ArticleBMC bioinformatics2025
Dna-storalator: a computational simulator for DNA data storage.
Article in BMC bioinformatics, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
3 citing papers in PubMed.
- From spacecraft ranging to massive DNA data storage: Composite ranging codes as indices and error correction references.Science advances · 2026Article
- TC-HUR: A Tri-Phase Cauchy-Assisted Hunger Games Search and Unified Runge-Kutta Optimizer for Robust DNA Data Storage.International journal of molecular sciences · 2026Article
- Dna-storalator: a computational simulator for DNA data storage.BMC bioinformatics · 2025Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
5 authors.
Funding
Abstract
backgroundDNA data storage is an emerging technology that caught the attention of many researchers and engineers. This technology uses DNA molecules as a storage medium and thus presents an extremely dense and durable storage device. However, the unique nature of the errors in DNA, which include insertion, deletion, and substitution errors, requires the development of new algorithmic and coding solutions for these storage systems.
resultsThe DNA-Storalator is a cross-platform software tool that simulates in a simplified digital point of view biological and computational processes involved in the process of storing data in DNA molecules. The simulator receives an input file with the designed DNA strands that store digital data and emulates the different biological and algorithmical components of DNA-based storage system. The biological component includes simulation of the synthesis, PCR, and sequencing stages which are expensive and complicated and therefore are not widely accessible to the community. These processes amplify the data and generate noisy copies of each DNA strand, where the errors are insertions, deletions, long-deletions, and substitutions. The DNA-Storalator injects errors to the data based on the error rates, as they vary between different synthesis and sequencing technologies. The rates are based on comprehensive analysis of data from previous experiments but can also be customized. Additionally, the tool can analyze new datasets and characterize their error rates to build new error models for future usage in the simulator. The DNA-Storalator also enables control of the amplification process and the distribution of the number of copies per designed strand. The coding and algorithmic components are: 1. Clustering algorithms which partition all output noisy strands into groups according to the designed strand they originated from; 2. State-of-the-art reconstruction algorithms that are invoked on each cluster to output a close/exact estimation of the designed strand; 3. Integration with external error-correcting codes and other encoding and decoding techniques.
conclusionsThe suggested computational DNA storage simulator grants researchers from all fields an accessible complete simulator to examine new biological technologies, coding techniques, and algorithms for current and future DNA storage systems.
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What Socratic holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.