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基于人群的癌症登记数据中检测时间趋势的功效分析:当样本量至关重要时。

Power analysis to detect time trends on population-based cancer registries data: When size really matters.

作者信息

Zanetti Roberto, Sera Francesco, Sacchetto Lidia, Coebergh Jan Willem, Rosso Stefano

机构信息

Piedmont Cancer Registry, CPO - Centre for Cancer Prevention, Via San Francesco da Paola 31, 10123 Torino, Italy.

UCL Institute of Child Health, 30 Guilford St, London WC1N 1EH, UK.

出版信息

Eur J Cancer. 2015 Jun;51(9):1082-90. doi: 10.1016/j.ejca.2013.10.008. Epub 2013 Nov 12.

DOI:10.1016/j.ejca.2013.10.008
PMID:24239127
Abstract

Detecting statistically significant trends in incidence with cancer registries data not only depends on the size of their covered population but also on the levels of incidence rates, duration of diagnostic period and type of temporal variation. We simulated sample sizes of newly diagnosed cases based on a variety of plausible levels of cancer rates and scenarios of changing trends over a period of about 30 years. Each simulated set of cases was then analysed with joinpoint regression models. The power was derived as the relative frequency of the simulation runs where the p-value of the coefficient was less than 0.05 under the alternative model. In case of a decreasing trend with no change of direction (join), an Annual Percentage Change (APC) of 1% for an average rate of 10 per 100,000 is detectable in populations of half a million inhabitants or more with a nominal power of 80%. In a model with one joinpoint followed by an increasing trend, the minimum detectable APC increases, and an APC of about 2%, can be detected only with populations of at least 2 million. For analyses requiring a larger sample size than the actual covered population, alternative organisational strategies should be considered, such as an extension of population coverage or data pooling and merging from registries with comparable data. (i.e. when heterogeneity across merging registries is low or acceptable for the specific study question).

摘要

利用癌症登记数据检测发病率的统计学显著趋势,不仅取决于其覆盖人群的规模,还取决于发病率水平、诊断期时长以及时间变化类型。我们基于各种合理的癌症发病率水平以及约30年期间趋势变化的情景,模拟了新诊断病例的样本量。然后,使用连接点回归模型对每组模拟病例进行分析。功效是通过在备择模型下系数的p值小于0.05的模拟运行相对频率得出的。在无方向变化(连接)的下降趋势情况下,对于每10万人平均发病率为10的情况,在50万及以上居民的人群中,名义功效为80%时可检测到1%的年变化百分比(APC)。在有一个连接点随后呈上升趋势的模型中,最小可检测APC增加,只有在至少200万人口的人群中才能检测到约2%的APC。对于需要比实际覆盖人群更大样本量的分析,应考虑其他组织策略,例如扩大人群覆盖范围或从具有可比数据的登记处进行数据汇总和合并(即当合并登记处之间的异质性较低或对于特定研究问题可接受时)。

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