Table 7.
DTI-based studying of the ASD at adolescence.
| Work | Autistic group | Control group | sMRI | Brain regions | Data analysis | Findings | ||||
|---|---|---|---|---|---|---|---|---|---|---|
| Age, y | IQ | Size | Age, y | IQ | Size | |||||
| Barnea-Goraly et al., 2004 | 11–18 | 89–113 | 7 HFA | 10–16 | 98–116 | 9 | 3 T; 5 mm; 900 b; 6 GD | Right motor and premotor areas; temporoparietal junction; superior and middle temporal gyrus. | VBA; t-test SPM99 | ASD: Decreased FA in ventromedial prefrontal cortices, anterior cingulate gyri, temporoparietal junctions, superior temporal sulcus bilaterally, temporal lobes approaching amygdala bilaterally, occipitotemporal tracts, and CC |
| Keller et al., 2007 | 12–26 | 87–117 | 34 HFA | 13–25 | 101–119 | 31 | 3 T; 3 mm; 850 b; 6 GD | Posteriormidbody/isthmus of CC; left and right anterior corona radiata near CC genu | VBA; REVWMRA; SPM2 | ASD: Decreased FA in areas within and near CC and in right retrolenticular IC portion Positively correlated group and linear age effect on FA resulted in posterior right IC limb |
| Alexander et al., 2007 | 9–24 | 95–121 | 43 AD, ASP, NPDD | 10–22 | 101–125 | 34 | 3 T; 2 mm; 1000 b; 12 GD | CC genu, body and splenium | ROI; ANOVA; BCA; AIR; FSL | ASD subgroup: Decreased FA and increased MD and λ⊥ in CC; significantly lower performance IQ than for either ASP+NPDD or controls; positively correlated λ⊥ and processing speed during the performance IQ tests (ASD subjects with low FA and high MD seem to have the highest λ⊥ and slowest processing speeds) |
| Lee et al., 2007 | 9–23 | 95–121 | 43 AD, NPDD | 10–22 | 101–125 | 34 | 3 T; 2 mm; 1000 b; 12 GD | ASD: Superior temporal gyrus; temporal stem | ROI; ANCOVA; FSL; SPSS14.0 | ASD: In all regions, significantly decreased FA and significantly increased both MD and λ⊥; very little age-related FA changes Controls: Increased FA with age Controls+ASD: Decreased MD and λ⊥ with age |
| Lee et al., 2009 | 9–23 | 94–121 | 43 HFA, NPDD | 10–22 | 101–125 | 34 | 3 T; 2.5 mm; 1000 b; 12 GD | CC; bilateral superior temporal gyrus; anterior cingulum bundle | VBA; T-SPOON; ANCOVA; AIR; FSL; SPSS 14.0 | ASD: T-SPOON VBA is more consistent with ROI measurements in CC and temporal lobe regions; T-SPOON VBA found unobserved before in Lee et al. (2007) and significant focal CC body regions during FA vs. processing speed test |
| Adluru et al., 2009 | 9–23 | – | 41 HFA | 10–22 | – | 32 | 2 mm | WM tracts through CC splenium | Classification; VBA; FSL | ASD vs. controls classification by WM tracts shapes: 75.3% accuracy, 71.9% specificity, and 0.7645 AUC |
| Noriuchi et al., 2010 | 11–17 | 86–100 | 7 HFA, NPDD | 10–16 | 106–126 | 7 | 3 T; 2 mm; 800 b; 32 GD | Anterior cingulate cortex; left dorsolateral prefrontal cortex; right temporal pole; amygdala, superior longitudinal fasc.; occipitofrontal fasc.; mid- and left anterior CC | VBA, MVR; SPM2; SPSS 17.0 | ASD: Reduced FA and λ|| in left dorsolateral prefrontal cortex, posterior superior temporal sulcus/temporo-parietal junction, right temporal pole, amygdala, superior longitudinal fasc. and occipitofrontal fasc.; negatively correlated FA of left dorsolateral prefrontal cortex and SRS scores |
| Lange et al., 2010 | 10–22 | 93–127 | 30 HFA | 10–22 | 102–128 | 30 | 3 T; 2 mm; 1000 b; 12 GD | Superior temporal gyrus; temporal stem | Classification; ROI; QDA | ASD: Reversed hemispheric DT skewness asymmetry in superior temporal gyrus; increased DT skewness on right and decreased FA in left superior temporal stem; increased MD, λ||, and λ⊥ in right temporal stem; positively correlated FA of left superior temporal gyrus and composite Vineland score; negatively correlated FA of right temporal stem and performance IQ/language functioning ASD vs. controls classification by six WM measurements: 92% accuracy.; 94% sensitivity, and 90% specificity |
| Knaus et al., 2010 | 11–19 | VIQ: 104 | 14 AD | 11–19 | VIQ: 119 | 20 | 3 T; 2 mm; 1000 b; 15 GD | Arcuate fasc | PT; ROI; ANOVA; FreeSurfer; FSL; BET | ASD vs. controls: More prevalent atypical language laterality; no significant group differences in FA, but subjects with more typical leftward lateralization had greater FA in arcuate fasc. across both groups |
| Fletcher et al., 2010 | 12–16 | 85–123 | 10 HFA | 12–14 | 93–113 | 10 | 3 T; 2.5 mm; 1000 b; 12 GD | Arcuate fasc | ROI; LME models; ITK-SNAP | ASD: Increased MD and λ⊥ in the left arcuate fasc,; less lateralized MD and FA |
| Sahyoun et al., 2010b | 11–15 | 89–113 | 12 HFA | 11–16 | 97–115 | 12 | 3 T; 2 mm; 700 b; 60 GD | Inferior parietal and frontal sulcus; medial temporal gyrus; superior temporal sulcus; fusiform gyrus | PT; ROI; FSL | ASD: Decreased FA in pathways between inferior frontal sulcus and fusiform gyrus and in both hemispheres; secreased FA in pathways between Inferior frontal sulcus and medial temporal gyrus and in right hemisphere |
| Shukla et al., 2010 | 12–13 | VIQ: 107–113 | 26 HFA | 12–14 | VIQ; 107–113 | 24 | 3 T; 5 mm; 2000 b; 15 GD | CC genu, body, and splenium; IC genu and anterior and posterior limbs; middle cerebellar peduncle | ROI; VBA; ANOVA; FSL; SPM5; SPSS 16.0 | Decreased FA and Increased λ⊥ for whole-brain WM and all three segments of CC and IC; increased MD for whole brain and for IC anterior and posterior limbs; decreased λ|| in CC body and decreased FA in middle cerebellar peduncle |
| Sahyoun et al., 2010a | 11–15 | 89–113 | 9 HFA | 11–16 | 97–115 | 12 | 3 T; 2 mm; 700 b; 60 GD | Forceps minor; bilateral superior longitudinal fasc. and arcuate fasc.; bilateral inferior fronto-occipital fasc.; right cerebellar WM; bilateral uncinated fasc | TBSS; ANOVA; FSL; BET; IRTK | Controls: Increased FA in WM tracts connecting with frontal lobe: bilaterally within forceps minor, in left inferior fronto-occipital fasc adjacent to middle and inferior frontal gyri, left superior longitudinal fasc., and right posterior ASD: Increased FA bilaterally within uncinate fasc. in temporal lobe and in right superior longitudinal fasc. peripherally near middle frontal gyrus Group differences in correlations between task performance and FA of different brain areas |
| Jou et al., 2011b | 9–17 | 46–116 | 10 AD, ASP, NPDD | 10–18 | 87–123 | 10 | 1.5 T; 4 mm; 1000 b; 6 GD | Anterior radatiata and body of CC/cingulum; left superior longitudinal fasc./accurate fasc.; left inferior fronto-occipital fasc.; bilateral inferior longitudinal fasc | VBA; VOI; DT; BioImage Suite | ASD: Decreased FA in inferior longitudinal fasc./inferior fronto-occipital fasc., superior longitudinal fasc., and CC/cingulum |
| Ameis et al., 2011 | 9–15 | 79–119 | 19 AD, NPDD | 8–16 | 86–116 | 16 | 3 T; 3 mm; 1250; 12 GD | Bilateral uncintate fasc.; bilateral inferior fronto-occipital fasc.; forceps minor and major | TBSS; VBA; HRM; FSL 4.1; ANALYZE 9.0; SPSS 15.0 | ASD: Increased MD and λ⊥ in corticocortical and inter-hemispheric WM tracts, especially in children and within frontal lobe |
| Verhoeven et al., 2012 | 12–15 | – | 19 AD | 9–11 | 12 | 3 T; 2.2 mm; 800 b; 45 GD | Superior longitudinal fasc | DT; ROI; GLM; ExploreDTI | No significant differences in FA and ADC between ASD-LI and control subjects; decreased FA in ASD-SLI subjects w.r.t. their controls | |
| Shukla et al., 2011b | 10–16 | 106–112 | 26 AD, ASP | 10–16 | VIQ: 105–111 | 24 | 3 T; 5 mm; 2000 b; 15 GD | Short and long distance WM tracts in frontal, parietal, and temporal lobes in both hemispheres | TBSS; ROI; ANOVA; FSL; FNIRT | ASD: Decreased FA and Increased MD and λ⊥ in short distance tracts in frontal lobe; increased MD and λ⊥ in short distance tracts in temporal and parietal lobes Significant positive correlations between age and FA and negative correlations between age and MD and λ⊥ in short-distance tracts in each lobe in controls, but only in frontal lobe of ASD subjects |
| Groen et al., 2011 | 12–16 | 80–116 | 17 HFA | 14–17 | 96–114 | 25 | 1.5 T; 2.5 mm; 900 b; 30 GD | Superior longitudinal fasc./accurate fasc.; inferior longitudinal fasc.; left corona radiate | VBA; SPM5 | ASD: Decreased FA in left and right superior and inferior longitudinal fasc. (but this effect is insignificant after adjusting for age and IQ); increased kurtosis of WM FA probability distribution; increased MD tin all brain regions and shifted GM and WM MD probability distributions; no difference in GM or WM volume |
| Lo et al., 2011 | 14–16 | 101–116 | 15 HFA | 14–16 | 101–121 | 15 | 3 T; 2.7 mm; 4000 b; 102 GD | Bilateral cingulum bundle; arcuate fasc.; uncinate fasc | DSI; ROI; ODF; MARINA; SPM5; SPSS 13.0 | ASD: Decreased GFA in the three callossal fiber tracts Consistent leftward asymmetry in three pairs of association fibers in controls, but not in ASD subjects |
| Shukla et al., 2011a | 12–13 | 106–112 | 26 AD, ASP | 12–14 | VIQ: 105–111 | 24 | 3 T; 2.7 mm; 2000 b; 15 GD | Inferior longitudinal fasc.; inferior fronto-occipital fasc.; superior longitudinal fasc./accurate fasc.; cingulum | TBSS; TLCBT | ASD: Decreased FA and increased MD in IC anterior and posterior limbs, CC, inferior and superior longitudinal fasc., inferior fronto-occipital fasc., CST, cingulum, and anterior thalamic radiation Age was positively correlated with FA in clusters of significant group differences and negatively correlated with MD and λ⊥ in controls, but not in ASD |
| Bode et al., 2011 | 13–15 | – | 27 HFA | 13–16 | – | 26 | 3 T; 3.5 mm; 1000 b; 40 GD | Optic radiation; right inferior fronto-occipital fasc | TBSS; BET; FNIRT | ASD: Increased FA and decreased λ⊥ in the area containing clusters of optic radiation and right inferior fronto-occipital fasc.; no age-related correlations |
| Ameis et al., 2013 | 9–16 | – | 19 HFA | 8–16 | – | 16 | 3 T; 3 mm; 1250; 12 GD | Cingulum bundle | DT; Diffusion Toolkit; SPSS 20 | ASD: Significant age-group interaction effects across FA, MD, λ⊥, and λ|| in cingulum bundle; increased MD, λ⊥, and λ|| and decreased FA in cingulum bundle of younger subjects |
| Nair et al., 2013 | 11–17 | VIQ: 96–127 | 26 | 12–16 | VIQ: 95–117 | 27 | 3 T; 2 mm; 1000 b; 61 GD | Thalamic connections with prefrontal, parietal-occipital, motor, somatosensory and temporal cortices | PT; FSL | ASD: Increased MD in tracts connecting thalamus with motor and somatosensory cortices bilaterally and with prefrontal ROI in right hemisphere; increased λ⊥ in thalamic tracts for motor ROI bilaterally and somatosensory ROI in left and prefrontal ROI in right hemisphere, with a further marginal increase for somatosensory ROI in right hemisphere; negatively correlated FA and social and total ADOS scores in fronto-thalamic tracts and temporo-thalamic connections in left hemisphere ASD and controls: No FA or tract volume differences |
| Ikuta et al., 2014 | 15–21 | 77–117 | 21 AD, ASP | 15–21 | 98–122 | 21 | 3 T; 2.5 mm; 1000 b; 31 GD | Cingulum bundle; anterior thalamic radiation | PT; ROI; ANCOVA; FSL; FLIRT | ASD: Decreased FA within cingulum bundle Significant group-age interaction, such that ASD subjects show no typical age-associated FA increases observed among controls; significant negative correlation between cingulum FA and total BRIEF score in ASD subjects, but not controls; ngatively correlated cingulum FA and shifting subscale in ASD subjects, but not in controls; neither group effect, nor group–age interaction in anterior thalamic radiation FA; insignificantly correlated anterior thalamic radiation FA and BRIEF BRI scores |
Additional abbreviations: b, b value unit (s/mm2); f, females; fasc., fascilus; m, males; y, year;
vs., versus; w.r.t., with respect to; REVWMRA, Random-effects voxel-wise multiple regression analysis.
ADC, apparent diffusion coefficient; ADOS, autism diagnostic observation schedule;
AIR, automated image registration; ANCOVA, analysis of covariances; T, MRI magnetic field strength (tesla);
ANOVA, analysis of variances; AUC, area under ROC curve;
BCA, bivariate correlation analysis; BRIEF, behavior rating inventory of executive function;
CC, corpus callossum; CST, cortico-spinal tract; DSI, diffusion spectrum imaging;
DT, deterministic tractography; GD, gradient directions;
GFA, generalized FA; GLM, general linear models; HRM, hierarchical regression model;
IC, internal caplsule; LME, linear mixed effect;
MANOVA, multivariate analysis of variances;
MVR, multivariate regression; ODF, orientation distribution function; PT, probabilistic tractography;
QDA, quadratic discriminant analysis; ROC, receiver operating characteristic;
SLI, specific LI; SRS, social responsiveness scale;
TBSS, tract based spatial statistics; TLCBT, tract labeling cluster-based thresholding;
3D Slicer, ANALYZE, BET, BioimageSuite, Diffusion Toolkit,
DSI Studio, DTIprep, ExploreDTI, FiberViewer, FLIRT, FNIRT, FreeSurfer, FSL, IRTK, ITK-SNAP, MARINA, PSL,
RESTORE, SAS, SPM, SPSS, T-SPOON, data processing packages.