Evidence map›Paper›PMID 33506766›Full record

ArticleAnnals of oncology : official journal of the European Society for Medical Oncology2020

Sensitive and specific multi-cancer detection and localization using methylation signatures in cell-free DNA.

M C Liu, G R Oxnard, E A Klein, C Swanton, M V Seiden, CCGA Consortium

10 registry-linked trialsOpen access · greenAbstract read
In one paragraph

Article in Annals of oncology : official journal of the European Society for Medical Oncology, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to 10 registered trials, which are not on this map. Cited by 858 papers.

0numbers the graph read from it
0cells of the map it votes in
858citing papers in PubMed
72.0field-weighted citation impact, top 1% 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.

NCT02889978 unknown statusnot on this map

The Circulating Cell-free Genome Atlas Study

TypeobservationalSponsorGRAIL, Inc.Ran2016 to 2024Enrolled15,254ConditionsNeoplasms, Cancer
NCT03085888 completednot on this map

The STRIVE Study: Breast Cancer Screening Cohort for the Development of Assays for Early Cancer Detection

Typeobservational_patient_registrySponsorGRAIL, Inc.Ran2017 to 2024Enrolled99,481ConditionsNeoplasms, Cancer
NCT05224596 unknown statusnot on this mapstarted 2021, after this paper: background citation

Gastric Cancer Detection by Liquid Biopsy in Peripheral Blood: A Prospective Study

TypeobservationalSponsorShanghai Zhongshan HospitalRan2021 to 2022Enrolled498ConditionsCancerArmsBlood draw and blood-based biomarkers analyses
NCT05227261 completednot on this mapstarted 2022, after this paper: background citation

Assessment of a Novel Blood Test in Early Detection of the Five Common Cancers Based on the Investigation of the Circulating Tumour DNA

TypeobservationalSponsorGene SolutionsRan2022 to 2024Enrolled9,057ConditionsCancer, Lung, Cancer, Breast, Cancer Liver, Cancer, Colorectal
NCT05257551 recruitingnot on this mapstarted 2022, after this paper: background citation

Tempus SCLC Observational Study: A Tissue and Longitudinal Circulating Tumor DNA (ctDNA) Biomarker Profiling Study of Patients With Small Cell Lung Cancer (SCLC) Using Comprehensive Next-Generation Sequencing (NGS) Assays

Typeobservational_patient_registrySponsorTempus AIRan2022 to 2029Enrolled200ConditionsSmall Cell Lung CancerArmsObservation
NCT05347524 recruitingnot on this mapstarted 2022, after this paper: background citation

Detection of Peritoneal Metastasis of Gastric Cancer by Liquid Biopsy in Peripheral Blood: A Prospective Study

TypeobservationalSponsorShanghai Zhongshan HospitalRan2022 to 2030Enrolled384ConditionsCancerArmsBaseline blood draw and blood-based biomarkers analyses
NCT05495685 unknown statusnot on this mapstarted 2022, after this paper: background citation

Pancreatic Cancer Detection by Liquid Biopsy in Peripheral Blood: A Prospective Study

TypeobservationalSponsorChanghai HospitalRan2022 to 2024Enrolled450ConditionsCancer
NCT05839834 unknown statusnot on this mapstarted 2021, after this paper: background citation

A Blinded Prospective Study on Development and Validation of the Blood Cell RNA-Based Cancer Detection

TypeobservationalSponsorUnion Hospital, Tongji Medical College, Huazhong University of Science and TechnologyRan2021 to 2024Enrolled5,000ConditionsNeoplasms, CancerArmsBlood test
NCT05876676 recruitingnot on this mapstarted 2023, after this paper: background citation

Rapid Diagnostic Centre Biomarker Study

Typeobservational_patient_registrySponsorRoyal Marsden NHS Foundation TrustRan2023 to 2032Enrolled1,000ConditionsCancer
NCT06140992 recruitingnot on this mapstarted 2023, after this paper: background citation

PaCIFiC-CUP:Pan-Cancer Integrated Fingerprinting Classifier for Identifying the Origin of Cancer of Unknown Primary: A Multi-Center Prospective Cohort Study

TypeobservationalSponsorSun Yat-sen UniversityRan2023 to 2026Enrolled120ConditionsUnknown Primary Tumors, DNA Methylation
3 · Its place in the literature

Who cites it

858 citing papers in PubMed, 1,444 citations in OpenAlex.

  1. Trial
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  15. Beyond the Needle: Is Liquid Biopsy the Future of Veterinary Medicine?International journal of molecular sciences · 2026
    Review
  16. Review
  17. Review
  18. Article
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798 more citing papers are in PubMed but not listed here.

4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

6 authors at 20 institutions in 3 countries.

M C LiuDivision of Medical Oncology, Department of Oncology, Mayo Clinic, Rochester, USA.
G R OxnardLowe Center for Thoracic Oncology, Dana Farber Cancer Institute, Boston, USA.
E A KleinGlickman Urological and Kidney Institute, Cleveland Clinic, Cleveland, USA.
C SwantonCancer Evolution and Genome Instability Laboratory, The Francis Crick Institute; Cancer Evolution and Genome Instability Laboratory, University College London Cancer Institute, London, UK.
M V SeidenUS Oncology Research, US Oncology, The Woodlands, USA. Electronic address: Michael.seiden@mckesson.com.
CCGA Consortium
Grail (United States) · USTexas Oncology · USCleveland Clinic · USMayo Clinic · USWinnMed · USCompass Oncology · USLahey Medical Center · USMount Sinai Hospital · USOSF Saint Francis Medical Center · USPrisma Health · USSpartanburg Regional Healthcare System · USUniversity College London · GBAvera Health · USBenaroya Research InstituteBoston University · USCancer Center of Kansas · USDana-Farber Cancer Institute · USGynecologic Oncology Group · USHartford Financial Services (United States)Lehigh Valley Health Network · US

Funding

X-RAY CRYSTALLOGRAPHYP30CA008748 · NCI · SLOAN-KETTERING INSTITUTE FOR CANCER RES · PI Hongbiao Carl Lekaye · 1985 to 2026
$347.4M
Medical Research CouncilNCI NIH HHS P30 CA008748Wellcome Trust FC001169Wellcome Trust FC001202
6 · The paper itself

Abstract

backgroundEarly cancer detection could identify tumors at a time when outcomes are superior and treatment is less morbid. This prospective case-control sub-study (from NCT02889978 and NCT03085888) assessed the performance of targeted methylation analysis of circulating cell-free DNA (cfDNA) to detect and localize multiple cancer types across all stages at high specificity. PARTICIPANTS AND

methodsThe 6689 participants [2482 cancer (>50 cancer types), 4207 non-cancer] were divided into training and validation sets. Plasma cfDNA underwent bisulfite sequencing targeting a panel of >100 000 informative methylation regions. A classifier was developed and validated for cancer detection and tissue of origin (TOO) localization.

resultsPerformance was consistent in training and validation sets. In validation, specificity was 99.3% [95% confidence interval (CI): 98.3% to 99.8%; 0.7% false-positive rate (FPR)]. Stage I-III sensitivity was 67.3% (CI: 60.7% to 73.3%) in a pre-specified set of 12 cancer types (anus, bladder, colon/rectum, esophagus, head and neck, liver/bile-duct, lung, lymphoma, ovary, pancreas, plasma cell neoplasm, stomach), which account for ∼63% of US cancer deaths annually, and was 43.9% (CI: 39.4% to 48.5%) in all cancer types. Detection increased with increasing stage: in the pre-specified cancer types sensitivity was 39% (CI: 27% to 52%) in stage I, 69% (CI: 56% to 80%) in stage II, 83% (CI: 75% to 90%) in stage III, and 92% (CI: 86% to 96%) in stage IV. In all cancer types sensitivity was 18% (CI: 13% to 25%) in stage I, 43% (CI: 35% to 51%) in stage II, 81% (CI: 73% to 87%) in stage III, and 93% (CI: 87% to 96%) in stage IV. TOO was predicted in 96% of samples with cancer-like signal; of those, the TOO localization was accurate in 93%.

conclusionscfDNA sequencing leveraging informative methylation patterns detected more than 50 cancer types across stages. Considering the potential value of early detection in deadly malignancies, further evaluation of this test is justified in prospective population-level studies.

Indexed as

Cell-Free Nucleic AcidsNeoplasmsBiomarkers, TumorDNA MethylationDNA, NeoplasmFemaleHumansProspective StudiesBiomarkers, TumorCell-Free Nucleic AcidsDNA, Neoplasmcancercell-free DNAmethylationnext-generation sequencing

Identifiers

PMID33506766
PMCPMC8274402
OpenAlexW3013924915

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
Read underepoch 390

Registered trials

and 4 more above

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.