Evidence map›Paper›PMID 41249129›Full record

ArticleNature communications2025

Approaching single-molecule assembly-free readout from medium-length encoded DNA.

Weigang Chen, Rui Qin, Quan Guo, Jian Guo, Qi Ge, Yingjin Yuan

Abstract read
In one paragraph

Article in Nature communications, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

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.

2 · The registry

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.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

6 authors.

Weigang Chen *School of Microelectronics, Tianjin University, Tianjin, China. chenwg@tju.edu.cn.ORCID http://orcid.org/0000-0002-4880-8186
Rui Qin *School of Microelectronics, Tianjin University, Tianjin, China.ORCID http://orcid.org/0009-0009-5443-2283
Quan Guo *School of Microelectronics, Tianjin University, Tianjin, China.ORCID http://orcid.org/0009-0005-0894-2638
Jian Guo *School of Microelectronics, Tianjin University, Tianjin, China.ORCID http://orcid.org/0009-0006-2044-5615
Qi GeSchool of Microelectronics, Tianjin University, Tianjin, China.ORCID http://orcid.org/0000-0002-0489-350X
Yingjin YuanState Key Laboratory of Synthetic Biology, Tianjin University, Tianjin, China. yjyuan@tju.edu.cn.ORCID http://orcid.org/0000-0003-0553-0089

Funding

Ministry of Science and Technology of the People's Republic of China (Chinese Ministry of Science and Technology) 2023YFA0913800,2021YFF1200200Ministry of Science and Technology of the People's Republic of China (Chinese Ministry of Science and Technology) 2024YFF1500500
6 · The paper itself

Abstract

For DNA data storage, nanopore sequencing can facilitate rapid readout but suffers from severe insertion/deletion errors, which are quite computationally expensive to correct. Here, we propose a nearly single-molecule and assembly-free readout scheme for medium-length pseudo-noise piloting DNA fragments. Specifically, we devise medium-length DNA fragments using low-density parity-check codes companioned by pseudo-noise sequence (PNC-LDPC). A single cleavage on this encoded DNA by transposase generates DNA fragments of approximately full length. Using the readout-aware pseudo-noise sequences, noisy nanopore reads with arbitrary start points are directly located, and base insertions/deletions are corrected, enabling fast and reliable recovery even at very low coverages. Experimental results indicate that the data can be reliably recovered at a coverage of 1.24-3.15× with a typical nanopore sequencing error rate of 1.83%. This method enables error-free recovery in near single-molecule scenarios, highlighting the potential of PNC-LDPC encoded medium-length DNA for data storage applications.

Indexed as

DNANanopore SequencingSequence Analysis, DNANanoporesTransposasesDNATransposases

Identifiers

PMID41249129
PMCPMC12623992

What Socratic holds

Textmetadata
LicenceCC BY-NC-ND
Read underepoch 390

Registered trials

None linked

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.