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单细胞中mRNA的定量分析以及逆转录定量聚合酶链反应(RT-qPCR)诱导噪声的建模

Quantification of mRNA in single cells and modelling of RT-qPCR induced noise.

作者信息

Bengtsson Martin, Hemberg Martin, Rorsman Patrik, Ståhlberg Anders

机构信息

Oxford Centre for Diabetes, Endocrinology and Metabolism, University of Oxford, The Churchill Hospital, Oxford, OX3 7LJ, UK.

出版信息

BMC Mol Biol. 2008 Jul 17;9:63. doi: 10.1186/1471-2199-9-63.

DOI:10.1186/1471-2199-9-63
PMID:18631407
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC2483285/
Abstract

BACKGROUND

Gene expression has a strong stochastic element resulting in highly variable mRNA levels between individual cells, even in a seemingly homogeneous cell population. Access to fundamental information about cellular mechanisms, such as correlated gene expression, motivates measurements of multiple genes in individual cells. Quantitative reverse transcription PCR (RT-qPCR) is the most accessible method which provides sufficiently accurate measurements of mRNA in single cells.

RESULTS

Low concentration of guanidine thiocyanate was used to fully lyse single pancreatic beta-cells followed by RT-qPCR without the need for purification. The accuracy of the measurements was determined by a quantitative noise-model of the reverse transcription and PCR. The noise is insignificant for initial copy numbers >100 while at lower copy numbers the noise intrinsic of the PCR increases sharply, eventually obscuring quantitative measurements. Importantly, the model allows us to determine the RT efficiency without using artificial RNA as a standard. The experimental setup was applied on single endocrine cells, where the technical and biological noise levels were determined.

CONCLUSION

Noise in single-cell RT-qPCR is insignificant compared to biological cell-to-cell variation in mRNA levels for medium and high abundance transcripts. To minimize the technical noise in single-cell RT-qPCR, the mRNA should be analyzed with a single RT reaction, and a single qPCR reaction per gene.

摘要

背景

基因表达具有很强的随机性,即使在看似同质的细胞群体中,单个细胞之间的mRNA水平也存在很大差异。获取有关细胞机制的基本信息,如相关基因表达,促使人们对单个细胞中的多个基因进行测量。定量逆转录PCR(RT-qPCR)是最容易获得的方法,它能对单个细胞中的mRNA进行足够准确的测量。

结果

使用低浓度的硫氰酸胍完全裂解单个胰腺β细胞,然后进行RT-qPCR,无需纯化。测量的准确性由逆转录和PCR的定量噪声模型确定。对于初始拷贝数>100时,噪声不显著,而在较低拷贝数时,PCR固有的噪声急剧增加,最终模糊定量测量。重要的是,该模型使我们能够在不使用人工RNA作为标准的情况下确定RT效率。该实验装置应用于单个内分泌细胞,确定了技术和生物噪声水平。

结论

对于中高丰度转录本,单细胞RT-qPCR中的噪声与mRNA水平上的生物细胞间变异相比微不足道。为了最小化单细胞RT-qPCR中的技术噪声,mRNA应通过单个RT反应进行分析,每个基因进行单个qPCR反应。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5f8e/2483285/1d30d5ba9735/1471-2199-9-63-6.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5f8e/2483285/5ce1c140446f/1471-2199-9-63-1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5f8e/2483285/81b4d1fb3bcf/1471-2199-9-63-2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5f8e/2483285/19f282597f13/1471-2199-9-63-3.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5f8e/2483285/c970702564e9/1471-2199-9-63-4.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5f8e/2483285/9ca757f999b5/1471-2199-9-63-5.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5f8e/2483285/1d30d5ba9735/1471-2199-9-63-6.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5f8e/2483285/5ce1c140446f/1471-2199-9-63-1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5f8e/2483285/81b4d1fb3bcf/1471-2199-9-63-2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5f8e/2483285/19f282597f13/1471-2199-9-63-3.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5f8e/2483285/c970702564e9/1471-2199-9-63-4.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5f8e/2483285/9ca757f999b5/1471-2199-9-63-5.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5f8e/2483285/1d30d5ba9735/1471-2199-9-63-6.jpg

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