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结直肠癌结局的空间分析:使用空间数据因果推断方法研究特定地点因素的影响。

Spatial analysis of colorectal cancer outcomes: investigating the impact of place-specific factors using causal inference methods for spatial data.

作者信息

Draganic Dajana, Wangen Knut R

机构信息

Department of Health Management and Health Economics, Institute of Health and Society, University of Oslo, Forskningsveien 3A, Oslo 0373, Norway.

出版信息

J Public Health (Oxf). 2025 Aug 29;47(3):446-453. doi: 10.1093/pubmed/fdaf044.

Abstract

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.

摘要

背景

各地区健康结果的差异可能源于特定地点的因素,包括医疗保健可及性等背景因素以及与独特人口特征相关的构成因素。本研究旨在调查挪威各市政当局内各种特定地点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亡原因登记处获取了市政当局层面的结直肠癌(CRC)晚期诊断和死亡率数据。筛查利用率来自挪威患者登记处。为了探究特定地点因素对CRC结果的区域层面影响,采用了一种空间数据因果推断方法——通过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(或筛查接受率提高1%),晚期发病率就会降低2.9%,95%可信区间为-0.055至-0.003。然而,未观察到筛查率与死亡率之间存在显著关系。

结论

本研究强调了最大限度利用筛查服务以预防晚期诊断的重要性。此外,该研究强调了改善筛查服务可及性的重要性,特别是在农村和医疗服务不足的地区。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/60b5/12395940/7819b9d43ebf/fdaf044f1.jpg

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