Evidence map›Paper›PMID 41499420›Full record

Observational studyJournal of the National Cancer Institute2026

Performance of multiple multi-cancer detection tests using a large independent reference set (Alliance A212102).

Marie E Wood, Paul F Pinsky, Paul J Novotny, Elyse Leevan, Matthias Weiss, Dan C Edelman, Mark Watson, Christos Patriotis, Jason D Merker, Philip C Prorok and 12 more

Registry-linked trialAbstract readObservational Study
In one paragraph

Observational study in Journal of the National Cancer Institute, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT05334069 (Blinded Reference Set for Multicancer Early Detection Blood Tests), which is not on this map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing 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.

NCT05334069 recruitingnot on this map

Blinded Reference Set for Multicancer Early Detection Blood Tests

TypeobservationalSponsorAlliance for Clinical Trials in OncologyRan2022 to 2027Enrolled2,000ConditionsAcute Lymphoblastic Leukemia, Acute Myeloid Leukemia, Ann Arbor Stage I Lymphoma, Ann Arbor Stage II LymphomaArmsQuestionnaire Administration, Biospecimen Collection
3 · Its place in the literature

Who cites it

3 citing papers in PubMed.

  1. Article
  2. Article
  3. Review
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

22 authors.

Marie E WoodDepartment of Medicine, University of Colorado Cancer Center, Aurora, CO, United States.ORCID 0000-0002-6053-7200
Paul F PinskyDivision of Cancer Prevention, National Cancer Institute, Bethesda, MD, United States.ORCID 0000-0002-0350-3282
Paul J NovotnyAlliance Statistics and Data Management Center, Mayo Clinic, Rochester, MN, United States.
Elyse LeevanDivision of Cancer Prevention, National Cancer Institute, Bethesda, MD, United States.ORCID 0000-0002-2581-9747
Matthias WeissThedaCare, Appleton, WI, United States.ORCID 0000-0003-2744-0973
Dan C EdelmanDivision of Cancer Prevention, National Cancer Institute, Bethesda, MD, United States.ORCID 0000-0002-5329-6875
Mark WatsonDepartment of Pathology, Washington University School of Medicine, St Louis, MO, United States.ORCID 0000-0002-3935-9980
Christos PatriotisDivision of Cancer Prevention, National Cancer Institute, Bethesda, MD, United States.ORCID 0000-0001-6441-776X
Jason D MerkerDepartment of Pathology, UNC-CH School of Medicine, Chapel Hill, NC, United States.ORCID 0000-0002-0865-3394
Philip C ProrokDivision of Cancer Prevention, National Cancer Institute, Bethesda, MD, United States.
Yujia WenAlliance Protocol Operations Office, University of Chicago, Chicago, IL, United States.
Wendy S RubinsteinDivision of Cancer Prevention, National Cancer Institute, Bethesda, MD, United States.ORCID 0000-0002-8790-9959
Konstantin DragnevDepartment of Medicine, Dartmouth Hitchcock Medical Center, Dartmouth University, Lebanon, NH, United States.ORCID 0000-0001-8277-6993
Amanda L SkarlupkaDivision of Cancer Prevention, National Cancer Institute, Bethesda, MD, United States.ORCID 0000-0002-3654-9076
Hormuzd A KatkiDivision of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, MD, United States.ORCID 0000-0003-2002-0095
Selina ChowAlliance Protocol Operations Office, University of Chicago, Chicago, IL, United States.ORCID 0009-0007-5897-8107
Margaret KemenyQueens Hospital Center, Jamaica, NY, United States.ORCID 0009-0006-2281-7750
Umang GautamAurora BayCare Medical Center, Green Bay, WI, United States.
Aswanth ReddyMercy Hospital Fort Smith, Fort Smith, AR, United States.
William BurakMemorial Health University Medical Center, Savannah, GA, United States.
Steven PiantadosiBrigham and Women's, Harvard Medical School, Boston, MA, United States.ORCID 0000-0002-4409-9896
Lori M MinasianDivision of Cancer Prevention, National Cancer Institute, Bethesda, MD, United States.ORCID 0000-0002-0472-4079

Funding

Collaborations and NCORP Collective ManagementUG1CA189823 · NCI · MAYO CLINIC ROCHESTER · PI Evanthia Galanis, Olwen Hahn · 2014 to 2026
$120.6M
Translational Engineering in Cancer (TEC)P30CA023108 · NCI · DARTMOUTH COLLEGE · PI Fred W Kolling IV · 1985 to 2026
$91.3M
THE ALLIANCE NCTN BIOREPOSITORY AND BIOSPECIMEN RESOURCEU24CA196171 · NCI · WASHINGTON UNIVERSITY · PI Mine Cicek, Wendy Frankel · 2015 to 2026
$35.0M
NCI Community Oncology Research Program (NCORP) - Community SitesUG1CA190140 · NCI · AURORA HEALTH CARE, INC. · PI Sigrun Hallmeyer, THOMAS J SAPHNER · 2014 to 2026
$20.0M
NCTN Lead Academic Participating Site at Dana-Farber/Partners Cancer CareUG1CA233180 · NCI · DANA-FARBER CANCER INST · PI Harold John Burstein · 2019 to 2026
$8.6M
NCI National Clinical Trials Network - Lead Academic Participating SiteUG1CA233324 · NCI · UNIVERSITY OF COLORADO DENVER · PI ANTHONY D ELIAS · 2019 to 2026
$5.2M
UNC Lead Academic Participating SiteUG1CA233373 · NCI · UNIV OF NORTH CAROLINA CHAPEL HILL · PI CAREY, LISA A, DEES, ELIZABETH CLAIRE · 2019 to 2025
$3.5M
Alliance for Clinical Trials in Oncology NCORP UG1CA233180Alliance for Clinical Trials in Oncology NCORP UG1CA233323Alliance for Clinical Trials in Oncology NCORP UG1CA233324Alliance for Clinical Trials in Oncology NCORP UG1CA233373NCI NIH HHS P30 CA023108NCI NIH HHS U24 CA196171NCI NIH HHS UG1 CA189823NCI NIH HHS UG1 CA190140NCI NIH HHS UG1 CA233180NCI NIH HHS UG1 CA233324NCI NIH HHS UG1 CA233373NIH HHSNIH HHS U24CA196171NIH HHS UG1CA189823
6 · The paper itself

Abstract

backgroundReference sets are needed to evaluate performance of multi-cancer detection (MCD) assays. The National Cancer Institute funded the Alliance reference set study to assess MCDs for use in future trials.

methodsIndividuals with cancer and controls were recruited; blood specimens were collected prior to cancer treatment. A performance evaluation study was designed utilizing reference set samples. Companies (n = 6) were selected to participate based on review of performance data and ability to utilize the blood collection tube. Companies received samples from cancer types their assay was designed to detect ("targeted"), plus additional "non-targeted" and control samples. Companies reported positive/negative calls, risk scores, and tissue-of-origin (TOO) predictions. Sensitivity was computed for early (I-II) and late (III-IV) stage cases, based on positive/negative calls (SEPN) and at fixed 98% specificity (SE98). Specificity and TOO accuracy were computed.

resultsFive hundred and forty nine cases (encompassing 13 cancer types) and 413 controls from the reference set were included in the study. Companies assessed samples from median 6 (range 5-9) targeted cancer types and median 8 (range: 7-11) overall cancer types. Median (range) specificity was 92.3% (76.5%-98.5%). Median (range) SEPN was 32% (25%-42%) for early stage and 73% (48%-89%) for late stage; while median (range) SE98 was 19% (8%-35%) for early stage and 66% (13%-79%) for late stage. Median sensitivity for non-targeted types was 40% (early stage) and 52% (late stage). Median (range) TOO accuracy (primary predicted site) was 75% (64%-78%).

conclusionsSensitivity and specificity varied widely across assays with early-stage sensitivity substantially lower than late-stage sensitivity. CLINICAL TRIAL REGISTRATION NUMBER: ClinicalTrials.gov identifier NCT05334069.

Indexed as

Biomarkers, TumorEarly Detection of CancerNeoplasmsAgedCase-Control StudiesFemaleHumansMaleMiddle AgedNational Cancer Institute (U.S.)Reference StandardsSensitivity and SpecificityUnited StatesBiomarkers, Tumor

Identifiers

PMID41499420
PMCPMC13064538

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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.