Evidence map›Paper›PMID 40524177›Full record

ArticleBreast cancer research : BCR2025

Discovery and validation of cell-free DNA methylation markers for specific diagnosis, differentiation from benign tumors, and prognosis of breast cancer.

Lijing Gao, Lei Zhang, Jinyin Liu, Liwan Wang, Qingzhen Fu, Siyu Liu, Yanbing Li, Chao Qu, Ning Zhao, Shiheng Tan and 11 more

Abstract read
In one paragraph

Article in Breast cancer research : BCR, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers.

0numbers the graph read from it
0cells of the map it votes in
5citing 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

5 citing papers in PubMed.

  1. Article
  2. Review
  3. Article
  4. Review
  5. Epidemiology, early detection, and management of breast cancer in China: A comprehensive review.Chinese journal of cancer research = Chung-kuo yen cheng yen chiu · 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

21 authors.

Lijing GaoDepartment of Epidemiology, School of Public Health, Harbin Medical University, 157 Baojian Road, Harbin, 150081, Heilongjiang Province, P.R. China.ORCID http://orcid.org/0000-0003-2699-0180
Lei ZhangDepartment of Epidemiology, School of Public Health, Harbin Medical University, 157 Baojian Road, Harbin, 150081, Heilongjiang Province, P.R. China.
Jinyin LiuDepartment of Epidemiology, School of Public Health, Harbin Medical University, 157 Baojian Road, Harbin, 150081, Heilongjiang Province, P.R. China.
Liwan WangDepartment of Epidemiology, School of Public Health, Harbin Medical University, 157 Baojian Road, Harbin, 150081, Heilongjiang Province, P.R. China.
Qingzhen FuDepartment of Epidemiology, School of Public Health, Harbin Medical University, 157 Baojian Road, Harbin, 150081, Heilongjiang Province, P.R. China.
Siyu LiuDepartment of Breast Surgery, Cancer Hospital of Harbin Medical University, Harbin Medical University, 150 Haping Road, Harbin, 150081, Heilongjiang Province, P.R. China.
Yanbing LiDepartment of Epidemiology, School of Public Health, Harbin Medical University, 157 Baojian Road, Harbin, 150081, Heilongjiang Province, P.R. China.
Chao QuDepartment of Epidemiology, School of Public Health, Harbin Medical University, 157 Baojian Road, Harbin, 150081, Heilongjiang Province, P.R. China.
Ning ZhaoDepartment of Epidemiology, School of Public Health, Harbin Medical University, 157 Baojian Road, Harbin, 150081, Heilongjiang Province, P.R. China.
Shiheng TanDepartment of Epidemiology, School of Public Health, Harbin Medical University, 157 Baojian Road, Harbin, 150081, Heilongjiang Province, P.R. China.
Fang FangDepartment of Breast Surgery, Cancer Hospital of Harbin Medical University, Harbin Medical University, 150 Haping Road, Harbin, 150081, Heilongjiang Province, P.R. China.
Tian TianDepartment of Epidemiology, School of Public Health, Harbin Medical University, 157 Baojian Road, Harbin, 150081, Heilongjiang Province, P.R. China.
Shi JiangDepartment of Epidemiology, School of Public Health, Harbin Medical University, 157 Baojian Road, Harbin, 150081, Heilongjiang Province, P.R. China.
Junxiao WuDepartment of Epidemiology, School of Public Health, Harbin Medical University, 157 Baojian Road, Harbin, 150081, Heilongjiang Province, P.R. China.
Yan DongDepartment of Epidemiology, School of Public Health, Harbin Medical University, 157 Baojian Road, Harbin, 150081, Heilongjiang Province, P.R. China.
Yajie GongDepartment of Breast Surgery, Cancer Hospital of Harbin Medical University, Harbin Medical University, 150 Haping Road, Harbin, 150081, Heilongjiang Province, P.R. China.
Yukun CaoDepartment of Epidemiology, School of Public Health, Harbin Medical University, 157 Baojian Road, Harbin, 150081, Heilongjiang Province, P.R. China.
Fan WangDepartment of Epidemiology, School of Public Health, Harbin Medical University, 157 Baojian Road, Harbin, 150081, Heilongjiang Province, P.R. China. yifan.701@163.com.
Xianyu ZhangDepartment of Breast Surgery, Cancer Hospital of Harbin Medical University, Harbin Medical University, 150 Haping Road, Harbin, 150081, Heilongjiang Province, P.R. China. zhangxianyu@ems.hrbmu.edu.cn.
Da PangDepartment of Breast Surgery, Cancer Hospital of Harbin Medical University, Harbin Medical University, 150 Haping Road, Harbin, 150081, Heilongjiang Province, P.R. China. pangda@ems.hrbmu.edu.cn.
Yashuang ZhaoDepartment of Epidemiology, School of Public Health, Harbin Medical University, 157 Baojian Road, Harbin, 150081, Heilongjiang Province, P.R. China. zhao_yashuang@263.net.ORCID http://orcid.org/0000-0002-7425-5773

Funding

Heilongjiang Provincial Natural Science Foundation of China ZD2021H001National Natural Science Foundation of China 82073643Postgraduate Research and Practice Innovation Project YJSCX2023-27HYD
6 · The paper itself

Abstract

backgroundPlasma cell-free DNA (cfDNA) methylation is emerging as a non-invasive marker for various cancers. We aimed to identify specific methylation markers for diagnosis, differentiation from benign tumors, and prognosis of breast cancer (BC), which are essential for clinical decision-making yet seldom examined together.

methodsBC-specific methylation markers were identified using an in-house 850K dataset combined with large-scale publicly available 450 or 850K datasets. Multiplex digital droplet PCR (mddPCR) assays were developed to detect methylation in cfDNA from 201 BC patients, 83 healthy donors, and 71 individuals harboring benign tumors. Diagnostic and prognostic performance were evaluated using logistic and Cox regression models, respectively. The basic mechanism of a selected gene was explored through in vitro experiments.

resultsWe identified 21 BC-specific methylated CpG sites that distinguished BC from tumor-adjacent tissues with high diagnostic accuracy. In the cfDNA cohort, three mddPCR assays targeting eight markers achieved an area under the curve (AUC) of 0.856 (95% CI = 0.814-0.898) for distinguishing BC from healthy controls, and 0.742 (95% CI = 0.684-0.801) for differentiating BC from benign tumors. Notably, combining these methylation markers with mammography and ultrasound improved diagnostic performance, resulting in an AUC of 0.898 (95% CI = 0.858-0.938) for differentiating BC from benign tumors. In the TCGA-BC dataset, prognostic model based on six sites was associated with poor overall survival prognosis (hazard ratio = 2.826, 95%CI: 1.841-4.338, p < 0.0001). In vitro experiments elucidated that FAM126A overexpression regulates BC cells malignant phenotypes.

conclusionsOur study demonstrated potential values of methylation-based markers in the detection and prognosis of BC.

Indexed as

Biomarkers, TumorBreast NeoplasmsCell-Free Nucleic AcidsDNA MethylationAdultAgedCpG IslandsDiagnosis, DifferentialFemaleHumansMiddle AgedPrognosisBiomarkers, TumorCell-Free Nucleic AcidsBreast cancerCell-free DNADiagnosisMethylationMultiplex droplet digital PCRPrognosis

Identifiers

PMID40524177
PMCPMC12172351

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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.