Research Article

Morphological Neuroimaging Biomarkers for Tinnitus: Evidence Obtained by Applying Machine Learning

Table 4

SVM-derived brain regions that are critical to SVM prediction, ranked by their importance in SVM model.

Brain regionPeak MNI ()Volume in patients (mm3)Volume in HC (mm3)

R hypothalamus5, -5, -11
L hypothalamus-4, -10, -6
R insula36, 3, 1
R superior temporal gyrus52, -41, 13
L rostral middle frontal gyrus-20, 56, -2
R inferior temporal gyrus55, -23, -24
R inferior parietal lobule43, -66, 25
L superior temporal gyrus-47, 8, -26
L inferior temporal gyrus-62, -12, -26
R transverse43, -24, 3
R middle temporal gyrus49, -70, 13
R cingulate10, 30, 22
L superior frontal gyrus-11, 63, 19