Quantitative Analysis of Heterogeneity in Academic Achievement of Children With Autism

被引:45
作者
Chen, Lang [1 ]
Abrams, Daniel A. [1 ]
Rosenberg-Lee, Miriam [1 ,2 ]
Iuculano, Teresa [1 ]
Wakeman, Holly N. [1 ,3 ]
Prathap, Sandhya [1 ]
Chen, Tianwen [1 ]
Menon, Vinod [1 ,4 ,5 ]
机构
[1] Stanford Univ, Dept Psychiat & Behav Sci, Stanford, CA 94305 USA
[2] Rutgers State Univ, Dept Psychol, New Brunswick, NJ USA
[3] Univ Colorado, Dept Psychol, Boulder, CO 80309 USA
[4] Stanford Univ, Dept Neurol & Neurol Sci, Stanford, CA 94305 USA
[5] Stanford Univ, Symbol Syst Program Neurosci, Stanford, CA 94305 USA
关键词
autism; academic achievement; childhood development; individual differences; working memory; HIGH-FUNCTIONING AUTISM; WORKING-MEMORY; MATHEMATICAL ABILITIES; DIAGNOSTIC INTERVIEW; SPECTRUM DISORDERS; ASPERGER SYNDROME; PRIMARY-CARE; TRAJECTORIES; ADOLESCENTS; NUMBER;
D O I
10.1177/2167702618809353
中图分类号
B849 [应用心理学];
学科分类号
040203 ;
摘要
Autism spectrum disorders (ASD) represent a quintessential example of a clinical population with diverse symptom presentations and marked variation in cognitive abilities. However, the extensive literature lacks rigorous quantitative procedures for characterizing heterogeneity of cognitive abilities in these individuals. Here we employ novel clustering and cross-validation procedures to investigate the stability of heterogeneous patterns of cognitive abilities in reading and math in a relatively large sample (N = 114) of children with ASD and matched controls (N = 96). Our analysis revealed a unique profile of heterogeneity in ASD, consisting of a low-achieving subgroup with poor math skills compared with reading and a high-achieving subgroup who showed superior math skills compared with reading. Verbal and central executive working memory skills further differentiated these subgroups. Findings provide insights into distinct profiles of academic achievement in children with ASD, with implications for educational practice and intervention, and provide a novel framework for quantifying heterogeneity in the disorder.
引用
收藏
页码:362 / 380
页数:19
相关论文
共 50 条
[41]   A latent growth curve analysis of precursor cognitive abilities and academic achievement [J].
Moxley-Paquette, Elizabeth A. ;
Burkholder, Gary J. .
BRITISH JOURNAL OF EDUCATIONAL PSYCHOLOGY, 2020, 90 (01) :167-183
[42]   The anterior cingulate cortex in autism: heterogeneity of qualitative and quantitative cytoarchitectonic features suggests possible subgroups [J].
Simms, Marissa Leigh ;
Kemper, Thomas L. ;
Timbie, Clare M. ;
Bauman, Margaret L. ;
Blatt, Gene J. .
ACTA NEUROPATHOLOGICA, 2009, 118 (05) :673-684
[43]   Academic Achievement in Twins: Extreme Group Analysis [J].
Chertkova, Yulia ;
Egorova, Marina ;
Zyrianova, Nadezda ;
Parshikova, Oxana ;
Fominykh, Anna .
THIRD ANNUAL INTERNATIONAL CONFERENCE EARLY CHILDHOOD CARE AND EDUCATION, 2014, 146 :209-215
[44]   Effects of computer-based training on children's executive functions and academic achievement [J].
Conesa, Pedro Javier ;
Dunabeitia, Jon Andoni .
JOURNAL OF EDUCATIONAL RESEARCH, 2021, 114 (06) :562-571
[45]   Malaria with neurological involvement in Ugandan children: effect on cognitive ability, academic achievement and behaviour [J].
Bangirana, Paul ;
Musisi, Seggane ;
Boivin, Michael J. ;
Ehnvall, Anna ;
John, Chandy C. ;
Bergemann, Tracy L. ;
Allebeck, Peter .
MALARIA JOURNAL, 2011, 10
[46]   Divorce, approaches to learning, and children's academic achievement: A longitudinal analysis of mediated and moderated effects [J].
Anthony, Christopher J. ;
Di Perna, James Clyde ;
Amato, Paul R. .
JOURNAL OF SCHOOL PSYCHOLOGY, 2014, 52 (03) :249-261
[47]   Motivational, Emotional, and Social Factors Explain Academic Achievement in Children Aged 6-12 Years: A Meta-Analysis [J].
Quilez-Robres, Alberto ;
Moyano, Nieves ;
Cortes-Pascual, Alejandra .
EDUCATION SCIENCES, 2021, 11 (09)
[48]   Brain Organization Underlying Superior Mathematical Abilities in Children with Autism [J].
Iuculano, Teresa ;
Rosenberg-Lee, Miriam ;
Supekar, Kaustubh ;
Lynch, Charles J. ;
Khouzam, Amirah ;
Phillips, Jennifer ;
Uddin, Lucina Q. ;
Menon, Vinod .
BIOLOGICAL PSYCHIATRY, 2014, 75 (03) :223-230
[49]   Unusual fears in children with autism [J].
Mayes, Susan Dickerson ;
Calhoun, Susan L. ;
Aggarwal, Richa ;
Baker, Courtney ;
Mathapati, Santosh ;
Molitoris, Sarah ;
Mayes, Rebecca D. .
RESEARCH IN AUTISM SPECTRUM DISORDERS, 2013, 7 (01) :151-158
[50]   Numerical Estimation in Children With Autism [J].
Aagten-Murphy, David ;
Attucci, Claudia ;
Daniel, Niki ;
Klaric, Elena ;
Burr, David ;
Pellicano, Elizabeth .
AUTISM RESEARCH, 2015, 8 (06) :668-681