scholarly journals Selection and Validation of Reference Genes for qRT-PCR in Lentinula edodes under Different Experimental Conditions

Genes ◽  
2019 ◽  
Vol 10 (9) ◽  
pp. 647 ◽  
Author(s):  
Yi Luo ◽  
Gangzheng Wang ◽  
Chen Wang ◽  
Yuhua Gong ◽  
Yinbing Bian ◽  
...  
Keyword(s):  
Reference Gene ◽  
Reference Genes ◽  
Lentinula Edodes ◽  
Polymerase Chain Reaction Analysis ◽  
Pairwise Variation ◽  
Accurate Estimation ◽  
Expression Stability ◽  
Experimental Conditions ◽  
Qrt Pcr ◽  
Accurate Normalization

Lentinula edodes is the most consumed mushroom in Asia due to its nutritional and medicinal values, and the optimal reference gene is crucial for normalization of its gene expression analysis. Here, the expression stability of 18 candidate reference genes (CRGs) in L. edodes was analyzed by three statistical algorithms (geNorm, NormFinder and BestKeeper) under different stresses (heat, cadmium excess and Trichoderma atroviride infection), different substrates (straw, sawdust and corn stalk) and different development stages (mycelia, primordia and fruit bodies). Among the 18 CRGs, 28S, Actin and α-tub exhibited the highest expression stability in L. edodes under all conditions, while GPD, SPRYP and MSF showed the least stable expression. The best reference gene in different conditions was different. The pairwise variation values showed that two genes would be sufficient for accurate normalization under different conditions of L. edodes. This study will contribute to more accurate estimation of the gene relative expression levels under different conditions using the optimal reference gene in qRT-PCR (quantitative reverse transcription polymerase chain reaction) analysis.

scholarly journals Identification of the most suitable reference gene for gene expression studies with development and abiotic stress response in Bromus sterilis

2021 ◽  
Vol 11 (1) ◽  
Author(s):  
Madhab Kumar Sen ◽  
Kateřina Hamouzová ◽  
Pavlina Košnarová ◽  
Amit Roy ◽  
Josef Soukup
Keyword(s):  
Reference Gene ◽  
Herbicide Resistance ◽  
Reference Genes ◽  
Gene Selection ◽  
High Yield ◽  
Suitable Reference Gene ◽  
Grass Species ◽  
Experimental Conditions ◽  
Qrt Pcr ◽  
Suitable Reference

AbstractBromus sterilis is an annual weedy grass, causing high yield losses in winter cereals. Frequent use of herbicides had led to the evolution of herbicide resistance in this species. Mechanisms underlying herbicide resistance in B. sterilis must be uncovered because this problem is becoming a global threat. qRT-PCR and the next-generation sequencing technologies can elucidate the resistance mechanisms. Although qRT-PCR can calculate precise fold changes, its preciseness depends on the expression of reference genes. Regardless of stable expression in any given condition, no gene can act as a universal reference gene. Hence, it is necessary to identify the suitable reference gene for each species. To our knowledge, there are no reports on the suitable reference gene in any brome species so far. Thus, in this paper, the stability of eight genes was evaluated using qRT-PCR experiments followed by expression stability ranking via five most commonly used software for reference gene selection. Our findings suggest using a combination of 18S rRNA and ACCase to normalise the qRT-PCR data in B. sterilis. Besides, reference genes are also recommended for different experimental conditions. The present study outcomes will facilitate future molecular work in B. sterilis and other related grass species.

Reference gene selection and evaluation for expression analysis using qRT-PCR in Galeruca daurica (Joannis)

2016 ◽  
Vol 107 (3) ◽  
pp. 359-368 ◽  
Author(s):  
Y. Tan ◽  
X.-R. Zhou ◽  
B.-P. Pang
Keyword(s):  
Reference Gene ◽  
Reference Genes ◽  
Target Genes ◽  
Gene Selection ◽  
Developmental Stages ◽  
Pcr Analysis ◽  
Experimental Conditions ◽  
Reference Gene Selection ◽  
Functional Studies ◽  
Qrt Pcr

AbstractQuantitative real-time PCR (qRT-PCR) has been used extensively to analyze gene expression and decipher gene function. To obtain the optimal and stable normalization factors for qRT-PCR, selection and validation of reference genes should be conducted in diverse conditions. In insects, more and more studies confirmed the necessity and importance of reference gene selection. In this study, eight traditionally used reference genes in Galeruca daurica (Joannis) were assessed, using qRT-PCR, for suitability as normalization genes under different experimental conditions using four statistical programs: geNorm, Normfinder, BestKeeper and the comparative ΔCt method. The genes were ranked from the most stable to the least stable using RefFinder. The optimal suite of recommended reference genes was as follows: succinate dehydrogenase (SDHA) and tubulin-alpha (TUB-α) for temperature-treated larvae; ribosomal protein L32, SDHA and glutathione S-transferase were best for all developmental stages; ACT and TUB-α for male and female adults; SDHA and TUB-α were relatively stable and expressed in different tissues, both diapause and non-diapause adults. Reference gene evaluation was validated using expression of two target genes: the P450 CYP6 gene and the heat shock protein gene Hsp70. These results confirm the importance of custom reference gene selection when studies are conducted under diverse experimental conditions. A standardized qRT-PCR analysis procedure for gene functional studies is provided that could be useful in studies on other insect species.

scholarly journals Selection and Stability Validation of Reference Gene Candidates for Transcriptional Analysis in Rousettus Aegyptiacus

2021 ◽  
Author(s):  
Virginia Friedrichs ◽  
Anne Balkema-Buschmann ◽  
Anca Dorhoi ◽  
Gang Pei
Keyword(s):  
Body Temperature ◽  
Reference Gene ◽  
Reference Genes ◽  
Core Body Temperature ◽  
Transcriptional Analysis ◽  
Suitable Reference Gene ◽  
Type I ◽  
Expression Stability ◽  
Qrt Pcr ◽  
Suitable Reference

Abstract Bats are the only mammals capable of powered flight and their body temperature can reach up to 42°C during flight. Additionally, bats display robust type I IFN interferon (IFN-I) responses and some species constitutively express IFN-α. Reference genes with stable expression under temperature oscillations and IFN-I release are therefore critical for normalization of quantitative reverse-transcription polymerase chain reaction (qRT-PCR) data in bats. The expression stability of reference genes in Rousettus aegyptiacus remains elusive, although this species is frequently used in the infection research. We selected ACTB, EEF1A1, GAPDH and PGK1 as candidate reference genes and evaluated their expression stability in various tissues and cells from this model bat species upon IFN-I treatment at 37°C and 40°C by qRT-PCR. We employed two statistical algorithms, BestKeeper and NormFinder, and found that EEF1A1 exhibited the highest stability under all tested conditions. ACTB and GAPDH displayed unstable expression at 40°C and upon IFN-I treatment, respectively. By normalizing to EEF1A1, we uncovered that GAPDH expression was significantly induced by IFN‑I in R. aegyptiacus. Our study identifies EEF1A1 as the most suitable reference gene for qRT-PCR studies and unveils the induction of GAPDH expression by IFN-I in R. aegyptiacus. These findings are pertinent to other bat species and even bear relevance for non-volant mammals that show physiological fluctuations of core body temperature.

scholarly journals Reference Gene Selection for miRNA qRT-PCR Analysis in Lily

2020 ◽  
Author(s):  
Qian Zhang ◽  
Xue Gao ◽  
Lian-Juan Wang ◽  
Yu-Qian Zhao ◽  
Gui-Xia Jia
Keyword(s):  
Reference Gene ◽  
Stress Responses ◽  
Reference Genes ◽  
Gene Selection ◽  
Developmental Stages ◽  
Pcr Analysis ◽  
Critical Element ◽  
Biotic And Abiotic Stress ◽  
Experimental Conditions ◽  
Qrt Pcr

Abstract Background: The selection of reliable reference genes is a critical element for obtaining accurate gene expression data to assess quantitative real-time polymerase chain reaction (qRT-PCR) performance. It is critical to use suitable reference genes in miRNA qRT-PCR because of short amplification products and large differences in the expression levels of target miRNAs involved in some biological processes. However, in lily, which exhibits a large complex genome but lacks a reference, the available miRNA reference genes for use in qRT-PCR under various treatment conditions are limited, and their reliability has rarely been systematically evaluated.Results: In this study, 8 candidate reference genes, including three classic housekeeping genes and five potential miRNAs from the miRNA library of L. × formolongi, were selected and assessed for expression stability utilizing the BestKeeper, geNorm and Normfinder tools, together with the Delta Ct method, across a diverse set of biotic and abiotic experimental conditions (developmental stages, tissues, heat stress and pathogen defence) to determine the best reference gene(s) for L. × formolongi and L. regale. The final ranking was reordered by using RankAggreg, and the results showed that the novel miRNA PC-3p-67_108977 and the conserved miRNAs miR399a, miR399a and U6 were the most stable genes for L. × formolongi and L. regale, respectively, under all tested experimental conditions. Additionally, PC-3p-67_108977 and U6 were the most suitable genes for qRT-PCR studies in lily.Conclusions: This study provides a comprehensive evaluation of the reliability of reference genes for miRNA studies on development and biotic and abiotic stress responses in different lilies. These results will be beneficial for miRNA identification and functional studies of lilies in the future.

scholarly journals Selection of Reference Genes for qRT-PCR Analysis in Lentinula edodes after Hot-Air Drying

Molecules ◽  
2018 ◽  
Vol 24 (1) ◽  
pp. 136 ◽  
Author(s):  
Shuangshuang Gao ◽  
Gangzheng Wang ◽  
Zhicheng Huang ◽  
Xiaoyu Lei ◽  
Yinbing Bian ◽  
...  
Keyword(s):  
Fruiting Body ◽  
Reference Genes ◽  
Lentinula Edodes ◽  
Sulfur Compounds ◽  
Pcr Analysis ◽  
Expression Stability ◽  
Hot Air Drying ◽  
Air Drying ◽  
Qrt Pcr ◽  
Hot Air

Volatile sulfur compounds gradually develop in Lentinula edodes after hot-air drying, and many genes are involved in the generation of these sulfur compounds. The expression stability of reference genes may vary in a particular experimental treatment when analyzing their expressions by quantitative real-time polymerase chain reaction (qRT-PCR). In this study, the expression profile of 17 candidate genes was assessed in L. edodes under treatment at 50 °C for 0, 1, 2, and 3 h, and the expression stability of each reference gene was analyzed by three statistical algorithms, including geNorm, NormFinder, and BestKeeper. Results indicated that the two optimal reference genes for mycelium and fruiting body were CAC and DAHP as well as CAC and NUP, respectively. Additionally, CAC and DAHP were found to be the two most stable reference genes across the mycelium and fruiting body set. Our results will provide a genetic foundation for further research on the metabolism genes of sulfur compounds in L. edodes.

Selection and validation of reference genes for quantitative real-time PCR analysis of Nitraria tangutorum

2020 ◽  
Author(s):  
Bo Wang ◽  
Lirong WANG ◽  
Huirong Duan ◽  
Peifang Chong ◽  
Shiping Su ◽  
...  
Keyword(s):  
Real Time ◽  
Reference Genes ◽  
Pcr Analysis ◽  
Expression Stability ◽  
Experimental Conditions ◽  
Qrt Pcr ◽  
Nitraria Tangutorum ◽  
Desert Areas ◽  
Polymerase Chain ◽  
Suitable Reference

Abstract Background: Suitable reference genes can be used to calibrate the error in quantitative real‑time polymerase chain reaction (qRT-PCR) experiments and make the results more credible. However, reference genes suitable for different species and different experimental conditions do not exist. Nitraria tangutorum Bobr. is a typical plant in desert areas and desert plains, which is drought-resistant, saline-alkali resistant, barren-resistant, and has extremely strong adaptability. Due to insufficient understanding of the importance of this germplasm in the past, it is still unclear which genes can be used as reference genes to calibrate qRT-PCR data of N. tangutorum .Results: In this study, we analyzed the expression levels of 10 candidate reference genes (ACT, GAPDH, TUA, TUB, CYP, UBC, His, PP2A, HSP, and EF1-α) in three tissues (root, stem and leaf) and under five abiotic stresses (salt, drought, heat, cold, and ABA) of N. tangutorum seedlings by qRT-PCR. Three analysis software programs (geNorm, NormFinder, and BestKeeper) were used to evaluate expression stability of ten genes. Comprehensive analysis showed that EF1-α and His had the best expression stability, whereas HSP was the least suitable as a reference gene. The expression profile of NtCER7, a gene related to the regulation of the waxy synthesis of N. tangutorum, verified the accuracy of the experimental results.Conclusion: Based on this study, we recommend EF1-α and His as suitable reference genes for N. tangutorum. This study provides the first data on stable reference genes in N. tangutorum, which will be beneficial to study of the gene expression of N. tangutorum and other Nitraria species in the future.

scholarly journals Reference Gene Validation for Quantitative Real-time PCR Studies in Amphibian Kidney-derived A6 Epithelial Cells

2019 ◽  
Vol 47 (2) ◽  
pp. 63-70 ◽  
Author(s):  
Elin Verbrugghe ◽  
An Martel ◽  
Frank Pasmans
Keyword(s):  
Cell Line ◽  
Real Time ◽  
Reference Gene ◽  
Reference Genes ◽  
Tissue Sample ◽  
Housekeeping Genes ◽  
Optimal Number ◽  
Pairwise Variation ◽  
Expression Stability ◽  
Specific Tissue

Quantitative real-time polymerase chain reaction is a widely used technique that relies on reference genes for the normalisation of gene expression. These reference genes are constitutively expressed and must remain stable across all samples and treatments. Stability of housekeeping genes may vary and must be optimised for a specific tissue, sample or cell line. Here we present a study screening for possible reference gene candidates, eef1a1, rpl8, sub1.L, clta, H4 and odc1, in the Xenopus laevis (A6) kidney cell line. Quantification cycle results were analysed using geNorm to calculate the average expression stability and the coefficient of variation (CV) for each candidate reference gene. All of the tested genes met the guidelines for stable reference genes, namely an average expression stability of < 0.5 and a CV value of < 0.2, with eef1a1 > sub1.L > rpl8 > clta > odc1 > H4. By using pairwise variation analysis, the optimal number of reference targets was determined to be 2. As such, we report that the reference genes eef1a1 and sub1.L should be used to achieve optimal normalisation in A6 cells.

scholarly journals Selection and validation of experimental condition-specific reference genes for qRT-PCR in Metopolophium dirhodum (Walker) (Hemiptera: Aphididae)

2020 ◽  
Vol 10 (1) ◽  
Author(s):  
Xinan Li ◽  
Peipan Gong ◽  
Bingting Wang ◽  
Chao Wang ◽  
Mengyi Li ◽  
...  
Keyword(s):  
Gene Expression ◽  
Reference Genes ◽  
Body Part ◽  
Specific Reference ◽  
Expression Stability ◽  
Experimental Conditions ◽  
Metopolophium Dirhodum ◽  
Geographic Population ◽  
Qrt Pcr ◽  
Winter Cereals

AbstractMetopolophium dirhodum (Walker) (Hemiptera: Aphididae) is one of the most common aphid pests of winter cereals. To facilitate accurate gene expression analyses with qRT-PCR assays, the expression stability of candidate reference genes under specific experimental conditions must be verified before they can be used to normalize target gene expression levels. In this study, 10 candidate reference genes in M. dirhodum were analyzed by qRT-PCR under various experimental conditions. Their expression stability was evaluated with delta Ct, BestKeeper, geNorm, and NormFinder methods, and the final stability ranking was determined with RefFinder. The results indicate that the most appropriate sets of internal controls were SDHB and RPL8 across geographic population; RPL8, Actin, and GAPDH across developmental stage; SDHB and NADH across body part; RPL8 and Actin across wing dimorphism and temperature; RPL4 and EF1A across starvation stress; AK and RPL4 across insecticide treatments; RPL8 and NADH across antibiotic treatments; RPL8, RPL4, Actin, and NADH across all samples. The results of this study provide useful insights for establishing a standardized qRT-PCR procedure for M. dirhodum and may be relevant for identifying appropriate reference genes for molecular analyses of related insects.

scholarly journals Stable Reference Gene Selection for qRT-PCR Normalization in Strawberry (Fragaria × ananassa) Leaves under Different Stress and Light-Quality Conditions

Horticulturae ◽  
2021 ◽  
Vol 7 (11) ◽  
pp. 452
Author(s):  
Yuntian Ye ◽  
Yang Lu ◽  
Guangyi Wang ◽  
Yongqiang Liu ◽  
Yunting Zhang ◽  
...  
Keyword(s):  
Reference Gene ◽  
White Light ◽  
Reference Genes ◽  
Light Quality ◽  
Red Light ◽  
Light Treatment ◽  
Data Normalization ◽  
Fragaria Ananassa ◽  
Expression Stability ◽  
Qrt Pcr

Selecting an appropriate reference gene is of crucial importance for improving the accuracy of qRT-PCR analyses. In this study, strawberry (Fragaria ananassa) seedlings were subjected to different environmental conditions including heat, cold, drought, salt, white-light, blue-light, and red-light treatments. The expression levels of seven candidate reference genes, including Fa18S, FaGAPDH, FaPIRUV, FaDBP, FaHISTH4, FaACTIN1, and FaACTIN2, in the strawberry leaves were measured by qRT-PCR. Then, four programs (geNorm, NormFinder, BestKeeper, and RefFinder) were employed as tools to evaluate the expression stability of the candidate reference genes. The results showed that the expression stability of the reference genes varied under different conditions. For the cold stress and white-light treatments, FaACTIN2 was evaluated to be the most stable reference gene. FaGAPDH should be used as the reference gene under salt-stress condition and red-light treatment. For the data normalization under drought-stress treatment, FaDBP is the recommended reference gene with the highest expression stability. FaHISTH4 was observed to be the best reference gene for data normalization under heat stress and blue-light treatment. This work provides information on selecting reference genes for accurate gene expression analyses of target genes in strawberry leaves under various abiotic stress and light-quality conditions.

scholarly journals Selection and stability validation of reference gene candidates for transcriptional analysis in Rousettus aegyptiacus

2021 ◽  
Vol 11 (1) ◽  
Author(s):  
Virginia Friedrichs ◽  
Anne Balkema-Buschmann ◽  
Anca Dorhoi ◽  
Gang Pei
Keyword(s):  
Body Temperature ◽  
Reference Gene ◽  
Reference Genes ◽  
Core Body Temperature ◽  
Transcriptional Analysis ◽  
Suitable Reference Gene ◽  
Type I ◽  
Expression Stability ◽  
Qrt Pcr ◽  
Suitable Reference

AbstractBats are the only mammals capable of powered flight and their body temperature can reach up to 42 °C during flight. Additionally, bats display robust type I IFN interferon (IFN-I) responses and some species constitutively express IFN-α. Reference genes with stable expression under temperature oscillations and IFN-I release are therefore critical for normalization of quantitative reverse-transcription polymerase chain reaction (qRT-PCR) data in bats. The expression stability of reference genes in Rousettus aegyptiacus remains elusive, although this species is frequently used in the infection research. We selected ACTB, EEF1A1, GAPDH and PGK1 as candidate reference genes and evaluated their expression stability in various tissues and cells from this model bat species upon IFN-I treatment at 35 °C, 37 °C and 40 °C by qRT-PCR. We employed two statistical algorithms, BestKeeper and NormFinder, and found that EEF1A1 exhibited the highest expression stability under all tested conditions. ACTB and GAPDH displayed unstable expression upon temperature change and IFN-I treatment, respectively. By normalizing to EEF1A1, we uncovered that GAPDH expression was significantly induced by IFN-I in R. aegyptiacus. Our study identifies EEF1A1 as the most suitable reference gene for qRT-PCR studies upon temperature changes and IFN-I treatment and unveils the induction of GAPDH expression by IFN-I in R. aegyptiacus. These findings are pertinent to other bat species and may be relevant for non-volant mammals that show physiological fluctuations of core body temperature.

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