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| Psychiatry Investig > Volume 23(5); 2026 > Article |
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Availability of Data and Material
The datasets generated or analyzed during the study are available from the corresponding author on reasonable request.
Conflicts of Interest
The authors have no potential conflicts of interest to disclose.
Author Contributions
Conceptualization: Hyo-Won Kim, Gaeun Kim. Data curation: Sungik Kim, Haejin Kim, Gaeun Kim, Soojin Ahn. Formal analysis: Gaeun Kim, Hyo-Won Kim. Funding acquisition: Hyo-Won Kim. Investigation: Donghui Park, Soojin Ahn, Gaeun Kim, Hyo-Won Kim. Methodology: Gaeun Kim, Hyo-Won Kim. Project administration: Hyo-Won Kim. Resource: Soojin Ahn, Dong-hui Park, Sungik Kim, Haejin Kim, Hyo-Won Kim. Supervision: Hyo-Won Kim. Validation: Hyo-Won Kim. Visualization: Gaeun Kim, Hyo-Won Kim. Writing—original draft: Gaeun Kim, Hyo-Won Kim. Writing—review & editing: Gaeun Kim, Hyo-Won Kim.
Funding Statement
This work was supported by the National Research Foundation of Korea (NRF) Grant funded by the South Korean government (Ministry of Science and ICT) (NRF-RS-2020-NR049567).
Acknowledgments
None
| ADHD+ASD (N=74) | ASD (N=46) | ADHD (N=84) | TD (N=29) | t or χ² | p | Post hoc | |
|---|---|---|---|---|---|---|---|
| Age (mon) | 60 (54.5-65.5) | 56 (51-61) | 66 (62.5-69.5) | 62 (57-67) | 37.35* | <0.001 | ADHD>ADHD+ASD=TD>ASD |
| Male | 61 (82.4) | 36 (78.3) | 61 (72.6) | 21 (72.4) | 2.51 | 0.473 | |
| ADHD presentation | 22.31 | <0.001 | |||||
| Inattentive | 16 (21.6) | 7 (8.3) | |||||
| Hyperactive-impulsive | 2 (2.7) | 15 (17.9) | |||||
| Combined | 53 (71.6) | 46 (54.8) | |||||
| Other specified | 3 (4.1) | 16 (19.0) | |||||
| Comorbid diagnoses | |||||||
| ODD | 0 (0) | 0 (0) | 1 (1.2) | 0 (0) | 2.41 | >0.999 | |
| Anxiety disorder | 2 (2.7) | 0 (0) | 1 (1.2) | 1 (3.4) | 2.05 | 0.544 | |
| OCD | 0 (0) | 0 (0) | 1 (1.2) | 1 (3.4) | 3.12 | 0.272 | |
| Enuresis | 1 (1.4) | 0 (0) | 1 (1.2) | 0 (0) | 1.25 | >0.999 | |
| Encopresis | 3 (4.1) | 0 (0) | 1 (1.2) | 1 (3.4) | 2.69 | 0.397 | |
| Tic disorder | 2 (2.7) | 1 (2.2) | 14 (16.7) | 2 (8.2) | 11.87 | 0.005 | |
| PTSD | 0 (0) | 1 (2.2) | 1 (1.2) | 0 (0) | 2.20 | 0.770 | |
| Clinical assessment | |||||||
| CARS (N) | 69 | 44 | 21 | 10 | |||
| 29.2±3.4 | 29.2±2.9 | 22.7±2.4 | 21.5±3.0 | 41.86 | <0.001 | ADHD+ASD=ASD>ADHD=TD | |
| ARS (N) | 61 | 12 | 83 | 27 | |||
| Inattentive | 12.2±4.6 | 7.1±2.7 | 11.9±5.9 | 5.6±3.4 | 40.08* | <0.001 | ADHD+ASD=ADHD>ASD=TD |
| Hyperactive-impulsive | 11.2±5.4 | 4.8±3.1 | 11.9±6.4 | 4.2±3.7 | 46.78* | <0.001 | ADHD+ASD=ADHD>ASD=TD |
| ATA visual (N) | 32 | 1 | 73 | 12 | |||
| Omission errors | 4.6±3.8 | NA | 2.6±3.3 | 0.8±1.9 | 16.26* | <0.001 | ADHD+ASD>ADHD=TD |
| Commission errors | 2.3±3.1 | NA | 2.4±2.9 | 0.8±1.9 | 3.18* | 0.156 | |
| Response time | 0.9±2.7 | NA | 0.5±2.1 | 0.4±1.5 | 2.56* | 0.278 | |
| Response time variability | 2.3±2.2 | NA | 1.2±2.0 | 0.2±1.3 | 5.51 | 0.005 | |
| ATA auditory (N) | 32 | 1 | 73 | 12 | |||
| Omission errors | 0.7±1.6 | NA | 0.4±1.5 | 0.6±1.7 | 0.62* | 0.735 | |
| Commission errors | 0.5±1.9 | NA | 0.5±1.6 | -0.3±1.3 | 2.16* | 0.339 | |
| Response time | -1.6±1.8 | NA | -1.6±1.6 | -0.6±1.6 | 2.04 | 0.135 | |
| Response time variability | -0.5±1.2 | NA | -0.5±1.1 | -0.8±1.1 | 1.06* | 0.588 |
Participants with non-medicated comorbid diagnoses were included. Multiple comparison corrected significance level p<0.002. N (%) presents percentage within each group. Values are presented as median (interquartile range), N (%), number only, or mean±standard deviation.
ADHD, attention-deficit/hyperactivity disorder; ASD, autism spectrum disorder; TD, typically developing; ODD, oppositional defiant disorder; OCD, obsessive-compulsive disorder; PTSD, posttraumatic stress disorder; CARS, Childhood Autism Rating Scale; ARS, ADHD Rating Scale; ATA, Advanced Test of Attention; IQR, interquartile range; NA, no answer.
| Assessment, mean±SD | ADHD+ASD (N=74) | ASD (N=46) | ADHD (N=84) | TD (N=29) | Adjusted p | Partial eta² | Post hoc |
|---|---|---|---|---|---|---|---|
| FSIQ | 94.0±15.3 | 90.5±13.9 | 99.0±17.0 | 99.1±14.6 | 0.084 | 0.029 | |
| VCI | 99.5±20.3 | 93.6±20.5 | 104.0±18.2 | 97.1±19.4 | 0.048 | 0.034 | |
| Information | 9.5±4.2 | 8.5±3.9 | 11.2±3.2 | 10.2±3.8 | 0.006 | 0.053 | |
| Similarities | 10.2±3.7 | 9.2±3.7 | 10.0±3.7 | 8.8±3.5 | 0.159 | 0.022 | |
| Vocabulary | 8.6±3.0 | 7.9±3.0 | 9.5±3.4* | 7.6±3.8** | 0.001 | 0.068 | ADHD>ASD |
| Comprehension | 6.4±2.8 | 6.4±2.3 | 8.9±2.9* | 7.3±3.9*** | <0.001 | 0.152 | ADHD>ADHD+ASD=ASD |
| VSI | 97.2±18.1 | 93.7±12.8 | 100.2±15.5 | 102.6±14.6 | 0.186 | 0.021 | |
| Block design | 10.1±3.6 | 9.3±2.7 | 10.6±3.4 | 10.7±3.1 | 0.316 | 0.015 | |
| Object assembly | 9.2±3.7 | 8.9±2.8 | 9.8±3.0 | 10.4±3.2 | 0.339 | 0.015 | |
| FRI | 93.0±18.1 | 92.4±12.3 | 99.0±16.4 | 99.7±12.1 | 0.100 | 0.027 | |
| Matrix reasoning | 9.5±3.5 | 8.3±3.1 | 10.2±3.5 | 9.1±2.7 | 0.227 | 0.019 | |
| Picture concepts | 7.7±3.9 | 8.6±2.8 | 9.0±3.5 | 10.3±2.5 | 0.003 | 0.059 | |
| WMI | 95.6±14.1 | 96.0±13.9 | 99.9±15.9 | 110.3±12.4 | <0.001 | 0.082 | TD>ADHD+ASD=ASD=ADHD |
| Picture memory | 9.5±2.8 | 9.8±2.5 | 10.1±3.6 | 11.2±2.7 | 0.116 | 0.025 | |
| Zoo locations | 8.8±3.4 | 8.7±2.9 | 9.6±2.9 | 11.8±2.5 | <0.001 | 0.084 | TD>ADHD+ASD=ASD=ADHD |
| PSI | 85.6±14.9 | 88.5±12.8 | 90.5±15.0 | 100.3±16.1 | <0.001 | 0.079 | TD>ADHD+ASD=ASD=ADHD |
| Bug search | 7.4±2.9 | 8.2±3.2 | 7.9±3.0 | 10.2±3.3 | <0.001 | 0.074 | TD>ADHD+ASD=ADHD |
| Cancellation | 7.3±3.1 | 7.5±2.3 | 8.5±3.4 | 9.8±3.3 | 0.011 | 0.048 |
| FSIQ | VCI | VSI | FRI | WMI | PSI | IN | SI | VC | CO | BD | OA | MR | PC | PM | ZL | BS | CA | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| CARS (N) | 144 | 144 | 144 | 144 | 144 | 144 | 144 | 144 | 144 | 144 | 144 | 144 | 144 | 144 | 144 | 144 | 144 | 144 |
| -0.282** | -0.170* | -0.168* | -0.313** | -0.325** | -0.137 | -0.217** | -0.082 | -0.266** | -0.229** | -0.090 | -0.188* | -0.200* | -0.302** | -0.337** | -0.178* | -0.120 | -0.125 | |
| ARS (N) | 183 | 183 | 183 | 183 | 183 | 183 | 183 | 183 | 173 | 172 | 183 | 183 | 183 | 183 | 183 | 183 | 183 | 183 |
| Inattentive | -0.055 | -0.020 | -0.023 | -0.044 | -0.190* | -0.154* | -0.056 | 0.017 | 0.089 | -0.005 | -0.004 | -0.036 | 0.061 | -0.120 | -0.100 | -0.190** | -0.149* | -0.115 |
| Hyperactive-impulsive | 0.023 | 0.017 | 0.009 | 0.039 | -0.084 | -0.031 | -0.023 | 0.048 | 0.105 | 0.072 | 0.060 | -0.047 | 0.107 | -0.041 | -0.009 | -0.116 | -0.124 | 0.067 |
| ATA visual (N) | 118 | 118 | 118 | 118 | 118 | 118 | 118 | 118 | 108 | 107 | 118 | 118 | 118 | 118 | 118 | 118 | 118 | 118 |
| Omission errors | -0.318** | -0.257* | -0.247** | -0.226* | -0.302** | -0.250** | -0.270** | -0.186* | -0.253** | -0.304** | -0.125 | -0.303** | -0.174 | -0.196* | -0.123 | -0.376** | -0.313** | -0.124 |
| Commission errors | -0.298** | -0.236* | -0.153 | -0.103 | -0.284** | -0.308** | -0.138 | -0.278** | -0.136 | -0.150 | -0.163 | -0.079 | -0.009 | -0.162 | -0.302** | -0.142 | -0.216* | -0.308** |
| Response time | 0.120 | 0.066 | 0.014 | -0.033 | 0.157 | 0.095 | 0.069 | 0.050 | 0.110 | 0.054 | 0.086 | -0.072 | -0.066 | 0.006 | 0.179 | 0.061 | 0.133 | 0.033 |
| Response time variability | -0.307** | -0.257** | -0.214* | -0.245 | -0.210* | -0.288** | -0.191* | -0.251** | -0.146 | -0.223* | -0.175 | -0.176 | -0.165 | -0.243** | -0.195* | -0.138 | -0.144 | -0.338** |
| ATA auditory (N) | 118 | 118 | 118 | 118 | 118 | 118 | 118 | 118 | 108 | 107 | 118 | 118 | 118 | 118 | 118 | 118 | 118 | 118 |
| Omission errors | -0.210* | -0.123 | -0.117 | -0.204* | -0.153 | -0.166 | -0.108 | -0.118 | -0.180 | -0.142 | -0.142 | -0.047 | -0.184* | -0.150 | -0.028 | -0.231* | -0.214* | -0.078 |
| Commission errors | -0.229* | -0.274** | -0.122 | -0.217* | -0.118 | -0.142 | -0.195* | -0.283** | -0.085 | -0.038 | -0.033 | -0.174 | -0.128 | -0.226* | -0.120 | -0.072 | -0.081 | -0.162 |
| Response time | 0.416** | 0.404** | 0.182* | 0.261** | 0.269** | 0.242** | 0.357** | 0.362** | 0.238* | 0.235* | 0.203* | 0.090 | 0.172 | 0.256** | 0.166 | 0.281** | 0.273** | 0.149 |
| Response time variability | 0.065 | 0.076 | 0.026 | 0.021 | 0.049 | 0.014 | 0.084 | 0.066 | 0.003 | 0.058 | 0.059 | -0.019 | -0.008 | 0.041 | -0.036 | 0.126 | 0.050 | -0.026 |
K-WPPSI-IV, Korean Wechsler Preschool and Primary Scale of Intelligence-Fourth Edition; FSIQ, full-scale intelligence quotient; VCI, Verbal Comprehension Index; VSI, Visual Spatial Index; FRI, Fluid Reasoning Index; WMI, Working Memory Index; PSI, Processing Speed Index; IN, Information; SI, Similarities; VC, Vocabulary; CO, Comprehension; BD, Block design; OA, Object assembly; MR, Matrix reasoning; PC, Picture concepts; PM, Picture memory; ZL, Zoo locations; BS, Bug search; CA, Cancellation; CARS, Childhood Autism Rating Scale; ARS, ADHD Rating Scale; ATA, Advanced Test of Attention.

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