Optimized combination methods for exploring novel space environment-responsive genes and their roles: insights from space-flown C. elegans and their implications for astronauts.

Zejun Li, Lei Zhao, Ge Zhang, Dong Mi, Yeqing Sun
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Abstract

Purpose: By expanding the catalog of spaceflight-induced molecular signatures in Caenorhabditis elegans, we aim to identify key molecular features and potential mechanisms underlying space environment-induced health risks to astronauts using C. elegans as a model organism.

Methods and materials: We employed an optimized combination algorithm that integrated two co-expression network analysis methods and four machine learning-based models to identify space environment-responsive genes (SEGs) in space-flown C. elegans. The expression levels and associated biological processes of human orthologues of identified C. elegans genes were further analyzed using data from the JAXA CFE and NASA Twins studies.

Results: A total of 114 SEGs that were implicated in four biological processes, including DNA repair, metabolic process, reproductive and developmental process, and lifespan regulation in space-flown C. elegans. We obtained 19 SEGs as potential indicators associated with health risks of the space environment. Further, the human orthologues of C. elegans SEGs that also exhibited altered expression in the blood samples of astronauts.

Conclusions: This study provides new insights into the molecular mechanisms behind spaceflight-induced health risks and highlights potential mechanistic targets for preventive measures. The findings suggest a conserved genetic response to space conditions between C. elegans and astronauts, offering valuable targets for mitigating the health risks of space exploration.

探索新型空间环境响应基因及其作用的优化组合方法:来自太空飞行的秀丽隐杆线虫的见解及其对宇航员的影响。
目的:通过扩大秀丽隐杆线虫(Caenorhabditis elegans)空间环境诱导的分子特征目录,我们旨在以秀丽隐杆线虫为模式生物,确定空间环境诱导的宇航员健康风险的关键分子特征和潜在机制。方法与材料:采用两种共表达网络分析方法和四种机器学习模型相结合的优化组合算法,对太空飞行的秀丽隐杆线虫的空间环境响应基因(SEGs)进行鉴定。利用JAXA CFE和NASA Twins研究的数据,进一步分析了已鉴定的秀丽隐杆线虫基因的人类同源物的表达水平和相关生物学过程。结果:114个SEGs与线虫的DNA修复、代谢过程、生殖发育过程和寿命调节等4个生物学过程有关。我们获得了19个seg作为与空间环境健康风险相关的潜在指标。此外,秀丽隐杆线虫SEGs的人类同源物在宇航员的血液样本中也表现出表达改变。结论:本研究为探索航天诱发健康风险的分子机制提供了新的见解,并突出了预防措施的潜在机制靶点。这些发现表明秀丽隐杆线虫和宇航员之间对太空条件的保守遗传反应,为减轻太空探索的健康风险提供了有价值的目标。
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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