Table 1.
Comparisons of real-time quantitative reverse transcription PCR, microarrays, and RNA-sequencing and their applications in hepatocellular carcinoma recurrence
|
|
RT-qPCR
|
Microarrays
|
RNA-seq
|
| Basic steps | RNA isolation, genome DNA removal | RNA isolation, mRNA extraction | RNA isolation, mRNA extraction |
| cDNA preparation with RT | cDNA library preparation | Quality and quantity check | |
| Use of primers for amplification | Labeling with fluorescence | cDNA library preparation | |
| Data analysis | Hybridization with transcript probes on slides | Sequencing | |
| Scanning | Data analysis | ||
| Image processing and data analysis | Validation | ||
| Validation | |||
| Throughput | Low | High | High |
| Dynamic range/sensitivity | Widest/high | Narrow/low | Wide (compared to microarrays)/high |
| Need for reference genome | No | No | Yes |
| Known sequences of genes of interest | Required | Required | Not required |
| Cost | Low | Low | High |
| Advantages | Low cost, simple | High throughput | Ability to detect novel differential transcripts |
| Highest dynamic range | Relatively low cost | Splice junctions, SNP, non-coding RNA | |
| Gold standard | Good bioinformatics and statistical practices | ||
| Downsides | Dependence on pre-existing knowledge of genes of interest | Difficulty to detect novel transcripts, non-coding RNA, splicing, or other dynamic natures of transcriptome | Large data storage |
| High cost | |||
| Low throughput | |||
| Need for designing probes | |||
| Low dynamic range | |||
| Applications and main achievements in HCC recurrence-related research | Commonly used as a validation tool for confirming DGE results yielded from other high throughput analyses[56] | Providing abundant information on carcinogenicity of primary HCC cells and carcinogenic stimuli; laid the foundation for our current understanding of the pathogenesis of HCC recurrence[18] | Prospectively discovering DGE as potential novel classifiers for the carcinogenic profile of recurrent HCC cells; elucidating how HBV triggers HCC recurrence by interrupting the human genome[92,94,96] |
cDNA: Complementary DNA; DGE: Differential gene expression; HBV: Hepatitis B virus; HCC: Hepatocellular carcinoma; RNA-seq: RNA-sequencing; RT: Reverse transcription; RT-q: Real-time quantitative reverse transcription; SNP: Single nucleotide polymorphism.