Evidence map›Paper›PMID 42661720›Full record

SynthesisFrontiers in public health2026

Financial toxicity among patients with lung cancer: a systematic review and meta-analysis.

Min Jiang, Fangfang Wang, Yumeng Liu, Qi Hu, Linlin Zhao, Yu Xiong, Yuan Bian

Abstract readSystematic ReviewMeta-Analysis
In one paragraph

Synthesis in Frontiers in public health, 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

7 authors.

Min JiangDepartment of Pharmacy, West China School of Public Health and West China Fourth Hospital, Sichuan University, Chengdu, China.
Fangfang WangDepartment of Pharmacy, Emeishan People's Hospital, Emeishan, China.
Yumeng LiuDepartment of Pharmacy, Daping Hospital, Army Medical University, Chongqing, China.
Qi HuDepartment of Pharmacy, Hospital of Chengdu University of Traditional Chinese Medicine, Chengdu, China.
Linlin ZhaoFirst Teaching Hospital of Tianjin University of Traditional Chinese Medicine, Tianjin, China.
Yu XiongDepartment of Pharmacy, Mianyang Central Hospital, School of Medicine, University of Electronic Science and Technology of China, Mianyang, China.
Yuan BianDepartment of Pharmacy, Personalized Drug Research and Therapy Key Laboratory of Sichuan Province, Sichuan Provincial People's Hospital, School of Medicine, University of Electronic Science and Technology of China, Chengdu, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Lung cancer imposes a substantial global health burden. Although advances in treatment have improved outcomes, increasingly prolonged and complex care may impose considerable financial pressure on patients and their families. We systematically synthesized evidence on financial toxicity (FT) and its associated factors among patients with lung cancer. Methods: PubMed, Embase, the Cochrane Library, and Scopus were systematically searched through November 2025 for observational studies evaluating FT in patients with lung cancer. Associated factors were synthesized qualitatively and mapped using a harvest plot. Random-effects models were used to pool study-specific FT proportions and mean COST-based scores. Exploratory subgroup analyses were conducted by country income level, disease stage/treatment setting, and COST-based FT threshold. Heterogeneity was assessed using Cochran's Q and I² statistics. Prediction intervals and leave-one-out analyses were used to evaluate variability and robustness. Results: Eighteen studies were included. The pooled proportion of patients meeting study-specific FT definitions across eight studies was 0.55 (95% CI, 0.43-0.66), while the pooled mean COST-based score across ten studies was 22.91 (95% CI, 20.57-25.25). The pooled FT proportion was numerically lower in high-income than in upper-middle-income countries (0.47 vs 0.61; Conclusion: FT represents an important but highly context-dependent burden among patients with lung cancer. Given the substantial heterogeneity and predominantly cross-sectional evidence, the pooled estimates should be interpreted as exploratory summaries rather than universally applicable benchmarks. Standardized longitudinal assessment and prospective evaluation of risk-stratified interventions are warranted.

Indexed as

Cost of IllnessFinancial StressLung NeoplasmsHumansComprehensive Score for Financial Toxicityfinancial toxicitylung cancermeta-analysissystematic review

Identifiers

PMID42661720
PMCPMC13518355

What OpenQuestion holds

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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.