Application of multi-method-multi-model inference to radiation related solid cancer excess risks models for astronaut risk assessment

IF 4.6 Q2 MATERIALS SCIENCE, BIOMATERIALS
Luana Hafner , Linda Walsh
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引用次数: 0

Abstract

The impact of including model-averaged excess radiation risks (ER) into a measure of radiation attributed decrease of survival (RADS) for the outcome all solid cancer incidence and the impact on the uncertainties is demonstrated. It is shown that RADS applying weighted model averaged ER based on AIC weights result in smaller risk estimates with narrower 95% CI than RADS using ER based on BIC weights. Further a multi-method-multi-model inference approach is introduced that allows calculating one general RADS estimate providing a weighted average risk estimate for a lunar and a Mars mission. For males the general RADS estimate is found to be 0.42% (95% CI: 0.38%; 0.45%) and for females 0.67% (95% CI: 0.59%; 0.75%) for a lunar mission and 2.45% (95% CI: 2.23%; 2.67%) for males and 3.91% (95% CI: 3.44%; 4.39%) for females for a Mars mission considering an age at exposure of 40 years and an attained age of 65 years. It is recommended to include these types of uncertainties and to include model-averaged excess risks in astronaut risk assessment.

将多方法-多模型推论应用于宇航员风险评估中与辐射相关的实体癌超额风险模型。
将模型平均超量辐射风险(ER)纳入所有实体癌发病率结果的辐射导致生存率下降(RADS)测量中的影响以及对不确定性的影响得到了证实。结果表明,采用基于 AIC 权重的加权模型平均超额辐射风险 RADS 比采用基于 BIC 权重的超额辐射风险 RADS 得出的风险估计值更小,95% CI 更窄。此外,还介绍了一种多方法-多模型推理方法,可以计算出一个通用的 RADS 估计值,为月球和火星任务提供加权平均风险估计值。在月球任务中,男性的一般 RADS 估计值为 0.42% (95% CI: 0.38%; 0.45%),女性为 0.67% (95% CI: 0.59%; 0.75%);在火星任务中,考虑到暴露年龄为 40 岁和达到年龄为 65 岁,男性为 2.45% (95% CI: 2.23%; 2.67%),女性为 3.91% (95% CI: 3.44%; 4.39%)。建议在宇航员风险评估中纳入这类不确定性,并纳入模型平均超额风险。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
ACS Applied Bio Materials
ACS Applied Bio Materials Chemistry-Chemistry (all)
CiteScore
9.40
自引率
2.10%
发文量
464
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