Kadariya Yuwaraj, Zhang Li, Sementino Eleonora, Ross Eric, Testa Joseph R
Cancer Prevention and Control Program, Fox Chase Cancer Center, Philadelphia, PA 19111, USA.
Biostatistics and Bioinformatics Facility, Fox Chase Cancer Center, Philadelphia, PA 19111, USA.
Cancers (Basel). 2025 Aug 19;17(16):2692. doi: 10.3390/cancers17162692.
mutation carriers are predisposed to the development of mesothelioma. In mice, there is limited data and controversy about whether germline heterozygous mutations alone cause mesothelioma. However, a marked increase in mesothelioma incidence is observed in -mutant mice upon even minimal asbestos exposures. To address this issue, we investigated spontaneous mesothelioma development over the lifetime of a large cohort of mutant and wild-type (WT) mice across several genetic backgrounds. To determine if the incidence of mesotheliomas in -mutant mice is significantly increased compared to WT mice, we performed statistical analyses using frequentist and Bayesian frameworks. In the Bayesian framework, to model the probability of disease occurrence, a non-informative prior was used for -mutant mice, whereas an informative prior for the WT group was derived from historical data spanning the animals' lifetimes. Multiple strategies were employed to incorporate historical data and infer the informative prior, including a meta-analysis, assuming a consistent probability of mesothelioma across historical datasets, and applying Bayesian meta-analytic predictive priors derived from historical data. Posterior distribution was used, and a comparison was made using odds ratio, risk difference, and risk ratio. Spontaneous mesotheliomas were detected in 2/329 -mutant and 0/227 WT mice from various genetic backgrounds. Using four statistical approaches, the results did not detect a significant difference in the probabilities of mesothelioma occurrence between mutant and WT mice. Based on these analyses, we cannot conclude that germline -mutant mice have a significantly increased risk of mesothelioma in the absence of asbestos exposure.
突变携带者易患间皮瘤。在小鼠中,关于单纯的生殖系杂合突变是否会导致间皮瘤的数据有限且存在争议。然而,即使在接触极少石棉的情况下,在-突变小鼠中也观察到间皮瘤发病率显著增加。为了解决这个问题,我们在几个遗传背景下,对一大群突变型和野生型(WT)小鼠的一生中自发性间皮瘤的发生情况进行了研究。为了确定-突变小鼠中间皮瘤的发病率与WT小鼠相比是否显著增加,我们使用频率主义和贝叶斯框架进行了统计分析。在贝叶斯框架中,为了模拟疾病发生的概率,对-突变小鼠使用了非信息先验,而WT组的信息先验则来自跨越动物一生的历史数据。采用了多种策略来纳入历史数据并推断信息先验,包括荟萃分析,假设跨历史数据集中间皮瘤的概率一致,并应用从历史数据得出的贝叶斯荟萃分析预测先验。使用后验分布,并使用优势比、风险差和风险比进行比较。在来自各种遗传背景的2/329只-突变小鼠和0/227只WT小鼠中检测到自发性间皮瘤。使用四种统计方法,结果未检测到突变小鼠和WT小鼠之间间皮瘤发生概率的显著差异。基于这些分析,我们不能得出在无石棉暴露的情况下,生殖系-突变小鼠患间皮瘤的风险显著增加的结论。