| Literature DB >> 32387850 |
Wenhao Jiang1, Kuaikuai Duan2, Kelly Rootes-Murdy1, Pieter J Hoekstra3, Catharina A Hartman3, Jaap Oosterlaan4, Dirk Heslenfeld4, Barbara Franke5, Jan Buitelaar6, Alejandro Arias-Vasquez5, Jingyu Liu7, Jessica A Turner8.
Abstract
Gray matter disruptions have been found consistently in Attention-deficit/Hyperactivity Disorder (ADHD). The organization of these alterations into brain structural networks remains largely unexplored. We investigated 508 participants (281 males) with ADHD (N = 210), their unaffected siblings (N = 108), individuals with subthreshold ADHD (N = 49), and unrelated healthy controls (N = 141) with an age range from 7 to 18 years old from 336 families in the Dutch NeuroIMAGE project. Source based morphometry was used to examine structural brain network alterations and their association with symptoms and cognitive performance. Two networks showed significant reductions in individuals with ADHD compared to unrelated healthy controls after False Discovery Rate correction. Component A, mainly located in bilateral Crus I, showed a ADHD/typically developing difference with subthreshold cases being intermediate between ADHD and typically developing controls. The unaffected siblings were similar to controls. After correcting for IQ and medication status, component A showed a negative correlation with inattention symptoms across the entire sample. Component B included a maximum cluster in the bilateral insula, where unaffected siblings, similar to individuals with ADHD, showed significantly reduced loadings compared to controls; but no relationship with individual symptoms or cognitive measures was found for component B. This multivariate approach suggests that areas reflecting genetic liability within ADHD are partly separate from those areas modulating symptom severity.Entities:
Keywords: ADHD; Cerebellum; Inattention; Independent component analysis; Insula
Mesh:
Year: 2020 PMID: 32387850 PMCID: PMC7210582 DOI: 10.1016/j.nicl.2020.102273
Source DB: PubMed Journal: Neuroimage Clin ISSN: 2213-1582 Impact factor: 4.881
Demographics of the sample.
| ADHD (210) | Unaffected siblings (108) | Subthreshold Subjects (49) | Controls (141) | |
|---|---|---|---|---|
| Age (years) | 14.61 ± 2.41 | 14.59 ± 2.16 | 15.13 ± 1.97 | 14.58 ± 2.14 |
| Gender (F/M) | 81/129 | 68/40 | 16/33 | 62/79 |
| Estimated IQ | 98.63 ± 16.49 | 99.33 ± 14.15 | 98.79 ± 12.42 | 105.13 ± 13.91 |
| Inattention | 7.33 ± 1.71 | 0.44 ± 1.11 | 4.34 ± 0.95 | 0.33 ± 1.11 |
| Hyperactivity/Impulsiveness | 5.99 ± 1.71 | 0.34 ± 0.79 | 2.73 ± 1.96 | 0.17 ± 0.63 |
| Maximum digit span forward | 7.94 ± 1.79 | 8.62 ± 1.70 | 8.80 ± 1.79 | 8.70 ± 1.68 |
| Maximum digit span backward | 5.10 ± 1.74 | 6.06 ± 1.67 | 6.06 ± 2.10 | 6.05 ± 1.94 |
| Stop task | 9.45 ± 12.1 | 5.64 ± 8.02 | 5.47 ± 4.33 | 4.47 ± 6.76 |
| Stop task SSRT | 277.79 ± 76.01 | 256.05 ± 8.02 | 282.42 ± 58.29 | 263.14 ± 6.76 |
| Stop task ICV | 0.22 ± 0.05 | 0.19 ± 0.04 | 0.20 ± 0.05 | 0.18 ± 0.04 |
| SWM average accuracy | 0.67 ± 0.15 | 0.68 ± 0.15 | 0.74 ± 0.11 | 0.74 ± 0.041 |
| Scan site 1 | 123 | 52 | 22 | 46 |
| Scan site 2 | 87 | 56 | 27 | 95 |
Note: Values displayed in the table are showed as mean ± standard deviation. Site 1 scanner was AVANTO, and site 2 was SONATA. The percentages in parentheses show the missingness of data in each diagnostic group. Stop task error included N commission and omission errors together. Stop task SSRT: stop task stop signal reaction time. Stop task ICV: interindividual coefficient of variation which is the reaction time variance/mean reaction time. SWM average accuracy: the average accuracy of visuo-spatial working memory task.
Fig. 1The two components showed significant case/control difference. Component A mainly included the bilateral Crus I, left lingual gyrus, left Crus II, and the left fusiform (Z score > 2, cluster volume > 1.5 cc3). Component B mainly included the bilateral insula, caudate, thalamus and the middle occipital gyrus (Z score > 2, cluster volume > 1.5 cc3). The color-bar stated the Z-score in brain components, and it indicated to what extents the voxels contributed to the whole brain component (red for positive and blue for negative). (For interpretation of the references to color in this figure legend, the reader is referred to the web version of this article.)
Brain regions, peak coordinates and volumes of components A and B.
| Brain regions | Volumes (cc3) | Peak coordinates (Z and coordinates) | |
|---|---|---|---|
| Cluster 1 | Crus I (extended to cerebellum posterior lobe and L lingual gyrus) | 2.1 | 11.2 (−9, −95, −14) |
| Cluster 2 | L Crus II | 0.9 | −4.7 (−9, −90, −32) |
| Cluster 3 | L fusiform gyrus | 0.3 | −6.8 (−29, −75, −3) |
| Cluster 1/2 | L/R insula (extended to inferior frontal gyrus) | 0.7/0.7 | 3.3 (−50, 12, −3)/3.7 (48, 12, 3) |
| Cluster 3/4 | L/R middle occipital gyrus | 0.8/1.0 | −4.2 (−33, −74, 15)/−4.2 (30, −66, 25) |
| Cluster 5 | L/R caudate | 0.3/0.4 | −2.9 (−21, 23, 7)/−2.7 (19, 22, 7) |
Note: For both components, Z score was set >2, and cluster volumes were set >1.5 cc3 to retain their most significant results. The directions of peak Z scores indicate whether the brain region contributed positively or negatively to the component as red for positive and blue for negative in brain maps.
Fig. 2Moving averages of component A loading coefficients; corrected for age, medication and family structures are showed on the left. Those of component B loadings coefficients; corrected for age, age^2, medication, and family structures are showed on the right. Age bins with less than five subjects in either group are removed from the figures.
Fig. 3Asterisks indicate significant group differences passing FDR correction threshold of 2.50e-03 (0.05/20 decided by the total number of the brain components). The whiskers extend to the most extreme data points, and the outliers are plotted individually using the '+' symbol.
Fig. 4Component A showed a negative correlation with inattention symptoms across the entire group (p = 1.33e-03, β = -0.43, variance explained = 1.4%) after correcting for IQ and medication. In the figure, loadings of component A vs. adjusted inattention (corrected for age, gender, IQ, medication, and random effect) from the linear mixed model were plotted.