Using RNA-seq data to select reference genes for normalizing gene expression in apple roots
文献类型: 外文期刊
第一作者: Zhou, Zhe
作者: Zhou, Zhe;Cong, Peihua;Tian, Yi;Zhu, Yanmin
作者机构:
期刊名称:PLOS ONE ( 影响因子:3.24; 五年影响因子:3.788 )
ISSN: 1932-6203
年卷期: 2017 年 12 卷 9 期
页码:
收录情况: SCI
摘要: Gene expression in apple roots in response to various stress conditions is a less-explored research subject. Reliable reference genes for normalizing quantitative gene expression data have not been carefully investigated. In this study, the suitability of a set of 15 apple genes were evaluated for their potential use as reliable reference genes. These genes were selected based on their low variance of gene expression in apple root tissues from a recent RNA-seq data set, and a few previously reported apple reference genes for other tissue types. Four methods, Delta Ct, geNorm, NormFinder and BestKeeper, were used to evaluate their stability in apple root tissues of various genotypes and under different experimental conditions. A small panel of stably expressed genes, MDP0000095375, MDP0000147424, MDP0000233640, MDP0000326399 and MDP0000173025 were recommended for normalizing quantitative gene expression data in apple roots under various abiotic or biotic stresses. When the most stable and least stable reference genes were used for data normalization, significant differences were observed on the expression patterns of two target genes, MdLecRLK5 (MDP0000228426, a gene encoding a lectin receptor like kinase) and MdMAPK3 (MDP0000187103, a gene encoding a mitogen-activated protein kinase). Our data also indicated that for those carefully validated reference genes, a single reference gene is sufficient for reliable normalization of the quantitative gene expression. Depending on the experimental conditions, the most suitable reference genes can be specific to the sample of interest for more reliable RT-qPCR data normalization.
分类号:
- 相关文献
作者其他论文 更多>>
-
Identifying the hotspots of nitrate leaching and its key driving factors in the Yellow River Delta using DNDC model
作者:Song, Jiaxin;Chang, Naijie;Ding, Wuhan;Kang, Jiahao;Yi, Xiaopei;Tian, Ye;Li, Hu;Song, Jiaxin;Song, Jiaxin;Tian, Yi;Ding, Wuhan
关键词:Nitrate leaching; GWR; DNDC; Optimal management practice; Yellow river delta
-
Genomic Evaluation of Harvest Weight Uniformity in Penaeus vannamei Under a 3FAM Design Incorporating Indirect Genetic Effect
作者:Gao, Siqi;Tian, Yi;Gao, Siqi;Xia, Yan;Kong, Jie;Meng, Xianhong;Luo, Kun;Sui, Juan;Dai, Ping;Tan, Jian;Li, Xupeng;Cao, Jiawang;Chen, Baolong;Fu, Qiang;Liu, Junyu;Luan, Sheng;Gao, Siqi;Xia, Yan;Kong, Jie;Meng, Xianhong;Luo, Kun;Sui, Juan;Dai, Ping;Tan, Jian;Li, Xupeng;Cao, Jiawang;Chen, Baolong;Fu, Qiang;Liu, Junyu;Luan, Sheng;Xing, Qun
关键词:
Penaeus vannamei ; harvest weight uniformity; indirect genetic effects; H matrix; genetic parameters -
Multi-Trait Genomic Prediction of Meat Yield in Pacific Whiteleg Shrimp (Penaeus vannamei)
作者:Zhang, Shiwei;Tian, Yi;Zhang, Shiwei;Kong, Jie;Tan, Jian;Meng, Xianhong;Dai, Ping;Cao, Jiawang;Luo, Kun;Liu, Mianyu;Sui, Juan;Luan, Sheng;Zhang, Shiwei;Kong, Jie;Tan, Jian;Meng, Xianhong;Dai, Ping;Cao, Jiawang;Luo, Kun;Liu, Mianyu;Sui, Juan;Luan, Sheng;Liu, Mianyu;Xing, Qun
关键词:
Penaeus vannamei ; meat yield; net meat weight; heritability; multi-trait genomic prediction -
Population genomics of sika deer reveals recent speciation and genetic selective signatures during evolution and domestication
作者:Liu, Huamiao;Wang, Tianjiao;Dong, Yimeng;Ju, Yan;Li, Yang;Su, Weilin;Zhang, Ranran;Dong, Shiwu;Wang, Hongliang;Zhou, Yongna;Zhu, Yanmin;Wang, Lei;Zhang, Zhengyi;Zhao, Pei;Xing, Xiumei;Zhu, Bo;Ma, De;Zhang, Shuyan;Guo, Rui;A, E.;Zhang, Yuwen;Liu, Xin;Tamate, Hidetoshi B.;Liang, Qiqi
关键词:Sika deer;
Cervus nippon ; Population genomics; Species delimitation; Genetic selective signature; Domestication -
Convergent domestication of bitter apples and pears by selecting mutations of MYB transcription factors to reduce proanthocyanidin levels
作者:Wang, Yarong;Wang, Huan;Wu, Zhiyong;Zhang, Haiqing;Zhou, Zhe;Yan, Zhenli;Gao, Qiming;Zhang, Xiangzhan;Wang, Suke;Liu, Zhenzhen;Meng, Xiangpeng;Zhang, Yaru;Zhang, Hengtao;Yao, Jia-Long;Xia, Bin;Gleave, Andrew P.;Yao, Jia-Long;Lin, Qiong;Wang, Yarong;Wu, Zhiyong;Zhou, Zhe;Liu, Zhenzhen;Meng, Xiangpeng;Zhang, Hengtao
关键词:Domestication; Comparative genomics;
Malus ;Pyrus ; Proanthocyanidin; Selective sweep -
The MdVQ37-MdWRKY100 complex regulates salicylic acid content and MdRPM1 expression to modulate resistance to Glomerella leaf spot in apples
作者:Dong, Qinglong;Yang, Kaiyu;Song, Yang;Wang, Yongxu;Jia, Peng;Luan, Haoan;Guo, Suping;Qi, Guohui;Zhang, Xuemei;Dong, Qinglong;Duan, Dingyue;Mao, Ke;Ma, Fengwang;Wang, Feng;Ma, Yue;Wang, Dajiang;Ji, Zhirui;Xu, Chengnan;Tian, Yi
关键词:Apple; SA; Glomerella leaf spot; VQ protein; WRKY
-
Comparative transcriptome analysis reveals key genes and pathways in response to Alternaria alternata apple pathotype infection
作者:Liu, Kai;Liang, Zhaolin;Yang, An;Yan, Jiadi;Cong, Peihua;Han, Xiaolei;Zhang, Caixia
关键词:Apple; Transcriptome; Alternaria alternata apple pathotype; Infection; Defense response