Evidence map›Paper›PMID 40106134›Full record

ArticlePharmacoEconomics - open2025

Healthcare Expenditure Trajectories in the Last 5 Years of Life: A Retrospective Cohort Study of Decedents with Advanced Cancer and End-Stage Organ Diseases.

Sheryl Hui-Xian Ng, Palvinder Kaur, Laurence Lean Chin Tan, Mervyn Yong Hwang Koh, Andy Hau Yan Ho, Allyn Hum, Woan Shin Tan

Abstract read
In one paragraph

Article in PharmacoEconomics - open, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the 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.

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

3 citing papers in PubMed.

  1. Article
  2. Review
  3. 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

7 authors.

Sheryl Hui-Xian NgHealth Services and Outcomes Research, National Healthcare Group, 3 Fusionopolis Link, #03-08, Singapore, 138543, Singapore. Sheryl_hx_ng@nhg.com.sg.ORCID http://orcid.org/0000-0001-5046-2666
Palvinder KaurHealth Services and Outcomes Research, National Healthcare Group, 3 Fusionopolis Link, #03-08, Singapore, 138543, Singapore.
Laurence Lean Chin TanDepartment of Geriatric Medicine, Khoo Teck Puat Hospital, Singapore, Singapore.
Mervyn Yong Hwang KohDover Park Hospice, Singapore, Singapore.
Andy Hau Yan HoPsychology, School of Social Sciences, Nanyang Technological University, Singapore, Singapore.
Allyn Hum *The Palliative Care Centre for Excellence in Research and Education, Singapore, Singapore.
Woan Shin Tan *Geriatric Education & Research Institute, Singapore, Singapore.

Funding

Palliative Care Centre for Excellence in Research and Education PalC-RG-22/P002
6 · The paper itself

Abstract

backgroundPatients with nonmalignant end-stage organ diseases often incur healthcare costs in the last year of life that are disproportionately higher than in the period prior. Studies on healthcare expenditure (HCE) trends in these patients have largely focused on the final year of life, and examining a longer-term trajectory could better support healthcare professionals to target the timing and methods of care management. In this study, we aim to describe the HCE trajectories of end-stage organ disease (ESOD) over the last 5 years of life, compared against advanced cancer (AC).

methodsWe conducted a retrospective cohort study to profile decedents who had either a primary or secondary diagnosis of AC, advanced dementia, severe liver disease, as well as heart failure (HF), end-stage renal failure (ESRF), or respiratory failure (RF) in the last 5 years of their lives using a regional health system database in Singapore. Hospital-based HCE and utilization for each diagnosis group was reported cumulatively for 5 years, by year and by month. The proportion of the 5-year HCE incurred in each year was also reported.

resultsAcross all conditions, monthly HCE started to increase rapidly around 3 years prior to death, with 80% of the 5-year expenditure incurred in the same period. Expenditure among patients with ESODs other than dementia was £12,787 to £21,019 higher in comparison with patients with AC. Patients with RF incurred the highest 5-year HCE, driven by inpatient admissions.

conclusionsOur findings highlight the importance of examining HCE trends in ESOD and their cost drivers over multiple years prior to the last year of life to inform healthcare policy and to review care processes to ensure appropriate and efficient end-of-life (EOL) care.

Identifiers

PMID40106134
PMCPMC12209486

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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.