Bollati Valentina, Monti Paola, Biganzoli Davide, Marano Giuseppe, Favero Chiara, Iodice Simona, Ferrari Luca, Dioni Laura, Bianchi Francesca, Pesatori Angela Cecilia, Biganzoli Elia Mario
Epiget Lab, Department of Clinical Sciences and Community Health, University of Milan, 20133 Milan, Italy.
Occupational Health Unit, Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico, 20122 Milan, Italy.
Cancers (Basel). 2023 Aug 29;15(17):4317. doi: 10.3390/cancers15174317.
Intercellular communication has been transformed by the discovery of extracellular vesicles (EVs) and their cargo, including microRNAs (miRNAs), which play crucial roles in intercellular signaling. These EVs were previously disregarded as cellular debris but are now recognized as vital mediators of biological information transfer between cells. Furthermore, they respond not only to internal stimuli but also to environmental and lifestyle factors. Identifying EV-borne oncomiRs, a subset of miRNAs implicated in cancer development, could revolutionize our understanding of how environmental and lifestyle exposures contribute to oncogenesis. To investigate this, we studied the plasma levels of EV-borne oncomiRs in a population of 673 women and 238 men with a body mass index > 25 kg/m (SPHERE population). The top fifty oncomiRs associated with the three most common cancers in women (breast, colorectal, and lung carcinomas) and men (lung, prostate, and colorectal carcinomas) were selected from the OncomiR database. Only oncomiRs expressed in more than 20% of the population were considered for statistical analysis. Using a Multivariate Adaptive Regression Splines (MARS) model, we explored the interactions between environmental/lifestyle exposures and EV oncomiRs to develop optimized predictor combinations for each EV oncomiR. This innovative approach allowed us to better understand miRNA regulation in response to multiple environmental and lifestyle influences. By uncovering non-linear relationships among variables, we gained valuable insights into the complexity of miRNA regulatory networks. Ultimately, this research paves the way for comprehensive exposome studies in the future.
细胞间通讯因细胞外囊泡(EVs)及其所载物质(包括微小RNA(miRNAs))的发现而发生了变革,这些物质在细胞间信号传导中发挥着关键作用。这些细胞外囊泡此前被视为细胞碎片,但现在被认为是细胞间生物信息传递的重要介质。此外,它们不仅对内部刺激有反应,还对环境和生活方式因素有反应。识别细胞外囊泡携带的致癌miRNA(与癌症发展相关的miRNA子集),可能会彻底改变我们对环境和生活方式暴露如何促成肿瘤发生的理解。为了对此进行研究,我们在673名女性和238名男性组成的体重指数>25 kg/m²的人群(SPHERE人群)中,研究了细胞外囊泡携带的致癌miRNA的血浆水平。从致癌miRNA数据库中选取了与女性(乳腺癌、结直肠癌和肺癌)和男性(肺癌、前列腺癌和结直肠癌)三种最常见癌症相关的前五十种致癌miRNA。仅考虑在超过20%的人群中表达的致癌miRNA进行统计分析。我们使用多元自适应回归样条(MARS)模型,探索环境/生活方式暴露与细胞外囊泡致癌miRNA之间的相互作用,以为每种细胞外囊泡致癌miRNA开发优化的预测因子组合。这种创新方法使我们能够更好地理解miRNA在多种环境和生活方式影响下的调控。通过揭示变量之间的非线性关系,我们对miRNA调控网络的复杂性有了宝贵的见解。最终,这项研究为未来全面的暴露组研究铺平了道路。