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细胞形态数量性状基因座揭示了基因与环境在遗传多样性细胞群体中的相互作用。

Cell morphology QTL reveal gene by environment interactions in a genetically diverse cell population.

作者信息

O'Connor Callan, Keele Gregory R, Martin Whitney, Stodola Timothy, Gatti Daniel, Hoffman Brian R, Korstanje Ron, Churchill Gary A, Reinholdt Laura G

机构信息

The Jackson Laboratory, Bar Harbor, ME 04609, USA.

Graduate School of Biomedical Sciences, Tufts University, Boston, MA 02111, USA.

出版信息

bioRxiv. 2023 Nov 18:2023.11.18.567597. doi: 10.1101/2023.11.18.567597.

Abstract

Genetically heterogenous cell lines from laboratory mice are promising tools for population-based screening as they offer power for genetic mapping, and potentially, predictive value for experimentation in genetically matched individuals. To explore this further, we derived a panel of fibroblast lines from a genetic reference population of laboratory mice (the Diversity Outbred, DO). We then used high-content imaging to capture hundreds of cell morphology traits in cells exposed to the oxidative stress-inducing arsenic metabolite monomethylarsonous acid (MMA). We employed dose-response modeling to capture latent parameters of response and we then used these parameters to identify several hundred cell morphology quantitative trait loci (cmQTL). Response cmQTL encompass genes with established associations with cellular responses to arsenic exposure, including and , as well as novel gene candidates like . Moreover, baseline trait cmQTL highlight the influence of natural variation on fundamental aspects of nuclear morphology. We show that the natural variants influencing response include both coding and non-coding variation, and that cmQTL haplotypes can be used to predict response in orthogonal cell lines. Our study sheds light on the major molecular initiating events of oxidative stress that are under genetic regulation, including the NRF2-mediated antioxidant response, cellular detoxification pathways, DNA damage repair response, and cell death trajectories.

摘要

来自实验小鼠的基因异质细胞系是基于群体筛查的有前景的工具,因为它们为基因定位提供了能力,并且潜在地为基因匹配个体的实验提供了预测价值。为了进一步探索这一点,我们从实验小鼠的遗传参考群体(多样性远交群体,DO)中获得了一组成纤维细胞系。然后,我们使用高内涵成像技术在暴露于诱导氧化应激的砷代谢物一甲基亚砷酸(MMA)的细胞中捕获了数百个细胞形态特征。我们采用剂量反应建模来捕获反应的潜在参数,然后使用这些参数来识别数百个细胞形态数量性状位点(cmQTL)。反应cmQTL包括与细胞对砷暴露反应有既定关联的基因,包括 和 ,以及像 这样的新基因候选物。此外,基线性状cmQTL突出了自然变异对核形态基本方面的影响。我们表明,影响反应的自然变异包括编码和非编码变异,并且cmQTL单倍型可用于预测正交细胞系中的反应。我们的研究揭示了受遗传调控的氧化应激的主要分子起始事件,包括NRF2介导的抗氧化反应、细胞解毒途径、DNA损伤修复反应和细胞死亡轨迹。

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