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By combining bioinformatics with quantum-chemical calculations, we attempt to address quantitatively some of the physical principles underlying protein folding. The former allowed us to identify tripeptide sequences in existing protein three-dimensional structures with a strong preference for either helical or extended structure. The selected representatives of pro-helical and pro-extended sequences were converted into "isolated" tripeptides-capped at N- and C-termini-and these were subjected to an extensive conformational sampling and geometry optimization (typically thousands to tens of thousands of conformers for each tripeptide). For each conformer, the QM(DFT-D3)/COSMO-RS free-energy value was then calculated, G(solv). The Δ G(solv) is expected to provide an objective, unbiased, and quantitatively accurate measure of the conformational preference of the particular tripeptide sequence. It has been shown that irrespective of the helical vs extended preferences of the selected tripeptide sequences in context of the protein, most of the low-energy conformers of isolated tripeptides prefer the R-helical structure. Nevertheless, pro-helical tripeptides show slightly stronger helix preference than their pro-extended counterparts. Furthermore, when the sampling is repeated in the presence of a partner tripeptide to mimic the situation in a β-sheet, pro-extended tripeptides (exemplified by the VIV) show a larger free-energy benefit than pro-helical tripeptides (exemplified by the EAM). This effect is even more pronounced in a hydrophobic solvent, which mimics the less polar parts of a protein. This is in line with our bioinformatic results showing that the majority of pro-extended tripeptides are hydrophobic. The preference for a specific secondary structure by the studied tripeptides is thus governed by the plasticity to adopt to its environment. In addition, we show that most of the "naturally occurring" conformations of tripeptide sequences, i.e., those found in existing three-dimensional protein structures, are within ∼10 kcal·mol from their global minima. In summary, our "ab initio" data suggest that complex protein structures may start to emerge already at the level of their small oligopeptidic units, which is in line with a hierarchical nature of protein folding.
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http://dx.doi.org/10.1021/acs.jpcb.8b09245 | DOI Listing |
Int J Biol Macromol
September 2025
Department of Computational Biology, Indraprastha Institute of Information Technology Delhi (IIIT-Delhi), Okhla Phase III, New Delhi, 110020, India; Infosys Centre for Artificial Intelligence, Indraprastha Institute of Information Technology Delhi (IIIT-Delhi), Okhla Phase III, New Delhi, 110020, In
Understanding the structural and functional diversity of toxin proteins is critical for elucidating macromolecular behavior, mechanistic variability, and structure-driven bioactivity. Traditional approaches have primarily focused on binary toxicity prediction, offering limited resolution into distinct modes of action of toxins. Here, we present MultiTox, an ensemble stacking framework for the classification of toxin proteins based on their molecular mode of action: neurotoxins, cytotoxins, hemotoxins, and enterotoxins.
View Article and Find Full Text PDFBiomed Pharmacother
September 2025
Department of Biomedical Sciences, Institute of Health, Jimma University, Jimma 378, Ethiopia; Division of Research & Development, Lovely Professional University, Phagwara 144411, India. Electronic address:
Alzheimer's disease (AD) is a progressive neurodegenerative disorder characterised by cognitive decline and the accumulation of misfolded proteins, including amyloid-beta and hyperphosphorylated tau, which impair neuronal function and promote cell death. These misfolded proteins disrupt proteostasis by forming toxic aggregates that exacerbate disease progression. Molecular chaperones, such as heat shock proteins, actively maintain protein homeostasis by assisting in proper folding, preventing aggregation, and promoting the clearance of misfolded proteins.
View Article and Find Full Text PDFJ Agric Food Chem
September 2025
School of Chemical Engineering and Technology, Zhengzhou University, Zhengzhou 450001, China.
d-Amino acid oxidase from (DAAO) is valuable for pharmaceutical and chemical synthesis due to its high enantioselectivity, but its poor thermostability limits extensive application. This study proposed a synergistic strategy of "sequence consensus design coupled with structure modification" to enhance DAAO thermostability. Through homologous sequence analysis and greedy algorithm-based optimization, a triple mutant M3 (S18T/V7I/Y132F) was obtained, showing a 3.
View Article and Find Full Text PDFJCI Insight
September 2025
Division of Metabolism, Endocrinology & Diabetes, and.
Intracellular trafficking of secretory and membrane proteins from the endoplasmic reticulum (ER) to the cell surface, via the secretory pathway, is crucial to the differentiated function of epithelial tissues. In the thyroid gland, a prerequisite for such trafficking is proper protein folding in the ER, assisted by an array of ER molecular chaperones. One of the most abundant of these chaperones, Glucose-Regulated-Protein-170 (GRP170, encoded by Hyou1), is a noncanonical hsp70-like family member.
View Article and Find Full Text PDFInt J Biol Macromol
September 2025
Institute of Cytology Russian Academy of Sciences, St. Petersburg, Russia; Laboratory of structural dynamics, stability and folding of proteins, Institute of Cytology Russian Academy of Sciences, 4 Tikhoretsky ave., 194064, St. Petersburg, Russia. Electronic address:
Growing evidence links gut microbiota to neurodegenerative diseases, yet direct molecular interactions between bacterial and host amyloid proteins remain incompletely understood. Bacterial amyloids represent an understudied yet potentially critical component of gut-brain communication in neurodegeneration. Here, we provide the first investigation of whether amyloids formed by outer membrane proteins (OMPs) of enterobacteria can modulate neurodegeneration-associated protein aggregation.
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