| Literature DB >> 30504917 |
Haifeng Yan1,2, Yueya Zhang1,2, Yuping Xiong1,2, Qingwei Chen1, Hanzhi Liang1, Meiyun Niu1,2, Beiyi Guo1,2, Mingzhi Li3, Xinhua Zhang4, Yuan Li1, Jaime A Teixeira da Silva5, Guohua Ma6.
Abstract
Reverse transcription quantitative real-time polymerase chain reaction (RT-qPCR) is a widely used technique to investigate gene expression levels due to its high throughput, specificity, and sensitivity. An appropriate reference gene is essential for RT-qPCR analysis to obtain accurate and reliable results. To date, no reliable reference gene has been validated for the economically tropical tree, sandalwood (Santalum album L.). In this study, 13 candidate reference genes, including 12 novel putative reference genes selected from a large set of S. album transcriptome data, as well as the currently used β-actin gene (ACT), were validated in different tissues (stem, leaf, root and callus), as well as callus tissue under salicylic acid (SA), jasmonic acid methyl ester (MeJA), and gibberellin (GA) treatments using geNorm, NormFinder, BestKeeper, Delta Ct and comprehensive RefFinder algorithms. Several novel candidate reference genes were much more stable than the currently used traditional gene ACT. ODD paired with Fbp1 for SA treatment, CSA and Fbp3 for MeJA treatment, PP2C and Fbp2 for GA treatment, as well as Fbp1 combined with Fbp2 for the total of three hormone treatments were the most accurate reference genes, respectively. FAB1A, when combined with PP2C, was identified as the most suitable reference gene combination for the four tissues tested, while the combination of HLMt, PPR and FAB1A were the most optimal reference genes for all of the experimental samples. In addition, to verify our results, the relative expression level of the SaSSy gene was evaluated by the validated reference genes and their combinations in the three S. album tissues and under MeJA treatment. The evaluated reference genes in this study will improve the accuracy of RT-qPCR analysis and will benefit S. album functional genomics studies in different tissues and under hormone stimuli in the future.Entities:
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Year: 2018 PMID: 30504917 PMCID: PMC6269485 DOI: 10.1038/s41598-018-35883-6
Source DB: PubMed Journal: Sci Rep ISSN: 2045-2322 Impact factor: 4.379
Selected candidate reference genes, primers, T and KS-test p values, and amplicon characteristics.
| Gene name | Description | GeneBank accession number | Primer sequence (5′-3′) forward/reverse | Amplicon length (bp) | Amplicon efficiency (%) | R2 | KS-test p value | |
|---|---|---|---|---|---|---|---|---|
|
| With FYVE domain necessary for FAB1 gene | MG282422 | AGCAGTTCTCAAAGGAGCTAAA | 62 | 104 | 109.168 | 0.998 | 0.826 |
| ACCTTCGTGCGACAACTAAA | ||||||||
|
| Function unknown protein | MG282423 | TTTGGCAGTGATCGGTATCC | 62 | 105 | 112.855 | 0.996 | 0.302 |
| CCTCTGTGTTAGGTAGCTTTGG | ||||||||
|
| F-box protein | MG282425 | TGGCGTGTCCTGTTTCTATC | 62 | 84 | 106.237 | 0.995 | 0.178 |
| CGCACTCCATAGGTTTCTTCT | ||||||||
|
| Cytochrome c biogenesis protein CCS1 | MG282427 | GGCCCAATTGGATTTCTCTCTA | 62 | 103 | 108.210 | 0.995 | 0.410 |
| GCAAACTTACTTCTCCGCTTTC | ||||||||
|
| Pentatricopeptide repeat-containing protein | MG282429 | TGCTGAATAGTGCCGGTAAG | 62 | 126 | 108.001 | 0.998 | 0.310 |
| TCTCCTTCATCTCATCCCAAATC | ||||||||
|
| Coatomer subunit alpha-1 | MG282432 | GCCAATATACCGAGGACAGAAG | 62 | 104 | 106.05 | 0.999 | 0.505 |
| CAACCGCAAGATCACAAACAG | ||||||||
|
| F-box protein | MG282433 | CCTCGTGTACTGGGAAATGG | 62 | 110 | 107.471 | 0.998 | 0.243 |
| GCAAGAACGCAATGCCTAAA | ||||||||
|
| Probable 2-oxoglutarate-dependent dioxygenase | MG282424 | TTTAGCATTGGGTGGGACTC | 62 | 110 | 94.75 | 0.998 | 0.639 |
| CTTGGCGATTTGCATTGGTTA | ||||||||
|
| Probable protein phosphatase 2C | MG282426 | ACTGACCAGGCAATCCTTTC | 62 | 92 | 93.919 | 0.994 | 0.391 |
| ATCCATAACCTTCGGCCATTTA | ||||||||
|
| Probable histone-lysine N-methyltransferase ATXR3 | MG282428 | TGCTGAGGAAGACCAGGATA | 62 | 110 | 105.477 | 0.998 | 0.242 |
| CACCAAGACCCTTCCGATAAG | ||||||||
|
| F-box protein | MG282430 | CGAAGCCTGGTTCACTCTATG | 62 | 94 | 98.121 | 0.997 | 0.051 |
| AAGCTAAGCCTCTGCAATGT | ||||||||
|
| 40 S ribosomal protein S8 | MG282431 | CCCGAGGATGATCTGGATAAC | 62 | 88 | 110.782 | 0.995 | 0.266 |
| CATTACTGGTGAACCCAACAC | ||||||||
|
| actin | EF452617 | GGATCCACGAGACTACCTACA | 62 | 90 | 99.872 | 0.998 | 0.988 |
| GAGCCACACTGAGCACAATA | ||||||||
|
| SaSSy | JX826486.1 | CCTTCCTGATCTTCTGCACTAC | 62 | 91 | 105.997 | 0.993 | _ |
| ATTATCGCCTCTTGCCATCTC |
Figure 1Distribution of Cq values of 13 candidate reference genes in all experimental samples. Boxplot graph showing maximum, minimum values, medians and 25/75 percentiles.
Expression stability of 13 candidate reference genes calculated by GeNorm, NormFinder, BestKeeper, Delta Ct and RefFinder.
| Group | Rank | GeNorm | NormFinder | BestKeeper | Delta Ct | RefFinder | |||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| Gene | MV | Gene | MV | Gene | CV ± SD | Gene | SV | Gene | SV | ||
|
| 1 |
| 0.45 |
| 0.16 |
| 2.08 ± 0.43 |
| 0.99 |
| 1.86 |
| 2 |
| 0.45 |
| 0.26 |
| 2.32 ± 0.6 |
| 1.03 |
| 2.00 | |
| 3 |
| 0.46 |
| 0.37 |
| 3.12 ± 0.81 |
| 1.08 |
| 2.51 | |
| 4 |
| 0.48 |
| 0.44 |
| 3.46 ± 0.86 |
| 1.14 |
| 3.41 | |
| 5 |
| 0.52 |
| 0.48 |
| 3.54 ± 0.93 |
| 1.16 |
| 4.45 | |
| 6 |
| 0.59 |
| 0.49 |
| 3.81 ± 0.99 |
| 1.18 |
| 5.38 | |
| 7 |
| 0.65 |
| 0.62 |
| 4.04 ± 1.07 |
| 1.33 |
| 5.73 | |
| 8 |
| 0.80 |
| 0.68 |
| 4.56 ± 1.12 |
| 1.33 |
| 7.97 | |
| 9 |
| 0.92 |
| 0.70 |
| 5.28 ± 1.4 |
| 1.44 |
| 9.49 | |
| 10 |
| 1.01 |
| 0.85 |
| 5.35 ± 1.52 |
| 1.55 |
| 9.97 | |
| 11 |
| 1.15 |
| 1.1 |
| 5.77 ± 1.66 |
| 1.83 |
| 10.84 | |
| 12 |
| 1.27 |
| 1.19 |
| 7.69 ± 2.23 |
| 1.93 |
| 11.47 | |
| 13 |
| 1.38 |
| 1.20 |
| 8.16 ± 2.26 |
| 1.97 |
| 12.74 | |
|
| 1 |
| 0.17 |
| 0.14 |
| 0.97 ± 0.24 |
| 0.48 |
| 2.00 |
| 2 |
| 0.17 |
| 0.15 |
| 1.18 ± 0.3 |
| 0.49 |
| 2.63 | |
| 3 |
| 0.18 |
| 0.16 |
| 1.24 ± 0.34 |
| 0.50 |
| 3.20 | |
| 4 |
| 0.24 |
| 0.18 |
| 1.36 ± 0.32 |
| 0.51 |
| 3.87 | |
| 5 |
| 0.29 |
| 0.22 |
| 1.48 ± 0.44 |
| 0.51 |
| 4.56 | |
| 6 |
| 0.32 |
| 0.32 |
| 1.66 ± 0.4 |
| 0.54 |
| 5.01 | |
| 7 |
| 0.34 |
| 0.35 |
| 1.68 ± 0.41 |
| 0.55 |
| 5.89 | |
| 8 |
| 0.36 |
| 0.35 |
| 1.87 ± 0.46 |
| 0.56 |
| 6.88 | |
| 9 |
| 0.39 |
| 0.42 |
| 1.98 ± 0.39 |
| 0.59 |
| 7.38 | |
| 10 |
| 0.41 |
| 0.48 |
| 2.26 ± 0.55 |
| 0.59 |
| 8.35 | |
| 11 |
| 0.44 |
| 0.50 |
| 2.37 ± 0.54 |
| 0.71 |
| 9.43 | |
| 12 |
| 0.48 |
| 0.67 |
| 2.59 ± 0.62 |
| 0.73 |
| 11.49 | |
| 13 |
| 0.63 |
| 1.47 |
| 4.61 ± 1.37 |
| 1.48 |
| 13.00 | |
|
| 1 |
| 0.08 |
| 0.05 |
| 0.26 ± 0.06 |
| 0.18 |
| 1.19 |
| 2 |
| 0.08 |
| 0.08 |
| 0.27 ± 0.06 |
| 0.19 |
| 1.86 | |
| 3 |
| 0.09 |
| 0.10 |
| 0.28 ± 0.07 |
| 0.20 |
| 2.63 | |
| 4 |
| 0.10 |
| 0.11 |
| 0.37 ± 0.09 |
| 0.21 |
| 4.16 | |
| 5 |
| 0.12 |
| 0.12 |
| 0.4 ± 0.09 |
| 0.21 |
| 4.36 | |
| 6 |
| 0.12 |
| 0.13 |
| 0.42 ± 0.1 |
| 0.22 |
| 5.73 | |
| 7 |
| 0.13 |
| 0.16 |
| 0.44 ± 0.12 |
| 0.23 |
| 7.24 | |
| 8 |
| 0.15 |
| 0.17 |
| 0.49 ± 0.12 |
| 0.24 |
| 7.74 | |
| 9 |
| 0.16 |
| 0.17 |
| 0.54 ± 0.11 |
| 0.25 |
| 9.00 | |
| 10 |
| 0.18 |
| 0.23 |
| 0.56 ± 0.16 |
| 0.28 |
| 10.24 | |
| 11 |
| 0.20 |
| 0.25 |
| 0.61 ± 0.17 |
| 0.31 |
| 10.74 | |
| 12 |
| 0.23 |
| 0.32 |
| 1.3 ± 0.32 |
| 0.36 |
| 12.00 | |
| 13 |
| 0.25 |
| 0.35 |
| 1.4 ± 0.34 |
| 0.39 |
| 13.00 | |
|
| 1 |
| 0.12 |
| 0.09 |
| 0.6 ± 0.16 |
| 0.23 |
| 1.57 |
| 2 |
| 0.12 |
| 0.13 |
| 0.64 ± 0.14 |
| 0.24 |
| 2.59 | |
| 3 |
| 0.16 |
| 0.14 |
| 0.91 ± 0.24 |
| 0.25 |
| 2.66 | |
| 4 |
| 0.19 |
| 0.16 |
| 0.94 ± 0.28 |
| 0.25 |
| 3.60 | |
| 5 |
| 0.19 |
| 0.17 |
| 1.11 ± 0.27 |
| 0.26 |
| 3.94 | |
| 6 |
| 0.21 |
| 0.19 |
| 1.11 ± 0.27 |
| 0.27 |
| 6.82 | |
| 7 |
| 0.22 |
| 0.19 |
| 1.19 ± 0.29 |
| 0.27 |
| 7.40 | |
| 8 |
| 0.22 |
| 0.19 |
| 1.22 ± 0.29 |
| 0.27 |
| 8.10 | |
| 9 |
| 0.23 |
| 0.21 |
| 1.39 ± 0.26 |
| 0.29 |
| 8.13 | |
| 10 |
| 0.24 |
| 0.22 |
| 1.45 ± 0.33 |
| 0.29 |
| 8.56 | |
| 11 |
| 0.25 |
| 0.25 |
| 1.54 ± 0.36 |
| 0.29 |
| 9.12 | |
| 12 |
| 0.26 |
| 0.28 |
| 1.64 ± 0.38 |
| 0.33 |
| 10.16 | |
| 13 |
| 0.28 |
| 0.33 |
| 1.9 ± 0.46 |
| 0.37 |
| 13.00 | |
|
| 1 |
| 0.22 |
| 0.12 |
| 0.96 ± 0.28 |
| 0.47 |
| 1.73 |
| 2 |
| 0.22 |
| 0.14 |
| 1.09 ± 0.27 |
| 0.48 |
| 1.78 | |
| 3 |
| 0.26 |
| 0.16 |
| 1.36 ± 0.32 |
| 0.49 |
| 2.55 | |
| 4 |
| 0.30 |
| 0.24 |
| 1.41 ± 0.35 |
| 0.53 |
| 4.53 | |
| 5 |
| 0.35 |
| 0.34 |
| 1.46 ± 0.35 |
| 0.54 |
| 5.03 | |
| 6 |
| 0.37 |
| 0.35 |
| 1.46 ± 0.35 |
| 0.55 |
| 5.18 | |
| 7 |
| 0.39 |
| 0.37 |
| 1.49 ± 0.41 |
| 0.55 |
| 6.24 | |
| 8 |
| 0.40 |
| 0.37 |
| 1.62 ± 0.39 |
| 0.56 |
| 7.74 | |
| 9 |
| 0.41 |
| 0.44 |
| 1.86 ± 0.45 |
| 0.58 |
| 8.59 | |
| 10 |
| 0.42 |
| 0.46 |
| 2.15 ± 0.41 |
| 0.60 |
| 9.19 | |
| 11 |
| 0.44 |
| 0.47 |
| 2.23 ± 0.5 |
| 0.61 |
| 9.74 | |
| 12 |
| 0.48 |
| 0.49 |
| 2.77 ± 0.64 |
| 0.67 |
| 11.74 | |
| 13 |
| 0.61 |
| 1.34 |
| 4.63 ± 1.3 |
| 1.36 |
| 13.00 | |
|
| 1 |
| 0.37 |
| 0.31 |
| 3.13 ± 0.86 |
| 0.91 |
| 1.50 |
| 2 |
| 0.37 |
| 0.35 |
| 3.16 ± 0.78 |
| 0.92 |
| 1.86 | |
| 3 |
| 0.48 |
| 0.41 |
| 3.52 ± 0.86 |
| 0.95 |
| 2.71 | |
| 4 |
| 0.53 |
| 0.48 |
| 3.59 ± 0.9 |
| 0.97 |
| 4.45 | |
| 5 |
| 0.55 |
| 0.54 |
| 3.59 ± 0.71 |
| 1.00 |
| 4.76 | |
| 6 |
| 0.57 |
| 0.54 |
| 3.87 ± 0.97 |
| 1.03 |
| 6.37 | |
| 7 |
| 0.61 |
| 0.63 |
| 3.91 ± 1.13 |
| 1.04 |
| 6.40 | |
| 8 |
| 0.66 |
| 0.64 |
| 4.43 ± 1.08 |
| 1.05 |
| 6.70 | |
| 9 |
| 0.73 |
| 0.68 |
| 4.44 ± 1.1 |
| 1.14 |
| 7.35 | |
| 10 |
| 0.81 |
| 1.00 |
| 4.65 ± 1.1 |
| 1.32 |
| 9.74 | |
| 11 |
| 0.94 |
| 1.38 |
| 5.44 ± 1.54 |
| 1.63 |
| 11.49 | |
| 12 |
| 1.05 |
| 1.52 |
| 5.51 ± 1.27 |
| 1.70 |
| 11.98 | |
| 13 |
| 1.21 |
| 1.98 |
| 6.64 ± 1.74 |
| 2.11 |
| 12.17 | |
Figure 2Pairwise variation (V) analysis of 13 selected reference genes using geNorm software. The pairwise variations Vn/Vn + 1 were calculated by geNorm in different tissues and under hormone treatment samples.
Figure 3Comprehensive expression stability of 13 selected reference genes recommended by RefFinder in specific tissues and different tissue combinations.
Figure 4Relative expression levels of the SaSSy gene normalized by a validated reference gene alone or combination in different tissues (A) and under MeJA treatment (B) of Santalum album. Bars indicate standard deviation calculated from three biological replicates. Asterisk indicates significance at P < 0.05(*) or P < 0.01(**) using Duncan’s multiple range test.