Evidence map›Paper›PMID 34439258›Full record

ArticleCancers2021

Blood-Based Multi-Cancer Detection Using a Novel Variant Calling Assay (DEEPGEN

Frederic Ris, Minia Hellan, Jonathan Douissard, Jorge J Nieva, Frederic Triponez, Yanghee Woo, David Geller, Nicolas C Buchs, Leo Buehler, Stefan Moenig and 10 more

Registry-linked trialOpen access · goldAbstract read
In one paragraph

Article in Cancers, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT03517332 (Circulating Tumor DNA Exposure in Peripheral Blood Using a Novel Process), which is not on this map. Cited by 6 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
6citing papers in PubMed, 1 pooled it
1.0field-weighted citation impact, top 29% 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.

NCT03517332 unknown statusnot on this map

Circulating Tumor DNA Exposure in Peripheral Blood Using a Novel Process: A Feasibility Study

TypeobservationalSponsorQuantgene Inc.Ran2015 to 2019Enrolled10,000ConditionsColorectal Cancer, Pancreatic Adenocarcinoma, Gastric Cancer, Hepatocellular Carcinoma
3 · Its place in the literature

Who cites it

6 citing papers in PubMed, 1 synthesis or guideline pooled it, 15 citations in OpenAlex.

  1. Pooled it
  2. Multi-cancer early detection tests: Attributes for clinical implementation.Cancer biomarkers : section A of Disease markers · 2025
    Article
  3. Review
  4. Review
  5. Review
  6. 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

20 authors at 7 institutions in 2 countries.

Frederic RisDivision of Visceral Surgery, Department of Surgery, University Hospital Geneva and Medical School, 1211 Geneva, Switzerland.ORCID 0000-0001-7421-6101
Minia HellanSurgical Oncology, Wright State University, Dayton, OH 45435, USA.
Jonathan DouissardDivision of Visceral Surgery, Department of Surgery, University Hospital Geneva and Medical School, 1211 Geneva, Switzerland.
Jorge J NievaNorris Cancer Center, Keck School of Medicine of USC, University of Southern California, Los Angeles, CA 90033, USA.
Frederic TriponezDivision of Thoracic Surgery, Department of Surgery, University Hospital Geneva and Medical School, 1211 Geneva, Switzerland.ORCID 0000-0001-7808-496X
Yanghee WooDivision of Surgical Oncology, Department of Surgery and Cancer Immunotherapeutics Program, City of Hope, Duarte, CA 91010, USA.
David GellerDepartment of Surgery, University of Pittsburgh, Pittsburg, PA 15260, USA.
Nicolas C BuchsDivision of Visceral Surgery, Department of Surgery, University Hospital Geneva and Medical School, 1211 Geneva, Switzerland.
Leo BuehlerDivision of Visceral Surgery, Department of Surgery, University Hospital Fribourg, 1700 Fribourg, Switzerland.
Stefan MoenigDivision of Visceral Surgery, Department of Surgery, University Hospital Geneva and Medical School, 1211 Geneva, Switzerland.
Christophe E IselinDivision of Urology, Department of Surgery, University Hospital Geneva and Medical School, 1211 Geneva, Switzerland.
Wolfram KarenovicsDivision of Thoracic Surgery, Department of Surgery, University Hospital Geneva and Medical School, 1211 Geneva, Switzerland.
Patrick PetignatDivison of Gynecology, University Hospital Geneva and Medical School, 1211 Geneva, Switzerland.
Giang Thanh LamDivison of Gynecology, University Hospital Geneva and Medical School, 1211 Geneva, Switzerland.
Manuela Undurraga MalinervoDivison of Gynecology, University Hospital Geneva and Medical School, 1211 Geneva, Switzerland.
Rebecca TuttleSurgical Oncology, Wright State University, Dayton, OH 45435, USA.
James OuelletteSurgical Oncology, Wright State University, Dayton, OH 45435, USA.
Debashish BoseThe Center for Hepatobiliary Disease, Mercy, Baltimore, MD 21202, USA.
Nael IsmailDivision of Visceral Surgery, Department of Surgery, University Hospital Geneva and Medical School, 1211 Geneva, Switzerland.
Christian TosoDivision of Visceral Surgery, Department of Surgery, University Hospital Geneva and Medical School, 1211 Geneva, Switzerland.
University Hospital of Geneva · CHWright State University · USCity of Hope · USMercy Medical Center · USUniversity of Fribourg · CHUniversity of Pittsburgh · USUniversity of Southern California · US

Funding

Quantgene Inc. 001
6 · The paper itself

Abstract

This is an early clinical analysis of the DEEPGENTM platform for cancer detection. Newly diagnosed cancer patients and individuals with no known malignancy were included in a prospective open-label case-controlled study (NCT03517332). Plasma cfDNA that was extracted from peripheral blood was sequenced and data were processed using machine-learning algorithms to derive cancer prediction scores. A total of 260 cancer patients and 415 controls were included in the study. Overall, sensitivity for all cancers was 57% (95% CI: 52, 64) at 95% specificity, and 43% (95% CI: 37, 49) at 99% specificity. With 51% sensitivity and 95% specificity for all stage 1 cancers, the stage-specific sensitivities trended to improve with higher stages. Early results from this preliminary clinical, prospective evaluation of the DEEPGENTM liquid biopsy platform suggests the platform offers a clinically relevant ability to differentiate individuals with and without known cancer, even at early stages of cancer.

Indexed as

cancer detectioncancer screeningcell-free DNADEEPGENTMearly detectionliquid biopsymachine-learning

Identifiers

PMID34439258
PMCPMC8392437
OpenAlexW3195460715

What OpenQuestion holds

Textmetadata
LicenceCC BY
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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.