Evidence map›Paper›PMID 39499149›Full record

ArticleBioinformatics (Oxford, England)2024

BS-clock, advancing epigenetic age prediction with high-resolution DNA methylation bisulfite sequencing data.

Congcong Hu, Yunxiao Li, Longhui Li, Naiqian Zhang, Xiaoqi Zheng

Abstract read
In one paragraph

Article in Bioinformatics (Oxford, England), 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing 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

4 citing papers in PubMed.

  1. Review
  2. Article
  3. Article
  4. Reply to Maleszka et al.: DNA methylation signals persist across insect metamorphosis.Proceedings of the National Academy of Sciences of the United States of America · 2025
    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

5 authors.

Congcong HuDepartment of Mathematics, Shanghai Normal University, Shanghai 200234, China.
Yunxiao LiDepartment of Mathematics, Shanghai Normal University, Shanghai 200234, China.
Longhui LiDepartment of Mathematics, Shanghai Normal University, Shanghai 200234, China.
Naiqian ZhangSchool of Mathematics and Statistics, Shandong University, Weihai 264209, China.ORCID 0000-0003-0800-0016
Xiaoqi ZhengCenter for Single-Cell Omics, School of Public Health, Shanghai Jiao Tong University School of Medicine, Shanghai 200025, China.

Funding

Key Laboratory of Data Science and Intelligence EducationMinistry of Education DSIE202002National Natural Science Foundation of China 62372286Science and Technology Innovation Plan of Shanghai 23JC1403200
6 · The paper itself

Abstract

motivationDNA methylation patterns provide precise and accurate estimates of biological age due to their robustness and predictable changes associated with aging processes. Although several methylation aging clocks have been developed in recent years, they are primarily designed for DNA methylation array data, which has limited CpG coverage and detection sensitivity compared to bisulfite sequencing data.

resultsHere, we present BS-clock, a novel DNA methylation clock for human aging based on bisulfite sequencing data. Using BS-seq data from 529 samples retrieved from four tissues, our BS-clock achieves higher correlations with chronological age in multiple tissue types compared to existing array-based clocks. Our study revealed age-dependent aging rates across different age stages and disease conditions, and overall low cross-tissue prediction capability by applying the model trained on one tissue type to others. In summary, BS-clock overcomes limitations of array-based techniques, offering genome-wide CpG site coverage and more robust and accurate aging quantification. This research paves the way for advanced epigenetic studies of aging and holds promise for developing targeted interventions to promote healthy aging. AVAILABILITY AND IMPLEMENTATION: All analysis codes for reproducing the results of the study are publicly available at https://github.com/hucongcong97/BS-clock.

Indexed as

AgingCpG IslandsDNA MethylationEpigenesis, GeneticSequence Analysis, DNAAdultAgedHumansSulfiteshydrogen sulfiteSulfites

Identifiers

PMID39499149
PMCPMC11572488

What OpenQuestion holds

Textmetadata
LicenceCC BY
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 OpenQuestion graph.