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Measuring gene expression noise in early Drosophila embryos: nucleus-to-nucleus variability

机译:测量早期果蝇胚胎中的基因表达噪声:核 - 核变异性

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In recent years the analysis of noise in gene expression has widely attracted the attention of experimentalists and theoreticians. Experimentally, the approaches based'on in vivo fluorescent reporters in single cells appear to be straightforward and effective tools for bacteria and yeast. However, transferring these approaches to multicellular organisms presents many methodological problems. Here we describe our approach to measure between-nucleus variability (noise) in the primary morphogenetic gradient of Bicoid (Bcd) in the precellular blastoderm stage of fruit fly (Drosophila) embryos. The approach is based on the comparison of results for fixed immunostained embryos with observations of live embryos carrying fluorescent Bcd (Bcd-GFP). We measure the noise using two-dimensional Singular Spectrum Analysis (2D SSA). We have found that the nucleus-to-nucleus noise in Bcd intensity, both for live (Bcd-GFP) and for fixed immunstained embryos, tends to be signal-independent. In addition, the character of the noise is sensitive to the nuclear masking technique used to extract quantitative intensities. Further, the method of decomposing the raw quantitative expression data into a signal (expression surface) and residual noise affects the character of the residual noise. We find that careful masking of confocal images and use of appropriate computational tools to decompose raw expression data into trend and noise makes it possible to extract and study the biological noise of gene expression.
机译:近年来,基因表达中噪声分析广泛引起了实验主义者和理论者的关注。在实验上,基于单细胞中的体内荧光报告者的方法似乎是细菌和酵母的直截了当和有效的工具。然而,将这些方法转移到多细胞生物体中存在许多方法论问题。在这里,我们描述了我们在果蝇(果蝇)胚胎的牙胚(BCD)的初级形态发生梯度中测量 - 核变异性(噪音)的方法。该方法基于与携带荧光BCD的活胚(BCD-GFP)的实时胚胎的观察结果进行比较。我们使用二维奇异频谱分析(2D SSA)测量噪声。我们已经发现,用于活体(BCD-GFP)和固定的免疫胚胎的BCD强度的核 - 核噪声往往是偶然的。另外,噪声的特征对用于提取定量强度的核掩模技术敏感。此外,将原始定量表达数据分解成信号(表达式表面)和残差噪声的方法影响残差噪声的特征。我们发现仔细掩盖共聚焦图像和使用适当的计算工具将原始表达数据分解成趋势和噪声使得可以提取和研究基因表达的生物噪声。

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