| Literature DB >> 31968559 |
Mengyao Li1, Fangjie Xie1, Qi He1, Jie Li1, Jiali Liu1, Bo Sun1, Ya Luo1, Yong Zhang1, Qing Chen1, Fen Zhang1, Ronggao Gong1, Yan Wang1,2, Xiaorong Wang1,2, Haoru Tang1,2.
Abstract
Accurate analysis of gene expression requires selection of appropriate reference genes. In this study, we report analysis of eight candidate reference genes (ACTIN, UBQ, EF-1α, UBC, IF-4α, TUB, PP2A, and HIS), which were screened from the genome and transcriptome data in Brassica juncea. Four statistical analysis softwares geNorm, NormFinder, BestKeeper, and RefFinder were used to test the reliability and stability of gene expression of the reference genes. To further validate the stability of reference genes, the expression levels of two CYCD3 genes (BjuB045330 and BjuA003219) were studied. In addition, all genes in the xyloglucan endotransglucosylase/hydrolase (XTH) family were identified in B. juncea and their patterns at different periods of stem enlargement were analyzed. Results indicated that UBC and TUB genes showed stable levels of expression and are recommended for future research. In addition, XTH genes were involved in regulation of stem enlargement expression. These results provide new insights for future research aiming at exploring important functional genes, their expression patterns and regulatory mechanisms for mustard development.Entities:
Keywords: Brassica juncea; XTH genes; qPCR; reference gene; stem mustard
Year: 2020 PMID: 31968559 PMCID: PMC7016721 DOI: 10.3390/genes11010113
Source DB: PubMed Journal: Genes (Basel) ISSN: 2073-4425 Impact factor: 4.096
Figure 1Growth state of stem mustard in four different development stages.
Information of candidate reference gene and qPCR amplification characteristics.
| Gene Symbol | Gene Name | Primer Sequence (5’-3’) | Amplicon Size (bp) | Correlation Coefficient |
|---|---|---|---|---|
|
| Elongation factor -1α gene | CGTCTGCTTAGTGAACCTGCTC/ | 112 | 0.996 |
|
| Histone | AGGGAAAGCCGCTCCACTTC/ | 152 | 0.996 |
|
| Eukaryotic initiation factor 4 alpha | CAAGCCGAGCCTGCGATCAT/ | 121 | 0.996 |
|
| Protein phosphatase 2A | AAGCCGAGCCTTCCATCATAGC/ | 197 | 0.992 |
|
| Tubulin gene | GCGTCTTGTCCGTGAGATTGC/ | 109 | 0.994 |
|
| Ubiquitin C gene | GCCATCACTCAGAGCGTCATCT/ | 100 | 0.999 |
|
| Polyubiquitin 10 gene | TGCGTCTACCACTTCAGGATGT/ | 145 | 0.992 |
|
| Actin gene | ATCGTCTGTGACAACGGTAC/ | 267 | 0.992 |
Figure 2Melting curve analysis of eight candidate reference genes of stem mustard.
Figure 3The Cq values of eight genes in all samples. The asterisk in the figure represents outliers, the line across the box represents median, the box represents a range of 25 to 75% in the value of Cq, and the extension lines at the top and bottom represent a range of 5 to 95%, with different levels of abundance for each reference gene transcript. Cq: quantification cycle.
Figure 4The M-values of the eight genes in different development stages. M: Average stability index.
Gene expression stability ranking of geNorm, NormFinder and BestKeeper.
| Group | Rank | geNorm | NormFinder | BestKeeper | ||||
|---|---|---|---|---|---|---|---|---|
| Gene | Stability | Gene Name | Stability Value | Gene | SD [±Cq] | CV [%Cq] | ||
| Total | 1 |
| 0.49 |
| 0.31 |
| 0.67 | 2.73 |
| 2 |
| 0.49 |
| 0.39 |
| 0.77 | 3.02 | |
| 3 |
| 0.71 |
| 0.48 |
| 0.8 | 3.74 | |
| 4 |
| 0.92 |
| 0.59 |
| 0.86 | 2.91 | |
| 5 |
| 1.03 |
| 0.68 |
| 0.87 | 3.51 | |
| 6 |
| 1.06 |
| 0.7 |
| 0.9 | 4.01 | |
| 7 |
| 1.22 |
| 0.97 |
| 0.92 | 3.83 | |
| 8 |
| 1.36 |
| 1.06 |
| 1 | 3.53 | |
| S1 | 1 |
| 0.33 |
| 0.11 |
| 0.28 | 1.26 |
| 2 |
| 0.33 |
| 0.17 |
| 0.39 | 1.61 | |
| 3 |
| 0.45 |
| 0.26 |
| 0.53 | 2.13 | |
| 4 |
| 0.52 |
| 0.45 |
| 0.66 | 2.26 | |
| 5 |
| 0.61 |
| 0.45 |
| 0.71 | 2.67 | |
| 6 |
| 0.69 |
| 0.45 |
| 0.81 | 3.29 | |
| 7 |
| 0.73 |
| 0.56 |
| 0.9 | 4.01 | |
| 8 |
| 1.15 |
| 1.65 |
| 1.83 | 6.05 | |
| S2 | 1 |
| 0.26 |
| 0.19 |
| 0.25 | 1.02 |
| 2 |
| 0.26 |
| 0.23 |
| 0.62 | 2.78 | |
| 3 |
| 0.37 |
| 0.25 |
| 0.7 | 2.39 | |
| 4 |
| 0.44 |
| 0.35 |
| 0.86 | 4.09 | |
| 5 |
| 0.5 |
| 0.39 |
| 0.93 | 3.75 | |
| 6 |
| 0.58 |
| 0.42 |
| 1.05 | 4.9 | |
| 7 |
| 0.71 |
| 0.62 |
| 1.05 | 4.37 | |
| 8 |
| 0.88 |
| 0.93 |
| 1.14 | 3.89 | |
| S3 | 1 |
| 0.4 |
| 0.11 |
| 0.23 | 0.96 |
| 2 |
| 0.4 |
| 0.27 |
| 0.36 | 1.4 | |
| 3 |
| 0.43 |
| 0.33 |
| 0.5 | 1.85 | |
| 4 |
| 0.48 |
| 0.38 |
| 0.51 | 2.39 | |
| 5 |
| 0.61 |
| 0.46 |
| 0.6 | 2.37 | |
| 6 |
| 0.68 |
| 0.55 |
| 0.62 | 2.54 | |
| 7 |
| 0.82 |
| 0.68 |
| 0.73 | 2.84 | |
| 8 |
| 0.9 |
| 0.68 |
| 0.84 | 2.84 | |
| S4 | 1 |
| 0.25 |
| 0.08 |
| 0.38 | 1.68 |
| 2 |
| 0.25 |
| 0.23 |
| 0.57 | 2.09 | |
| 3 |
| 0.32 |
| 0.27 |
| 0.58 | 2.35 | |
| 4 |
| 0.4 |
| 0.32 |
| 0.6 | 2.39 | |
| 5 |
| 0.48 |
| 0.37 |
| 0.68 | 2.81 | |
| 6 |
| 0.58 |
| 0.37 |
| 0.83 | 3.99 | |
| 7 |
| 0.65 |
| 0.55 |
| 0.94 | 3.83 | |
| 8 |
| 0.86 |
| 0.96 |
| 1.05 | 3.61 |
Figure 5RefFinder comprehensively analyzed the expression stable level of eight candidate reference genes during different development stages of B. juncea.
Figure 6Pairwise comparative analysis of eight reference genes in B. juncea.
Figure 7Transcript abundance and qPCR analysis of BjuB045330 and BjuA003219 at different stages of development. (A) Transcript abundance (1) and relative expression level (2) of BjuB045330. (B) Transcript abundance (1) and relative expression level (2) of BjuA003219. FPKM values were log2-based.
Figure 8Phylogenetic tree of xyloglucan endotransglucosylase/hydrolase (XTHs) from B. juncea and Arabidopsis. The phylogenetic tree was constructed by the Neighbor-joining method with 1000 bootstrap replications. The three groups are represented with different colors.
Figure 9Expression levels of BjuXTH genes at different developmental stages in stem swelling. Fragments per kilobase per million (FPKM) values of BjuXTH genes were transformed by log2, and the heatmap was constructed with Multiexperiment Viewer software.
Figure 10Gene expression and regression analysis of BjuXTH family genes.