Evidence map›Paper›PMID 42778238›Full record

ArticleBMJ open2026

Cardiovascular events and mortality after breast cancer diagnosis: multistate models in a nationwide cohort study.

Ingunn Fride Tvete, Marianne Klemp

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

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1 · What the graph read from it

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2 · The registry

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

2 authors.

Ingunn Fride TveteStatistical Modelling and Machine Learning, Norwegian Computing Center, Oslo, Norway ingunn.fride.tvete@nr.no.ORCID http://orcid.org/0000-0001-5798-5486
Marianne KlempRetired, Oslo, Oslo, Norway.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

objectiveTo study the progression of newly diagnosed breast cancer patients towards cardioembolic disorders (CDs) and ischaemic or structural heart disease (ISH) within a multistate framework that includes death as an absorbing state, in order to evaluate long-term cardiovascular burden and to examine whether the observed patterns may reflect short-term acute events or longer-term effects potentially associated with treatment. CD and ISH occurrences following breast cancer treatment may have different underlying biological mechanisms, potentially leading to different survival patterns across patient groups defined by breast cancer characteristics, and we sought to explore this.

designTwo continuous-time multistate Markov models described patients' transitions among three states: time of breast cancer diagnosis, first occurrence of CD or ISH, and death, depending on patients' molecular subtype, tumour stage, age and radiation treatment status.

participantsAltogether 36 778 patients from the Norwegian Cancer Registry, linked with information on cardiovascular events from the Norwegian Patient Registry, diagnosed earliest in 2006, followed until their first cardiovascular event and/or death or throughout 2020.

resultsHR-/HER2- patients had the highest HR for a first CD event compared with HR+/HER2- patients (HR 1.51, 95% CI 1.39 to 1.65), with no significant differences observed between the remaining groups. For first ISH event, HR-/HER2+, HR+/HER2+ and HR-/HER2- patients had HRs of 1.91 (95% CI 1.61 to 2.27), 1.64 (95% CI 1.43 to 1.88) and 1.56 (95% CI 1.44 to 1.69), respectively, compared with HR+/HER2- patients.

conclusionsLong-term cardiovascular burden for patients with breast cancer may be more strongly influenced by chronic vascular and myocardial damage, likely driven by treatment-related cardiotoxicity and cumulative exposure compared with acute thromboembolic mechanisms. A multistate Markov modelling approach proved valuable for capturing the dynamics for patients to move between the states breast cancer diagnosis, CD or ISH event and death, and may guide more tailored follow-up and use of cardioprotective strategies.

Indexed as

Breast NeoplasmsCardiovascular DiseasesAdultAgedAged, 80 and overCohort StudiesDisease ProgressionFemaleHumansMarkov ChainsMiddle AgedNorwayRegistriesBreast tumoursCardiovascular DiseaseDeathHealthRisk Assessment

Identifiers

PMID42778238
PMCPMC13629965

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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.