Evidence map›Paper›PMID 41688428›Full record

ArticleNature communications2026

cfGWAS reveal genetic basis of cell-free DNA end motifs.

Huanhuan Zhu, Yan Zhang, Linxuan Li, Shuang Zeng, Xinyi Zhang, Ying Lin, Rijing Ou, Lin Wang, Xiameizi Li, Yu Wang and 16 more

Abstract read
In one paragraph

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

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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

26 authors.

Huanhuan Zhu *State Key Laboratory of Genome and Multi-omics Technologies, BGI Research, Shenzhen, China.
Yan Zhang *State Key Laboratory of Genome and Multi-omics Technologies, BGI Research, Shenzhen, China.ORCID http://orcid.org/0000-0003-2281-7807
Linxuan Li *Shenzhen Key Laboratory of Transomics Biotechnologies, BGI Research, Shenzhen, China.
Shuang Zeng *BGI Research, Guiyang, China.
Xinyi Zhang *Shenzhen Key Laboratory of Transomics Biotechnologies, BGI Research, Shenzhen, China.
Ying Lin *Shenzhen Key Laboratory of Transomics Biotechnologies, BGI Research, Shenzhen, China.
Rijing Ou *Shenzhen Key Laboratory of Transomics Biotechnologies, BGI Research, Shenzhen, China.
Lin WangShenzhen Key Laboratory of Transomics Biotechnologies, BGI Research, Shenzhen, China.
Xiameizi LiShenzhen Key Laboratory of Transomics Biotechnologies, BGI Research, Shenzhen, China.
Yu WangShenzhen Key Laboratory of Transomics Biotechnologies, BGI Research, Shenzhen, China.
Jingyu ZengShenzhen Key Laboratory of Transomics Biotechnologies, BGI Research, Shenzhen, China.
Yu LinBGI Research, Shenzhen, China.
Chuang XuBGI Research, Shenzhen, China.
Guodan ZengShenzhen Key Laboratory of Transomics Biotechnologies, BGI Research, Shenzhen, China.
Lingguo LiShenzhen Key Laboratory of Transomics Biotechnologies, BGI Research, Shenzhen, China.
Rongkang ZhaoShenzhen Key Laboratory of Transomics Biotechnologies, BGI Research, Shenzhen, China.
Yongjian JiaBGI Research, Shenzhen, China.
Fei LuoBGI Research, Guiyang, China.
Meng YangInstitute of Maternal and Child Health, Wuhan Children's Hospital (Wuhan Maternal and Child Health Care Hospital), Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China.
Yuxuan HuBGI Research, Shenzhen, China.
Han XiaoInstitute of Maternal and Child Health, Wuhan Children's Hospital (Wuhan Maternal and Child Health Care Hospital), Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China.ORCID http://orcid.org/0000-0001-5655-0173
Xun XuState Key Laboratory of Genome and Multi-omics Technologies, BGI Research, Shenzhen, China.ORCID http://orcid.org/0000-0002-5338-5173
Jian WangBGI-Shenzhen, Shenzhen, China.
Aifen ZhouInstitute of Maternal and Child Health, Wuhan Children's Hospital (Wuhan Maternal and Child Health Care Hospital), Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China. april1972@163.com.
Haiqiang ZhangShenzhen Key Laboratory of Transomics Biotechnologies, BGI Research, Shenzhen, China. zhanghaiqiang@genomics.cn.ORCID http://orcid.org/0000-0001-8757-4549
Xin JinState Key Laboratory of Genome and Multi-omics Technologies, BGI Research, Shenzhen, China. jinxin@genomics.cn.ORCID http://orcid.org/0000-0001-7554-4975

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Cell-free DNA (cfDNA) consists of degraded DNA fragments released into body fluids. Its genetic and pathological information makes it useful for prenatal testing and early tumor detection. However, the mechanisms behind cfDNA biology are largely unknown. In this study, for the first time, we conduct a genome-wide association study (GWAS) to explore the genetic basis of cfDNA end motif frequencies, termed cfGWAS, in 28,016 pregnant women. We identify 15 study-wide significant loci, including the well-known cfDNA-related genes DFFB and DNASE1L3, as well as novel genes potentially involved in cfDNA biology, such as PANX1 and DNASE1L1. The findings are further verified through three independent GWAS studies and experimental validation in knockout mice and cell lines. Subsequent analyses reveal strong causal relationships of leukocytes, especially neutrophils, with cfDNA features. In summary, we introduce the cfGWAS, revealing the genetic basis of cfDNA biology on a genome-wide scale. Novel knowledge uncovered by this study promises to revolutionize liquid biopsy technology and lead to potential new drugs targeting certain diseases. Given that millions of cfDNA whole genome sequencing data have been generated from clinical testing, the potential of this paradigm is enormous.

Indexed as

Cell-Free Nucleic AcidsNucleotide MotifsAnimalsFemaleGenome-Wide Association StudyHumansMiceMice, KnockoutPolymorphism, Single NucleotidePregnancyCell-Free Nucleic Acids

Identifiers

PMID41688428
PMCPMC12913877

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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.