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Updated: Jul 23, 2026

A Protocol for Computer-Based Protein Structure and Function Prediction
Published on: November 3, 2011
Progress in structure prediction of alpha-helical membrane proteins
Sarel J Fleishman1, Nir Ben-Tal
1Department of Biochemistry, George S. Wise Faculty of Life Sciences, Tel-Aviv University Ramat Aviv 69978, Israel.
Computational methods are advancing the study of transmembrane (TM) proteins, revealing unexpected structures. Combining computational and experimental data enhances the prediction of these vital, yet poorly understood, protein architectures.
Area of Science:
- Biochemistry
- Structural Biology
- Bioinformatics
Background:
- Transmembrane (TM) proteins constitute a significant portion of the genome (20-30%) but are underrepresented in structural databases (<1%) due to experimental challenges.
- The limited availability of experimentally determined membrane protein structures necessitates computational approaches for novel structure elucidation.
Purpose of the Study:
- To explore the application of advanced computational methods, integrated with experimental data, for modeling and predicting three-dimensional structures of TM proteins.
- To investigate the structural architectures of TM proteins using threading and ab initio modeling, adapting techniques successful for soluble proteins.
Main Methods:
- Integration of recent computational advances with experimental data to constrain three-dimensional structure modeling.
- Application of threading and ab initio modeling techniques to TM protein domains.
- Utilizing proteomic analyses and bioinformatics alongside experimental structures.
Main Results:
- Computational and experimental approaches have yielded novel insights into TM protein structures.
- Unexpected architectures have been uncovered, challenging previous assumptions about TM protein structure and stability.
- The study highlights the potential of computational prediction for expanding the known structures of membrane proteins.
Conclusions:
- Advanced computational strategies, combined with experimental validation, are crucial for deciphering complex TM protein structures.
- Emerging structural data from experimental, proteomic, and bioinformatics studies are revising fundamental understanding of TM protein architecture.
- Future research focusing on thermodynamic and evolutionary factors will further refine predictive accuracy for TM protein structures.
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