Evidence map›Paper›PMID 41360770›Full record

ArticleCell discovery2025

scCirclehunter delineates ecDNA-containing cells using single-cell ATAC-seq, with a focus on glioblastoma.

Rong Jiang, Zhengmao Lu, Fang Li, Yibei Zhu, Manqiu Yang, Shufan Zhang, Ping Wu, Chengliang Gong, Yiyuan Fei, Yonghua Sang and 3 more

Abstract read
In one paragraph

Article in Cell discovery, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Review
  2. Evolution of oncogene amplification across 86,000 cancer cell genomes.bioRxiv : the preprint server for biology · 2026
    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

13 authors.

Rong Jiang *MOE Key Laboratory of Geriatric Diseases and Immunology, School of Basic Medical Sciences, Soochow University, Suzhou, Jiangsu, China.
Zhengmao Lu *Department of Gastrointestinal Surgery, Shanghai Changhai Hospital, Naval Medical University, Shanghai, China.
Fang LiMOE Key Laboratory of Geriatric Diseases and Immunology, School of Basic Medical Sciences, Soochow University, Suzhou, Jiangsu, China.
Yibei ZhuMOE Key Laboratory of Geriatric Diseases and Immunology, School of Basic Medical Sciences, Soochow University, Suzhou, Jiangsu, China.
Manqiu YangMOE Key Laboratory of Geriatric Diseases and Immunology, School of Basic Medical Sciences, Soochow University, Suzhou, Jiangsu, China.
Shufan ZhangMOE Key Laboratory of Geriatric Diseases and Immunology, School of Basic Medical Sciences, Soochow University, Suzhou, Jiangsu, China.
Ping WuSchool of Biology Sciences, Soochow University, Suzhou, Jiangsu, China.
Chengliang GongSchool of Biology Sciences, Soochow University, Suzhou, Jiangsu, China.
Yiyuan FeiMOE Key Laboratory of Geriatric Diseases and Immunology, School of Basic Medical Sciences, Soochow University, Suzhou, Jiangsu, China.
Yonghua SangDepartment of Cardiothoracic Surgery, The Second Affiliated Hospital of Soochow University, Suzhou, Jiangsu, China.
Yulun HuangDepartment of Neurosurgery, Dushu Lake Hospital Affiliated of Soochow University, Suzhou, Jiangsu, China.
Jiong Jiong GuoDepartment of Orthopedics and Sports Medicine, The First Affiliated Hospital of Soochow University, Suzhou, Jiangsu, China. Gjj_suda@163.com.
Moli HuangMOE Key Laboratory of Geriatric Diseases and Immunology, School of Basic Medical Sciences, Soochow University, Suzhou, Jiangsu, China. huangml@suda.edu.cn.ORCID http://orcid.org/0000-0001-5543-9334

Funding

National Natural Science Foundation of China (National Science Foundation of China) 31971117National Natural Science Foundation of China (National Science Foundation of China) 32370598National Natural Science Foundation of China (National Science Foundation of China) 62475181
6 · The paper itself

Abstract

In cancer, extrachromosomal DNA (ecDNA) contributes to tumor heterogeneity and is associated with poor prognosis, but studies on patient-derived ecDNA are relatively limited at single-cell resolution. Here, we introduce scCirclehunter, a framework designed to identify ecDNA from scATAC-seq data and assign ecDNA to specific cell populations. Leveraging scCirclehunter and available glioblastoma (GBM) datasets, we uncover the inter-cellular heterogeneity of ecDNA-carrying cells across GBM patients and trace the trajectories of malignant cells within a single patient that harbors multiple ecDNAs. By integrating scRNA-seq data, we use ecNR2E1 as an example to demonstrate that ecDNA drives tumor progression in GBM through several mechanisms. Additionally, our findings suggest a potential link between ecDNA and increased mitochondrial transfer frequency. Overall, scCirclehunter provides a novel framework for analyzing patient-specific ecDNAs with single-cell precision, offering insights into the role of ecDNA-carrying cells in driving GBM heterogeneity.

Identifiers

PMID41360770
PMCPMC12686523

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Registered trials

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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.