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一项基于 SEER(监测、流行病学和最终结果)登记处的全国结直肠癌生存差异的研究:使用潜在类别分析。

A National Study of Colorectal Cancer Survivorship Disparities: A Latent Class Analysis Using SEER (Surveillance, Epidemiology, and End Results) Registries.

机构信息

Division of Intramural Research, National Institute on Minority Health and Health Disparities, Bethesda, MD, United States.

Department of Environmental Health Sciences, University of Alabama at Birmingham, Birmingham, AL, United States.

出版信息

Front Public Health. 2021 Feb 25;9:628022. doi: 10.3389/fpubh.2021.628022. eCollection 2021.

DOI:10.3389/fpubh.2021.628022
PMID:33718323
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC7946972/
Abstract

Long-standing disparities in colorectal cancer (CRC) outcomes and survival between Whites and Blacks have been observed. A person-centered approach using latent class analysis (LCA) is a novel methodology to assess and address CRC health disparities. LCA can overcome statistical challenges from subgroup analyses that would normally impede variable-centered analyses like regression. Aim was to identify risk profiles and differences in malignant CRC survivorship outcomes. We conducted an LCA on the Surveillance, Epidemiology, and End Results data from 1975 to 2016 for adults ≥18 ( = 525,245). Sociodemographics used were age, sex/gender, marital status, race, and ethnicity (Hispanic/Latinos) and stage at diagnosis. To select the best fitting model, we employed a comparative approach comparing sample-size adjusted BIC and entropy; which indicates a good separation of classes. A four-class solution with an entropy of 0.72 was identified as: lowest survivorship, medium-low, medium-high, and highest survivorship. The lowest survivorship class (26% of sample) with a mean survival rate of 53 months had the highest conditional probabilities of being 76-85 years-old at diagnosis, female, widowed, and non-Hispanic White, with a high likelihood with localized staging. The highest survivorship class (53% of sample) with a mean survival rate of 92 months had the highest likelihood of being married, male with localized staging, and a high likelihood of being non-Hispanic White. The use of a person-centered measure with population-based cancer registries data can help better detect cancer risk subgroups that may otherwise be overlooked.

摘要

长期以来,白人和黑人在结直肠癌(CRC)结局和存活率方面存在差异。采用潜在类别分析(LCA)的以人为本方法是评估和解决 CRC 健康差异的新方法。LCA 可以克服亚组分析的统计挑战,这些挑战通常会阻碍像回归这样的变量为中心的分析。目的是确定风险特征和恶性 CRC 生存结果的差异。

我们对 1975 年至 2016 年年龄≥18 岁的成年人(=525245)的监测、流行病学和最终结果数据进行了 LCA。使用的社会人口统计学因素包括年龄、性别/性别、婚姻状况、种族和族裔(西班牙裔/拉丁裔)以及诊断时的阶段。为了选择最合适的模型,我们采用了比较方法,比较样本大小调整的 BIC 和熵;这表明类别的良好分离。确定了具有 0.72 熵的四分类解决方案,分别为:最低存活率、中低存活率、中高存活率和最高存活率。最低存活率组(样本的 26%)的平均生存率为 53 个月,其诊断时年龄为 76-85 岁、女性、丧偶和非西班牙裔白人的条件概率最高,且局部分期的可能性较高。最高存活率组(样本的 53%)的平均生存率为 92 个月,其已婚、局部分期、非西班牙裔白人的可能性最高。

使用基于人群的癌症登记数据的以人为本的衡量标准可以帮助更好地检测可能被忽视的癌症风险亚组。

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本文引用的文献

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Colorectal cancer statistics, 2020.2020 年结直肠癌统计数据。
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Racial disparities in colorectal cancer time-to-treatment and survival time in relation to diagnosing hospital cancer-related diagnostic and treatment capabilities.种族差异与诊断医院癌症相关诊断和治疗能力相关的结直肠癌治疗时间和生存时间。
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