ArticleFrontiers in physiology2018
Selection of Reference Genes for the Normalization of RT-qPCR Data in Gene Expression Studies in Insects: A Systematic Review.
Article in Frontiers in physiology, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 81 papers, 1 of them a synthesis that pooled it.
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81 citing papers in PubMed, 1 synthesis or guideline pooled it.
- A systematic review on the selection of reference genes for gene expression studies in rodents: are the classics the best choice?Molecular biology reports · 2024Pooled it
- Transcriptomic profiles of the maternal-to-zygotic transition for Drosophila embryos exposed to acute and chronic heat stress.G3 (Bethesda, Md.) · 2026Article
- Shared candidate genes associated with variation in egg size in cold-adapted and artificially selected Drosophila melanogaster.Developmental biology · 2026Article
- Intersecting experimental evolution and CRISPR screens to identify novel toxin resistance loci.eLife · 2026Article
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- Selection and evaluation of reference genes for RT-qPCR normalization across developmental stages and tissues in Dermestes maculatus (Coleoptera: Dermestidae).Journal of insect science (Online) · 2026Article
- Age-related decline in niche self-renewal factors drives testis aging via Hairless, Imp, and Chinmo.Science advances · 2026Article
- Reference Genes for Expression Analyses by RT-qPCR inInsects · 2026Article
- Article
- Selection and Validation of Stable Reference Genes for RT-qPCR inInternational journal of molecular sciences · 2026Article
- The diversity of insecticide target site mutations in Apis mellifera.BMC genomics · 2026Article
- Article
- Article
- Stability analysis of reference genes in Maconellicoccus hirsutus across various conditions including dsRNA treatment.Scientific reports · 2025Article
- Exploration of real-time fluorescence quantitative PCR by analyzing effective reference genes in Galleria mellonella (Lepidoptera: Pyralidae).Journal of insect science (Online) · 2025Article
- Selection and evaluation of reference genes for quantitative real-time polymerase chain reaction normalization in Pieris melete (Lepidoptera, Pieridae).Journal of insect science (Online) · 2025Article
- Article
- Stability Evaluation of Reference Genes inInsects · 2025Article
- Reference Genes for Expression Analyses by qRT-PCR inBiology · 2025Article
- Evaluation of stable reference genes for RT-qPCR analysis in Antheraea assamensis (Lepidoptera: Saturniidae) during pathogenic infections.Molecular biology reports · 2025Article
21 more citing papers are in PubMed but not listed here.
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4 authors.
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Abstract
Reverse transcriptase-quantitative polymerase chain reaction (RT-qPCR) is a reliable technique for quantifying expression levels of targeted genes during various biological processes in numerous areas of clinical and biological research. Selection of appropriate reference genes for RT-qPCR normalization is an elementary prerequisite for reliable measurements of gene expression levels. Here, by analyzing datasets published between 2008 and 2017, we summarized the current trends in reference gene selection for insect gene expression studies that employed the most widely used SYBR Green method for RT-qPCR normalization. We curated 90 representative papers, mainly published in 2013-2017, in which a total of 78 insect species were investigated in 100 experiments. Furthermore, top five journals, top 10 frequently used reference genes, and top 10 experimental factors have been determined. The relationships between the numbers of the reference genes, experimental factors, analysis tools on the one hand and publication date (year) on the other hand was investigated by linear regression. We found that the more recently the paper was published, the more experimental factors it tended to explore, and more analysis tools it used. However, linear regression analysis did not reveal a significant correlation between the number of reference genes and the study publication date. Taken together, this meta-analysis will be of great help to researchers that plan gene expression studies in insects, especially the non-model ones, as it provides a summary of appropriate reference genes for expression studies, considers the optimal number of reference genes, and reviews the average number of experimental factors and analysis tools per study.
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