Classification-based machine learning approaches to predict the taste of molecules: A review

C Rojas, D Ballabio, V Consonni… - Food Research …, 2023 - Elsevier
The capacity to discriminate safe from dangerous compounds has played an important role
in the evolution of species, including human beings. Highly evolved senses such as taste …

Unlocking the Potential of the Umami Taste-Presenting Compounds: A Review of the Health Benefits, Metabolic Mechanisms and Intelligent Detection Strategies

R Xia, Y Qiao, H Xu, Z Hou, G Qian… - Food Reviews …, 2024 - Taylor & Francis
Umami is essential in food which has garnered attention due to its potential benefits, mainly
produced by umami amino acids, nucleotides and peptides. Expanding the mechanism …

Predicting and improving complex beer flavor through machine learning

M Schreurs, S Piampongsant, M Roncoroni… - Nature …, 2024 - nature.com
The perception and appreciation of food flavor depends on many interacting chemical
compounds and external factors, and therefore proves challenging to understand and …

Screening and identification of novel umami peptides from yeast proteins: Insights into their mechanism of action on receptors T1R1/T1R3

Y Gu, X Zhou, Y Niu, J Zhang, B Sun, Z Liu, X Mao… - Food Chemistry, 2025 - Elsevier
This study aimed to unravel the peptide profiles of six distinct yeast protein samples and
identify novel umami peptides within them. Peptide characteristics analysis support the …

Predicting multiple taste sensations with a multiobjective machine learning method

L Androutsos, L Pallante, A Bompotas, F Stojceski… - npj Science of …, 2024 - nature.com
Taste perception plays a pivotal role in guiding nutrient intake and aiding in the avoidance of
potentially harmful substances through five basic tastes-sweet, bitter, umami, salty, and sour …

AI can empower agriculture for global food security: challenges and prospects in developing nations

A Ahmad, AXW Liew, F Venturini… - Frontiers in Artificial …, 2024 - frontiersin.org
Food and nutrition are a steadfast essential to all living organisms. With specific reference to
humans, the sufficient and efficient supply of food is a challenge as the world population …

[HTML][HTML] Recent progress and prospects in production and identification of umami peptides from marine proteins

D Hu, Z Zheng, B Liang, Y Jin, C Shi… - Food Innovation and …, 2024 - maxapress.com
Umami peptides, the flavor compounds mainly derived from natural proteins, provide a
pleasant taste for humans and exhibit a variety of biological activities, such as antioxidant …

UmamiPreDL: Deep learning model for umami taste prediction of peptides using BERT and CNN

AP Indiran, H Fatima, S Chattopadhyay… - … Biology and Chemistry, 2024 - Elsevier
Taste is crucial in driving food choice and preference. Umami is one of the basic tastes
defined by characteristic deliciousness and mouthfulness that it imparts to foods …

Classification of tastants: A deep learning based approach

P Dutta, D Jain, R Gupta, B Rai - Molecular Informatics, 2023 - Wiley Online Library
Predicting the taste of molecules is of critical importance in the food and beverages, flavor,
and pharmaceutical industries for the design and screening of new tastants. In this work, we …

Computational screening of umami tastants using deep learning

P Dutta, K Gajula, N Verma, D Jain, R Gupta, B Rai - Molecular Diversity, 2024 - Springer
Umami, a fundamental human taste modality, refers to the savory flavors in meats and
broths, often associated with monosodium glutamate and protein richness. With limited …