DNA-CTMF: Reconstruct high quality image from lossy DNA storage via Pixel-Base codebook and median filter
Limited by uncertain base errors in DNA storage, additional correction measures may introduce redundancy or even expand errors, resulting in poor reconstructed image. DNA-CTMF is proposed to reconstruct high quality images at high errors and indels. Firstly, Pixel-Base codebook and chaotic system ensure DNA sequences meet biological constraints. Then, codebook adjusts offset base-groups affected by indels to their original position. Finally, median filter removes salt-and-pepper noise caused by base errors. Simulated experiments show reconstructed images by DNA-CTMF exhibit high quality with minimal variation at different error compositions. Even at 5 % error rate and indels accounting for 2/3, DNA-CTMF reconstruct high quality images with PSNR approximately 23 and MS-SSIM exceeding 0.9. Tests on 4000 images demonstrate DNA-CTMF's superiority on multiple images. Wet experiments proves that DNA-CTMF can reconstruct images close to original at low error rate, which is consistent with the results of simulated experiments. Different from researches which adopted error correction codes, DNA-CTMF addresses base errors by image processing technology, providing a new interdisciplinary solution and perspective for storing images into DNA.
Authors
- Qingjiang Sun (ORCID: https://orcid.org/0000-0001-9286-5738)
- Ying Zhou (ORCID: https://orcid.org/0000-0002-6957-2440)
- Xiangwei Zhao (ORCID: https://orcid.org/0000-0003-0678-5219)
- Qi Xu (ORCID: https://orcid.org/0000-0002-4768-2008)
- Kun Bi (ORCID: https://orcid.org/0000-0002-1827-7572)
- Zuhong Lu
Institutions
- State Key Laboratory of Digital Medical Engineering (CN)
- Southeast University (CN)
Publication Details
- Journal
- Synthetic and Systems Biotechnology
- Published
- 2025-04-25
- DOI
- https://doi.org/10.1016/j.synbio.2025.04.015
- Citations
- 3
- Primary Topic
- DNA and Biological Computing
- Type
- article
- Field-Weighted Citation Impact
- 2.42
Funders
- National Natural Science Foundation of China
- Southeast University
- National Key Research and Development Program of China