Evidence map›Paper›PMID 41721222›Full record

ArticleBMC genomics2026

Naturally-occurring DNA fragment termini correlate with methylation at CpG sites in hair and blood plasma cell-free DNA.

Samuel Sacco, Joshua D Kapp, Remy Nguyen, Isha S Rao, Richard E Green

Abstract read
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Article in BMC genomics, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0citing papers in PubMed
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1 · What the graph read from it

What it found

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2 · The registry

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

5 authors.

Samuel SaccoDepartment of Biomolecular Engineering, University of California, Santa Cruz, Santa Cruz, CA, USA. ssacco@ucsc.edu.
Joshua D KappDepartment of Biomolecular Engineering, University of California, Santa Cruz, Santa Cruz, CA, USA.
Remy NguyenDepartment of Biomolecular Engineering, University of California, Santa Cruz, Santa Cruz, CA, USA.
Isha S RaoDepartment of Biomolecular Engineering, University of California, Santa Cruz, Santa Cruz, CA, USA.
Richard E GreenDepartment of Biomolecular Engineering, University of California, Santa Cruz, Santa Cruz, CA, USA.

Funding

UCSC IMSDT32GM135742 · NIGMS · UNIVERSITY OF CALIFORNIA SANTA CRUZ · PI Melissa S Jurica · 2020 to 2026
$2.7M
National Institute of Justice, United States 15PNIJ-23-GG-01948-RESSNational Institute of Justice, United States #2020-DQ-BX-0014National Science Foundation, United States #2240310NIGMS NIH HHS T32 GM135742
6 · The paper itself

Abstract

backgroundCpG methylation is an important epigenetic regulator in growth, development, and disease and a biomarker of age. It was recently shown that CpG methylation influences nuclease activity in the natural process that generates blood plasma cell-free DNA fragments. This results in a correlation between fragmentation sites and methylation that can be used to estimate methylation levels at CpG sites.

resultsWe find methylation-dependent fragmentation is also present in the process that generates the cell-free DNA fragments found in hair shafts and urine. Analysis of DNA fragments that includes accurate 5’ and 3’ termini and local sequence context improves modelling of CpG methylation from sequence data.

conclusionsWe demonstrate the existence of methylation-sensitive DNA fragmentation in rootless hair. We develop a model for estimating CpG methylation using both 5-prime and 3-prime native termini of these naturally occurring DNA fragments. This approach enables genotype and epigenetic inference from that same input data. It is applicable for samples that are prevalent in the field of liquid biopsy, forensics and ancient DNA and likely in other keratinized tissues where nuclease digestion of DNA occurs as part of regular development.

Indexed as

Cell-Free Nucleic AcidsCpG IslandsDNADNA MethylationHairDNA FragmentationEpigenesis, GeneticHumansCell-Free Nucleic AcidsDNAAncient DNABlood plasmaCell-free DNACpGEpigeneticsForensicsFragmentomicsHairKeratinizationMethylation

Identifiers

PMID41721222
PMCPMC13023193

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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.