Evidence map›Paper›PMID 35027051›Full record

ArticleBMC medicine2022

Cell-free DNA methylation markers for differential diagnosis of hepatocellular carcinoma.

Biyuan Luo, Fang Ma, Hao Liu, Jixiong Hu, Le Rao, Chun Liu, Yongfang Jiang, Shuyu Kuangzeng, Xuan Lin, Chenyang Wang and 18 more

Registry-linked trialOpen access · goldAbstract read
In one paragraph

Article in BMC medicine, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT04383353 (Burning Rock Pan-canceR Early DetectIon projeCT), which is not on this map. Cited by 44 papers.

0numbers the graph read from it
0cells of the map it votes in
44citing papers in PubMed
5.2field-weighted citation impact, top 3% of its field
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.

NCT04383353 unknown statusnot on this map

Burning Rock Pan-canceR Early DetectIon projeCT (PREDICT): a Prospective, Multicenter Study to Develop and Validate the Performance of a cfDNA Methylation Based Model on Early Cancer Detection

TypeobservationalSponsorGuangzhou Burning Rock Dx Co., Ltd.Ran2020 to 2023Enrolled14,026ConditionsCancer
3 · Its place in the literature

Who cites it

44 citing papers in PubMed, 56 citations in OpenAlex.

  1. Review
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  10. Early screening for liver cancer must be performed.World journal of hepatology · 2025
    Review
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  14. Review
  15. Article
  16. Observational
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  20. [Research progress and clinical application in the early diagnosis and treatment technology of hepatocellular carcinoma].Zhonghua gan zang bing za zhi = Zhonghua ganzangbing zazhi = Chinese journal of hepatology · 2025
    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

28 authors at 7 institutions in 1 country.

Biyuan Luo *Department of Oncology, The Second XiangYa Hospital of Central South University, 139 Renmin Middle Road, Changsha, 410011, Hunan Province, China.
Fang Ma *Department of Oncology, The Second XiangYa Hospital of Central South University, 139 Renmin Middle Road, Changsha, 410011, Hunan Province, China.
Hao Liu *Burning Rock Biotech, Guangzhou, 510300, Guangdong, China.
Jixiong HuDepartment of General Surgery, The Second XiangYa Hospital of Central South University, 139 Renmin Middle Road, Changsha, 410011, Hunan Province, China.
Le RaoDepartment of Oncology, The Second XiangYa Hospital of Central South University, 139 Renmin Middle Road, Changsha, 410011, Hunan Province, China.
Chun LiuDepartment of Hepatopancreatobiliary Surgery, The Second Xiangya Hospital, Central South University, 139 Renmin Middle Road, Changsha, 410011, Hunan Province, China.
Yongfang JiangDepartment of Infectious Disease, The Second Xiangya Hospital, Central South University, 139 Renmin Middle Road, Changsha, 410011, Hunan Province, China.
Shuyu KuangzengDepartment of Oncology, 331 Hospital of Zhuzhou, Zhuzhou, 412002, Hunan Province, China.
Xuan LinBurning Rock Biotech, Guangzhou, 510300, Guangdong, China.
Chenyang WangBurning Rock Biotech, Guangzhou, 510300, Guangdong, China.
Yiyu LeiDepartment of Oncology, The Second XiangYa Hospital of Central South University, 139 Renmin Middle Road, Changsha, 410011, Hunan Province, China.
Zhongzhou SiCenter of Organ Transplantation, The Second Xiangya Hospital of Central South University, 139 Renmin Middle Road, Changsha, 410011, Hunan Province, China.
Guangshun ChenCenter of Organ Transplantation, The Second Xiangya Hospital of Central South University, 139 Renmin Middle Road, Changsha, 410011, Hunan Province, China.
Ning ZhouDepartment of Hepatobiliary Surgery, Hunan Provincial Hospital, Hunan Normal University, No. 61 Jiafang West Road, Changsha, Hunan Province, China.
Chengbai LiangDepartment of Gastroenterology, The Second Xiangya Hospital of Central South University, 139 Renmin Middle Road, Changsha, 410011, Hunan Province, China.
Fangqing JiangDepartment of Infectious Disease, The First Hospital of Changsha, No. 311, Yingpan Road, Changsha, 410005, Hunan Province, China.
Fenge LiuDepartment of Infectious Disease, The First Hospital of Changsha, No. 311, Yingpan Road, Changsha, 410005, Hunan Province, China.
Weidong DaiDepartment of General Surgery, The Second XiangYa Hospital of Central South University, 139 Renmin Middle Road, Changsha, 410011, Hunan Province, China.
Wei LiuDepartment of Hepatopancreatobiliary Surgery, The Second Xiangya Hospital, Central South University, 139 Renmin Middle Road, Changsha, 410011, Hunan Province, China.
Yawen GaoDepartment of Oncology, The Second XiangYa Hospital of Central South University, 139 Renmin Middle Road, Changsha, 410011, Hunan Province, China.
Zhihong LiDepartment of Orthopedics, The Second Xiangya Hospital, Central South University, Changsha, 410011, China.
Xi LiBurning Rock Biotech, Guangzhou, 510300, Guangdong, China.
Guangyu ZhouBurning Rock Biotech, Guangzhou, 510300, Guangdong, China.
Bingsi LiBurning Rock Biotech, Guangzhou, 510300, Guangdong, China.
Zhihong ZhangBurning Rock Biotech, Guangzhou, 510300, Guangdong, China.
Weiqi NianChongqing University Cancer Hospital, No.181, Hangyu Road, Shapingba District, Chongqing, China.
Lihua LuoDepartment of Oncology, Central Hospital of Enshi Autonomous Prefecture, Enshi Clinical College of Wuhan University, Enshi, 445000, Hubei Province, People's Republic of China.
Xianling LiuDepartment of Oncology, The Second XiangYa Hospital of Central South University, 139 Renmin Middle Road, Changsha, 410011, Hunan Province, China. liuxianling@csu.edu.cn.ORCID 0000-0002-9301-0130
Central South University · CNBurning Rock Biotech (China) · CNThe First Hospital of Changsha · CNChongqing University · CNHunan Normal University · CNThe Central Hospital of Enshi Tujia and Miao Autonomous Prefecture · CNZhuzhou Central Hospital · CN

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundAberrant DNA methylation may offer opportunities in revolutionizing cancer screening and diagnosis. We sought to identify a non-invasive DNA methylation-based screening approach using cell-free DNA (cfDNA) for early detection of hepatocellular carcinoma (HCC).

methodsDifferentially, DNA methylation blocks were determined by comparing methylation profiles of biopsy-proven HCC, liver cirrhosis, and normal tissue samples with high throughput DNA bisulfite sequencing. A multi-layer HCC screening model was subsequently constructed based on tissue-derived differentially methylated blocks (DMBs). This model was tested in a cohort consisting of 120 HCC, 92 liver cirrhotic, and 290 healthy plasma samples including 65 hepatitis B surface antigen-seropositive (HBsAg+) samples, independently validated in a cohort consisting of 67 HCC, 111 liver cirrhotic, and 242 healthy plasma samples including 56 HBsAg+ samples.

resultsBased on methylation profiling of tissue samples, 2321 DMBs were identified, which were subsequently used to construct a cfDNA-based HCC screening model, achieved a sensitivity of 86% and specificity of 98% in the training cohort and a sensitivity of 84% and specificity of 96% in the independent validation cohort. This model obtained a sensitivity of 76% in 37 early-stage HCC (Barcelona clinical liver cancer [BCLC] stage 0-A) patients. The screening model can effectively discriminate HCC patients from non-HCC controls, including liver cirrhotic patients, asymptomatic HBsAg+ and healthy individuals, achieving an AUC of 0.957(95% CI 0.939-0.975), whereas serum α-fetoprotein (AFP) only achieved an AUC of 0.803 (95% CI 0.758-0.847). Besides detecting patients with early-stage HCC from non-HCC controls, this model showed high capacity for distinguishing early-stage HCC from a high risk population (AUC=0.934; 95% CI 0.905-0.963), also significantly outperforming AFP. Furthermore, our model also showed superior performance in distinguishing HCC with normal AFP (< 20ng ml

conclusionsWe have developed a sensitive blood-based non-invasive HCC screening model which can effectively distinguish early-stage HCC patients from high risk population and demonstrated its performance through an independent validation cohort.

trial registrationThe study was approved by the ethic committee of The Second Xiangya Hospital of Central South University (KYLL2018072) and Chongqing University Cancer Hospital (2019167). The study is registered at ClinicalTrials.gov(# NCT04383353 ).

Indexed as

Carcinoma, HepatocellularCell-Free Nucleic AcidsLiver NeoplasmsBiomarkers, TumorDiagnosis, DifferentialDNA MethylationHumansLiver CirrhosisBiomarkers, TumorCell-Free Nucleic AcidscfDNADNA methylationEarly detection of cancerHepatocellular carcinomaLiver cirrhosis

Identifiers

PMID35027051
PMCPMC8759185
OpenAlexW4205531312

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Registered trials

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.