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Methylation reference datasets from quartet DNA materials for benchmarking epigenome sequencing

Author

Listed:
  • Xiaorou Guo

    (Fudan University)

  • Qingwang Chen

    (Fudan University)

  • Yuanfeng Zhang

    (Beijing Hospital/National Center of Gerontology
    Chinese Academy of Medical Sciences & Peking Union Medical College
    Beijing Hospital)

  • Yujing Zhang

    (National Institute of Metrology)

  • Yaqing Liu

    (Fudan University)

  • Shumeng Duan

    (Fudan University)

  • Yu Ma

    (Beijing Hospital/National Center of Gerontology
    Chinese Academy of Medical Sciences & Peking Union Medical College
    Beijing Hospital)

  • Peng Ni

    (Central South University
    Central South University)

  • Jianxin Wang

    (Central South University
    Central South University)

  • Bo He

    (Peking University Chengdu Academy for Advanced Interdisciplinary Biotechnologies)

  • Luyao Ren

    (Fudan University)

  • Ruiwen Ma

    (Fudan University)

  • Wanwan Hou

    (Fudan University)

  • Ying Yu

    (Fudan University)

  • Bingsi Li

    (Burning Rock Biotech)

  • Fujun Qiu

    (Burning Rock Biotech)

  • Yuan Sun

    (Burning Rock Biotech)

  • Zhihong Zhang

    (Burning Rock Biotech)

  • Weihong Xu

    (Fudan University)

  • Xiang Fang

    (National Institute of Metrology)

  • Jinming Li

    (Beijing Hospital/National Center of Gerontology
    Chinese Academy of Medical Sciences & Peking Union Medical College
    Beijing Hospital)

  • Leming Shi

    (Fudan University
    The International Human Phenome Institutes)

  • Rui Zhang

    (Beijing Hospital/National Center of Gerontology
    Chinese Academy of Medical Sciences & Peking Union Medical College
    Beijing Hospital)

  • Yuanting Zheng

    (Fudan University)

  • Lianhua Dong

    (National Institute of Metrology)

Abstract

The lack of quantitative methylation reference datasets (ground truth) and cross-laboratory reproducibility assessment hinders clinical translation of epigenome-wide sequencing technologies. Using certified Quartet DNA reference materials, here we generate 108 epigenome-sequencing datasets across three mainstream protocols (whole-genome bisulfite sequencing, enzymatic methyl-seq, and TET-assisted pyridine borane sequencing) with triplicates per sample across laboratories. We observe strand-specific methylation biases across all protocols and libraries. Cross-laboratory reproducibility analyses reveal high quantitative methylation levels agreement (mean Pearson correlation coefficient (PCC) = 0.96) but low detection concordance (mean Jaccard index = 0.36). Using consensus voting, we construct genome-wide quantitative methylation reference datasets serving as ground truth for proficiency testing. Key technical parameters–including mean CpG depth, coverage, and strand consistency–correlate strongly with reference-dependent quality metrics (recall, PCC, and RMSE). Collectively, these resources establish foundational standards for benchmarking emerging epigenomic technologies and analytical pipelines, enabling robust, standardized quality control in research and clinical applications.

Suggested Citation

  • Xiaorou Guo & Qingwang Chen & Yuanfeng Zhang & Yujing Zhang & Yaqing Liu & Shumeng Duan & Yu Ma & Peng Ni & Jianxin Wang & Bo He & Luyao Ren & Ruiwen Ma & Wanwan Hou & Ying Yu & Bingsi Li & Fujun Qiu , 2025. "Methylation reference datasets from quartet DNA materials for benchmarking epigenome sequencing," Nature Communications, Nature, vol. 16(1), pages 1-15, December.
  • Handle: RePEc:nat:natcom:v:16:y:2025:i:1:d:10.1038_s41467-025-64250-z
    DOI: 10.1038/s41467-025-64250-z
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    References listed on IDEAS

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    1. Peng Ni & Fan Nie & Zeyu Zhong & Jinrui Xu & Neng Huang & Jun Zhang & Haochen Zhao & You Zou & Yuanfeng Huang & Jinchen Li & Chuan-Le Xiao & Feng Luo & Jianxin Wang, 2023. "DNA 5-methylcytosine detection and methylation phasing using PacBio circular consensus sequencing," Nature Communications, Nature, vol. 14(1), pages 1-13, December.
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