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DeSP: a systematic DNA storage error simulation pipeline.

Lekang Yuan1,2, Zhen Xie1, Ye Wang3

  • 1Ministry of Education Key Laboratory of Bioinformatics; Center for Synthetic and Systems Biology; Beijing National Research Center for Information Science and Technology; Department of Automation, Tsinghua University, Beijing, China, 100084.

BMC Bioinformatics
|May 17, 2022
PubMed
Summary

We developed DeSP, a DNA data storage simulation pipeline. It optimizes error correction redundancy for DNA storage by modeling errors, aiding in efficient data recovery.

Keywords:
DNA storageDeSPEncoding optimizationSystematic error simulationWeb application

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Area of Science:

  • Bioinformatics
  • Data Storage Technologies
  • Computational Biology

Background:

  • DNA offers high-density, long-term data storage potential amidst escalating data generation.
  • A key challenge in DNA data storage is managing channel noise and balancing error correction redundancy with storage density.
  • In vitro experiments for DNA data storage are costly and time-intensive, necessitating robust simulation models.

Purpose of the Study:

  • To present DeSP, a systematic DNA storage error simulation pipeline.
  • To model errors across all DNA storage stages and guide redundancy optimization.
  • To analyze error generation, propagation, and the impact of error rates and sampling depth.

Main Methods:

  • Developed DeSP, a Python-based simulation pipeline for DNA data storage.
  • Simulated sequence loss and within-sequence errors specific to the DNA data storage channel.
  • Systematically optimized encoding redundancy in silico using the simulation model.

Main Results:

  • DeSP accurately simulates errors across DNA storage stages, consistent with in vitro experimental findings.
  • The pipeline analyzes the influence of error rate and sampling depth on final error rates.
  • Demonstrated in silico optimization of redundancy design for DNA data storage.

Conclusions:

  • DeSP provides a flexible framework for systematic error simulation in DNA storage.
  • The simulation model aids in optimizing redundancy for robust DNA data storage systems.
  • DeSP is freely available on GitHub, adaptable to various experimental pipelines.