PO.PS01.04 · 人群科学
距离与剥夺:地理和情境因素对儿童癌症结局的影响
Distance and deprivation: geographic and contextual influences on pediatric cancer outcomes
作者与单位 Authors & Affiliations
摘要 Abstract
中文摘要
引言:癌症是美国儿童疾病死亡的首位原因,尽管生存率已显著提高,但儿童癌症结局在若干因素上仍存在差异。本研究的目的是展示如何利用癌症登记数据评估儿童癌症死亡的社会和地理空间预测因素及其联合效应。
方法:这项基于人群的纵向研究使用了路易斯安那肿瘤登记处和爱荷华癌症登记处的数据,纳入了2000年至2020年间所有在原发癌症诊断时年龄0-19岁的个体。出行距离采用ArcGIS Pro中的大圆距离法估计,社区剥夺采用地区剥夺指数刻画,城乡属性在人口普查区层面采用农村城市通勤区代码测量。采用Cox回归模型评估社会和地理空间预测因素与儿童癌症死亡之间的关联,并校正通过有向无环图识别的混杂变量。
结果:在两个州识别出的6,982名癌症患儿中,4,871名在诊断时和治疗机构均有完整的家庭地址信息,被纳入最终分析。爱荷华的病例中,40.31%居住在农村人口普查区,而路易斯安那为15.00%。爱荷华儿童的五年生存率(86.63%,95% CI:85.19-88.14%)高于路易斯安那(83.41%,95% CI:82.00-84.88%)。与出行距离短且社区剥夺低的儿童相比,同时经历高出行距离(距离处于第四四分位数)和高社区剥夺(ADI处于前50%)的儿童癌症死亡风险高出82%(95% CI:1.43-2.32)。在考察城乡属性与出行距离的联合效应时,死亡率差异似乎更多由距离而非城乡属性驱动。有趣的是,与居住在城市地区且到治疗机构出行距离短的儿童相比,居住在城市地区且出行距离长的儿童死亡风险最高(aHR=1.41,95% CI:1.17-1.71),其次是居住在农村地区且出行距离长的儿童(aHR=1.28,95% CI:1.01-1.62)。
结论:通过将癌症登记数据与地理空间及社区社会和经济指标相结合,我们发现同时面临长出行距离和高社区剥夺的儿童死亡风险显著升高。重要的是,地理和情境不仅是背景,更是生存的决定因素。这些发现凸显了需要针对个人、医院、社区和政策层面儿童癌症结局差异驱动因素的多层次干预措施。
查看英文原文 English abstract
Introduction: Cancer is the number one cause of death by disease in children in the US and while survival rates have improved significantly, differences persist in pediatric cancer outcomes by a number of factors. The objective of this study was to demonstrate how cancer registry data can be used to assess social and geospatial predictors of pediatric cancer mortality and their combined effects.
Methods: This population-based longitudinal study used data from the Louisiana Tumor Registry and Iowa Cancer Registry and included all individuals aged 0-19 at primary cancer diagnosis from 2000 to 2020. Travel distance was estimated using the great-circle distance method in ArcGIS Pro, neighborhood deprivation was characterized with the Area Deprivation Index, and rurality was measured at the census tract level with Rural Urban Commuting Area codes. Cox regression models were used to assess the association between social and geospatial predictors and pediatric cancer mortality, adjusting for confounding variables identified through a directed acyclic graph.
Results: Of the 6,982 children with cancer identified from the two states, 4,871 had complete information on home addresses at diagnosis and treatment facilities and were included in the final analysis. Of the cases from Iowa, 40.31% resided in rural census tracts, compared to 15.00% of cases from Louisiana. Five-year survival was higher for children in Iowa (86.63%, 95% CI: 85.19-88.14%) than Louisiana (83.41%, 95% CI: 82.00-84.88%). Compared to children with low travel distances and low neighborhood deprivation, those experiencing both high travel distance (distance in the fourth quartile) and high neighborhood deprivation (ADI in top 50%) have an 82% high hazard of cancer mortality (95% CI: 1.43-2.32). When looking at the combined effects of rurality and travel distance, mortality differences appeared to be driven more by distance than rurality. Interestingly, compared to children in urban areas with a low travel distance to treatment, the hazard of death was highest for children with high travel distances residing in urban areas (aHR=1.41, 95% CI: 1.17-1.71), followed by children with high travel distances in rural areas (aHR=1.28, 95% CI: 1.01-1.62).
Conclusions: By integrating cancer registry data with geospatial and neighborhood social and economic indicators, we identified that children facing both long travel distances and high neighborhood deprivation experience significantly elevated hazards of mortality. Importantly, geography and context are not just a backdrop, but a determinant of survival. These findings highlight the need for multilevel interventions that target individual, hospital, neighborhood, and policy drivers of differences in cancer outcomes for children.
利益披露 Disclosure
E. Hymel, None..
K. L. Ratnapradipa, None..
C. Zheng, None..
E. S. Peters, None..
J. Allison, None..
S. H. Nash, None..
M. Hsieh, None..
S. Watanabe-Galloway, None.