ResearchMar 29, 20260 views

Virtual Screening and Validation of DPP-4 Inhibitory Peptides from Goat Milk: Insights from Molecular Dynamics Simulations and In vitro Experiment.

Virtual Screening and Validation of DPP-4 Inhibitory Peptides from Goat Milk:

P

J Dairy Sci

by Liu M, Li S, Zhou X et al.

Virtual Screening and Validation of DPP-4 Inhibitory Peptides from Goat Milk: Insights from Molecular Dynamics Simulations and In vitro Experiment. Liu M(1), Li S(1), Zhou X(1), Duan X(1), Fu X(1), Xing S(2), Han W(3). Author information: (1)Key Laboratory for Molecular Enzymology and Engineering of Ministry of Education, School of Life Sciences, Jilin University, Changchun 130012, Qianjin road 2699, China. (2)Key Laboratory for Molecular Enzymology and Engineering of Ministry of Education, School of Life Sciences, Jilin University, Changchun 130012, Qianjin road 2699, China.. Electronic address: xingshu@jlu.edu.cn. (3)Key Laboratory for Molecular Enzymology and Engineering of Ministry of Education, School of Life Sciences, Jilin University, Changchun 130012, Qianjin road 2699, China.. Electronic address: weiweihan@jlu.edu.cn. Goat milk, distinguished by its high β-casein content and superior digestibility compared with bovine milk, represents a promising source of bioactive peptides. Dipeptidyl peptidase-IV (DPP-4) inhibitors are vital for managing type 2 diabetes mellitus by enhancing incretin-mediated glycemic control. Naturally derived DPP-4 inhibitory peptides are of interest as food-compatible candidates for functional ingredient development. This study aimed to identify and characterize DPP-4 inhibitory peptides from goat milk proteins through an integrated computational and experimental approach. Eleven major goat milk proteins were subjected to in silico hydrolysis using Alcalase, Pepsin, and Trypsin, generating 319 peptides (3-15 amino acids). Virtual screening with ToxinPred, PeptideRanker, StackDPPIV, and KarmaDock prioritized non-toxic, bioactive candidates, followed by molecular docking and 500 ns Gaussian accelerated molecular dynamics simulations using AMBER 22 to elucidate binding and conformational dynamics with DPP-4 (PDB: 4A5S). High-performance liquid chromatography validated the presence of 3 top peptides-MMSF (from α-lactalbumin), MPFPK, and GPFPIL (from β-casein)-in the < 3 kDa hydrolysate fraction, with retention times closely matching standards (MPFPK: 8.923 vs. 8.856 min; MMSF: 11.003 vs. 10.912 min; GPFPIL: 12.406 vs. 12.334 min). In vitro assays confirmed competitive inhibition, with IC50 values of 0.69 mM (MMSF), 0.32 mM (MPFPK), and 2.83 mM (GPFPIL), and negligible cytotoxicity (>95% cell viability at 10 mM in Caco-2 cells). Docking revealed interactions with critical DPP-4 residues (H740, Y631, Y547), with MPFPK forming the most extensive hydrogen bond network (5 bonds). Molecular dynamics simulations indicated enhanced DPP-4 stability (reduced RMSD), increased radius of gyration and solvent-accessible surface area, and distinct flap region (H235-E255) perturbations: GPFPIL induced a stable open conformation, MPFPK caused dynamic open-closed transitions, and MMSF disrupted β-sheet stability. MM-PBSA analysis confirmed MPFPK's superior binding affinity. These findings establish goat milk as a valuable source of DPP-4 inhibitory peptides, with MPFPK demonstrating exceptional potency and stability. This integrated framework provides a scalable approach for discovering food-derived bioactives, advancing the development of natural therapeutics and functional foods for type 2 diabetes management. The Authors. Published by Elsevier Inc. on behalf of the American Dairy Science Association®. This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/).

Insights from Molecular Dynamics Simulations and In vitro Experiment.

Liu M(1), Li S(1), Zhou X(1), Duan X(1), Fu X(1), Xing S(2), Han W(3).

Author information:

(1)Key Laboratory for Molecular Enzymology and Engineering of Ministry of

Education, School of Life Sciences, Jilin University, Changchun 130012, Qianjin

road 2699, China.

(2)Key Laboratory for Molecular Enzymology and Engineering of Ministry of

Education, School of Life Sciences, Jilin University, Changchun 130012, Qianjin

road 2699, China.. Electronic address: xingshu@jlu.edu.cn.

(3)Key Laboratory for Molecular Enzymology and Engineering of Ministry of

Education, School of Life Sciences, Jilin University, Changchun 130012, Qianjin

road 2699, China.. Electronic address: weiweihan@jlu.edu.cn.

Goat milk, distinguished by its high β-casein content and superior digestibility

compared with bovine milk, represents a promising source of bioactive peptides.

Dipeptidyl peptidase-IV (DPP-4) inhibitors are vital for managing type 2

diabetes mellitus by enhancing incretin-mediated glycemic control. Naturally

derived DPP-4 inhibitory peptides are of interest as food-compatible candidates

for functional ingredient development. This study aimed to identify and

characterize DPP-4 inhibitory peptides from goat milk proteins through an

integrated computational and experimental approach. Eleven major goat milk

proteins were subjected to in silico hydrolysis using Alcalase, Pepsin, and

Trypsin, generating 319 peptides (3-15 amino acids). Virtual screening with

ToxinPred, PeptideRanker, StackDPPIV, and KarmaDock prioritized non-toxic,

bioactive candidates, followed by molecular docking and 500 ns Gaussian

accelerated molecular dynamics simulations using AMBER 22 to elucidate binding

and conformational dynamics with DPP-4 (PDB: 4A5S). High-performance liquid

chromatography validated the presence of 3 top peptides-MMSF (from

α-lactalbumin), MPFPK, and GPFPIL (from β-casein)-in the < 3 kDa hydrolysate

fraction, with retention times closely matching standards (MPFPK: 8.923 vs.

8.856 min; MMSF: 11.003 vs. 10.912 min; GPFPIL: 12.406 vs. 12.334 min). In vitro

assays confirmed competitive inhibition, with IC50 values of 0.69 mM (MMSF),

0.32 mM (MPFPK), and 2.83 mM (GPFPIL), and negligible cytotoxicity (>95% cell

viability at 10 mM in Caco-2 cells). Docking revealed interactions with critical

DPP-4 residues (H740, Y631, Y547), with MPFPK forming the most extensive

hydrogen bond network (5 bonds). Molecular dynamics simulations indicated

enhanced DPP-4 stability (reduced RMSD), increased radius of gyration and

solvent-accessible surface area, and distinct flap region (H235-E255)

perturbations: GPFPIL induced a stable open conformation, MPFPK caused dynamic

open-closed transitions, and MMSF disrupted β-sheet stability. MM-PBSA analysis

confirmed MPFPK's superior binding affinity. These findings establish goat milk

as a valuable source of DPP-4 inhibitory peptides, with MPFPK demonstrating

exceptional potency and stability. This integrated framework provides a scalable

approach for discovering food-derived bioactives, advancing the development of

natural therapeutics and functional foods for type 2 diabetes management.

The Authors. Published by Elsevier Inc. on behalf of the American Dairy Science

Association®. This is an open access article under the CC BY license

(http://creativecommons.org/licenses/by/4.0/).

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