Identification of antihypertensive, antidiabetic, and antioxidant peptides derived from hydrolysates of dairy white wastewaters containing milk proteins using machine learning insights

Dairy white wastewater (WW), a by-product of industrial cleaning processes, contains residual milk proteins that can be enzymatically converted into bioactive peptides. In this study, WW proteins were hydrolyzed using four enzymes, pepsin, trypsin, thermolysin, and pronase E, for up to 240 min, and the resulting hydrolysates were evaluated for ACE inhibition, DPP-IV inhibition, and antioxidant capacity. Thermolysin hydrolysates exhibited the strongest ACE inhibition, with IC<sub>50</sub> values as low as 21.0 μg protein/mL, whereas pepsin and pronase E hydrolysates showed DPP-IV inhibitory activities with IC<sub>50</sub> values of 2.4-3.1 mg protein/mL. Pepsin hydrolysates presented the highest antioxidant capacity, reaching 3.5 μM Trolox equivalents/mg protein. LC-MS/MS analysis combined with multivariate statistics identified 60 discriminant peptides, including 17 peptides previously reported to possess antihypertensive, antidiabetic, and/or antioxidant bioactivities. Based on a combination of PLS-DA loadings, QSAR scores, novelty relative to known bioactive peptides and physicochemical diversity, 20 peptides were synthesized and validated experimentally. Several peptides such as LRF, QW, GAWY, PPF, GPIVL, and SFNPTQL exhibited potent inhibitory effects, with micromolar IC<sub>50</sub> values for ACE and/or DPP-IV. In comparison to chemically synthesized ACE inhibitors like captopril, the most potent peptide, LRF, is five times more active on a molar basis (11.34 μM vs 63.06 μM). These findings demonstrate that WW is a promising source of multifunctional peptides and that integrating peptidomics with machine learning accelerates peptide discovery and validation.

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Journal
Food Research International
Published
2026-01-21
DOI
https://doi.org/10.1016/j.foodres.2026.118496
Primary Topic
Protein Hydrolysis and Bioactive Peptides
Type
article
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article

Identification of antihypertensive, antidiabetic, and antioxidant peptides derived from hydrolysates of dairy white wastewaters containing milk proteins using machine learning insights

Juan de Toro‐Martín, Sami Gaaloul, Haïrati Aboubacar, Aurore Cournoyer et al.
Food Research International
Protein Hydrolysis and Bioactive Peptides
article

Identification of antihypertensive, antidiabetic, and antioxidant peptides derived from hydrolysates of dairy white wastewaters containing milk proteins using machine learning insights

Juan de Toro‐Martín, Sami Gaaloul, Haïrati Aboubacar, Aurore Cournoyer, Benoît Cudennec, Diala Damen, Mathieu Bazinet, Safia Hamoudi, Laurent Bazinet
article en

Abstract

Dairy white wastewater (WW), a by-product of industrial cleaning processes, contains residual milk proteins that can be enzymatically converted into bioactive peptides. In this study, WW proteins were hydrolyzed using four enzymes, pepsin, trypsin, thermolysin, and pronase E, for up to 240 min, and the resulting hydrolysates were evaluated for ACE inhibition, DPP-IV inhibition, and antioxidant capacity. Thermolysin hydrolysates exhibited the strongest ACE inhibition, with IC<sub>50</sub> values as low as 21.0 μg protein/mL, whereas pepsin and pronase E hydrolysates showed DPP-IV inhibitory activities with IC<sub>50</sub> values of 2.4-3.1 mg protein/mL. Pepsin hydrolysates presented the highest antioxidant capacity, reaching 3.5 μM Trolox equivalents/mg protein. LC-MS/MS analysis combined with multivariate statistics identified 60 discriminant peptides, including 17 peptides previously reported to possess antihypertensive, antidiabetic, and/or antioxidant bioactivities. Based on a combination of PLS-DA loadings, QSAR scores, novelty relative to known bioactive peptides and physicochemical diversity, 20 peptides were synthesized and validated experimentally. Several peptides such as LRF, QW, GAWY, PPF, GPIVL, and SFNPTQL exhibited potent inhibitory effects, with micromolar IC<sub>50</sub> values for ACE and/or DPP-IV. In comparison to chemically synthesized ACE inhibitors like captopril, the most potent peptide, LRF, is five times more active on a molar basis (11.34 μM vs 63.06 μM). These findings demonstrate that WW is a promising source of multifunctional peptides and that integrating peptidomics with machine learning accelerates peptide discovery and validation.

Food Research InternationalVol. 229
Agriculture and Agri-Food Canada (CA), Université de Lille (FR), Cegep de Victoriaville (CA), Centre in Green Chemistry and Catalysis (CA), PROTEO (CA), Université Laval (CA), UMR Transfrontalière BioEcoAgro (FR)
Clean water and sanitation
Openalex Percentile: Top 82%
Protein Hydrolysis and Bioactive Peptides
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