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基于转录组学的菠菜表达分析中稳定参考基因的选择。

Transcriptome-guided selection of stable reference genes for expression analysis in spinach.

机构信息

Department of Biotechnology, College of Agriculture, Isfahan University of Technology, Isfahan, Iran.

出版信息

Sci Rep. 2024 Sep 27;14(1):22113. doi: 10.1038/s41598-024-73444-2.

DOI:10.1038/s41598-024-73444-2
PMID:39333266
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11436919/
Abstract

Accurate measurement of gene expression levels is vital for advancing plant biology research. This study explores the identification and validation of stable reference genes (RGs) for gene expression analysis in Spinacia oleracea. Leveraging transcriptome data from various developmental stages, we employed rigorous statistical analyses to identify potential RGs. A total of 1196 candidate genes were initially screened based on expression variability, with subsequent refinement using criteria such as low variance and stability. Among 12 commonly used candidate RGs, EF1α and H3 emerged as the most stable across diverse experimental conditions, while GRP and PPR exhibited lower stability. These findings were further validated through qRT-PCR assays and comprehensive statistical analyses, including geNorm, NormFinder, BestKeeper, and RefFinder. Our study underscores the importance of systematic RG selection to ensure accurate normalization in gene expression studies, particularly in the context of S. oleracea developmental stages and physiological processes like flowering. These validated RGs provide a robust foundation for future gene expression analysis in S. oleracea and contribute to the advancement of molecular research in plant biology.

摘要

准确测量基因表达水平对于推进植物生物学研究至关重要。本研究旨在探索和验证菠菜中用于基因表达分析的稳定参考基因(RGs)。本研究利用来自不同发育阶段的转录组数据,通过严格的统计分析来鉴定潜在的 RGs。最初根据表达变异性筛选了 1196 个候选基因,然后根据低方差和稳定性等标准进行了进一步的筛选。在 12 个常用的候选 RG 中,EF1α 和 H3 在各种实验条件下表现出最高的稳定性,而 GRP 和 PPR 则表现出较低的稳定性。通过 qRT-PCR 分析和全面的统计分析(包括 geNorm、NormFinder、BestKeeper 和 RefFinder)进一步验证了这些发现。本研究强调了系统选择 RG 的重要性,以确保在基因表达研究中进行准确的归一化,特别是在菠菜发育阶段和开花等生理过程的背景下。这些经过验证的 RG 为菠菜的未来基因表达分析提供了可靠的基础,并为植物生物学的分子研究进展做出了贡献。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a48d/11436919/2e600d42b9c2/41598_2024_73444_Fig6_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a48d/11436919/4a1372597621/41598_2024_73444_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a48d/11436919/c45f8e0c8d3c/41598_2024_73444_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a48d/11436919/9a7a1dbbf301/41598_2024_73444_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a48d/11436919/94d1ad44840d/41598_2024_73444_Fig4_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a48d/11436919/6415e69e4109/41598_2024_73444_Fig5_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a48d/11436919/2e600d42b9c2/41598_2024_73444_Fig6_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a48d/11436919/4a1372597621/41598_2024_73444_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a48d/11436919/c45f8e0c8d3c/41598_2024_73444_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a48d/11436919/9a7a1dbbf301/41598_2024_73444_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a48d/11436919/94d1ad44840d/41598_2024_73444_Fig4_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a48d/11436919/6415e69e4109/41598_2024_73444_Fig5_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a48d/11436919/2e600d42b9c2/41598_2024_73444_Fig6_HTML.jpg

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The spinach YY genome reveals sex chromosome evolution, domestication, and introgression history of the species.菠菜 YY 基因组揭示了该物种的性染色体进化、驯化和基因渗入历史。
Genome Biol. 2022 Mar 7;23(1):75. doi: 10.1186/s13059-022-02633-x.
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Selection and validation of reference genes for normalization of qRT-PCR data to study the cannabinoid pathway genes in industrial hemp.
用于 qRT-PCR 数据标准化以研究工业大麻中大麻素途径基因的参考基因的选择和验证。
PLoS One. 2021 Dec 20;16(12):e0260660. doi: 10.1371/journal.pone.0260660. eCollection 2021.
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Genomic analyses provide insights into spinach domestication and the genetic basis of agronomic traits.基因组分析为菠菜的驯化和农艺性状的遗传基础提供了深入的了解。
Nat Commun. 2021 Dec 13;12(1):7246. doi: 10.1038/s41467-021-27432-z.
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Identification of the most suitable reference gene for gene expression studies with development and abiotic stress response in Bromus sterilis.鉴定适合用于研究内生菌胁迫响应的内参基因。
Sci Rep. 2021 Jun 28;11(1):13393. doi: 10.1038/s41598-021-92780-1.
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BMC Plant Biol. 2021 Apr 14;21(1):179. doi: 10.1186/s12870-021-02956-0.
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