A high-resolution geospatial analysis of radiation therapy access in the Philippines.

IF 1.5 Q4 ONCOLOGY
ecancermedicalscience Pub Date : 2026-04-29 eCollection Date: 2026-01-01 DOI:10.3332/ecancer.2026.2113
Juzzel Ian Zerrudo, Fjorda Kim Rubian-Zerrudo
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引用次数: 0

Abstract

Background: In 2019, the Philippines enacted the National Integrated Cancer Control Act (NICCA) to decentralise cancer care. However, implementation remains limited by a lack of data to guide effective resource allocation. This study provides high-resolution, quantitative baseline data of radiotherapy (RT) accessibility in Luzon, the country's largest island group, to identify priority areas for infrastructure development.

Methods: A cross-sectional geospatial analysis for 698 municipalities was conducted using the Enhanced Two-Step Floating Catchment Area (E2SFCA) model, integrating provider capacity, population demand and calibrated travel time. Access was modelled under two scenarios: one including all 43 RT facilities and another restricted to the 12 public centres. To quantify financial toxicity, we developed a novel metric, the travel-cost-to-wage ratio. We performed spatial autocorrelation and multivariable regression analyses to identify geographic clusters and key determinants of access.

Results: Profound inequities in RT access were identified. Considering all facilities, 240 municipalities (34.4%) home to 7.5 million people, had no potential access within a 120-minute catchment. The public-only scenario revealed a near-total system inadequacy, with 12.2 million people lacking access. Spatial analysis confirmed a stark core-periphery pattern, with a well-served core centred around the national capital and along the primary north-south expressway network, contrasted with vast, statistically significant 'RT deserts' in outlying regions. For 4.9 million people, a single round-trip to the nearest public facility costs more than a day's minimum wage; this travel-cost-to-wage ratio was the strongest predictor of access (odds ratio = 0.83, p < 0.001).

Conclusion: Spatial access to RT in Luzon is profoundly inequitable, characterised by a stark core-periphery pattern and an inadequate public system that leaves millions reliant on private care or entirely without access. This study provides a data-driven roadmap to guide the strategic implementation of NICCA, ensuring that future resource allocation targets the identified RT deserts to address these critical gaps in cancer care.

菲律宾放射治疗获取的高分辨率地理空间分析。
背景:2019年,菲律宾颁布了《国家综合癌症控制法案》(NICCA),以分散癌症治疗。但是,由于缺乏指导有效资源分配的数据,执行工作仍然受到限制。这项研究提供了该国最大的岛屿群吕宋岛放射治疗(RT)可及性的高分辨率、定量基线数据,以确定基础设施发展的优先领域。方法:采用增强两步浮动集水区(Enhanced Two-Step Floating Catchment Area, E2SFCA)模型,综合供应商能力、人口需求和校准出行时间,对698个城市进行了横断面地理空间分析。访问在两种情况下建模:一种包括所有43个RT设施,另一种仅限于12个公共中心。为了量化财务毒性,我们开发了一个新的衡量标准,即旅行成本与工资之比。我们进行了空间自相关和多变量回归分析,以确定地理集群和获取的关键决定因素。结果:发现了RT访问的严重不平等。考虑到所有设施,拥有750万人口的240个城市(34.4%)在120分钟的集水区内没有潜在的通道。仅限公众使用的情况显示出系统几乎完全不足,有1220万人无法使用。空间分析证实了一个鲜明的核心-外围模式,一个服务良好的核心以国家首都为中心,沿着主要的南北高速公路网络,与边缘地区广阔的、统计上显着的“RT沙漠”形成鲜明对比。对于490万人来说,往返最近的公共设施的费用超过了一天的最低工资;这一差旅成本与工资之比是最有力的预测因子(优势比= 0.83,p < 0.001)。结论:吕宋岛RT的空间获取极不公平,其特点是明显的核心-边缘模式和不完善的公共系统,使数百万人依赖私人护理或完全无法获得。本研究提供了一个数据驱动的路线图来指导NICCA的战略实施,确保未来的资源分配针对已确定的RT沙漠,以解决癌症治疗中的这些关键差距。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
CiteScore
3.80
自引率
5.60%
发文量
138
审稿时长
27 weeks
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