| Literature DB >> 33976899 |
Allyssa K Memmini1, Xin Sun2, Xiaosu Hu3,4, Jessica Kim2,4, Noelle K Herzog5, Mohammed N Islam6, Daniel H Weissman2, Alexander J Rogers1,7, Ioulia Kovelman2,4, Steven P Broglio1.
Abstract
AIM: The underlying neurophysiological effects of concussion often result in attenuated cognitive and cortical function. To understand the relation between cognition and brain injury, we investigated the effects of concussion on attentional networks using functional near-infrared spectroscopy (fNIRS). MATERIALS &Entities:
Keywords: attention task; mild traumatic brain injury; neuroimaging; reaction time; recovery
Year: 2020 PMID: 33976899 PMCID: PMC8097509 DOI: 10.2217/cnc-2020-0014
Source DB: PubMed Journal: Concussion ISSN: 2056-3299
Figure 1.Experiment 1: Functional near-infrared spectroscopy set-up and attention-related brain activity in healthy adults (p < 0.05, uncorrected, color bar reflects t-values).
Experiment 1 task versus rest cortical activation all control participants.
| Group/contrast | Regions of interest | β | β-SE | t | p | q | Power (1-β) | |
|---|---|---|---|---|---|---|---|---|
| Task vs rest | All controls | IFG Pars Opercularis (DLPFC) | 7.809 | 2.802 | 2.787 | 0.006 | 0.060 | 0.869 |
| Middle Occipital Gyrus | 8.085 | 2.335 | 3.462 | 0.001 | 0.018 | 0.963 | ||
| Superior Occipital Gyrus | 4.657 | 2.286 | 2.037 | 0.044 | 0.234 | 0.647 | ||
| MFG, DLPFC | 4.729 | 1.934 | 2.445 | 0.016 | 0.128 | 0.783 | ||
| Premotor Cortex | 6.480 | 2.249 | 2.881 | 0.005 | 0.051 | 0.888 | ||
| Primary Motor Cortex | 5.677 | 2.561 | 2.217 | 0.029 | 0.166 | 0.711 | ||
| Primary Sensory Cortex | 6.793 | 2.821 | 2.408 | 0.018 | 0.130 | 0.772 | ||
| IFG Pars Triangular (DLPFC) | 4.220 | 1.913 | 2.205 | 0.029 | 0.166 | 0.707 | ||
| MFG, DLPFC | 4.540 | 2.264 | 2.006 | 0.047 | 0.239 | 0.635 | ||
| Premotor Cortex | 8.057 | 2.742 | 2.939 | 0.004 | 0.050 | 0.898 | ||
| Primary Motor Cortex | 10.089 | 2.630 | 3.836 | <0.001 | 0.010 | 0.984 | ||
| Primary Sensory Cortex | 6.940 | 2.371 | 2.927 | 0.004 | 0.050 | 0.896 | ||
| Supramarginal Gyrus | 6.246 | 2.395 | 2.608 | 0.010 | 0.090 | 0.828 | ||
| Predicted by RT | All controls | |||||||
| IFG Pars Opercularis (DLPFC) | 45.948 | 10.618 | 4.327 | <0.001 | 0.001 | 0.996 | ||
| MFG, DLPFC | 34.352 | 10.067 | 3.412 | 0.001 | 0.012 | 0.959 | ||
| IFG Pars Triangular (DLPFC) | 62.741 | 13.645 | 4.598 | <0.001 | 0.000 | 0.998 | ||
| IFG Pars Opercularis (DLPFC) | 41.772 | 13.396 | 3.118 | 0.002 | 0.028 | 0.926 | ||
| Anterior STG | 55.958 | 11.232 | 4.982 | <0.001 | 0.000 | 0.999 | ||
| STG | 52.214 | 11.175 | 4.672 | <0.001 | 0.000 | 0.998 | ||
| Sensory Motor Cortex | 25.755 | 12.038 | 2.139 | 0.035 | 0.195 | 0.684 | ||
| Posterior STG/MTG | 30.959 | 11.504 | 2.691 | 0.008 | 0.072 | 0.848 | ||
| Supramarginal Gyrus | 23.078 | 11.144 | 2.071 | 0.041 | 0.217 | 0.660 | ||
| Angular Gyrus | 29.659 | 12.013 | 2.469 | 0.015 | 0.101 | 0.790 | ||
| MFG, DLPFC | 24.926 | 9.772 | 2.551 | 0.012 | 0.089 | 0.813 | ||
| MFG, DLPFC | 31.069 | 10.913 | 2.847 | 0.005 | 0.056 | 0.881 | ||
| IFG Pars Triangular (DLPFC) | 31.501 | 13.911 | 2.264 | 0.025 | 0.153 | 0.727 | ||
| IFG Pars Opercularis (DLPFC) | 48.021 | 12.762 | 3.763 | <0.001 | 0.004 | 0.981 | ||
| Supramarginal Gyrus | 45.810 | 11.947 | 3.834 | <0.001 | 0.004 | 0.984 | ||
| Angular Gyrus | 23.713 | 11.868 | 1.998 | 0.048 | 0.223 | 0.633 | ||
| Angular/Superior Occipital Gyri | 26.776 | 13.442 | 1.992 | 0.049 | 0.223 | 0.630 | ||
| MFG, DLPFC | 26.463 | 9.723 | 2.722 | 0.008 | 0.072 | 0.855 | ||
| Primary Motor Cortex | 23.793 | 11.728 | 2.029 | 0.045 | 0.223 | 0.644 |
Note. Data were analyzed by fitting a general linear model with pre-whitening and robust least square solution. A linear mixed effects model was then used to estimate task-related brain activations and brain–behavior relations at the group level.
DLPFC: Dorsolateral prefrontal cortex; IFG: Inferior frontal gyrus; MFG: Medial frontal gyrus; MTG: Medial temporal gyrus; STG: Superior temporal gyrus.
Figure 2.Experiment 2: Attention-related brain activity in concussed individuals (p < 0.05, uncorrected, color bar reflects t-values).
Experiment 2 task versus rest cortical activation in concussed participants and matched controls.
| Group/contrast | Regions of interest | β | β-SE | t | p | q | Power (1-β) |
|---|---|---|---|---|---|---|---|
| T1 | Supramarginal/angular gyri | 18.369 | 5.026 | 3.655 | <0.001 | 0.018 | 0.976 |
| Right hemisphere | |||||||
| MFG, DLPFC | 11.063 | 3.175 | 3.485 | 0.001 | 0.021 | 0.965 | |
| Primary sensory cortex | 9.604 | 4.338 | 2.214 | 0.029 | 0.263 | 0.711 | |
| Supramarginal gyrus | 8.805 | 4.270 | 2.062 | 0.041 | 0.263 | 0.657 | |
| T2 | |||||||
| IFG pars opercularis (DLPFC) | 12.437 | 3.118 | 3.989 | <0.001 | 0.003 | 0.989 | |
| MFG, DLPFC | 6.530 | 2.782 | 2.347 | 0.020 | 0.098 | 0.755 | |
| IFG pars triangular (DLPFC) | 14.761 | 4.309 | 3.425 | 0.001 | 0.011 | 0.960 | |
| STG | 15.877 | 3.468 | 4.579 | <0.001 | 0.001 | 0.998 | |
| Sensory motor cortex | 12.335 | 3.629 | 3.400 | 0.001 | 0.011 | 0.958 | |
| Posterior STG/MTG | 15.542 | 3.933 | 3.952 | <0.001 | 0.003 | 0.988 | |
| MTG posterior | 16.328 | 3.996 | 4.086 | <0.001 | 0.003 | 0.992 | |
| Superior occipital gyrus | 9.204 | 3.194 | 2.882 | 0.005 | 0.034 | 0.889 | |
| MFG, DLPFC | 6.527 | 2.622 | 2.489 | 0.014 | 0.075 | 0.797 | |
| Primary motor cortex | 8.759 | 4.298 | 2.038 | 0.043 | 0.167 | 0.648 | |
| Supramarginal gyrus | 8.157 | 3.804 | 2.145 | 0.034 | 0.147 | 0.687 | |
| Supramarginal/angular gyri | 8.852 | 3.885 | 2.279 | 0.024 | 0.111 | 0.733 | |
| MFG, DLPFC | 11.132 | 3.531 | 3.153 | 0.002 | 0.019 | 0.932 | |
| Anterior STG | 5.780 | 2.768 | 2.088 | 0.039 | 0.161 | 0.667 | |
| Primary motor cortex | 6.594 | 3.331 | 1.980 | 0.050 | 0.184 | 0.627 | |
| STG | 9.919 | 4.113 | 2.412 | 0.017 | 0.087 | 0.774 | |
| Sensory motor cortex | 9.195 | 3.389 | 2.713 | 0.008 | 0.048 | 0.854 | |
| Posterior STG/MTG | 9.682 | 3.199 | 3.026 | 0.003 | 0.024 | 0.914 | |
| Supramarginal gyrus | 10.705 | 4.237 | 2.527 | 0.013 | 0.071 | 0.807 | |
| MTG posterior | 11.817 | 3.300 | 3.582 | <0.001 | 0.008 | 0.972 | |
| Angular gyrus | 11.433 | 3.489 | 3.277 | 0.001 | 0.014 | 0.946 | |
| Premotor cortex | 9.398 | 3.462 | 2.715 | 0.007 | 0.048 | 0.854 | |
| Primary motor cortex | 9.693 | 3.632 | 2.669 | 0.009 | 0.051 | 0.844 | |
| Supramarginal/angular gyri | 15.454 | 3.971 | 3.891 | <0.001 | 0.003 | 0.986 | |
| Matched controls | |||||||
| IFG pars opercularis (DLPFC) | 9.746 | 3.754 | 2.596 | 0.010 | 0.250 | 0.826 | |
| Middle occipital gyrus | 6.816 | 2.971 | 2.294 | 0.023 | 0.250 | 0.738 | |
| Primary motor cortex | 11.883 | 3.869 | 3.071 | 0.003 | 0.247 | 0.920 | |
| MFG, DLPFC | 7.121 | 2.790 | 2.553 | 0.012 | 0.250 | 0.814 | |
| Premotor cortex | 7.569 | 2.941 | 2.573 | 0.011 | 0.250 | 0.820 | |
| Primary motor cortex | 8.324 | 3.477 | 2.394 | 0.018 | 0.250 | 0.769 | |
| Supramarginal gyrus | 7.024 | 3.295 | 2.132 | 0.035 | 0.306 | 0.682 |
Note. Similar to Experiment 1, data were analyzed by fitting a general linear model with pre-whitening and robust least square solution. A linear mixed effects model was then used to estimate task-related brain activations and brain–behavior relations at the group level.
DLPFC: Dorsolateral prefrontal cortex; IFG: Inferior frontal gyrus; MFG: Medial frontal gyrus; MTG: Medial temporal gyrus; STG: Superior temporal gyrus.
Experiment 2 cortical activation contrast among concussed and matched-control participants.
| Group/contrast | Regions of interest | β | β-SE | t | p | q | Power (1-β) |
|---|---|---|---|---|---|---|---|
| T1 > matched controls | Supramarginal/angular gyri | 13.749 | 5.866 | 2.344 | 0.021 | 0.197 | 0.754 |
| MFG, DLPFC | 9.693 | 4.244 | 2.284 | 0.024 | 0.203 | 0.734 | |
| T2 > T1 | |||||||
| IFG pars opercularis (DLPFC) | 9.981 | 4.283 | 2.330 | 0.021 | 0.107 | 0.749 | |
| MFG, DLPFC | 7.838 | 3.798 | 2.064 | 0.041 | 0.151 | 0.658 | |
| IFG pars opercularis (DLPFC) | 13.454 | 6.134 | 2.193 | 0.030 | 0.125 | 0.704 | |
| STG | 15.775 | 5.681 | 2.777 | 0.006 | 0.060 | 0.868 | |
| Sensory motor cortex | 18.178 | 5.069 | 3.586 | <0.001 | 0.007 | 0.972 | |
| Posterior STG/MTG | 24.310 | 4.995 | 4.867 | <0.001 | 0.000 | 0.999 | |
| Supramarginal gyrus | 14.781 | 4.719 | 3.132 | 0.002 | 0.024 | 0.929 | |
| MTG posterior | 20.390 | 5.658 | 3.603 | <0.001 | 0.007 | 0.973 | |
| Middle occipital gyrus | 14.654 | 6.464 | 2.267 | 0.025 | 0.120 | 0.729 | |
| Primary motor cortex | 13.208 | 5.964 | 2.215 | 0.028 | 0.124 | 0.711 | |
| IFG pars opercularis (DLPFC) | 15.396 | 3.612 | 4.263 | <0.001 | 0.002 | 0.995 | |
| IFG pars triangular (DLPFC) | 17.895 | 7.044 | 2.540 | 0.012 | 0.089 | 0.811 | |
| Anterior STG | 12.648 | 3.503 | 3.610 | <0.001 | 0.007 | 0.974 | |
| Sensory motor cortex | 15.595 | 5.016 | 3.109 | 0.002 | 0.024 | 0.926 | |
| Posterior STG/MTG | 11.427 | 4.808 | 2.377 | 0.019 | 0.101 | 0.764 | |
| Supramarginal gyrus | 11.968 | 5.515 | 2.170 | 0.032 | 0.127 | 0.696 | |
| MTG posterior | 13.018 | 5.277 | 2.467 | 0.015 | 0.089 | 0.791 | |
| Angular Gyrus | 16.814 | 4.655 | 3.612 | <0.001 | 0.007 | 0.974 | |
| MFG, DLPFC | 12.453 | 4.969 | 2.506 | 0.013 | 0.089 | 0.802 | |
| Premotor cortex | 10.396 | 5.229 | 1.988 | 0.049 | 0.173 | 0.630 | |
| Primary motor cortex | 12.563 | 5.282 | 2.378 | 0.019 | 0.101 | 0.764 | |
| Supramarginal/angular gyri | 14.310 | 5.605 | 2.553 | 0.012 | 0.089 | 0.814 | |
| T2 > matched controls | |||||||
| IFG pars opercularis (DLPFC) | 14.153 | 4.250 | 3.330 | 0.001 | 0.037 | 0.952 | |
| IFG pars triangular (DLPFC) | 17.511 | 5.820 | 3.009 | 0.003 | 0.051 | 0.911 | |
| STG | 15.071 | 4.668 | 3.229 | 0.002 | 0.037 | 0.941 | |
| Posterior STG/MTG | 15.180 | 5.051 | 3.005 | 0.003 | 0.051 | 0.910 | |
| MTG posterior | 14.043 | 4.948 | 2.838 | 0.005 | 0.063 | 0.880 | |
| MFG, DLPFC | 9.763 | 4.516 | 2.162 | 0.032 | 0.184 | 0.693 | |
| Posterior STG/MTG | 11.952 | 4.352 | 2.746 | 0.007 | 0.073 | 0.861 | |
| Supramarginal gyrus | 12.359 | 5.319 | 2.323 | 0.022 | 0.174 | 0.747 | |
| MTG posterior | 10.601 | 4.773 | 2.221 | 0.028 | 0.184 | 0.713 | |
| Angular gyrus | 15.748 | 4.813 | 3.272 | 0.001 | 0.037 | 0.946 | |
| Angular/superior occipital gyri | 11.378 | 5.741 | 1.982 | 0.050 | 0.241 | 0.627 | |
| Supramarginal/angular gyri | 12.110 | 5.287 | 2.290 | 0.024 | 0.174 | 0.736 |
Note. Similar to Experiment 1, data were analyzed by fitting a general linear model with pre-whitening and robust least square solution. A linear mixed effects model was then used to estimate task-related brain activation contrasts and brain–behavior relations at the group level.
DLPFC: Dorsolateral prefrontal cortex; IFG: Inferior frontal gyrus; MFG: Medial frontal gyrus; MTG: Medial temporal gyrus; STG: Superior temporal gyrus.