DNAcycP2: improved estimation of intrinsic DNA cyclizability through data augmentation

Loop-seq is a pioneering high-throughput assay that enables the simultaneous quantification of intrinsic cyclizability across a large set of DNA fragments. However, the assay's reliance on biotin-tethered elongated DNA fragments introduces a tethering effect, leading to biased cyclizability measurements. We demonstrate that the current de-biasing technique is inadequate for fully mitigating this bias. To address this, we introduce DNAcycP2, an enhanced software tool that extends the capabilities of our previous platform, DNAcycP. DNAcycP2 incorporates a novel data augmentation approach to more effectively eliminate biotin tether bias, yielding more accurate estimates of intrinsic DNA cyclizability. Additionally, DNAcycP2 offers improved computational efficiency and expands accessibility through a newly developed R package alongside its existing Python package and web server, ensuring broader utility for the research community.

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Publication Details

Journal
Nucleic Acids Research
Published
2025-02-27
DOI
https://doi.org/10.1093/nar/gkaf145
Citations
4
Primary Topic
Genomics and Chromatin Dynamics
Type
article
Field-Weighted Citation Impact
3.22
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article

DNAcycP2: improved estimation of intrinsic DNA cyclizability through data augmentation

Xiaozhong Wang, Ji-Ping Wang, Chong Jin, Keren Li et al.
4 citations
Nucleic Acids Research
Genomics and Chromatin Dynamics
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article

DNAcycP2: improved estimation of intrinsic DNA cyclizability through data augmentation

Xiaozhong Wang, Ji-Ping Wang, Chong Jin, Keren Li, Feng Ruan, Brody Kendall
article en
4 citations

Abstract

Loop-seq is a pioneering high-throughput assay that enables the simultaneous quantification of intrinsic cyclizability across a large set of DNA fragments. However, the assay's reliance on biotin-tethered elongated DNA fragments introduces a tethering effect, leading to biased cyclizability measurements. We demonstrate that the current de-biasing technique is inadequate for fully mitigating this bias. To address this, we introduce DNAcycP2, an enhanced software tool that extends the capabilities of our previous platform, DNAcycP. DNAcycP2 incorporates a novel data augmentation approach to more effectively eliminate biotin tether bias, yielding more accurate estimates of intrinsic DNA cyclizability. Additionally, DNAcycP2 offers improved computational efficiency and expands accessibility through a newly developed R package alongside its existing Python package and web server, ensuring broader utility for the research community.

Nucleic Acids ResearchVol. 53(5)
Northwestern University (US), New Jersey Institute of Technology (US), University of Alabama at Birmingham (US)
Industry, innovation and infrastructure
Openalex Percentile: Top 9%
Genomics and Chromatin Dynamics
3.22
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DNAcycP2: improved estimation of intrinsic DNA cyclizability through data augmentation — Xiaozhong Wang, Ji-Ping Wang, et al. · Nucleic Acids Research (2025) | TGRS Research Map | TGRS