Related Experiment Video
Updated: Jul 4, 2026

Optimization of Synthetic Proteins: Identification of Interpositional Dependencies Indicating Structurally and/or Functionally Linked Residues
Published on: July 14, 2015
Stylus: a system for evolutionary experimentation based on a protein/proteome model with non-arbitrary functional
Douglas D Axe1, Brendan W Dixon, Philip Lu
1Biologic Institute, Redmond, Washington, United States of America. daxe@biologicinstitute.org
This study introduces a novel protein evolution model using written language characters as a proxy for biological function. The developed software, Stylus, simulates protein evolution, offering a life-like system for biological comparisons.
Area of Science:
- Computational Biology
- Evolutionary Modeling
- Bioinformatics
Background:
- Protein evolution studies are complex due to vast sequence/structure space and intricate sequence-structure-function relationships.
- Existing lattice models for protein folding lack direct incorporation of biological function, using arbitrary structural criteria instead.
- There is a need for protein-like models that incorporate real structure-function relationships to accurately study evolution.
Purpose of the Study:
- To develop a novel protein-like model based on real structure-function relationships.
- To introduce open-source software (Stylus) for implementing this model.
- To demonstrate the model's utility in simulating protein evolution and generating homologous sequences.
Main Methods:
- A vector-world model was created, using Chinese characters as a basis for structure and written language meaning for function.
- Twenty coplanar vectors, encoded by base triplets, represent amino acids in forming character structures.
- The Stylus software was developed for Unix systems to implement and simulate this vector-world model.
Main Results:
- The vector-world model successfully captures key aspects of real proteins, including sequence, structure (secondary, tertiary, quaternary), genetic code, and functional complexity.
- Generated homologous vector proteins through simulated evolution exhibited sequence and structure divergence comparable to natural homologues.
- The Stylus software provides a full-featured implementation for exploring this model.
Conclusions:
- The developed model and Stylus software offer a life-like system for studying protein evolution by integrating real structure-function principles.
- This approach provides a valuable complement to experimental studies, enabling informative comparisons with biological systems.
- The model's ability to mimic evolutionary divergence suggests its potential for advancing our understanding of protein evolution.
Related Concept Videos
Protein Complexes with Interchangeable Parts
The SCF ubiquitin ligase is a protein complex of five individual proteins. This complex attaches ubiquitin to other target proteins to mark them for degradation. In order to...
Proteomics
Proteomics is the study of proteomes' function. It involves the large-scale systematic study of the proteome to denote the protein complement expressed by a genome. Scientist Mark Wilkins coined the term proteomics...
Protein Networks
These interactions can be represented through maps depicting protein-protein interaction networks, represented as nodes and edges. Nodes are circles that are representative of a protein,...
Evolutionary Relationships through Genome Comparisons
Conserved Binding Sites
Binding sites are often located in large pockets, and if their location on a protein’s surface is unknown, it can be predicted using various approaches. The energetic method computationally analyses the...

