Types of algorithms used to predict the molecular subtypes of gliomas and the number of studies that used them
IDH | MGMT | 1p/19q | H3 K27M | ATRX | TERT | Others | |
---|---|---|---|---|---|---|---|
Internal validation | |||||||
Tree-based | 11 | 4 | 4 | 4 | 0 | 0 | 4 |
SVM | 9 | 1 | 2 | 2 | 1 | 2 | 4 |
Neural networks | 14 | 6 | 3 | 0 | 0 | 0 | 2 |
Others | 3 | 1 | 0 | 0 | 0 | 0 | 0 |
External validation | |||||||
Tree-based | 4 | 1 | 0 | 0 | 1 | 1 | 1 |
SVM | 2 | 1 | 2 | 0 | 1 | 0 | 1 |
Neural networks | 1 | 0 | 0 | 0 | 0 | 0 | 0 |
Others | 0 | 1 | 0 | 0 | 0 | 1 | 0 |