Evidence map›Paper›PMID 42897495›Full record

ArticleBMC psychiatry2026

Mapping the interplay of intelligence, empathy, systemizing, and autistic traits in children with and without autism spectrum disorder.

Xin Wang, Shuo-Lin Pan, Li-Zi Lin, Yan Hu, Kang-You Li, Jin Jing, Xiu-Hong Li, Lei Shi, Ning Pan

Abstract read
In one paragraph

Article in BMC psychiatry, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

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2 · The registry

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

9 authors.

Xin WangKey Laboratory of Brain, Cognition and Education Sciences, Ministry of Education, Institute for Brain Research and Rehabilitation, and Guangdong Key Laboratory of Mental Health and Cognitive Science, South China Normal University, Guangzhou, 510631, China.
Shuo-Lin PanKey Laboratory of Brain, Cognition and Education Sciences, Ministry of Education, Institute for Brain Research and Rehabilitation, and Guangdong Key Laboratory of Mental Health and Cognitive Science, South China Normal University, Guangzhou, 510631, China.
Li-Zi LinJoint International Research Laboratory of Environment and Health, Ministry of Education, Guangdong Provincial Engineering Technology Research Center of Environmental Pollution and Health Risk Assessment, Department of Maternal and Child Health, School of Public Health, Sun Yat-Sen University, Guangzhou, 510080, China.
Yan HuKey Laboratory of Brain, Cognition and Education Sciences, Ministry of Education, Institute for Brain Research and Rehabilitation, and Guangdong Key Laboratory of Mental Health and Cognitive Science, South China Normal University, Guangzhou, 510631, China.
Kang-You LiKey Laboratory of Brain, Cognition and Education Sciences, Ministry of Education, Institute for Brain Research and Rehabilitation, and Guangdong Key Laboratory of Mental Health and Cognitive Science, South China Normal University, Guangzhou, 510631, China.
Jin JingDepartment of Maternal and Child Health, School of Public Health, Sun Yat-Sen University, Guangzhou, Guangdong, 510080, China.
Xiu-Hong LiDepartment of Maternal and Child Health and Aging Health, School of Public Health, Shenzhen, Sun Yat-Sen University, Shenzhen, Guangdong, 518107, China.
Lei ShiJNU-HKUST Joint Laboratory for Neuroscience and Innovative Drug Research, College of Pharmacy, Jinan University, Guangzhou, Guangdong, China.
Ning PanKey Laboratory of Brain, Cognition and Education Sciences, Ministry of Education, Institute for Brain Research and Rehabilitation, and Guangdong Key Laboratory of Mental Health and Cognitive Science, South China Normal University, Guangzhou, 510631, China. pann3@scnu.edu.cn.ORCID https://orcid.org/0000-0002-1492-0612

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundIntelligence, empathy, systemizing, and autistic traits are psychological dimensions that vary continuously across the population. Autism spectrum disorder (ASD) may reflect extreme expressions of these traits, yet their interdependencies and difference between typically developing (TD) children remain poorly understood.

methodsWe recruited 186 children with ASD and 364 TD children aged 6-12 years. Intelligence was assessed using the Wechsler Intelligence Scale for Children-Fourth Edition, while empathy, systemizing, and autistic traits were measured using validated Chinese versions of the Empathy Quotient, Systemizing Quotient, and Autism Spectrum Quotient. Undirected partial correlation networks and Bayesian networks were estimated separately for each group, adjusting for demographic covariates, including gender, parental education level, and household income.

resultsAcross groups, cognitive empathy consistently emerged as the central hub in both undirected and Bayesian network analyses. In ASD, autistic traits formed a densely interconnected cluster with limited cross-domain links, while in TD children they were more flexibly integrated with systemizing and other domains. Intelligence formed a cohesive yet relatively independent subnetwork, though in ASD verbal comprehension was directly predicted by social communication competence. The estimated networks demonstrated robust accuracy and acceptable stability.

conclusionThese findings reveal both shared and distinct patterns of network organization among intelligence, empathy, systemizing, and autistic traits in children with and without ASD. Cognitive empathy may represent a potential target for future intervention research, while systemizing tendencies and cognitive strengths may also inform individualized support strategies in ASD.

Indexed as

Autism Spectrum DisorderEmpathyIntelligenceBayes TheoremChildFemaleHumansMaleWechsler ScalesAutism spectrum disorderEmpathyIntelligenceNetwork analysisSystemizing

Identifiers

PMID42897495
PMCPMC13679272

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.