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检测北卡罗来纳州结直肠癌死亡率地理变异的决定因素:空间分析方法。

Examining determinants of geographic variation in colorectal cancer mortality in North Carolina: A spatial analysis approach.

机构信息

Lineberger Comprehensive Cancer Center, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA.

Lineberger Comprehensive Cancer Center, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA; Department of Epidemiology, Gillings School of Global Public Health, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA.

出版信息

Cancer Epidemiol. 2019 Apr;59:8-14. doi: 10.1016/j.canep.2019.01.002. Epub 2019 Jan 11.

Abstract

PURPOSE

A recent study using national data from 2000 to 2009 identified colorectal cancer (CRC) mortality "hotspots" in 11 counties of North Carolina (NC). In this study, we used more recent, state-specific data to investigate the county-level determinants of geographic variation in NC through a geospatial analytic approach.

METHOD

Using NC CRC mortality data from 2003 to 2013, we first conducted clustering analysis to confirm spatial dependence. Spatial economic models were then used to incorporate spatial structure to estimate the association between determinants and CRC mortality. We included county-level data on socio-demographic characteristics, access and quality of healthcare, behavioral risk factors (CRC screening, obesity, and cigarette smoking), and urbanicity. Due to correlation among screening, obesity and quality of healthcare, we combined these factors to form a cumulative risk group variable in the analysis.

RESULTS

We confirmed the existence of spatial dependence and identified clusters of elevated CRC mortality rates in NC counties. Using a spatial lag model, we found significant interaction effect between CRC risk groups and socioeconomic deprivation. Higher CRC mortality rates were also associated with rural counties with large towns compared to urban counties.

CONCLUSION

Our findings depicted a spatial diffusion process of CRC mortality rates across NC counties, demonstrated intertwined effects between SES deprivation and behavioral risks in shaping CRC mortality at area-level, and identified counties with high CRC mortality that were also deprived in multiple factors. These results suggest interventions to reduce geographic variation in CRC mortality should develop multifaceted strategies and work through shared resources in neighboring areas.

摘要

目的

最近一项利用 2000 年至 2009 年全国数据的研究确定了北卡罗来纳州(NC)11 个县的结直肠癌(CRC)死亡率“热点”。在这项研究中,我们使用了更新的、特定于州的数据,通过地理空间分析方法研究了 NC 县际差异的决定因素。

方法

使用 2003 年至 2013 年 NC CRC 死亡率数据,我们首先进行聚类分析以确认空间依赖性。然后使用空间经济模型纳入空间结构,以估计决定因素与 CRC 死亡率之间的关联。我们包括了县一级的社会人口特征、医疗保健的获取和质量、行为风险因素(CRC 筛查、肥胖和吸烟)以及城市化水平的数据。由于筛查、肥胖和医疗质量之间存在相关性,我们在分析中将这些因素组合成一个累积风险组变量。

结果

我们确认了 NC 县 CRC 死亡率存在空间依赖性,并确定了高死亡率率的聚集区。使用空间滞后模型,我们发现 CRC 风险组和社会经济贫困之间存在显著的交互效应。与城市县相比,农村县的大型城镇也与更高的 CRC 死亡率相关。

结论

我们的研究结果描绘了 NC 县 CRC 死亡率的空间扩散过程,展示了 SES 贫困与行为风险在区域层面塑造 CRC 死亡率的相互交织的影响,并确定了高 CRC 死亡率且在多个因素上贫困的县。这些结果表明,减少 CRC 死亡率的地理差异的干预措施应制定多方面的策略,并在相邻地区共享资源。

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