A refined pH-dependent coarse-grained model for peptide structure prediction in aqueous solution
Abstract
1Peptides carry out diverse biological functions and the knowledge of the conformational ensemble of polypeptides in various experimental conditions is important for biological applications. All fast dedicated softwares perform well in aqueous solution at neutral pH. In this study, we go one step beyond by combining the Debye-Huckel formalism for charged-charged amino acid interactions and a coarse-grained potential of the amino acids to treat pH and salt variations. Using the PEP-FOLD framework, we show that our approach performs as well as the machine-leaning AlphaFold2 and TrRosetta methods for 15 well-structured sequences, but shows significant improvement in structure prediction of six poly-charged amino acids and two sequences that have no homologous in the Protein Data Bank, expanding the range of possibilities for the understanding of peptide biological roles and the design of candidate therapeutic peptides.
02 /Specification & Classification
Click any tag to browse matching papers- Citations
- 19
- FWCI
- 1.69
- Field percentile
- top 16%
- Assay
- Research Focus
- Approach
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Can AlphaFold2 predict protein-peptide complex structures accurately?
Junsu Ko, Juyong Lee·bioRxiv·Jul 27, 2021
- Benchmarking Peptide Structure Prediction with AlphaFold2
A. Gulsevin, J. Meiler·bioRxiv·Feb 17, 2022
- Peptide structural plasticity is predictable from sequence and environment
Marcelo D. T. Torres, Hanqun Cao, César de la Fuente‐Núñez·bioRxiv·Aug 21, 2026
- PEPstrMOD2: Next-generation tertiary structure prediction of chemically modified and non-natural peptides
Saloni Jain, Naman Kumar Mehta, … Gajendra P. S. Raghava·bioRxiv·Jul 7, 2026
- How AlphaFold and related models predict protein-peptide complex structures
Lindsey Guan, Amy E. Keating·bioRxiv·Jun 18, 2025
- Structural Coordinates: A novel approach to predict protein backbone conformation
Vladislava Milchevskaya, Alexei M. Nikitin, … Yury V. Milchevskiy·PLoS ONEPeer-reviewed·May 20, 2021