Evidence map›Paper›PMID 42876443›Full record

ArticleFrontiers in neurology2026

Comparative evaluation of diffusion models for detecting gray matter microstructural alterations in post-stroke depression patients.

Fang Zhang, Jing Zhang, Lei Zhang, Hengjun Jin, Daqing Li, Wei Zhao

Abstract readComparative Study
In one paragraph

Article in Frontiers in neurology, 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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5 · Who and what money

Authors and funding

6 authors.

Fang ZhangDepartment of Radiology, Huaibei People's Hospital, Huaibei, Anhui, China.
Jing ZhangDepartment of Radiology, Huaibei People's Hospital, Huaibei, Anhui, China.
Lei ZhangDepartment of Radiology, Huaibei People's Hospital, Huaibei, Anhui, China.
Hengjun JinDepartment of Radiology, Huaibei People's Hospital, Huaibei, Anhui, China.
Daqing LiDepartment of Radiology, Huaibei People's Hospital, Huaibei, Anhui, China.
Wei ZhaoDepartment of Radiology, Huaibei People's Hospital, Huaibei, Anhui, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Post-stroke depression (PSD) is often underdiagnosed because its gray matter microstructural abnormalities can be subtle. This study compared four diffusion models (DTI, DKI, MAP, and NODDI) to identify objective imaging biomarkers for the early detection of PSD. Methods: Sixty-four participants were enrolled, including 23 age- and sex-matched healthy controls (HC), 26 patients with acute cerebral infarction without PSD (non-PSD; HAMD-21 < 7), and 15 patients with PSD (HAMD-21 ≥ 7). Clinical assessments (HAMD-21, ADL, MoCA, and MMSE) and diffusion spectrum imaging were performed. Intergroup differences in gray matter microstructure, diagnostic performance based on the area under the curve (AUC), and partial correlations adjusted for age, sex, and years of education were analyzed. Infarct location was not included as a covariate. Results: Significant differences among the three groups were observed in age, years of education, and all clinical scale scores ( Conclusion: Multimodal diffusion MRI detects microstructural abnormalities within emotion- and cognition-related circuits, particularly the amygdala and cingulate cortex, across the three groups. Temporolimbic NODDI parameters showed relatively higher AUC values in distinguishing PSD from HC, whereas anterior cingulate DKI metrics showed relatively higher AUC values in differentiating non-PSD stroke patients from HC. Combining multiple diffusion models may aid in the identification of PSD; however, these findings require further validation because infarct location was not adjusted for in the analyses.

Indexed as

DepressionDiffusion Magnetic Resonance ImagingDiffusion Tensor ImagingGray MatterStrokeAgedFemaleHumansMaleMiddle Ageddiffusion kurtosis imagingdiffusion tensor imaginggray matter microstructural alterationsmean apparent propagatorneurite orientation dispersion and density imagingpost-stroke depression

Identifiers

PMID42876443
PMCPMC13661199

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