Introduction: Hypothyroidism leads to impaired white matter (WM) integrity, associated with cognitive/neuropsychiatric dysfunction. However, the specific segmental abnormalities of the fibers remain unexplored. Therefore, this study aimed to investigate whether the damage of the WM is limited to a specific segment or the entire bundle via diffusion metrics using automated fiber quantification. Methods: A cross-sectional study was conducted on 31 hypothyroid patients and 28 healthy controls. Thyroid-related hormone levels, cognitive/neuropsychiatric function, and diffusion tensor image data were collected and analyzed. Correlation and random forest analyses were also performed. Results: The mean fractional anisotropy (FA) values were reduced at the fiber tract level. The mean diffusivity (MD), axial diffusivity (AD), and radial diffusivity (RD) values were increased in several fiber tracts, i.e., cingulum cingulate (CC), anterior forceps of corpus callosum (CCF_A). Significant correlations were found between cognitive function and diffusion indicators such as the FA value of the left corticospinal tract and arcuate fasciculus (AF), the MD value of left CC, the RD value of left AF, the AD value of left CC, and CCF_A. The widespread microstructure disruption was spread on multiple specific segments of different tracts at the point-wise level. The random forest revealed that the accuracy of recognizing hypothyroid patients was 82.5%, with the anterior component of CCF_A having the most significant contribution. Conclusion: WM microstructural integrity impairments were found in multi-segments of the multiple fiber bundles in hypothyroidism, which might be a potential mechanism of the underlying neurocognitive decline and cerebral impairment. The CCF_A might serve as a neuro biomarker for early warning of cerebral impairment in hypothyroidism.

1.
Husain
N
,
Yabuki
Y
,
Shinoda
Y
,
Fukunaga
K
.
Acute treatment with T-type calcium channel enhancer SAK3 reduces cognitive impairments caused by methimazole-induced hypothyroidism via activation of cholinergic signaling
.
Pharmacology
.
2018
;
101
(
5–6
):
309
21
.
2.
Bernal
J
.
Thyroid hormones and brain development
.
Vitam Horm
.
2005
;
71
:
95
122
.
3.
Chaker
L
,
Bianco
AC
,
Jonklaas
J
,
Peeters
RP
.
Hypothyroidism
.
Lancet
.
2017
;
390
(
10101
):
1550
62
.
4.
Morreale de Escobar
G
,
Obregon
MJ
,
Escobar del Rey
F
.
Role of thyroid hormone during early brain development
.
Eur J Endocrinol
.
2004
;
151
(
Suppl 3
):
U25
37
.
5.
Głombik
K
,
Detka
J
,
Bobula
B
,
Bąk
J
,
Kusek
M
,
Tokarski
K
,
.
Contribution of hypothyroidism to cognitive impairment and hippocampal synaptic plasticity regulation in an animal model of depression
.
Int J Mol Sci
.
2021
;
22
(
4
):
1599
.
6.
Salazar
P
,
Cisternas
P
,
Martinez
M
,
Inestrosa
NC
.
Hypothyroidism and cognitive disorders during development and adulthood: implications in the central nervous system
.
Mol Neurobiol
.
2019
;
56
(
4
):
2952
63
.
7.
Tayde
PS
,
Bhagwat
NM
,
Sharma
P
,
Sharma
B
,
Dalwadi
PP
,
Sonawane
A
,
.
Hypothyroidism and depression: are cytokines the link
.
Indian J Endocrinol Metab
.
2017
;
21
(
6
):
886
92
.
8.
Lang
X
,
Hou
X
,
Shangguan
F
,
Zhang
XY
.
Prevalence and clinical correlates of subclinical hypothyroidism in first-episode drug-naive patients with major depressive disorder in a large sample of Chinese
.
J Affect Disord
.
2020
;
263
:
507
15
.
9.
Eslami-Amirabadi
M
,
Sajjadi
SA
.
The relation between thyroid dysregulation and impaired cognition/behaviour: an integrative review
.
J Neuroendocrinol
.
2021
;
33
(
3
):
e12948
.
10.
Quinque
EM
,
Karger
S
,
Arélin
K
,
Schroeter
ML
,
Kratzsch
J
,
Villringer
A
.
Structural and functional MRI study of the brain, cognition and mood in long-term adequately treated Hashimoto’s thyroiditis
.
Psychoneuroendocrinology
.
2014
;
42
:
188
98
.
11.
Léger
J
,
Olivieri
A
,
Donaldson
M
,
Torresani
T
,
Krude
H
,
van Vliet
G
,
.
European Society for Paediatric Endocrinology consensus guidelines on screening, diagnosis, and management of congenital hypothyroidism
.
J Clin Endocrinol Metab
.
2014
;
99
(
2
):
363
84
.
12.
Nandi-Munshi
D
,
Taplin
CE
.
Thyroid-related neurological disorders and complications in children
.
Pediatr Neurol
.
2015
;
52
(
4
):
373
82
.
13.
Clairman
H
,
Skocic
J
,
Lischinsky
JE
,
Rovet
J
.
Do children with congenital hypothyroidism exhibit abnormal cortical morphology
.
Pediatr Res
.
2015
;
78
(
3
):
286
97
.
14.
Singh
S
,
Modi
S
,
Bagga
D
,
Kaur
P
,
Shankar
LR
,
Khushu
S
.
Voxel-based morphometric analysis in hypothyroidism using diffeomorphic anatomic registration via an exponentiated lie algebra algorithm approach
.
J Neuroendocrinol
.
2013
;
25
(
3
):
229
34
.
15.
Singh
S
,
Kumar
M
,
Modi
S
,
Kaur
P
,
Shankar
LR
,
Khushu
S
.
Alterations of functional connectivity among resting-state networks in hypothyroidism
.
J Neuroendocrinol
.
2015
;
27
(
7
):
609
15
.
16.
Shin
YW
,
Choi
YM
,
Kim
HS
,
Kim
DJ
,
Jo
HJ
,
O’Donnell
BF
,
.
Diminished quality of life and increased brain functional connectivity in patients with hypothyroidism after total thyroidectomy
.
Thyroid
.
2016
;
26
(
5
):
641
9
.
17.
Salas-Lucia
F
,
Pacheco-Torres
J
,
González-Granero
S
,
García-Verdugo
JM
,
Berbel
P
.
Transient hypothyroidism during lactation alters the development of the corpus callosum in rats. An in vivo magnetic resonance image and electron microscopy study
.
Front Neuroanat
.
2020
;
14
:
33
.
18.
Zhang
Q
,
Bai
Z
,
Gong
Y
,
Liu
X
,
Dai
X
,
Wang
S
,
.
Monitoring glutamate levels in the posterior cingulate cortex of thyroid dysfunction patients with TE-averaged PRESS at 3T
.
Magn Reson Imaging
.
2015
;
33
(
6
):
774
8
.
19.
Bauer
M
,
Silverman
DHS
,
Schlagenhauf
F
,
London
ED
,
Geist
CL
,
van Herle
K
,
.
Brain glucose metabolism in hypothyroidism: a positron emission tomography study before and after thyroid hormone replacement therapy
.
J Clin Endocrinol Metab
.
2009
;
94
(
8
):
2922
9
.
20.
Cooper
HE
,
Kaden
E
,
Halliday
LF
,
Bamiou
DE
,
Mankad
K
,
Peters
C
,
.
White matter microstructural abnormalities in children with severe congenital hypothyroidism
.
Neuroimage Clin
.
2019
;
24
:
101980
.
21.
Gunbey
HP
,
Has
AC
,
Aslan
K
,
Saglam
D
,
Avcı
U
,
Sayıt
AT
,
.
Microstructural white matter abnormalities in hypothyroidism evaluation with diffusion tensor imaging tract-based spatial statistical analysis
.
Radiol Med
.
2021
;
126
(
2
):
283
90
.
22.
Gunning-Dixon
FM
,
Raz
N
.
The cognitive correlates of white matter abnormalities in normal aging: a quantitative review
.
Neuropsychology
.
2000
;
14
(
2
):
224
32
.
23.
Song
SK
,
Sun
SW
,
Ramsbottom
MJ
,
Chang
C
,
Russell
J
,
Cross
AH
.
Dysmyelination revealed through MRI as increased radial (but unchanged axial) diffusion of water
.
NeuroImage
.
2002
;
17
(
3
):
1429
36
.
24.
Song
SK
,
Sun
SW
,
Ju
WK
,
Lin
SJ
,
Cross
AH
,
Neufeld
AH
.
Diffusion tensor imaging detects and differentiates axon and myelin degeneration in mouse optic nerve after retinal ischemia
.
NeuroImage
.
2003
;
20
(
3
):
1714
22
.
25.
Alexander
AL
,
Hurley
SA
,
Samsonov
AA
,
Adluru
N
,
Hosseinbor
AP
,
Mossahebi
P
,
.
Characterization of cerebral white matter properties using quantitative magnetic resonance imaging stains
.
Brain Connect
.
2011
;
1
(
6
):
423
46
.
26.
Singh
S
,
Trivedi
R
,
Singh
K
,
Kumar
P
,
Shankar
LR
,
Khushu
S
.
Diffusion tensor tractography in hypothyroidism and its correlation with memory function
.
J Neuroendocrinol
.
2014
;
26
(
11
):
825
33
.
27.
Pasi
M
,
van Uden
IWM
,
Tuladhar
AM
,
de Leeuw
FE
,
Pantoni
L
.
White matter microstructural damage on diffusion tensor imaging in cerebral small vessel disease: clinical consequences
.
Stroke
.
2016
;
47
(
6
):
1679
84
.
28.
Smith
SM
,
Jenkinson
M
,
Johansen-Berg
H
,
Rueckert
D
,
Nichols
TE
,
Mackay
CE
,
.
Tract-based spatial statistics: voxelwise analysis of multi-subject diffusion data
.
NeuroImage
.
2006
;
31
(
4
):
1487
505
.
29.
Yeatman
JD
,
Dougherty
RF
,
Myall
NJ
,
Wandell
BA
,
Feldman
HM
.
Tract profiles of white matter properties: automating fiber-tract quantification
.
PLoS One
.
2012
;
7
(
11
):
e49790
.
30.
Dou
X
,
Yao
H
,
Feng
F
,
Wang
P
,
Zhou
B
,
Jin
D
,
.
Characterizing white matter connectivity in Alzheimer’s disease and mild cognitive impairment: an automated fiber quantification analysis with two independent datasets
.
Cortex
.
2020
;
129
:
390
405
.
31.
Deng
F
,
Wang
Y
,
Huang
H
,
Niu
M
,
Zhong
S
,
Zhao
L
,
.
Abnormal segments of right uncinate fasciculus and left anterior thalamic radiation in major and bipolar depression
.
Prog Neuropsychopharmacol Biol Psychiatry
.
2018
;
81
:
340
9
.
32.
Yu
J
,
Li
J
,
Huang
X
.
The Beijing version of the Montreal Cognitive Assessment as a brief screening tool for mild cognitive impairment: a community-based study
.
BMC Psychiatr
.
2012
;
12
:
156
.
33.
Jenkinson
M
,
Smith
S
.
A global optimisation method for robust affine registration of brain images
.
Med Image Anal
.
2001
;
5
(
2
):
143
56
.
34.
Smith
SM
.
Fast robust automated brain extraction
.
Hum Brain Mapp
.
2002
;
17
(
3
):
143
55
.
35.
Basser
PJ
,
Pajevic
S
,
Pierpaoli
C
,
Duda
J
,
Aldroubi
A
.
In vivo fiber tractography using DT-MRI data
.
Magn Reson Med
.
2000
;
44
(
4
):
625
32
.
36.
Wakana
S
,
Caprihan
A
,
Panzenboeck
MM
,
Fallon
JH
,
Perry
M
,
Gollub
RL
,
.
Reproducibility of quantitative tractography methods applied to cerebral white matter
.
NeuroImage
.
2007
;
36
(
3
):
630
44
.
37.
Hua
K
,
Zhang
J
,
Wakana
S
,
Jiang
H
,
Li
X
,
Reich
DS
,
.
Tract probability maps in stereotaxic spaces: analyses of white matter anatomy and tract-specific quantification
.
NeuroImage
.
2008
;
39
(
1
):
336
47
.
38.
Svetnik
V
,
Liaw
A
,
Tong
C
,
Culberson
JC
,
Sheridan
RP
,
Feuston
BP
.
Random forest: a classification and regression tool for compound classification and QSAR modeling
.
J Chem Inf Comput Sci
.
2003
;
43
(
6
):
1947
58
.
39.
Numan
T
,
Slooter
AJC
,
van der Kooi
AW
,
Hoekman
AML
,
Suyker
WJL
,
Stam
CJ
,
.
Functional connectivity and network analysis during hypoactive delirium and recovery from anesthesia
.
Clin Neurophysiol
.
2017
;
128
(
6
):
914
24
.
40.
Díaz-Uriarte
R
,
Alvarez de Andrés
S
.
Gene selection and classification of microarray data using random forest
.
BMC Bioinformatics
.
2006
;
7
:
3
.
41.
Johnson
RT
,
Yeatman
JD
,
Wandell
BA
,
Buonocore
MH
,
Amaral
DG
,
Nordahl
CW
.
Diffusion properties of major white matter tracts in young, typically developing children
.
NeuroImage
.
2014
;
88
:
143
54
.
42.
Harsan
LA
,
Steibel
J
,
Zaremba
A
,
Agin
A
,
Sapin
R
,
Poulet
P
,
.
Recovery from chronic demyelination by thyroid hormone therapy: myelinogenesis induction and assessment by diffusion tensor magnetic resonance imaging
.
J Neurosci
.
2008
;
28
(
52
):
14189
201
.
43.
Franco
PG
,
Silvestroff
L
,
Soto
EF
,
Pasquini
JM
.
Thyroid hormones promote differentiation of oligodendrocyte progenitor cells and improve remyelination after cuprizone-induced demyelination
.
Exp Neurol
.
2008
;
212
(
2
):
458
67
.
44.
Bernal
J
.
Thyroid hormone receptors in brain development and function
.
Nat Clin Pract Endocrinol Metab
.
2007
;
3
(
3
):
249
59
.
45.
Liu
YY
,
Brent
GA
.
Thyroid hormone and the brain: mechanisms of action in development and role in protection and promotion of recovery after brain injury
.
Pharmacol Ther
.
2018
;
186
:
176
85
.
46.
Diez
D
,
Grijota-Martinez
C
,
Agretti
P
,
De Marco
G
,
Tonacchera
M
,
Pinchera
A
,
.
Thyroid hormone action in the adult brain: gene expression profiling of the effects of single and multiple doses of triiodo-L-thyronine in the rat striatum
.
Endocrinology
.
2008
;
149
(
8
):
3989
4000
.
47.
Rodriguez-Peña
A
,
Ibarrola
N
,
Iñiguez
MA
,
Muñoz
A
,
Bernal
J
.
Neonatal hypothyroidism affects the timely expression of myelin-associated glycoprotein in the rat brain
.
J Clin Invest
.
1993
;
91
(
3
):
812
8
.
48.
Calzà
L
,
Baldassarro
VA
,
Fernandez
M
,
Giuliani
A
,
Lorenzini
L
,
Giardino
L
.
Thyroid hormone and the white matter of the central nervous system: from development to repair
.
Vitam Horm
.
2018
;
106
:
253
81
.
49.
Wang
R
,
Fan
Q
,
Zhang
Z
,
Chen
Y
,
Zhu
Y
,
Li
Y
.
Anterior thalamic radiation structural and metabolic changes in obsessive-compulsive disorder: a combined DTI-MRS study
.
Psychiatry Res Neuroimaging
.
2018
;
277
:
39
44
.
50.
Maia
TV
,
Cooney
RE
,
Peterson
BS
.
The neural bases of obsessive-compulsive disorder in children and adults
.
Dev Psychopathol
.
2008
;
20
(
4
):
1251
83
.
51.
Cheon
KA
,
Kim
YS
,
Oh
SH
,
Park
SY
,
Yoon
HW
,
Herrington
J
,
.
Involvement of the anterior thalamic radiation in boys with high functioning autism spectrum disorders: a diffusion tensor imaging study
.
Brain Res
.
2011
;
1417
:
77
86
.
52.
Ramnani
N
,
Owen
AM
.
Anterior prefrontal cortex: insights into function from anatomy and neuroimaging
.
Nat Rev Neurosci
.
2004
;
5
(
3
):
184
94
.
53.
Gilbert
SJ
,
Spengler
S
,
Simons
JS
,
Steele
JD
,
Lawrie
SM
,
Frith
CD
,
.
Functional specialization within rostral prefrontal cortex (area 10): a meta-analysis
.
J Cogn Neurosci
.
2006
;
18
(
6
):
932
48
.
54.
Badre
D
,
D’Esposito
M
.
Is the rostro-caudal axis of the frontal lobe hierarchical
.
Nat Rev Neurosci
.
2009
;
10
(
9
):
659
69
.
55.
Metzger
CD
,
van der Werf
YD
,
Walter
M
.
Functional mapping of thalamic nuclei and their integration into cortico-striatal-thalamo-cortical loops via ultra-high resolution imaging-from animal anatomy to in vivo imaging in humans
.
Front Neurosci
.
2013
;
7
:
24
.
56.
Lee
KH
,
Oh
H
,
Suh
JHS
,
Cho
KIK
,
Yoon
YB
,
Shin
WG
,
.
Functional and structural connectivity of the cerebellar nuclei with the striatum and cerebral cortex in first-episode psychosis
.
J Neuropsychiatry Clin Neurosci
.
2019
;
31
(
2
):
143
51
.
57.
Lochner
C
,
Fouché
JP
,
du Plessis
S
,
Spottiswoode
B
,
Seedat
S
,
Fineberg
N
,
.
Evidence for fractional anisotropy and mean diffusivity white matter abnormalities in the internal capsule and cingulum in patients with obsessive-compulsive disorder
.
J Psychiatry Neurosci
.
2012
;
37
(
3
):
193
9
.
58.
Weber
B
,
Koschutnig
K
,
Schwerdtfeger
A
,
Rominger
C
,
Papousek
I
,
Weiss
EM
,
.
Learning unicycling evokes manifold changes in gray and white matter networks related to motor and cognitive functions
.
Sci Rep
.
2019
;
9
(
1
):
4324
.
59.
Hsu
JYC
,
Stein
SA
,
Xu
XM
.
Abnormal growth of the corticospinal axons into the lumbar spinal cord of the hyt/hyt mouse with congenital hypothyroidism
.
J Neurosci Res
.
2008
;
86
(
14
):
3126
39
.
60.
Khushu
S
,
Kumaran
SS
,
Sekhri
T
,
Tripathi
RP
,
Jain
PC
,
Jain
V
.
Cortical activation during finger tapping in thyroid dysfunction: a functional magnetic resonance imaging study
.
J Biosci
.
2006
;
31
(
5
):
543
50
.
61.
Zhang
S
,
Wang
Y
,
Deng
F
,
Zhong
S
,
Chen
L
,
Luo
X
,
.
Disruption of superficial white matter in the emotion regulation network in bipolar disorder
.
Neuroimage Clin
.
2018
;
20
:
875
82
.
62.
Luo
X
,
Chen
G
,
Jia
Y
,
Gong
J
,
Qiu
S
,
Zhong
S
,
.
Disrupted cerebellar connectivity with the central executive network and the default-mode network in unmedicated bipolar II disorder
.
Front Psychiatr
.
2018
;
9
:
705
.
63.
Niu
M
,
Wang
Y
,
Jia
Y
,
Wang
J
,
Zhong
S
,
Lin
J
,
.
Common and specific abnormalities in cortical thickness in patients with major depressive and bipolar disorders
.
EBioMedicine
.
2017
;
16
:
162
71
.
64.
Samadi
A
,
Skocic
J
,
Rovet
JF
.
Children born to women treated for hypothyroidism during pregnancy show abnormal corpus callosum development
.
Thyroid
.
2015
;
25
(
5
):
494
502
.
65.
Gravel
C
,
Sasseville
R
,
Hawkes
R
.
Maturation of the corpus callosum of the rat: II. Influence of thyroid hormones on the number and maturation of axons
.
J Comp Neurol
.
1990
;
291
(
1
):
147
61
.
66.
Berbel
P
,
Guadaño-Ferraz
A
,
Angulo
A
,
Ramón Cerezo
J
.
Role of thyroid hormones in the maturation of interhemispheric connections in rats
.
Behav Brain Res
.
1994
;
64
(
1–2
):
9
14
.
67.
Lindner
P
,
Savic
I
,
Sitnikov
R
,
Budhiraja
M
,
Liu
Y
,
Jokinen
J
,
.
Conduct disorder in females is associated with reduced corpus callosum structural integrity independent of comorbid disorders and exposure to maltreatment
.
Transl Psychiatry
.
2016
;
6
(
1
):
e714
.
68.
Nusslock
R
,
Walden
K
,
Harmon-Jones
E
.
Asymmetrical frontal cortical activity associated with differential risk for mood and anxiety disorder symptoms: an RDoC perspective
.
Int J Psychophysiol
.
2015
;
98
(
2 Pt 2
):
249
61
.
69.
Paradiso
S
,
Chemerinski
E
,
Yazici
KM
,
Tartaro
A
,
Robinson
RG
.
Frontal lobe syndrome reassessed: comparison of patients with lateral or medial frontal brain damage
.
J Neurol Neurosurg Psychiatry
.
1999
;
67
(
5
):
664
7
.
70.
Sarrazin
S
,
d’Albis
MA
,
McDonald
C
,
Linke
J
,
Wessa
M
,
Phillips
M
,
.
Corpus callosum area in patients with bipolar disorder with and without psychotic features: an international multicentre study
.
J Psychiatry Neurosci
.
2015
;
40
(
5
):
352
9
.
71.
Yamada
S
,
Takahashi
S
,
Ukai
S
,
Tsuji
T
,
Iwatani
J
,
Tsuda
K
,
.
Microstructural abnormalities in anterior callosal fibers and their relationship with cognitive function in major depressive disorder and bipolar disorder: a tract-specific analysis study
.
J Affect Disord
.
2015
;
174
:
542
8
.
72.
Bubb
EJ
,
Metzler-Baddeley
C
,
Aggleton
JP
.
The cingulum bundle: anatomy, function, and dysfunction
.
Neurosci Biobehav Rev
.
2018
;
92
:
104
27
.
73.
Papez
JW
.
A proposed mechanism of emotion
.
J Neuropsychiatry Clin Neurosci
.
19371995
;
7
(
1
):
103
12
.
74.
Kubicki
M
,
Niznikiewicz
M
,
Connor
E
,
Ungar
L
,
Nestor
P
,
Bouix
S
,
.
Relationship between white matter integrity, attention, and memory in schizophrenia: a diffusion tensor imaging study
.
Brain Imaging Behav
.
2009
;
3
(
2
):
191
201
.
75.
Metzler-Baddeley
C
,
Hunt
S
,
Jones
DK
,
Leemans
A
,
Aggleton
JP
,
O’Sullivan
MJ
.
Temporal association tracts and the breakdown of episodic memory in mild cognitive impairment
.
Neurology
.
2012
;
79
(
23
):
2233
40
.
76.
Kantarci
K
,
Murray
ME
,
Schwarz
CG
,
Reid
RI
,
Przybelski
SA
,
Lesnick
T
,
.
White-matter integrity on DTI and the pathologic staging of Alzheimer’s disease
.
Neurobiol Aging
.
2017
;
56
:
172
9
.
77.
He
XS
,
Ma
N
,
Pan
ZL
,
Wang
ZX
,
Li
N
,
Zhang
XC
,
.
Functional magnetic resource imaging assessment of altered brain function in hypothyroidism during working memory processing
.
Eur J Endocrinol
.
2011
;
164
(
6
):
951
9
.
78.
Göbel
A
,
Heldmann
M
,
Göttlich
M
,
Goerges
R
,
Nieberding
R
,
Sartorius
A
,
.
Partial withdrawal of levothyroxine treated disease leads to brain activations and effects on performance in a working memory task: a pilot study
.
J Neuroendocrinol
.
2019
;
31
(
4
):
e12707
.
79.
Khan
OH
,
Herbet
G
,
Moritz-Gasser
S
,
Duffau
H
.
The role of left inferior fronto-occipital fascicle in verbal perseveration: a brain electrostimulation mapping study
.
Brain Topogr
.
2014
;
27
(
3
):
403
11
.
80.
Dick
AS
,
Tremblay
P
.
Beyond the arcuate fasciculus: consensus and controversy in the connectional anatomy of language
.
Brain
.
2012
;
135
(
Pt 12
):
3529
50
.
81.
Conner
AK
,
Briggs
RG
,
Sali
G
,
Rahimi
M
,
Baker
CM
,
Burks
JD
,
.
A connectomic atlas of the human cerebrum-chapter 13: tractographic description of the inferior fronto-occipital fasciculus
.
Oper Neurosurg
.
2018
;
15
(
Suppl l_1
):
S436
43
.
82.
Dronkers
NF
,
Ivanova
MV
,
Baldo
JV
.
What do language disorders reveal about brain-language relationships? From classic models to network approaches
.
J Int Neuropsychol Soc
.
2017
;
23
(
9–10
):
741
54
.
83.
Bornkessel-Schlesewsky
I
,
Schlesewsky
M
,
Small
SL
,
Rauschecker
JP
.
Neurobiological roots of language in primate audition: common computational properties
.
Trends Cogn Sci
.
2015
;
19
(
3
):
142
50
.
84.
Ivanova
MV
,
Isaev
DY
,
Dragoy
OV
,
Akinina
YS
,
Petrushevskiy
AG
,
Fedina
ON
,
.
Diffusion-tensor imaging of major white matter tracts and their role in language processing in aphasia
.
Cortex
.
2016
;
85
:
165
81
.
85.
Kiran
S
,
Thompson
CK
.
Neuroplasticity of language networks in aphasia: advances, updates, and future challenges
.
Front Neurol
.
2019
;
10
:
295
.
86.
Fridriksson
J
,
Guo
D
,
Fillmore
P
,
Holland
A
,
Rorden
C
.
Damage to the anterior arcuate fasciculus predicts non-fluent speech production in aphasia
.
Brain
.
2013
;
136
(
Pt 11
):
3451
60
.
87.
Stoet
G
,
Snyder
LH
.
Neural correlates of executive control functions in the monkey
.
Trends Cogn Sci
.
2009
;
13
(
5
):
228
34
.
88.
MacDonald
SM
,
Trofimov
A
,
Safai
S
,
Adams
J
,
Fullerton
B
,
Ebb
D
,
.
Proton radiotherapy for pediatric central nervous system germ cell tumors: early clinical outcomes
.
Int J Radiat Oncol Biol Phys
.
2011
;
79
(
1
):
121
9
.
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