Systematic Identification and Validation of Housekeeping and Tissue-Specific Genes in Allotetraploid Chenopodium quinoa
文献类型: 外文期刊
第一作者: He, Bing
作者: He, Bing;Chen, Hui;He, Bing;Shi, Pibiao;Hu, Fengqin;Lv, Yuanda;Song, Wenjing;Meng, Lin
作者机构:
关键词: quinoa; housekeeping gene; tissue-specific gene; co-expression network
期刊名称:HORTICULTURAE ( 影响因子:2.331; 五年影响因子:2.951 )
ISSN:
年卷期: 2021 年 7 卷 8 期
页码:
收录情况: SCI
摘要: Quinoa is a gluten-free food crop that contains all the essential amino acids and vitamins. The selection of proper housekeeping and tissue-specific genes is the crucial prerequisite for gene expression analysis using the common approach, real-time quantitative PCR (RT-qPCR). In this study, we identified 40 novel candidate housekeeping genes by the minimum transcript per million (TPM), coefficient of variation (CV) and maximum fold change (MFC) methods and 19 candidate tissue-specific genes by the co-expression network method based on an RNA-seq dataset that included 53 stem, leaf, flower and seed samples, as well as additional shoot and root samples under different stresses. The expression stability of 12 housekeeping and tissue-specific genes, as well as that of another two traditionally used housekeeping genes, was further evaluated using qPCR and ranked using NormFinder, BestKeeper and the comparative delta-Ct method. The results demonstrated that MIF, RGGA, VATE and UBA2B were ranked as the top four most stable candidate housekeeping genes. qPCR analysis also revealed three leaf-specific genes and five root-specific genes, but no stem-specific gene was identified. Gene Ontology (GO) enrichment analysis identified that housekeeping genes were mainly enriched in the small molecule metabolic process, organonitrogen compound metabolic process, NAD binding and ligase activity. In addition, tissue-specific genes are closely associated with the major functions of a specific tissue. Specifically, GO terms "photosynthesis" and "thylakoid" were most significantly overrepresented in candidate leaf-specific genes. The novel housekeeping and tissue-specific genes in our study will enable better normalization and quantification of transcript levels in quinoa.
分类号:
- 相关文献
作者其他论文 更多>>
-
Rice-Potato Rotation Pattern Affects 2-Acetyl-1-Pyrroline Biosynthesis and Productivity in Aromatic Rice Grains
作者:Hu, Fengqin;Shen, Congcong;Feng, Dehao;Zhu, Shuangbing;Zhu, Jianqiang;Qiu, Xianjin;Du, Bin;Hu, Fengqin;Xu, Jianlong;Shen, Congcong;Zhu, Shuangbing;Chen, Kai;Xu, Jianlong;Lu, Jian;Du, Bin;Xu, Jianlong
关键词:aromatic rice; rice-potato rotation; 2-acetyl-1-pyrroline; rice quality
-
VaWRKY65 contributes to cold tolerance through dual regulation of soluble sugar accumulation and reactive oxygen species scavenging in Vitis amurensis
作者:Meng, Lin;Zhou, Huimin;Tan, Lisha;Hou, Yujun;Li, Wenjuan;Kafle, Subash;Xin, Haiping;Zhou, Huimin;Li, Qingyun;Hou, Yujun;Li, Wenjuan;Kafle, Subash;Li, Qingyun;Liang, Ju;Aryal, Rishi;Liang, Zhenchang;Liang, Zhenchang
关键词:
-
Synergistic use of stay-green traits and UAV multispectral information in improving maize yield estimation with the random forest regression algorithm
作者:Liu, Yuan;Meng, Lin;Nie, Chenwei;Liu, Yadong;Song, Yang;Jin, Xiuliang;Liu, Yuan;Fan, Kaijian;Meng, Lin;Nie, Chenwei;Liu, Yadong;Song, Yang;Jin, Xiuliang;Cheng, Minghan
关键词:UAV multispectral; Maize yield; Stay-Green Index (SGI); Machine learning; Remote sensing
-
Variations in wheat water requirement and climatic causes in arid regions of northwest China
作者:Tian, Yaotian;Shi, Haoran;Chen, Hui;Liu, Wei;Chen, Taiyang;Chen, Shuang;Chen, Hui
关键词:Crop water requirement; Xinjiang; Climatic factor; Wheat; Grey correlation analysis
-
Oyster-derived peptides as pancreatic lipase inhibitors: Kinetics, molecular interactions, and gastrointestinal stability
作者:Chen, Hui;Dong, Xiting;Zhou, Xuxia;Zhou, Mengyuan;Xu, Zhihao;Chen, Hui;Zhao, Yongqiang;Chen, Hui;Dong, Xiting;Zhou, Xuxia;Zhou, Mengyuan;Xu, Zhihao;Chen, Hui;Dong, Xiting;Zhou, Xuxia;Zhou, Mengyuan;Xu, Zhihao;Chen, Hui;Xu, Zhe
关键词:Oyster peptide; pancreatic lipase; inhibition mechanism; Molecular docking
-
Enhancing the estimation of cadmium content in rice leaves by integrating vegetation indices and color indices using machine learning
作者:Huang, Xiaoyun;Huang, Xiaoyun;Chen, Shengxi;Fu, Tianling;Chen, Hongxing;Zhang, Song;Chen, Hui;Qin, Song;Gao, Zhenran;Fan, Chengwu
关键词:Rice; Cadmium content; Machine learning; Vegetation index
-
Multi-residue analytical method development and dietary exposure risk assessment of 345 pesticides in mango by LC-Q-TOF/MS
作者:Wu, Xingqiang;Tong, Kaixuan;Xie, Yujie;Chang, Qiaoying;Yu, Xiaoxuan;Fan, Chunlin;Chen, Hui;Wei, Jing;Li, Bei;Li, Jianxun;Lu, Meiling
关键词:Mango; LC-Q-TOF/MS; QuEChERS; Pesticide residues; Risk assessment