ORIGINAL RESEARCH article
Front. Neurol.
Sec. Dementia and Neurodegenerative Diseases
This article is part of the Research TopicAI-Enhanced Biomarkers: Revolutionizing Early Detection and Precision Medicine in NeurodegenerationView all 6 articles
Metabolic-Stem Cell Crosstalk in PD: NK1 Cells as Key Mediators from a Bioinformatics Perspective
Provisionally accepted- First Affiliated Hospital of Fujian Medical University, Fuzhou, China
Select one of your emails
You have multiple emails registered with Frontiers:
Notify me on publication
Please enter your email address:
If you already have an account, please login
You don't have a Frontiers account ? You can register here
Parkinson's disease (PD) is characterized by progressive degeneration of dopaminergic neurons in the substantia nigra and pathological aggregation of α-synuclein. Although existing therapies alleviate clinical symptoms, however, due to the unclear etiology, it remains impossible to completely halt this process through currently available approaches. This study aims to elucidate molecular mechanisms underlying PD pathogenesis and identify novel candidate biomarkers.We integrated bioinformatics analysis of GEO datasets to pinpoint pivotal genes in PD progression from metabolic and stem cell perspectives. Hub genes were empirically validated using quantitative real-time polymerase chain reaction (qRT-PCR) and Western blotting in animal specimens. A combinatorial predictive model was constructed and evaluated via nomogram. Single-cell RNA sequencing (scRNA-seq) data from PD cohorts were interrogated to localize cell-type-specific expression patterns of signature genes and delineate subtype-specific mechanisms.Our analytical workflow entailed:Differential expression screening, functional enrichment, protein-protein interaction (PPI) network construction, and machine learning (ML) algorithms, revealing BMX and CA4 as key hub genes.Experimental confirmation of their dysregulation in in vivo PD models.Development of a high-accuracy PD prediction model (AUC > 0.6) . scRNA-seq analysis identified an NK cell subtype (NK1) enriched with CA4 expression.KEGG pathway analysis of NK1 marker genes implicated their role in neuroimmune crosstalk during PD progression.This work establishes a novel CA4-NK1-PD axis, providing a potential therapeutic entry point for future interventions.
Keywords: stem cell, metabolic, Parkinson ' s disease, NK cell, CA4, Infl ammation
Received: 07 Aug 2025; Accepted: 30 Oct 2025.
Copyright: © 2025 Zhao, Chen, Hu, Huang and zheng. 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: qibin  zheng, blazer_zheng@sina.com
Disclaimer: All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article or claim that may be made by its manufacturer is not guaranteed or endorsed by the publisher.
