结直肠癌结局的空间分析:利用空间数据的因果推理方法调查地方特异性因素的影响。

Dajana Draganic, Knut R Wangen
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引用次数: 0

摘要

背景:区域间健康结果的差异可能是由地方特定因素引起的,既包括卫生保健可及性等背景因素,也包括与独特人口特征相关的构成因素。本研究旨在调查挪威各城市内各种地方特定因素对晚期发病率和死亡率的影响。方法:从挪威癌症登记处和挪威死因登记处获得市政一级结直肠癌(CRC)晚期诊断和死亡率的数据。筛查利用率来自挪威患者登记处。为了探讨地点特异性因素对结直肠癌结果的区域影响,采用空间数据的因果推理方法——基于空间平滑的邻域调整方法(NA方法)。结果:研究结果表明,筛查率每增加一个单位(或筛查吸收率增加1%),晚期发病率就会下降2.9%,95%可信区间为-0.055至-0.003。然而,没有观察到筛查率与死亡率之间的显著关系。结论:本研究强调了最大化利用筛查服务以预防晚期诊断的重要性。此外,该研究强调了改善获得筛查服务的重要性,特别是在农村和医疗服务不足的地区。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Spatial analysis of colorectal cancer outcomes: investigating the impact of place-specific factors using causal inference methods for spatial data.

Background: Disparities in health outcomes across regions may arise from place-specific factors, encompassing both contextual elements such as healthcare accessibility and compositional factors tied to the unique population characteristics. This study seeks to investigate the impact of various place-specific factors on late-stage incidence and mortality rates within Norwegian municipalities.

Method: Municipality-level data on colorectal cancer (CRC) late-stage diagnosis and mortality rates were acquired from the Cancer Registry of Norway and the Norwegian Cause of Death Registry. Screening utilization rates were obtained from the Norwegian Patient Registry. To explore the region-level effects of place-specific factors on CRC outcomes, a causal inference method for spatial data-neighborhood adjustment method via spatial smoothing (NA approach)-was employed.

Results: The findings indicate that a one-unit increase in screening rates (or a 1% rise in screening uptake) corresponds to a 2.9% decrease in late-stage incidence, with a 95% credible interval ranging from -0.055 to -0.003. However, no significant relationship between screening rates and mortality rates was observed.

Conclusion: This study underscores the importance of maximizing the utilization of screening services to prevent advance-stage diagnosis. Moreover, the research underscores the significance of improving access to screening services, particularly in rural and medically underserved areas.

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