Research Article

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

Table 2

Volumetric structures used in SVM classification model.

Brain regionPeak MNI ()References

Right hemisphere
 Ventromedial prefrontal cortex2, 21, -15Leaver et al. [21]
 Dorsomedial prefrontal cortex2, 38, 39
 Superior temporal gyrus52, -41, 13Boyen et al. [5]
51, -4, -2Aldhafeeri et al. [20]
46, -15, -6Schecklmann et al. [8]
51, -6, -9
59, -1, -4Meyer et al. [4]
 Cingulate gyrus4, 49, -5Aldhafeeri et al. [20]
10, 30, 22
5, -55, 28
 Middle temporal gyrus48, -58, 6
63, 5, -17
Aldhafeeri et al. [20]
49, -70, 13Boyen et al. [5]
46, -15, -6
51, -6, -9
Schecklmann et al. [8]
 Parahippocampal gyrus14, 5, -17Aldhafeeri et al. [20]
37, -35, -15Meyer et al. [4]
 Inferior temporal gyrus47, -32, -17Aldhafeeri et al. [20]
55, -23, -24Meyer et al. [4]
 Rostral middle frontal gyrus37, 51, 9Meyer et al. [4]
16, 21, -17
 Inferior parietal lobule44, -63, 39Meyer et al. [4]
43, -66, 25
46, -56, 44
 Insula36, 3, 1Meyer et al. [4]
39, 1, 1
 Superior temporal gyrus (primary auditory cortex, BA41)43, -30, 10Aldhafeeri et al. [20]
 Cuneus5, -77, 16Meyer et al. [4]
 Transverse temporal gyrus43, -24, 3
 Pars orbitalis45, -55, 43
 Supramarginal gyrus59, -40, 24Leaver et al. [21]
57, -57, 27Boyen et al. [5]
 Occipital lobe1, -84, -3
 Hypothalamus5, -5, -11
 Superior frontal gyrus11, 18, 59Aldhafeeri et al. [20]
 Middle frontal gyrus48, 35, 20
 Inferior frontal gyrus50, 19, -12
Left hemisphere
 Superior temporal gyrus-46, -34, 10Boyen et al. [5]
-63, -6, 1Aldhafeeri et al. [20]
-44, -12, -11Schecklmann et al. [8]
-58, -16, 6
-48, 9, -25Meyer et al. [4]
-47, 8, -26
 Cingulate gyrus-14, 23, -13Aldhafeeri et al. [20]
-20, 5, 43
-4, -43, 29
 Middle temporal gyrus-44, -12, -11Schecklmann et al. [8]
 Parahippocampal gyrus-20, 2, -23Aldhafeeri et al. [20]
 Inferior temporal gyrus-62, -12, -26Aldhafeeri et al. [20]
-44, -50, -12Meyer et al. [4]
-45, -50, -12
 Rostral middle frontal gyrus-20, 56, -2Meyer et al. [4]
-23, 54, 16
-20, 55, -3
 Superior frontal gyrus-7, 27, 55Meyer et al. [4]
-7, 52, 36
-11, 63, 19Boyen et al. [5]
-12, 65, 6Aldhafeeri et al. [20]
 Superior temporal gyrus (primary auditory cortex, BA41)-42, -23, 10Aldhafeeri et al. [20]
 Transverse temporal gyrus-51, -21, 4Meyer et al. [4]
 Hypothalamus-4, -10, -6Boyen et al. [5]
 Middle frontal gyrus-36, 35, 28Aldhafeeri et al. [20]
 Inferior frontal gyrus-10, 63, 8
 Postcentral gyrus-32, -31, 61Meyer et al. [4]

MNI: Montreal Neurological Institute.