Evidence map›Paper›PMID 42323754›Full record

ArticleDiscover mental health2026

Associations between anterior hypothalamic subunits and ADHD and autistic traits revealed by deep learning MRI segmentation.

Uk-Su Choi, Sachiko Kiyama, Yul-Wan Sung, Masaki Fukunaga, Seiji Ogawa

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Article in Discover mental health, 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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4 · The record

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5 · Who and what money

Authors and funding

5 authors.

Uk-Su Choi *Medical Device Development Center, Daegu-Gyeongbuk Medical Innovation Foundation, Daegu, Republic of Korea.
Sachiko Kiyama *Department of Linguistics, Graduate School of Arts and Letter, Tohoku University, Sendai, Japan.
Yul-Wan SungKansei Fukushi Research Institute, Tohoku Fukushi University, Kunimigaoka 6-149-1, Aoba, Sendai, Miyagi, 9893201, Japan. sung@tfu-mail.tfu.ac.jp.
Masaki FukunagaSection of Brain Function Information, National Institute for Physiological Sciences, Okazaki, Japan.
Seiji OgawaKansei Fukushi Research Institute, Tohoku Fukushi University, Kunimigaoka 6-149-1, Aoba, Sendai, Miyagi, 9893201, Japan.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The hypothalamus is a central regulator of neuroendocrine function and social behavior, yet its internal organization has remained difficult to examine in vivo in human neurodevelopmental research. Based on neuroendocrine models, we hypothesized that anterior hypothalamic subunits enriched in magnocellular neurosecretory nuclei-approximating the paraventricular (PVN) and supraoptic (SON) regions-form a structurally coherent axis linked to dimensional traits associated with autism spectrum disorder (ASD) and attention-deficit/hyperactivity disorder (ADHD). To test this hypothesis, we applied a convolutional neural network-based automated segmentation framework to high-resolution T1-weighted MRI data from a non-clinical adult sample (n = 23), enabling volumetric quantification of ten hypothalamic subunits. After adjustment for biological sex, age, and total intracranial volume, PVN- and SON-associated volumes showed a significant positive structural covariance (r = 0.51, p = 0.022), consistent with a coherent anterior magnocellular-rich network. Reduced SON-associated volume was significantly associated with higher autistic traits (Autism-Spectrum Quotient: r =  - 0.45, p = 0.046) and greater ADHD symptom severity (CAARS: r =  - 0.59, p = 0.006). Bootstrapped path analyses (5,000 iterations) further supported this network organization, revealing a robust association between PVN- and SON-associated volumes (β = 0.51, p = 0.013) and a significant indirect association between PVN-associated volume and ADHD symptoms via SON-associated volume (β =  - 0.29, p = 0.006), with a marginal indirect association observed for autistic traits. Together, these preliminary findings provide in vivo evidence linking anterior hypothalamic structure to dimensional neurodevelopmental traits and highlight a potential neuroendocrine pathway relevant to psychiatric vulnerability.

Indexed as

ADHD symptomsAutism spectrum traitsHypothalamusOxytocin systemStructural MRI

Identifiers

PMID42323754
PMCPMC13529635

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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.