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ORIGINAL RESEARCH article

Front. Aging Neurosci.

Sec. Alzheimer's Disease and Related Dementias

Volume 17 - 2025 | doi: 10.3389/fnagi.2025.1635861

This article is part of the Research TopicComputational tools in Alzheimer’s Disease: advancing precision medicine and protecting neurorightsView all articles

Local Gyrification Index and Sulcal Depth as Imaging Markers of Cognitive Decline in Alzheimer's Disease

Provisionally accepted
  • 1Department of Radiology and Center for Imaging Science, Samsung Medical Center, Gangnamgu, Republic of Korea
  • 2Graduate School of Artificial Intelligence, Pohang University of Science and Technology, Pohangsi, Republic of Korea
  • 3Department of Neurology, Inje University Ilsan Paik Hospital, Goyangsi, Republic of Korea
  • 4Department of Neurology, Yonsei University College of Medicine, Seodaemungu, Republic of Korea

The final, formatted version of the article will be published soon.

Purpose: To investigate the correlation between cortical thickness (CT), sulcal depth (SD), local gyrification index (LGI), and cognitive scores in patients with Alzheimer's disease (AD). Methods: 200 patients with AD from 2014 to 2021 were included, confirmed by 18F-Florbetaben-PET, and having a Clinical Dementia Rating score of 0.5 or 1. Demographic and clinical data were collected, and cognitive function was assessed through the Mini-Mental State Examination (MMSE) and Seoul Neuropsychological Screening Battery (SNSB)-II, with specific z-scores used for multiple divisional cognitive functions. CT, SD, and LGI were extracted from the 3D T1-weighted images acquired with 3-T MRI scanners. General linear models were used to examine associations between cortical features and cognitive scores, controlling for age, sex, and years of education. Cluster-level significance was determined using a family-wise error (FWE)–corrected threshold of p < 0.05, with a cluster-forming height threshold of uncorrected p < 0.01. Results: The analysis included patients with a mean age of 73.7 years and an average MMSE score of 23.8. The cortical shape features of multiple brain regions showed significant correlations with the MMSE score after adjusting for age, sex, and years of education. Among those, SD and LGI in the parahippocampal and fusiform gyri had positive correlations with MMSE. For executive function, SD showed correlations in the left inferior frontal and orbitofrontal gyrus. Regarding language function, CT was associated with regions such as the superior temporal gyrus, while SD demonstrated correlations with the left supramarginal gyrus. Conclusion: The results indicate that certain changes in cortical shape features are associated with particular cognitive function scores. Surface-based morphometric features of SD and LGI provided complementary results to CT analyses. Region-specific changes in SD and LGI could be useful imaging markers to predict cognitive decline in AD patients.

Keywords: Alzheimer's disease, Mild Cognitive Impairment, Magnetic Resonance Imaging, Cerebral Cortex, cortical morphometry, gyrification

Received: 27 May 2025; Accepted: 28 Jul 2025.

Copyright: © 2025 Sim, Seo, Lee, Ye, Lyu and Sohn. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.

* Correspondence:
Ilwoo Lyu, Graduate School of Artificial Intelligence, Pohang University of Science and Technology, Pohangsi, Republic of Korea
Beomseok Sohn, Department of Radiology and Center for Imaging Science, Samsung Medical Center, Gangnamgu, Republic of Korea

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