Evidence map›Paper›PMID 40412381›Full record

ArticleCell reports. Medicine2025

Minimally invasive diagnosis of precancerous cervical lesions using single-cell peripheral immune atlas.

Junfen Xu, Qinghua Ji, Quanming Kong, Lijuan Lv, Bo Zhu, Xiufeng Huang, Zhengyun Chen, Ping Xu, Xiao Li, Weiwei Yin and 1 more

Abstract read
In one paragraph

Article in Cell reports. Medicine, 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. Article
  2. Review
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

11 authors.

Junfen XuDepartment of Gynecologic Oncology, Women's Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China; Zhejiang Key Laboratory of Precision Diagnosis and Therapy for Major Gynecological Diseases, Women's Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China; Cancer Center, Zhejiang University, Hangzhou, Zhejiang, China. Electronic address: xjfzu@zju.edu.cn.
Qinghua JiZhejiang Puluoting Health Technology Co Ltd, Hangzhou, Zhejiang, China.
Quanming KongZhejiang Puluoting Health Technology Co Ltd, Hangzhou, Zhejiang, China.
Lijuan LvZhejiang Puluoting Health Technology Co Ltd, Hangzhou, Zhejiang, China.
Bo ZhuDepartment of Clinical Laboratory, Women's Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China.
Xiufeng HuangDepartment of Gynecology, Women's Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China; Zhejiang Key Laboratory of Precision Diagnosis and Therapy for Major Gynecological Diseases, Women's Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China.
Zhengyun ChenDepartment of Gynecology, Women's Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China.
Ping XuDepartment of Gynecology, Women's Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China.
Xiao LiZhejiang Key Laboratory of Precision Diagnosis and Therapy for Major Gynecological Diseases, Women's Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China. Electronic address: 5198008@zju.edu.cn.
Weiwei YinKey Laboratory for Biomedical Engineering of the Ministry of Education, College of Biomedical Engineering and Instrument Science, Zhejiang University, Hangzhou, Zhejiang, China. Electronic address: wwyin@zju.edu.cn.
Hui WangDepartment of Gynecologic Oncology, Women's Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China; Zhejiang Key Laboratory of Precision Diagnosis and Therapy for Major Gynecological Diseases, Women's Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China. Electronic address: wang71hui@zju.edu.cn.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Cervical cancer remains a major global health concern for women. Current screening methods are either invasive or lead to low participation and over-referral for colposcopy, particularly among high-risk human papillomavirus (HPV)-positive women. This study analyzes 613 participants with varying cervical lesions using mass cytometry by time-of-flight (CyTOF) to identify disease-specific peripheral immune signatures. A diagnostic model based on 23 immune features achieves ∼91% sensitivity and specificity for detecting precancerous and cancerous lesions. A separate model for HPV-positive women shows even higher accuracy (∼93% sensitivity, ∼95% specificity), especially in HPV16/18-positive cases (99% sensitivity, 100% specificity). In an independent validation cohort (n = 105), the model distinguishes cervical intraepithelial neoplasia (CIN) 2+ from ≤CIN1 with 86.5% sensitivity and 85.3% specificity (area under the curve [AUC] = 0.89). These findings support peripheral immune profiling as a minimally invasive and accurate biomarker strategy for early cervical cancer screening, particularly in HPV16/18-positive women.

Indexed as

Precancerous ConditionsSingle-Cell AnalysisUterine Cervical DysplasiaUterine Cervical NeoplasmsAdultEarly Detection of CancerFemaleHuman papillomavirus 16Human papillomavirus 18HumansMiddle AgedPapillomavirus InfectionsSensitivity and Specificitycervical cancerCIN2/3diagnostic modelsHPV16/18 infectionsingle-cell peripheral immune atlas

Identifiers

PMID40412381
PMCPMC12208321

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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.