑战提供了创新的解决方案.
- 利用AI/ML进行跨学科合作对于利用BAP对功能性食品和健康促进的好处至关重要.
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