Table 4. Consensus identification of the most significant SNPs associated with PA platelet response.
Stepwise (Jones et al 2009) | RF with Stepwise | RF with Ridge regression | RF with LASSO | RF with Boruta (P = 0.01) | Consensus (3/4) | ||
---|---|---|---|---|---|---|---|
Platelet response type | PA | PA | PA | PA | PA | PA | |
SNPs ID | Gene/Location | ||||||
rs17229705 | VAV3 | ✔ (0.0009) | × | × | × | × | |
rs3788337 | GNAZ | ✔ (0.0009) | × | × | × | × | |
rs5227 | PTGS2 | ✔ (0.01) | × | × | × | × | |
rs1778614 | ITPR1 | ✔ (0.003) | × | × | × | × | |
rs246406 | ITGA2 | ✔ (0.002) | × | × | × | × | |
rs11631474 | MAP2K5 | ✔ (0.007) | × | × | × | × | |
rs851007 | MAPK14 | ✔ (0.003) | × | × | × | × | |
rs6141803 | COMMD7 | × | ✔ (0.0033) | × | ✔ (0.0006) | ✔ | ✔ |
rs6442896 | ITPR1 | × (0.049) | ✔ (0.0006) | ✔(0.0002) | ✔(0.0021) | ✔ | ✔ |
rs3730051 | AKT2 | × (0.031) | ✔ (0.0002) | ✔ (0.0031) | ✔ (0.0002) | × | ✔ |
rs1527480 | CD36 | × (0.449) | ✔ (0.0021) | ✔(0.0008) | ✔ (0.0036) | ✔ | ✔ |
rs8033381 | CSK | × (0.792) | ✔ (0.0018) | ✔ (0.0082) | ✔ (0.0038) | × | ✔ |
rs10061730 | ITGA2 | × (0.517) | × | × | ✔ (0.0005) | × | |
rs2292867 | ITGB3 | ×(0.039) | × | ✔ (0.017) | ✔ (0.0080) | × | |
rs2300065 | SKP1 | × | ✔(0.0138) | ✔(0.0164) | × | ||
rs3212391 | ITGA2 | × | ✔ (0.0002) | × | × | ✔ | |
rs6433658 | ITPR1 | × | × | × | × | ✔ | |
rs6442895 | ITPR1 | ×(0.029) | × | × | × | ✔ | |
rs17041401 | ITPR1 | ✔(0.003) | × | × | × | ✔ | |
rs3212386 | ITGA2 | ×(0.378) | × | × | × | ✔ | |
rs33443 | ITGA2 | ×(0.547) | × | × | × | ✔ | |
rs26682 | ITGA2 | ×(0.126) | × | × | × | ✔ | |
rs3212418 | ITGA2 | ✔(0.013) | × | × | × | ✔ | |
rs11742558 | ITGA2 | ×(0.713) | × | × | × | ✔ | |
rs7568033 | NFE2L2 | × | × | × | × | ✔ |
We select the consensus SNP if it has been identified by at least three methods, which means it has higher significance and hence is more likely to be a key genetic variant.
× indicates either the SNP was not identified by the method or previously identified as insignificant
✔ indicates the SNP was identified by the method.
Numbers inside the brackets after ✔ or × indicate p values of the SNPs calculated using Wald test, or partial F-test.