Evidence map›Paper›PMID 40320835›Full record

Observational studyCancer medicine2025

Predictors of Financial Toxicity Trajectories in Patients With Pancreatic Cancer: A Latent Class Growth Analysis.

Li Xiaoxuan, Zhang Shuo, Li Shanshan, Yu Mengxia, Yao Tianying, Shen Yuxin, Li Jiang, Chen Mingxia

Abstract readObservational Study
In one paragraph

Observational study in Cancer medicine, 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
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  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

8 authors.

Li XiaoxuanThe First College of Clinical Medical Science, China Three Gorges University, Yichang, China.ORCID https://orcid.org/0009-0005-2334-5911
Zhang ShuoSchool of Nursing, Nanjing Medical University, Nanjing, China.
Li ShanshanThe First College of Clinical Medical Science, China Three Gorges University, Yichang, China.
Yu MengxiaSchool of Nursing, Nanjing Medical University, Nanjing, China.
Yao TianyingSchool of Nursing, Nanjing Medical University, Nanjing, China.ORCID https://orcid.org/0000-0002-3296-6657
Shen YuxinSchool of Nursing, Nanjing Medical University, Nanjing, China.
Li JiangSchool of Nursing, Nanjing Medical University, Nanjing, China.
Chen MingxiaSchool of Nursing, Nanjing Medical University, Nanjing, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

importancePancreatic cancer patients face varying medical expenses at different stages of treatment, resulting in dynamic changes in their financial toxicity. Longitudinal data collection is necessary to characterize the trajectory of these financial toxicity changes.

objectiveTo Explore Potential Trajectories and Influencing Factors of Financial Toxicity among Pancreatic Cancer Patients.

designThis was a prospective observational research study performed according to STROBE Checklist. SETTING AND

participantsFrom August 2022 to August 2023, we conducted inpatient data collection from pancreatic cancer patients in three hospitals in Jiangsu Province. MAIN OUTCOMES AND MEASURES: The COST scale was employed to investigate financial toxicity at four time points: upon admission (T0), at discharge (T1), 3 months post-discharge (T2), and 6 months post-discharge (T3). A latent growth model was utilized to classify the trajectories of financial toxicity and explore its influencing factors.

resultsThe identification of financial toxicity trajectories among pancreatic cancer patients revealed three potential categories: a high-risk-financial toxicity stable group (19.69%), a moderate-risk-financial toxicity stable group (56.37%), and a low-risk-financial toxicity stable group (23.94%). Logistic regression analysis showed that, compared to the low-risk-financial toxicity stable group, the primary influencing factors for the high-risk-financial toxicity stable group were self-efficacy and total out-of-pocket medical expenses. In contrast to the low-risk-financial toxicity stable group, the moderate-risk-financial toxicity stable group was influenced by self-efficacy and total monthly household income. When comparing the moderate-risk-financial toxicity stable group to the high-risk-financial toxicity stable group, factors such as ACCI, employment status, total out-of-pocket medical expenses, and distance to healthcare facilities emerged as significant. CONCLUSIONS AND RELEVANCE: The financial toxicity among pancreatic cancer patients has been categorized into three distinct trajectory patterns, each exhibiting significant population heterogeneity. It is imperative that we acknowledge the profound impact of financial toxicity on pancreatic cancer patients and strengthen relevant preventive and control measures to enhance their quality of life and therapeutic outcomes.

Indexed as

Health ExpendituresPancreatic NeoplasmsAgedChinaFemaleHumansLatent Class AnalysisMaleMiddle AgedProspective Studiesfinancial toxicityinfluencing factorslatent category growth modelpancreatic cancer

Identifiers

PMID40320835
PMCPMC12050404

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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.