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Updated: Sep 21, 2025

A Protocol for Computer-Based Protein Structure and Function Prediction
Published on: November 3, 2011
Unattained geometric configurations of secondary structure elements in protein structural space
Janan Sykes1, Barbara Holland1, Michael Charleston1
1School of Natural Sciences, University of Tasmania, Australia.
The Protein Data Bank may not be complete, as analysis of secondary structure element (SSE) relationships reveals potential gaps. Some physically possible protein substructures and motifs appear to be missing, suggesting unexplored areas in protein structure space.
Area of Science:
- Structural Bioinformatics
- Computational Biology
- Protein Science
Background:
- Discovery of novel protein folds in the Protein Data Bank (PDB) has plateaued, leading to debate on whether all existing folds are documented or if sampling bias is a factor.
- An alternative perspective suggests that while all existing folds might be known, not all theoretically possible folds may have been discovered or documented.
Purpose of the Study:
- To investigate the completeness of the PDB by analyzing the geometric relationships between successive secondary structure elements (SSEs).
- To determine if all possible substructures formed by triplets of SSEs are represented in the PDB.
- To identify underrepresented motifs in one-dimensional sequences of SSE types.
Main Methods:
- Protein structures were simplified by representing them as sequences of alpha helices and beta sheets.
- Geometric relationships (torsion angles, lengths, distances) between successive SSEs were analyzed.
- SSEs were defined using both Promotif and DSSP assignment programs.
- One-dimensional sequences of SSE types were analyzed for underrepresented motifs.
Main Results:
- A gap in the representation of torsion angles for helix-strand-strand substructures was identified when using the Promotif program.
- This gap was not observed when using the DSSP program with a smaller minimum SSE length.
- Analysis of one-dimensional SSE sequences revealed that completely absent motifs occurred more frequently than expected by random chance.
Conclusions:
- The PDB may be incomplete, with potential gaps in represented SSE substructures and motifs.
- The existence of such gaps implies unexplored areas in protein structure space.
- The choice of SSE definition program can influence the identification of these gaps.
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