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Polygraph: a software framework for the systematic assessment of synthetic regulatory DNA elements.
Avantika Lal1, Laura Gunsalus1, Anay Gupta2
1Biology Research | AI Development, gRED Computational Sciences, Genentech, South San Francisco, USA.
Polygraph is a new Python tool for evaluating synthetic DNA elements used in gene and cell therapy. It helps researchers assess DNA sequences for better therapeutic development and understanding of gene regulation.
Area of Science:
- Molecular Biology
- Bioinformatics
- Gene Therapy
Background:
- Designing regulatory elements is crucial for gene and cell therapies to control gene expression.
- Systematic assessment of synthetic DNA sequences is challenging due to a lack of robust metrics and user-friendly software.
Purpose of the Study:
- Introduce Polygraph, a novel Python framework for evaluating synthetic DNA elements.
- Provide researchers with a tool to systematically assess synthetic DNA sequences for therapeutic applications.
Main Methods:
- Polygraph analyzes synthetic DNA elements based on sequence diversity, motif and k-mer composition.
- It compares synthetic sequences to endogenous ones and uses predictive and foundational models for screening.
Main Results:
- Polygraph offers a comprehensive approach to evaluating synthetic DNA elements.
- The framework provides metrics for assessing sequence features relevant to gene regulation.
Conclusions:
- Polygraph is the first instrument designed for assessing synthetic regulatory sequences.
- This tool can accelerate progress in gene and cell therapy development and enhance understanding of gene regulatory mechanisms.
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