| Literature DB >> 30026726 |
Frederick R Carrick1,2,3, Guido Pagnacco4,5, Ahmed Hankir2,6,7, Mahera Abdulrahman8,9, Rashid Zaman2,10, Emily R Kalambaheti11, Derek A Barton1,11, Paul E Link11, Elena Oggero4,5.
Abstract
Introduction: Children affected by autism spectrum disorder (ASD) often have impairment of social interaction and demonstrate difficulty with emotional communication, display of posture and facial expression, with recognized relationships between postural control mechanisms and cognitive functions. Beside standard biomedical interventions and psychopharmacological treatments, there is increasing interest in the use of alternative non-invasive treatments such as neurofeedback (NFB) that could potentially modulate brain activity resulting in behavioral modification.Entities:
Keywords: autism spectrum disorder; binaural beats; neurofeedback; posturography; qeeg guided neurofeedback
Year: 2018 PMID: 30026726 PMCID: PMC6041407 DOI: 10.3389/fneur.2018.00537
Source DB: PubMed Journal: Front Neurol ISSN: 1664-2295 Impact factor: 4.003
Figure 1Consort flow diagram.
Demographics of the subjects participating in the study and that were included in the various analysis.
| qEEG | Control | 12 | 10 males 2 female Total | 8 13 8.5 | 5–15 11–15 5–15 | |
| Active | 12 | 11 males 1 female Total | 12 5 11.5 | 6–17 5–5 5–17 | ||
| Combined | 24 | 21 males 3 females Total | 9 11 10 | 5–17 5–15 5–17 | ||
| Posturography | Control | 17 | 115.5 (9.4) | 1.41 (0.05) | 40.7 (4.5) | 19.28 (0.99) |
| Active | 17 | 117.9 (10.0) | 1.37 (0.04) | 34.7 (3.5) | 17.32 (0.81) | |
| — | 0.858 | 0.509 | 0.251 | 0.133 | ||
| Combined | 34 | 116.7 (6.8) | 1.39 (0.03) | 37.4 (2.9) | 18.30 (0.64) | |
| Average value (Standard Error of the Mean) for the different parameters | ||||||
| ATEC SRS-2 ABC QABF Questionnaires | Control | 17 | 13 males 4 females Total | 7 11.5 8 | 4–15 11–15 4–15 | |
| Active | 17 | 15 males 2 females Total | 11 11 11 | 6–16 5–17 5–17 | ||
| Combined | 34 | 28 males 6 females Total | 8 11.5 9.5 | 4–16 5–17 4–17 | ||
| BRIEF Questionnaire (after excluding subjects with high Inconsistency scale) | Control | 13 | 12 males 1 female Total | 7 15 7 | 4–15 15–15 4–15 | |
| Active | 16 | 14 males 2 females Total | 11 11 11 | 6–16 5–17 5–17 | ||
| Combined | 29 | 26 males 3 females Total | 8 15 8 | 4–16 5–17 4–17 | ||
The different number of subjects in the qEEG analysis is due to the exclusion of some subjects due to artifacts in the EEG recordings. The different number of subjects in the BRIEF analysis is due to the removal of the subject with high inconsistency value.
Numerical results of the statistical analysis performed on the qEEG Delta, Beta and High Beta bands.
| Delta (1–4 Hz) | Pre | Mean (Std.Error) | 1.325 (0.374) | 1.977 (0.167) | 0.126 | 1.119 (0.412) | 1.511 (0.215) | 0.408 | 0.474 (0.281) | 0.420 (0.273) | 0.273 |
| Post | Mean (Std.Error) | 1.301 (0.363) | 1.089 (0.287) | 1.061 (0.403) | 0.892 (0.377) | 0.855 (0.190) | 0.480 (0.285) | ||||
| 0.947 | 0.863 | 0.825 | 0.098 | ||||||||
| Beta (12–25 Hz) | Pre | Mean (Std.Error) | 0.520 (0.328) | 0.874 (0.304) | 0.438 | 0.201 (0.264) | 0.743 (0.311) | 0.197 | 0.367 (0.302) | 0.786 (0.319) | 0.351 |
| Post | Mean (Std.Error) | 0.313 (0.214) | 0.587 (0.308) | 0.415 (0.185) | 0.445 (0.251) | 0.526 (0.237) | 0.712 (0.265) | ||||
| 0.575 | 0.199 | 0.318 | 0.344 | 0.651 | |||||||
| High Beta (25–30 Hz) | Pre | Mean (Std.Error) | 1.369 (0.355) | 1.656 (0.431) | 0.613 | 1.115 (0.267) | 1.485 (0.414) | 0.461 | 1.499 (0.308) | 1.485 (0.388) | 0.979 |
| Post | Mean (Std.Error) | 1.088 (0.222) | 1.107 (0.358) | 1.352 (0.270) | 1.159 (0.338) | 1.348 (0.319) | 1.549 (0.381) | ||||
| 0.431 | 0.342 | 0.146 | 0.621 | 0.810 | |||||||
When the p-value was significant (p < 0.05), the partial η.
Assuming equal variances.
Paired differences.
In bold the results that are statistically significant.
Figure 2Pre-post qEEG Absolute Z Scores.
Figure 4Box plots of statistically and substantively significant beta and high beta band widths pre and post treatment. Refer to tables for statistical and substantive significance.
Figure 3Box plots of statistically and substantively significant delta band widths pre and post treatment. Refer to tables for statistical and substantive significance.
Numerical results of the univariate GLM statistical analysis performed on the posturography data.
| mCTSIB | Pre | Mean (Std.Error) | 60.6 | 71.4 | 0.541 | 63.7 | 74.2 | 0.604 | 74.2 | 89.6 | 0.500 | 76.6 | 65.4 | 0.624 | 5037.4 | 7004.0 | 0.516 |
| Post | Mean (Std.Error) | 53.9 | 48.7 | 0.686 | 51.4 | 47.4 | 0.733 | 64.1 | 57.9 | 0.680 | 53.0 | 46.3 | 0.605 | 3030.6 | 2804.6 | 0.869 | |
| 0.404 | 0.210 | 0.299 | 0.093 | 0.081 | 0.169 | ||||||||||||
| Hard surface eyes open | Pre | Mean (Std.Error) | 61.1 | 85.2 | 0.394 | 59.2 | 88.6 | 0.311 | 70.7 | 112.7 | 0.221 | 77.2 | 62.1 | 0.575 | 5450.3 | 10.443.7 | 0.360 |
| Post | Mean (Std.Error) | 59.5 | 42.4 | 0.324 | 56.6 | 41.4 | 0.330 | 51.8 | 0.313 | 52.9 | 34.5 | 0.196 | 3782.0 | 2218.2 | 0.325 | ||
| 0.919 | 0.851 | 0.906 | 0.135 | 0.471 | 0.077 | ||||||||||||
| Hard surface eyes close | Pre | Mean (Std.Error) | 54.6 | 54.5 | 0.995 | 68.3 | 61.9 | 0.791 | 73.0 | 71.4 | 0.951 | 70.5 | 50.7 | 0.492 | 5725.9 | 4680.2 | 0.768 |
| Post | Mean (Std.Error) | 51.4 | 44.3 | 0.676 | 46.5 | 47.0 | 0.977 | 59.0 | 57.2 | 0.925 | 51.4 | 48.6 | 0.891 | 3025.7 | 2917.8 | 0.949 | |
| 0.780 | 0.534 | 0.240 | 0.346 | 0.326 | 0.425 | 0.345 | 0.901 | 0.247 | 0.507 | ||||||||
| Compliant surface eyes open | Pre | Mean (Std.Error) | 53.7 | 66.7 | 0.474 | 59.0 | 60.0 | 0.953 | 69.7 | 75.8 | 0.778 | 75.0 | 60.5 | 0.535 | 3722.2 | 4804.0 | 0.650 |
| Post | Mean (Std.Error) | 45.5 | 0.351 | 51.3 | 43.0 | 0.582 | 67.9 | 51.4 | 0.316 | 55.6 | 41.7 | 0.311 | 3070.7 | 2071.7 | 0.507 | ||
| 0.762 | 0.107 | 0.416 | 0.863 | 0.070 | 0.193 | 0.088 | 0.499 | 0.103 | |||||||||
| Compliant surface eyes closed | Pre | Mean (Std.Error) | 72.9 | 79.1 | 0.742 | 68.4 | 86.1 | 0.483 | 83.4 | 98.4 | 0.577 | 83.7 | 88.4 | 0.849 | 5251.0 | 8088.2 | 0.509 |
| Post | Mean (Std.Error) | 47.8 | 62.5 | 0.291 | 51.3 | 58.1 | 0.545 | 57.3 | 71.2 | 0.336 | 52.1 | 60.5 | 0.596 | 2243.9 | 4010.8 | 0.382 | |
| 0.113 | 0.096 | 0.213 | 0.220 | 0.111 | 0.072 | 0.290 | |||||||||||
95% Conf MLSway = 95% confidence mediolateral sway, 95% Conf AP Sway = 95% confidence antero-posterior sway, 95% Conf Max Sway = the 95% confidence maximum sway (the largest sway in any direction), Average Sway Vel = average sway velocity (calculated as the sway path length (how much the CoP moved during the test) divided by the duration of the test), 95% Conf Ellipse Area = area of the 95% confidence ellipse.
In bold the results that are statistically significant, their partial η.
Figure 5Examples of CoP trace for the hard surface eyes open condition pre and post treatment for a subject in the Control group and for one in the Active group—The outer circle represents 100% of the theoretical limit of stability for the individual subject. Everything else is scaled accordingly.
Pre and Post questionnaire mean and standard error with bold significant values (*Assuming equal variances **after excluding subjects with high Inconsistency scale).
| Pre | Mean (Std.Err) | 75.59 (2.585) | 76.12 (2.588) | 74.53 (1.851 | 72.18 (2.530) | 0.223 | 76.94 (2.200) | 76.41 (2.971) | 0.507 | 73.18 (2.686) | 70.41 (2.244) | 0.251 | 81.88 (2.488) | 79.29 (2.533) | 0.782 | 78.18 (1.879) | 76.82 (2.149) | 0.127 | |
| Post | Mean (Std.Err) | 72.47 (2.017) | 71.24 (1.917) | 70.53 (2.330) | 73.71 (2.774) | 70.41 (2.244) | 70.76 (2.258) | 68.18 (2.403) | 77.47 (3.131) | 75.29 (2.533) | 75.35 (1.788) | 73.82 (2.459) | |||||||
| 0.846 | 0.206 | 0.144 | 0.525 | 0.072 | 0.161 | 0.182 | 0.352 | 0.079 | 0.174 | 0.106 | 0.166 | ||||||||
| Pre | Mean (Std.Err) | 85.76 (350) | 89.41 (3.239) | 0.462 | 17.00 (1.683) | 18.59 (1.787) | 12.29 (1.686) | 14.59 (1.665) | 0.639 | 21.29 (1.233) | 20.12 (1.981) | 0.122 | 23.65 (3.280) | 23.24 (2.289) | 0.276 | 74.24 (4.96) | 76.53 (3.68) | ||
| Post | Mean (Std.Err) | 85.12 (2.484) | 80.59 (2.773) | 11.00 (1.663) | 10.59 (1.412) | 19.76 (3.095) | 19.88 (2.009) | 72.00 (4.10) | 72.65 (3.37) | ||||||||||
| 0.816 | 0.057 | 0.217 | 0.244 | 0.071 | 0.233 | 0.164 | |||||||||||||
| Pre | Mean (Std.Err) | 5.00 (0.804) | 2.82 (0.671) | 0.720 | 7.82 (1.075) | 9.24 (0.730) | 0.094 | 8.29 1.067) | 9.24 (0.881) | 0.128 | 5.94 (0.976) | 6.65 (1.000) | 0.309 | 8.47 (0.963) | 9.94 (0.929) | 0.245 | 35.53 (3.96) | 40.88 (2.44) | |
| Post | Mean (Std.Err) | 4.65 (0.747) | 7.35 (0.727) | 7.88 (0.861) | 8.00 (1.085) | 4.84 (0.656) | 5.41 (0.936) | 8.24 (0.851) | 34.41 (2.59) | 34.47 (2.98) | |||||||||
| 0.455 | 0.543 | 0.946 | 0.563 | 0.106 | 0.329 | 0.268 | 0.507 | 0.708 | |||||||||||
| Pre | Mean (Std.Err) | 64.54 (3.155) | 68.88 (3.551) | 0.969 | 66.38 (3.666) | 71.94 (2.823) | 0.394 | 60.46 (3.854) | 64.25 (3.406) | 0.056 | 65.54 (3.762) | 70.75 (3.241) | 0.234 | 64.08 (2.971) | 66.56 (2.420) | 0.326 | 68.62 (2.571) | 72.50 (2.941) | 0.950 |
| Post | Mean (Std.Err) | 64.54 (3.155) | 66.94 (3.740) | 63.08 (3.917) | 62.38 (2.947) | 57.85 (3.561) | 59.63 (3.275) | 63.92 (2.863) | 65.25 (3.483) | 63.23 (2.585) | 60.63 (3.049) | 66.31 (2.929) | 66.69 (3.127) | ||||||
| 1.000 | 0.521 | 0.185 | 0.164 | 0.080 | 0.391 | 0.546 | 0.278 | 0.059 | |||||||||||
| Pre | Mean (Std.Err) | 66.46 (2.382) | 70.88 (3.877) | 0.207 | 53.85 (3.322) | 56.00 (2.805) | 65.46 (2.688) | 71.31 (2.755) | 0.101 | 66.08 (2.302) | 70.75 (3.041) | 0.572 | 67.31 (2.863) | 72.19 (2.830) | 0.735 | ||||
| Post | Mean (Std.Err) | 61.85 (3.048) | 65.94 (3.416) | 52.62 (3.079) | 52.13 (3.000) | 65.15 (3.658) | 64.81 (3.639) | 63.77 (2.920) | 64.56 (3.417) | 64.92 (3.294) | 65.75 (3.290) | ||||||||
| 0.164 | 0.158 | 0.473 | 0.937 | 0.056 | 0.245 | 0.217 | |||||||||||||
In bold the results that are statistically significant. In underlined italic the results that are worse POST vs. PRE mCTSIB.
Figure 6Box plots PRE and Post BRIEF after excluding subjects with high Inconsistency scale.
Figure 7Box plots PRE and Post ADIEP3 and QABF Escape.