Evidence map›Paper›PMID 42150149›Full record

ArticleJCO precision oncology2026

Impact of Multicancer Screening on Late-Stage Cancer at Diagnosis in Breast Cancer Survivors: A Modeling Study.

Kemal C Gogebakan, Jane Lange, Roman Gulati, Marianne E Dubard-Gault, Charles W Drescher, Kathleen E Malone, Ruth Etzioni

Abstract read
In one paragraph

Article in JCO precision oncology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

7 authors.

Kemal C GogebakanDivision of Public Health Sciences, Fred Hutchinson Cancer Center, Seattle, WA.ORCID 0009-0000-8474-4039
Jane LangeCancer Early Detection Advanced Research Center, Knight Cancer Institute, Oregon Health & Science University, Portland, OR.ORCID 0000-0002-0014-9679
Roman GulatiDivision of Public Health Sciences, Fred Hutchinson Cancer Center, Seattle, WA.ORCID 0000-0002-7592-6567
Marianne E Dubard-GaultSwedish Cancer Institute, Seattle, WA.ORCID 0000-0002-5735-1819
Charles W DrescherSwedish Cancer Institute, Seattle, WA.ORCID 0000-0002-6579-0416
Kathleen E MaloneDivision of Public Health Sciences, Fred Hutchinson Cancer Center, Seattle, WA.
Ruth EtzioniDivision of Public Health Sciences, Fred Hutchinson Cancer Center, Seattle, WA.ORCID 0000-0002-9164-6370

Funding

The Early Detection Research Network: Data Management and Coordinating CenterU24CA086368 · NCI · FRED HUTCHINSON CANCER RESEARCH CENTER · PI RUTH D ETZIONI, Ziding Feng · 2010 to 2026
$75.7M
Modeling and analytics for cancer diagnostics: traversing the data-evidence divideR35CA274442 · NCI · FRED HUTCHINSON CANCER CENTER · PI RUTH D ETZIONI · 2022 to 2026
$4.9M
Statistical modeling to support population and translational cancer researchR50CA221836 · NCI · FRED HUTCHINSON CANCER RESEARCH CENTER · PI Roman Gulati · 2017 to 2026
$2.0M
NCI NIH HHS R35 CA274442NCI NIH HHS R50 CA221836NCI NIH HHS U24 CA086368
6 · The paper itself

Abstract

purposeBreast cancer survivors are at elevated risk of multiple new primary cancers compared with the general population. The impact of multicancer screening on late-stage cancer diagnosis is under clinical investigation in average-risk individuals, but it is unclear whether findings will generalize to breast cancer survivors.

methodsWe adapted an existing multicancer natural history model for the average-risk US population to reflect increased risks of second primary cancers and all-cause mortality among female breast cancer survivors. We modeled 16 cancer types other than breast cancer and specified a range of natural history parameters and screening test sensitivities to reflect uncertainty in disease onset, progression, and detectability of target cancers. We evaluated annual multicancer screening over a lifetime horizon in simulated hormone receptor-positive (HR-positive) and hormone receptor-negative (HR-negative) cohorts of survivors age 50-74 years and in age-matched women without prior cancer (average-risk women). Outcomes included absolute and relative reductions in late-stage diagnoses compared with no multicancer screening.

resultsAcross a range of natural histories and test sensitivities, multicancer screening was projected to reduce 35-99 late-stage diagnoses per 100,000 person-years (PY; 9%-25% reduction) among HR-positive survivors and 39-111 per 100,000 PY (9%-26% reduction) among HR-negative survivors, compared with 30-84 per 100,000 PY (7%-20% reduction) among average-risk women. Lung cancer contributed most to the reduction in late-stage diagnoses (34%-38%), followed by colorectal cancer (14%-16%) in all populations. Ovarian cancer accounted for greater reduction in HR-negative than HR-positive survivors (10%-11%

conclusionModel-based projections suggest that multicancer screening may reduce late-stage diagnoses among breast cancer survivors more than among average-risk women. This suggests a potential role in long-term surveillance for second primary cancers in this high-risk population.

Indexed as

Breast NeoplasmsCancer SurvivorsEarly Detection of CancerNeoplasms, Second PrimaryAgedFemaleHumansMass ScreeningMiddle AgedNeoplasm Staging

Identifiers

PMID42150149
PMCPMC13232962

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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.