Evidence map›Paper›PMID 41645873›Full record

ArticleActa oncologica (Stockholm, Sweden)2026

Healthcare costs and resource use in advanced breast cancer at the end of life: a register study.

Giovanni Galvis Rojas, Peter Strang, Torbjörn Schultz, Lars-Åke Levin

Abstract read
In one paragraph

Article in Acta oncologica (Stockholm, Sweden), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Article
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

4 authors.

Giovanni Galvis RojasDepartment of Health, Medicine and Caring Sciences, Linköping University, Linköping, Sweden.ORCID 0009-0006-9555-7881
Peter StrangResearch and Development Unit, Stockholm Sjukhem Foundation, Stockholm, Sweden; Department of Oncology-Pathology, Karolinska Institutet, Stockholm, Sweden.ORCID 0000-0001-8514-5433
Torbjörn SchultzResearch and Development Unit, Stockholm Sjukhem Foundation, Stockholm, Sweden.ORCID 0000-0003-1619-4965
Lars-Åke LevinDepartment of Health, Medicine and Caring Sciences, Linköping University, Linköping, Sweden.ORCID 0000-0003-2581-4863

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

background and purposeAdvanced breast cancer (ABC) involves substantial end-of-life (EOL) healthcare use and costs. Understanding cost drivers can inform care delivery and resource allocation. Patient/material and methods: We conducted a retrospective, population-based study of individuals (n = 1,437) who died with breast cancer in the Stockholm Region (2015-2023). Healthcare utilization and costs during the last 12 months of life were obtained from the Stockholm Regional Healthcare Data Repository (VAL) and estimated using the Region Stockholm cost model. Variables included age, sex, socioeconomic status (Mosaic), Charlson Comorbidity Index, Hospital Frailty Risk Score (HFRS), systemic therapy, and place of death. Descriptive statistics and generalized linear models assessed cost associations.

resultsTotal costs rose toward EOL, increasing 140% in the final 3 months versus the prior quarter. Hospitalizations and specialized palliative care drove costs, while outpatient visits declined. Younger age (18-69 years), high frailty (HFRS > 15), and systemic therapy were independently associated with higher costs. Hospital death was associated with lower expenditures than dying elsewhere (rate ratio [RR]: 0.84, 95% confidence interval [CI]: 0.78-0.91). The top 5% of cost users were mainly younger, frail patients receiving systemic therapy.

interpretationABC-related costs escalate in the final year of life, driven by hospitalizations, palliative care, and systemic therapies. Younger, frailer patients incur higher costs, while those dying in hospital settings are associated with lower costs. Early palliative integration and frailty-based risk stratification were associated with distinct patterns of healthcare utilization and costs toward the EOL.

Indexed as

Breast NeoplasmsHealth Care CostsPatient Acceptance of Health CareTerminal CareAdolescentAdultAgedAged, 80 and overFemaleHealth ResourcesHospitalizationHumansMiddle AgedPalliative CareRegistriesRetrospective Studies

Identifiers

PMID41645873
PMCPMC12887754

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Registered trials

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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.