Chinese Journal of Tropical Crops ›› 2020, Vol. 41 ›› Issue (8): 1505-1512.DOI: 10.3969/j.issn.1000-2561.2020.08.001
YANG Qian1,2,3,YANG Ziping1,ZHOU Yali1,CHEN Dongquan1,LIU Heng1,2,3,*()
Received:
2019-09-16
Revised:
2019-11-08
Online:
2020-08-25
Published:
2020-09-17
Contact:
LIU Heng
CLC Number:
YANG Qian,YANG Ziping,ZHOU Yali,CHEN Dongquan,LIU Heng. Screening of Stable Reference Genes for qRT-PCR Analysis in Macadamia integrifolia[J]. Chinese Journal of Tropical Crops, 2020, 41(8): 1505-1512.
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基因名称 Genes symbol | 基因 ID Gene ID | 引物序列(5°?3°) Primers sequences(5°?3°) | 扩增效率 Primer efficiency/% | 相关系数 R2 |
---|---|---|---|---|
18S | MN650750 | F: CTGAGAAACGGCTACCACATC | 102.51 | 0.963 |
R: CGAAGAGCCCGGTATTGTTATT | ||||
Actin | MN627205 | F: GAGGAGAGGATCTGTCGTAAA | 91.96 | 0.998 |
R: GATAACAAGGAGAGGCCAAAG | ||||
CYP | MN627206 | F: AACAAGTTCGCCGATGAG | 95.05 | 0.999 |
R: GTCTTCGCAGTGCAAATAAAG | ||||
EF1a | MN627207 | F: CCCACTTCAGGGTGTTTAC | 97.99 | 0.994 |
R: CGAAGGTGACAACCATACC | ||||
EF1b | MN627208 | F: GGCTGCTAAAGCATCTACAA | 94.41 | 0.998 |
R: CGAACAGCTTCCTCTAGTTTC | ||||
GADPH | MN627209 | F: GTTGGTGACTGTAGGTCAAG | 93.73 | 0.999 |
R: AGGTCCAACACTCGGTTA | ||||
MADH | MN627210 | F: GCTGGTCTCATCTATTCTTTCC | 98.61 | 0.999 |
R: CGTCCAACTTCTTCCTTGAG | ||||
TUBa | MN627211 | F: GGCTTGTGTCTCAGGTTATT | 94.90 | 0.999 |
R: GTGGATATGGGACCAAGTTAG | ||||
TUBb | MN627212 | F: ATATGAGGATGAGGAGGAAGG | 98.35 | 0.999 |
R: CCCATAATCAGCCACTGTAAA | ||||
UBQ | MN627213 | F: GTGGATGTTGATGGATGAAAC | 98.68 | 0.999 |
R: GTACTTACAGAGCGTCCTTAC | ||||
UBC | MN627214 | F: CCACCCAAGGTAGCATTTAG | 95.95 | 0.982 |
R: CTGGGCTCCATTGTTCTTTA |
Tab. 1 Primers sequences of candidate reference genes
基因名称 Genes symbol | 基因 ID Gene ID | 引物序列(5°?3°) Primers sequences(5°?3°) | 扩增效率 Primer efficiency/% | 相关系数 R2 |
---|---|---|---|---|
18S | MN650750 | F: CTGAGAAACGGCTACCACATC | 102.51 | 0.963 |
R: CGAAGAGCCCGGTATTGTTATT | ||||
Actin | MN627205 | F: GAGGAGAGGATCTGTCGTAAA | 91.96 | 0.998 |
R: GATAACAAGGAGAGGCCAAAG | ||||
CYP | MN627206 | F: AACAAGTTCGCCGATGAG | 95.05 | 0.999 |
R: GTCTTCGCAGTGCAAATAAAG | ||||
EF1a | MN627207 | F: CCCACTTCAGGGTGTTTAC | 97.99 | 0.994 |
R: CGAAGGTGACAACCATACC | ||||
EF1b | MN627208 | F: GGCTGCTAAAGCATCTACAA | 94.41 | 0.998 |
R: CGAACAGCTTCCTCTAGTTTC | ||||
GADPH | MN627209 | F: GTTGGTGACTGTAGGTCAAG | 93.73 | 0.999 |
R: AGGTCCAACACTCGGTTA | ||||
MADH | MN627210 | F: GCTGGTCTCATCTATTCTTTCC | 98.61 | 0.999 |
R: CGTCCAACTTCTTCCTTGAG | ||||
TUBa | MN627211 | F: GGCTTGTGTCTCAGGTTATT | 94.90 | 0.999 |
R: GTGGATATGGGACCAAGTTAG | ||||
TUBb | MN627212 | F: ATATGAGGATGAGGAGGAAGG | 98.35 | 0.999 |
R: CCCATAATCAGCCACTGTAAA | ||||
UBQ | MN627213 | F: GTGGATGTTGATGGATGAAAC | 98.68 | 0.999 |
R: GTACTTACAGAGCGTCCTTAC | ||||
UBC | MN627214 | F: CCACCCAAGGTAGCATTTAG | 95.95 | 0.982 |
R: CTGGGCTCCATTGTTCTTTA |
排序 Rank | Norm Finder | ΔCt | ||
---|---|---|---|---|
基因 Gene | 稳定性 Stability | 基因 Gene | 标准偏差 STDEV | |
1 | GAPDH | 0.121 | 18S rRNA | 0.85 |
2 | CYP | 0.161 | GADPH | 0.87 |
3 | EF1a | 0.219 | MDH | 0.92 |
4 | 18S rRNA | 0.297 | EF1b | 0.94 |
5 | MDH | 0.358 | CYP | 0.96 |
6 | EF1b | 0.468 | EF1a | 1.03 |
7 | TUBb | 0.657 | UBC | 1.16 |
8 | Actin | 0.677 | Actin | 1.16 |
9 | UBC | 0.737 | TUBb | 1.19 |
10 | UBQ | 0.742 | UBQ | 1.33 |
11 | TUBa | 1.799 | TUBa | 2.44 |
Tab. 2 Candidate genes ranked according to the stability analyzed by NormFinder and ΔCt
排序 Rank | Norm Finder | ΔCt | ||
---|---|---|---|---|
基因 Gene | 稳定性 Stability | 基因 Gene | 标准偏差 STDEV | |
1 | GAPDH | 0.121 | 18S rRNA | 0.85 |
2 | CYP | 0.161 | GADPH | 0.87 |
3 | EF1a | 0.219 | MDH | 0.92 |
4 | 18S rRNA | 0.297 | EF1b | 0.94 |
5 | MDH | 0.358 | CYP | 0.96 |
6 | EF1b | 0.468 | EF1a | 1.03 |
7 | TUBb | 0.657 | UBC | 1.16 |
8 | Actin | 0.677 | Actin | 1.16 |
9 | UBC | 0.737 | TUBb | 1.19 |
10 | UBQ | 0.742 | UBQ | 1.33 |
11 | TUBa | 1.799 | TUBa | 2.44 |
排序 Rank | Best Keeper | Ref Finder | ||||
---|---|---|---|---|---|---|
基因 Gene | 相关系数 Correlation coefficient | 标准差 SD | 变异系数 CV | 基因 Gene | 几何平均数排序 Geomean of ranking values | |
1 | MDH | 0.946 | 0.361 | 1.538 | MDH | 1.97 |
2 | EF1b | 0.809 | 0.411 | 1.635 | 18S rRNA | 2.06 |
3 | GAPDH | 0.946 | 0.531 | 1.844 | GADPH | 2.38 |
4 | 18S rRNA | 0.929 | 0.619 | 3.215 | EF1b | 2.63 |
5 | CYP | 0.872 | 0.754 | 3.268 | CYP | 5.01 |
6 | UBC | 0.560 | 0.770 | 3.116 | UBC | 6.30 |
7 | Actin | 0.659 | 0.917 | 3.811 | EF1a | 6.45 |
8 | EF1a | 0.925 | 0.966 | 3.933 | Actin | 7.20 |
9 | TUBb | 0.843 | 0.994 | 3.708 | TUBb | 8.21 |
10 | UBQ | 0.731 | 1.108 | 4.594 | UBQ | 10.00 |
11 | TUBa | 0.825 | 2.380 | 8.200 | TUBa | 11.00 |
Tab. 3 Ranking according to BestKeeper analysis and Ref Finder
排序 Rank | Best Keeper | Ref Finder | ||||
---|---|---|---|---|---|---|
基因 Gene | 相关系数 Correlation coefficient | 标准差 SD | 变异系数 CV | 基因 Gene | 几何平均数排序 Geomean of ranking values | |
1 | MDH | 0.946 | 0.361 | 1.538 | MDH | 1.97 |
2 | EF1b | 0.809 | 0.411 | 1.635 | 18S rRNA | 2.06 |
3 | GAPDH | 0.946 | 0.531 | 1.844 | GADPH | 2.38 |
4 | 18S rRNA | 0.929 | 0.619 | 3.215 | EF1b | 2.63 |
5 | CYP | 0.872 | 0.754 | 3.268 | CYP | 5.01 |
6 | UBC | 0.560 | 0.770 | 3.116 | UBC | 6.30 |
7 | Actin | 0.659 | 0.917 | 3.811 | EF1a | 6.45 |
8 | EF1a | 0.925 | 0.966 | 3.933 | Actin | 7.20 |
9 | TUBb | 0.843 | 0.994 | 3.708 | TUBb | 8.21 |
10 | UBQ | 0.731 | 1.108 | 4.594 | UBQ | 10.00 |
11 | TUBa | 0.825 | 2.380 | 8.200 | TUBa | 11.00 |
[1] | Russ Stephenson. Macadamia: Domestication and commercialization[J]. Chronica Horticulture, 2005,45(2):11-15. |
[2] |
Manohar L G, Robert J B, Ron B H W. Macadamia nut consumption lowers plasma total and LDL cholesterol level in hypercholesterolemic men[J]. The Journal of Nutrition, 2003,133(4):1060-1063.
DOI URL PMID |
[3] | Duxbury D D. Lipid scientists shake healthy macadamia nut tree[J]. Food Processing, 2003(6):83. |
[4] | 杜杉. 云南已成澳洲坚果种植老大——第八届国际澳洲坚果大会将首次走进中国[J]. 时代金融, 2018(19):52-54. |
[5] | Dheda K, Huggett J F, Bustin S A, et al. Validation of housekeeping genes for normalizing RNA expression in real-time PCR[J]. Biotechniques, 2004,37(4):112-119. |
[6] | 孙美莲, 王云生, 杨冬青, 等. 茶树实时荧光定量PCR分析中内参基因的选择[J]. 植物学报, 2010,45(5):579-587. |
[7] | Amy L F, Charles R T. Appropriate "housekeeping" genes for use in expression profiling the effect of environmental estrogens in fish[J]. BMC Molecular Biology, 2007(8):10. |
[8] |
Gutierrez L, Mauriat M, Guénin S, et al. The lack of a systematic validation of reference genes: a serious pitfall undervalued in reverse transcription polymerase chain reaction (RT-PCR) analysis in plants[J]. Plant Biotechnology Journal, 2008,6(6):609-618.
URL PMID |
[9] | Nygard A B, Jørgensen C B, Cirera S, et al. Selection of reference genes for gene expression studies in pig tissues using SYBR green qPCR[J]. BMC Molecular Biology, 2007(8):67. |
[10] |
Tomaz T, Bagard M, Pracharoenwattana I, et al. Mitochondrial malate dehydrogenase lowers leaf respiration and alters photorespiration and plant growth in Arabidopsis[J]. Plant Physiology, 2010,154(3):1143-1157.
URL PMID |
[11] | 杨彩霞, 雒军, 王引权, 等. 当归延伸因子AsEF-1β基因的克隆及胁迫应答分析[J]. 西北植物学报, 2019,39(8):1371-1378. |
[12] | 王芳, 董美玲, 董乐, 等. 蓖麻延伸因子基因的克隆与表达分析[J]. 核农学报, 2019,33(3):464-472. |
[13] |
JeeNa H, Chang-Sik O, Byoung-Cheorl K. Translation elongation factor 1B (eEF1B) is an essential host factor for Tobacco mosaic virus infection in plants[J]. Virology, 2013,439(2):105-114.
DOI URL PMID |
[14] | 常鹏杰, 申亚梅, 董彬, 等. 玉兰盐胁迫下qRT-PCR分析中内参基因的筛选[J]. 农业生物技术学报, 2018,26(9):1611-1620. |
[15] | 朱海生, 刘建汀, 温文旭, 等. 印度南瓜延伸因子基因CmEF1a的克隆与分析[J]. 核农学报, 2019,33(6):1096-1104. |
[16] | 陈晓荣, 陈昶旭, 施力铭, 等. 植物翻译延伸因子eEF1A的研究进展[J]. 农技服务, 2019,36(2):64-67. |
[17] | 袁伟, 万红建, 杨悦俭. 植物实时荧光定量PCR内参基因的特点及选择[J]. 植物学报, 2012,47(4):427-436. |
[18] | Vandesompele J, De Preter K, Pattyn F, et al. Accurate normalization of real-time quantitative RT-PCR data by geometric averaging of multiple internal control genes[J]. Genome Biology, 2002,3(7):1-11. |
[19] |
Andersen C L, Jensen J L, Rbtoft T F. Normalization of real-time quantitative reverse transcription-PCR data: a model-based variance estimation approach to identify genes suited for normalization, applied to bladder and colon cancer data sets[J]. Cancer Research, 2004,64(15):5245-5250.
URL PMID |
[20] |
Pfaffl M W, Tichopad A, Prgomet C, et al. Determination of stable housekeeping genes, differentially regulated target genes and sample integrity: BestKeeper-Excel-based tool using pair-wise correlations[J]. Biotechnology Letters, 2004,26(6):509-515.
DOI URL PMID |
[21] | Xie F, Xiao P, Chen D, et al. miRDeepFinder: a miRNA analysis tool for deep sequencing of plant small RNAs[J]. Plant Molecular Biology, 2012,80(1):75-84. |
[22] | Silver N, Best S, Jiang J. Selection of housekeeping genes for gene expression studies in human reticulocytes using real-time PCR[J]. BMC Molecular Biology, 2006,7(33):1-9. |
[23] | Fan C, Ma J, Guo Q. Selection of reference genes for quantitative real-time PCR in bamboo (Phyllostachys edulis)[J]. PLoS One, 2013(8):e56573. |
[24] | Pérez S, Royo L J, Astudillo A, et al. Identifying the most suitable endogenous control for determining gene expression in hearts from organ donors[J]. BMC Molecular Biology, 2007,8(1):1-23. |
[25] |
Rodríguez M F, Sánchez-García A, Salas J J, et al. Characterization of soluble acyl-ACP desaturases from Camelina sativa, Macadamia tetraphylla and Dolichandra unguis-cati[J]. Journal of Plant Physiology, 2015,178:35-42.
URL PMID |
[26] |
Chervoneva I, Li Y, Schulz S, et al. Selection of optimal reference genes for normalization in quantitative RT-PCR[J]. BMC Bioinformatics, 2010,11(1):1-15.
DOI URL |
[27] |
Suzuki T, Higgins P J, Crawford D R. Reviews-control selection for RNA quantitation[J]. Biotechniques, 2000,29(2):332-337.
DOI URL PMID |
[28] | 魏永赞, 赖彪, 胡福初, 等. 用于荔枝qPCR分析的内参基因克隆及稳定性分析[J]. 华南农业大学学报, 2012,33(3):301-306. |
[29] |
Chen L, Zhong H Y, Kuang J F, et al. Validation of reference genes for RT-qPCR studies of gene expression in banana fruit under different experimental conditions[J]. Planta, 2011,234(2):377-390.
DOI URL PMID |
[30] |
Ding Y, Ma Q H. Characterization of a cytosolic malate dehydrogenase cDNA which encodes an isozyme toward oxaloacetate reduction in wheat[J]. Biochimie, 2004,86(8):509-518.
DOI URL PMID |
[31] | 张俊平, 王英强. 黄花大苞姜花药发育qRT-PCR内参基因筛选[J]. 广西植物, 2018,38(1):76-83. |
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