Table 1.

Summary of the included studies.

Study	Imaging Tool					Feature Class				Tool			Associated clinical features
	Conventional MRI	DWI	PWI (DCE-MRI, DSC-MRI)	PET	Other	Intensity/first order statistics	Heterogeneity and texture	Size, Shape, location and Volume	Peritumoral radiomics	Statistical Analysis	Learning Model		Histopathology/Molecular markers	Grade/agressiveness	Survival/Prognosis/Growth	Recurrence	Treatment outcome	Other
Meningiomas
Takeda et al. (21)					×	×				×		×
Ginat et al. (22)			×			×				×		×
Tang et al. (23)		×				×				×		×
Seystahl et al. (24)				×		×				×				×	×
Shi et al. (25)			×			×				×		×
Gihr et al. (26)		×				×	×			×		×		×
Gihr et al. (27)	×					×	×			×				×
Keil et al. (28)			×			×				×		×
Bashir et al. (29)				×		×				×					×
Chen et al. (30)	×						×				×			×
Loewenstern et al. (31)	×							×	×	×					×
Lu et al. (32)		×				×				×		×
Bashir et al. (33)				×		×				×		×
Bashir et al. (34)				×		×				×		×
Hess et al. (35)	×					×		×		×		×
Park et al. (36)	×							×		×				×
Sun et al. (37)	×							×		×				×
Yu et al. (38)	×	×				×		×	×	×				×
Bozdağ et al. (39)		×				×			×	×		×		×
Buizza et al. (40)		×				×				×				×			×
Feraco et al. (41)
Gill et al. (42)	×								×	×					×
Pituitary tumors
Pan et al. (43)	×							×		×		×
Mahmoud et al. (44)	×	×				×				×		×
Zhang et al. (45)	×					×		×		×								×
Heck et al. (46)	×					×		×		×				×
Ceccato et al. (47)	–	–	–	–	–			×		×				×
Tamrazi et al. (48)		×				×				×								×
Alhambra-Expósito et al. (49)	×					×				×								×
Galm et al. (50)	×					×				×					×	×
Park et al. (51)	×							×		×		×
Fan et al. (52)	×					×	×				×						×
Hasanov et al. (53)	×							×		×		×						×
Ugga et al. (54)	×					×	×			×		×
Conficoni et al. (55)	×	×				×		×		×		×
Park et al. (56)	×					×	×			×								×
Swanson et al. (57)	×					×		×		×								×
Lewis et al. (58)	×					×				×						×
Zhang et al. (59)	×					×	×	×			×					×
Vestibular schwannomas
de Vries et al. (60)	×							×		×		×
Lewis et al. (61)			×	×		×				×					×
Lewis et al. (62)			×			×				×					×
Solitary fibrous tumor
Mama et al. (63)	×	×				×				×				×
Li et al. (64)			×			×				×					×