High-Throughput Transcriptome Profiling in Drug and Biomarker Discovery

被引:110
|
作者
Yang, Xiaonan [1 ]
Kui, Ling [2 ]
Tang, Min [3 ]
Li, Dawei [4 ,5 ]
Wei, Kunhua [1 ,6 ]
Chen, Wei [4 ,5 ]
Miao, Jianhua [1 ,6 ]
Dong, Yang [1 ,4 ,5 ]
机构
[1] Guangxi Bot Garden Med Plants, Guangxi Key Lab Med Resources Protect & Genet Imp, Nanning, Peoples R China
[2] Harvard Med Sch, Dana Farber Canc Inst, Brookline, MA USA
[3] Jiangsu Univ, Sch Life Sci, Zhenjiang, Jiangsu, Peoples R China
[4] Yunnan Agr Univ, Coll Biol Big Data, Kunming, Yunnan, Peoples R China
[5] Yunnan Agr Univ, State Key Lab Conservat & Utilizat Bioresources Y, Kunming, Yunnan, Peoples R China
[6] Guangxi Med Univ, Sch Pharm, Nanning, Peoples R China
关键词
transcriptome; gene expression microarray; RNA-seq; natural drug discovery; biomarker discovery; CIRCULATING TUMOR-CELLS; GENE-EXPRESSION PROFILE; SINGLE-NUCLEOTIDE POLYMORPHISMS; MESSENGER-RNA-SEQ; NATURAL-PRODUCTS; REVEALS; DISEASE; MICROARRAYS; LANDSCAPE; TECHNOLOGIES;
D O I
10.3389/fgene.2020.00019
中图分类号
Q3 [遗传学];
学科分类号
071007 ; 090102 ;
摘要
The development of new drugs is multidisciplinary and systematic work. High-throughput techniques based on "-omics" have driven the discovery of biomarkers in diseases and therapeutic targets of drugs. A transcriptome is the complete set of all RNAs transcribed by certain tissues or cells at a specific stage of development or physiological condition. Transcriptome research can demonstrate gene functions and structures from the whole level and reveal the molecular mechanism of specific biological processes in diseases. Currently, gene expression microarray and high-throughput RNA-sequencing have been widely used in biological, medical, clinical, and drug research. The former has been applied in drug screening and biomarker detection of drugs due to its high throughput, fast detection speed, simple analysis, and relatively low price. With the further development of detection technology and the improvement of analytical methods, the detection flux of RNA-seq is much higher but the price is lower, hence it has powerful advantages in detecting biomarkers and drug discovery. Compared with the traditional RNA-seq, scRNA-seq has higher accuracy and efficiency, especially the single-cell level of gene expression pattern analysis can provide more information for drug and biomarker discovery. Therefore, (sc)RNA-seq has broader application prospects, especially in the field of drug discovery. In this overview, we will review the application of these technologies in drug, especially in natural drug and biomarker discovery and development. Emerging applications of scRNA-seq and the third generation RNA-sequencing tools are also discussed.
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页数:12
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