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Evolutionary approach to construct robust codes for DNA-based data storage.

Abdur Rasool1,2, Qingshan Jiang1, Yang Wang1

  • 1Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, Shenzhen, China.

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Summary
This summary is machine-generated.

This study introduces a novel computational method to improve DNA data storage. The moth-flame optimizer enhances DNA code reliability and reduces errors, boosting storage efficiency.

Keywords:
DNA coding setsDNA data storageMFObiocomputingbioconstrained codes

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Area of Science:

  • Biocomputing and Bioinformatics
  • Computational Biology
  • Data Storage Technologies

Background:

  • DNA offers high-density, durable data storage potential.
  • Current DNA sequence design methods face encoding and decoding errors due to bioconstraints and secondary structures.
  • Existing evolutionary approaches limit the lower bounds of DNA coding sets for molecular hybridization.

Purpose of the Study:

  • To propose a computational evolutionary approach for optimizing DNA sequence design.
  • To address errors in DNA encoding and decoding processes.
  • To enhance the lower bounds and coding rates for DNA data storage.

Main Methods:

  • A synergistic moth-flame optimizer (MFOS) incorporating Levy flight and opposition-based learning mutation strategies.
  • Construction of reverse-complement constraints for robust DNA sequence design.
  • Optimization of DNA coding sets using MFOS and evaluation across 19 benchmark functions.

Main Results:

  • The proposed MFOS approach significantly improves the lower bounds of DNA codes by 12-28% compared to existing methods.
  • Substantial reduction in errors during DNA encoding and decoding processes.
  • Demonstrated ability to construct robust DNA coding sets with improved coding rates.

Conclusions:

  • The MFOS provides an effective computational strategy for overcoming limitations in DNA data storage.
  • The method enhances the reliability and efficiency of DNA-based information storage.
  • This work contributes to advancing DNA as a viable, high-capacity data storage medium.