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. 2021 Aug 16;12:723450. doi: 10.3389/fneur.2021.723450

Table 1.

Selection of original neuroimaging research articles in ALS since 2015 with more than 30 patients.

References Study design Sample size
Study participants
Raw imaging data/Imaging technique Assessment tools Follow-up interval (months) Key study findings
Agosta et al. (1) Cross-sectional,
Prospective,
Multi-center, Case-control
ALS n = 56
UMN phenotype n = 31
LMN phenotype n = 14
MRI
Cortical thickness
DTI
ALSFRS-R
MMSE
RCPM
CET
WCST
WCFST
RAVLT
BADA
HDRS
FBI
ALS-FTD questionnaire
Phonemic and semantic fluency
Digit span forwards and backwards
N/A - Cortical thinning of the bilateral precentral gyrus, insular and cingulate cortices, and frontotemporal regions was detected in all groups.
- There was involvement of the extra-motor WM tracts in the corpus callosum and frontotemporal regions.
- These findings were more marked in those with cognitive or behavioral impairment.
Alshikho et al. (2) Longitudinal,
Prospective,
Single-center,
Case-control
ALS n = 53
PLS n = 11
MRI
Cortical thickness
DTI
ROI analysis
[11C]-PBR28 PET
ALSFRS-R
UMNB
6-months - In ALS, increased glia activation was detected in the precentral and paracentral gryi that correlated with areas of cortical thinning.
Alruwaili et al. (3) Cross-sectional,
Prospective,
Single-center,
Case-control
ALS n = 30 MRI
VBM
DTI
TBSS
ALSFRS-R
ACE-III
FAB
ALS-FTD questionnaire
N/A - GM and WM degeneration was detected in the motor and extra motor regions in those with and without cognitive impairment. The WM alterations were more extensive in those with cognitive impairment.
Basaia et al. (4) Cross-sectional,
Prospective,
Multi-center,
Case-control
ALS n = 173
PLS n = 38
PMA n = 28
MRI
DTI
Resting-state fMRI
Global brain network analysis
Functional connectivity analysis
MMSE
RAVLT
Digit span forward and backward
Stroop test
CET
WCFST
WCST
RCPM
Phonemic and semantic fluency
Italian battery for the assessment of aphasic disorders.
HDRS
Beck depression inventory
FBI
ALS-FTD Questionnaire
N/A - In ALS, there was widespread motor and extra-motor network degeneration.
Bede et al. (5) Cross-sectional,
Prospective,
Single-center,
Case-control
ALS n = 36 MRI
DTI
TBSS
ROI analysis
ALSFRS-R
Neuropsychological assessment
N/A - In patients with ALS without cognitive impairment, WM degeneration was detected in the cerebellum, brain stem, occipital lobes, operculum, and insula.
Bede et al. (6) Cross-sectional,
Prospective,
Single-center,
Case-control
ALS n = 70 MRI
Cortical gray matter morphometry
Basal ganglia morphometry
DTI
ALSFRS-R - There is GM degeneration of the anterior cingulate, orbitofrontal cortex, and mesial temporal lobes. There is also WM degeneration involving the fornix.
- There is subcortical involvement of the thalamus, caudate, nucleus accumbens and hippocampus.
Bede et al. (7) Longitudinal,
Prospective,
Single-center,
Case-control
ALS n = 32 MRI
VBM
Cortical thickness
DTI
ROI analysis
ALSFRS-R 4-months 8-months - WM degeneration was detected early with limited interval progression; GM degeneration was limited at baseline with continued progression.
Bede et al. (8) Longitudinal,
Prospective,
Single-center,
Case-control
ALS n = 100
PLS n = 33
FTD n = 30
MRI
Volumetry, vertex and morphometry analyses
ALSFRS-R 4-months - In ALS, there was progressive brainstem atrophy predominantly in medulla oblongata.
Bede et al. (9) Longitudinal,
Prospective,
Single-center,
Case-control
ALS n = 100
PLS n = 33
FTD n = 30
MRI
Volumetry analyses
ALSFRS-R 4-months - In ALS, there was progressive brainstem atrophy in the medulla oblongata and the pons.
Chipika et al. (10) Cross-sectional,
Prospective,
Single-center,
Case-control
ALS n = 100
PLS n = 33
MRI
Volumetry analyses
ROI morphometry
ALSFRS-R
ECAS
N/A - In ALS, there was involvement of the motor and sensory regions of the thalamus.
Christidi et al. (11) Cross-sectional,
Prospective,
Single-center,
Case-control
ALS n = 42 MRI
DTI
ALSFRS-R
RAVLT
BSRT
RCFT
N/A - The involvement of WM in the frontotemporal and hippocampal regions was associated with verbal and non-verbal episodic memory test results.
Christidi et al. (12) Cross-sectional,
Prospective,
Single-center,
Case-control
ALS n = 50 MRI
VBM
DTI
TBSS
ALSFRS-R
MMSE
TMT
WCST
RAVLT
BSRT
RCFT
WAIS
Stroop test
Phonemic fluency
Digit span forward and backwards
N/A - There were motor and extra-motor GM and WM changes in non-demented cognitively-impaired ALS patients. Some of these findings were also observed in those with ALS without cognitive impairment.
Christidi et al. (13) Cross-sectional,
Prospective,
Single-center,
Case-control
ALS n = 50
AD n = 18
MRI
Hippocampal volumetry
DTI
ALSFRS-R
RAVLT
BSRT
RCFT
ALS Depression Inventory
N/A - Patients with ALS and Alzheimer's disease have divergent hippocampal imaging signatures.
- The cornu/ammonis 2/3 subfield and the hippocampus-amygdala transition area are the most affected regions in ALS.
Consonni et al. (14) Cross-sectional,
Prospective,
Single-center,
Case-control
ALS n = 48 MRI
Cortical thickness
ALSFRS-R
MMSE
RAVLT
BADA
FBI
Recognition memory test
Neuropsychological examination of aphasia
Visual object and space perception battery
Digit span forward and backwards
Letter fluency test
Stroop test
Brixton spatial anticipation test
Ekman 60-faces test
Story-based empathy task
Dysexecutive questionnaire
N/A - There was cortical thinning in the frontoparietal region independent of cognitive and behavioral status.
- Cortical thinning involving the following regions were associated with the specific deficits:
   ° The Inferior frontal, temporal, cingular, and insular regions were associated with cognitive or behavioral impairments.
   ° The left temporal pole and insular regions were associated with language deficits.
Illán-Gala et al. (15) Cross-sectional,
Prospective,
Single-center,
Case-control
ALS n = 31
bvFTD n = 20
MRI
Cortical thickness
Cortical mean diffusivity
ALSFRS-R
MMSE
ECAS
N/A - In ALS without cognitive impairment, cortical thinning was restricted to the dorsal motor cortex. In ALS with cognitive impairment, cortical thinning involved the frontoinsular and temporal regions bilaterally.
Machts et al. (16) Cross-sectional,
Prospective,
Multi-center,
Case-control
ALS n = 67 MRI
Subcortical volumetry, shape, density analyses
ALSFRS-R
Letter and semantic fluency test
TMT
Stroop test Digit span backwards
FrSBe
N/A - In ALS with or without cognitive impairment there were distinctive patterns of basal ganglia atrophy. There were structure specific correlations between imaging and neuropsychological measures.
Masuda et al. (17) Cross-sectional,
Prospective,
Single-center,
Case-control
ALS n = 51 MRI
VBM
DTI
TBSS
MMSE
FAB
RCPM
Alzheimer's disease assessment scale
Stroop test
Digit span forward and backwards
Letter and semantic fluency
N/A - In ALS with and without cognitive impairment, there were disrupted networks between the caudate and medial prefrontal or lateral orbitofrontal cortex.
Rosskopf et al. (18) Cross-sectional,
Prospective,
Single-center,
Case-control
ALS n = 140
PLS n = 30
MRI
DTI
WBSS
ROI analysis
N/A N/A - WM degeneration involving the corticospinal tracts, corpus callosum, frontal, and brainstem regions.
Srivastava et al. (19) Cross-sectional,
Prospective,
Multi-center,
Case-control
ALS n = 65 MRS ALSFRS-R
Verbal fluency
Semantic fluency
Digit span forward and backwards
N/A - There was reduced tNAA/Cr and tNAA/Cho in the prefrontal cortex.
Verbal fluency, semantic fluency, and digit span forwards and backwards were associated with prefrontal tNNA/Cr.
Digit ordering
Finger and foot tapping
Shen et al. (20) Cross-sectional,
Prospective,
Multi-center,
Case-control
ALS n = 638 MRI
VBM
N/A N/A - There was reduction in extra-motor GM volume involving the left Rolandic operculum, inferior frontal gyrus, and superior temporal gyrus.
Westeneng et al. (21) Longitudinal,
Prospective,
Single-center,
Case-control
ALS n = 112 MRI
Subcortical volumetry
Subcortical shape analysis
ALSFRS-R 5.5 months - In ALS, progressive subcortical degeneration correlated with clinical parameters.

ACE-III, Addenbrooke's cognitive examination III; AD, Alzheimer's disease; ALS, amyotrophic lateral sclerosis; ALSFRS-R, amyotrophic lateral sclerosis functional rating scale revised; BADA, battery for the aphasic deficit analysis; bvFTD, behavioral variant frontotemporal dementia; BSRT, Babcock story recall test; CET, cognitive estimation task; DTI, diffusion tensor imaging; ECAS, Edinburgh cognitive and behavioral ALS screen; FAB, frontal assessment battery; FBI, frontal behavioral inventory; FrSBe, Frontal systems behavior scale; FTD, frontotemporal dementia; GM, gray matter; HDRS, Hamilton depression rating scale; LMN, lower motor neuron; MMSE, mini-mental state examination; MRI, magnetic resonance imaging; tNAA/Cho, total N-acetylaspartate/choline; tNAA/Cr, total N-acetylaspartate/creatine; PET, Positron emission tomography; PLS, Primary lateral sclerosis; RAVLT, Rey auditory verbal learning test; RCFT, Rey's complex figure test; ROI, region of interest; RCPM, Raven's colored progressive matrices; TBSS, tract-based spatial statistics; TMT, Trail making test; UMN, upper motor neuron; UMNB, upper motor neuron burden; VBM, voxel-based morphometry; WAIS, Wechsler adult intelligence scale; WBSS, whole brain spatial statistics; WCFST, Weigl color-form sorting test; WCST, Wisconsin card sorting test; WM, white matter.