Table 1.
Feature | Pathway-based analysis | Network-assisted analysis |
---|---|---|
Gene set annotation | Pathways or gene sets from knowledgebase | A reference network |
Gene set component genes | Fixed | Dynamic |
Search for sub-pathways/subnetworks | No | Yes |
Available for topological characteristics | No | Yes |
Assess combined association signals | Yes | Available but not required |
Function | Focus on one specific function | No particular function boundaries |
Correlation amongst genes (or molecules) | Not always available, e.g., GO does not have interactions amongst genes (or molecules) | Available |
Hypothesis testing | Q1 vs. Q2*, pre-defined pathways | Multiple and dynamic |
Details of Q1 and Q2 are provided in Figure 3 and the main text.