AI, docking, and molecular dynamics to track the binding of structural peptides to different keratin models.

Int J Biol Macromol

SOLFARCOS - Soluções Farmacêuticas e Cosméticas, Lda., 4700-034 Braga, Portugal. Electronic address:

Published: June 2025


Article Synopsis

  • The study presents a computational method to analyze how nature-inspired peptides interact with hair keratin models, highlighting advancements in keratin modeling over time.
  • It employs AI, molecular docking, and dynamics simulations to predict peptide behaviors, focusing on their interactions with different keratin forms, including hyperoxidized variants.
  • Notably, peptides P34 and P36 show exceptional stability and binding affinity, demonstrating the effectiveness of this computational approach in expanding research into peptide-protein interactions in cosmetic applications.

Video Abstracts

60SecondsScience

August 31, 2025

636 views


Category Ranking

98%

Total Visits

921

Avg Visit Duration

2 minutes

Citations

20

Article Abstract

The present work shows a computational approach to assess the interactions of different nature-inspired peptides with hair keratin models. An updated keratin model was validated, and comparisons with previous models were traced, thereby highlighting the time-evolution of both the model and the in silico methods. Importantly, the computational methodology presented here allows for the study of peptide-protein interactions between unknown or unsolved structures. For that, artificial intelligence, molecular docking, and molecular dynamics simulations were used to predict the peptides' structural conformation, stability, binding, and interaction patterns with keratin. The keratin models were designed to include a conserved form and two hyperoxidized forms, where a few thiols were replaced by sulphonic acid in cysteine residues. Most peptides displayed strong affinity and stability over time, established by distinct interactions with the three keratin models, but peptides P34 (resilin-like) and P36 (abductin-like) stood out due to their amino acid variety, the different types of interactions they performed and the sustained binding proximity within the keratin helices. AlphaFold also demonstrated high reliability and accuracy when constructing the 'virgin' keratin model and the peptide structures. This study furthers many others on peptide-protein interactions whilst paving another setting stone in the use of computational methods on previously under-explored biotechnological fields such as cosmetics.

Download full-text PDF

Source
http://dx.doi.org/10.1016/j.ijbiomac.2025.144813DOI Listing

Publication Analysis

Top Keywords

keratin models
16
docking molecular
8
molecular dynamics
8
keratin
8
keratin model
8
peptide-protein interactions
8
models
5
interactions
5
dynamics track
4
track binding
4

Similar Publications

Background: The relationship between age of onset and social cognition in schizophrenia (SCZ), as well as the role of peripheral plasma protein markers in this connection, remains unclear. This study aims to investigate these associations in first-episode drug-naïve SCZ.

Methods: A total of 171 SCZ patients were enrolled and categorized into non-late-onset and late-onset groups based on their age of onset, which was recorded at enrollment.

View Article and Find Full Text PDF

Comprehensive in silico analyses of keratin heterodimerisation.

Eur J Cell Biol

August 2025

Institute of Molecular Pharmacology, Medical Faculty, RWTH Aachen University, Wendlingweg 2, Aachen 52074, Germany. Electronic address:

Keratins are the largest and most diverse group of intermediate filament proteins, providing structural integrity and mechanical strength to epithelial cells. Although their assembly as heterodimers is well established, the specific pairing preferences and molecular basis of keratin dimerisation remain largely unknown. Here, we employ a high-throughput computational pipeline that integrates AlphaFold Multimer (AFM) modelling, VoroIF-GNN interaction interface quality assessment, interaction energy calculations and structural comparisons with experimentally solved structures to systematically investigate keratin heterodimerisation and to provide a guideline for further analysis of intermediate filament assembly.

View Article and Find Full Text PDF

Background: A decellularized liver scaffold (DLS) is a three-dimensional acellular extracellular matrix created by removing cellular components from liver tissue. Hepatocellular carcinoma (HCC) organoids represent a useful experimental model.

Methods: HCC organoids from patient-derived xenografts (PDX), liver organoids, and HepG2 cells were expanded by cultivation within a murine DLS.

View Article and Find Full Text PDF

A purified-keratin solution obtained from wool fibers by sulfitolysis extraction was employed to produce hydrogels with and without crosslinking. Both hydrogels were used to successfully obtain aerogels by supercritical CO drying. Freeze-dried keratin was also produced from purified keratin solutions as reference materials.

View Article and Find Full Text PDF

Background: Burning Mouth Syndrome (BMS) is an idiopathic condition characterised by chronic oral burning pain without clinically evident lesions. Despite its prevalence and impact on quality of life, the pathophysiology of BMS remains poorly understood, limiting diagnostic and therapeutic options.

Objective: To systematically review histological, morphological and cytological changes in oral tissues of BMS patients, with a focus on epithelial cells and nerve fibres, to identify potential biomarkers and inform future research directions.

View Article and Find Full Text PDF