Artificial intelligence and omics-based autoantibody profiling in dementia

The study demonstrates the potential of PWAbS and artificial intelligence integration as a noninvasive diagnostic tool for dementia, uncovering biomarkers that could enhance understanding of disease mechanisms. Limitations include demographic differences, small sample size, and lack of external validation. Future research should involve longitudinal observation in larger, diverse cohorts and functional studies to clarify autoantibodies' roles in dementia pathogenesis and their diagnostic and therapeutic potential.

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Publication Details

Journal
Frontiers in Immunology
Published
2025-05-08
DOI
https://doi.org/10.3389/fimmu.2025.1537659
Citations
3
Primary Topic
Neuroinflammation and Neurodegeneration Mechanisms
Type
article
Field-Weighted Citation Impact
1.68

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article

Artificial intelligence and omics-based autoantibody profiling in dementia

Ayumi Yoshizaki, Mitsutaka Yakabe, Kazuki Matsuda, Shinichi Sato et al.
3 citations
Frontiers in Immunology
Neuroinflammation and Neurodegeneration Mechanisms
1.68
article

Artificial intelligence and omics-based autoantibody profiling in dementia

Ayumi Yoshizaki, Mitsutaka Yakabe, Kazuki Matsuda, Shinichi Sato, Sumito Ogawa, Masashi Miyawaki, Yumi Umeda‐Kameyama, Masahiro Akishita, Kazuhiro Iwadoh, Masaki Ishii
article en
3 citations

Abstract

The study demonstrates the potential of PWAbS and artificial intelligence integration as a noninvasive diagnostic tool for dementia, uncovering biomarkers that could enhance understanding of disease mechanisms. Limitations include demographic differences, small sample size, and lack of external validation. Future research should involve longitudinal observation in larger, diverse cohorts and functional studies to clarify autoantibodies' roles in dementia pathogenesis and their diagnostic and therapeutic potential.

Frontiers in ImmunologyVol. 16
Tokyo Metropolitan Institute of Gerontology (JP), The University of Tokyo (JP)
Japan Society for the Promotion of Science
Openalex Percentile: Top 16%
Neuroinflammation and Neurodegeneration Mechanisms
1.68
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Artificial intelligence and omics-based autoantibody profiling in dementia — Ayumi Yoshizaki, Mitsutaka Yakabe, et al. · Frontiers in Immunology (2025) | TGRS Research Map | TGRS