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Transcriptome Analysis Reveals a Two-Gene Signature Links to Motor Progression and Alterations of Immune Cells in Parkinson’s Disease
BACKGROUND: The motor impairment in Parkinson’s disease (PD) can be managed but effective treatments for stopping or slowing the disease process are lacking. The advent of transcriptomics studies in PD shed light on the development of promising measures to predict disease progression and discover no...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
IOS Press
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9912738/ https://www.ncbi.nlm.nih.gov/pubmed/36591658 http://dx.doi.org/10.3233/JPD-223454 |
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author | Li, Weimin Shen, Jiaqi Wu, Hao Lin, Lishan Liu, Yanmei Pei, Zhong Liu, Ganqiang |
author_facet | Li, Weimin Shen, Jiaqi Wu, Hao Lin, Lishan Liu, Yanmei Pei, Zhong Liu, Ganqiang |
author_sort | Li, Weimin |
collection | PubMed |
description | BACKGROUND: The motor impairment in Parkinson’s disease (PD) can be managed but effective treatments for stopping or slowing the disease process are lacking. The advent of transcriptomics studies in PD shed light on the development of promising measures to predict disease progression and discover novel therapeutic strategies. OBJECTIVE: To reveal the potential role of transcripts in the motor impairment progression of patients with PD via transcriptome analysis. METHODS: We separately analyzed the differentially expressed genes (DEGs) between PD cases and healthy controls in two cohorts using whole blood bulk transcriptome data. Based on the intersection of DEGs, we established a prognostic signature by regularized regression and Cox proportional hazards analysis. We further performed immune cell analysis and single-cell RNA sequencing analysis to study the biological features of this signature. RESULTS: We identified a two-gene-based prognostic signature that links to PD motor progression and the two-gene signature-derived risk score was associated with several types of immune cells in blood. Notably, the fraction of neutrophils increased 5% and CD4(+) T cells decreased 7% in patients with high-risk scores compared to that in patients with low-risk scores, suggesting these two types of immune cells might play key roles in the prognosis of PD. We also observed the downregulated genes in PD patients with high-risk scores that enriched in PD-associated pathways from iPSC-derived dopaminergic neurons single-cell RNA sequencing analysis. CONCLUSION: We identified a two-gene signature linked to the motor progression in PD, which provides new insights into the motor prognosis of PD. |
format | Online Article Text |
id | pubmed-9912738 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | IOS Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-99127382023-02-11 Transcriptome Analysis Reveals a Two-Gene Signature Links to Motor Progression and Alterations of Immune Cells in Parkinson’s Disease Li, Weimin Shen, Jiaqi Wu, Hao Lin, Lishan Liu, Yanmei Pei, Zhong Liu, Ganqiang J Parkinsons Dis Research Report BACKGROUND: The motor impairment in Parkinson’s disease (PD) can be managed but effective treatments for stopping or slowing the disease process are lacking. The advent of transcriptomics studies in PD shed light on the development of promising measures to predict disease progression and discover novel therapeutic strategies. OBJECTIVE: To reveal the potential role of transcripts in the motor impairment progression of patients with PD via transcriptome analysis. METHODS: We separately analyzed the differentially expressed genes (DEGs) between PD cases and healthy controls in two cohorts using whole blood bulk transcriptome data. Based on the intersection of DEGs, we established a prognostic signature by regularized regression and Cox proportional hazards analysis. We further performed immune cell analysis and single-cell RNA sequencing analysis to study the biological features of this signature. RESULTS: We identified a two-gene-based prognostic signature that links to PD motor progression and the two-gene signature-derived risk score was associated with several types of immune cells in blood. Notably, the fraction of neutrophils increased 5% and CD4(+) T cells decreased 7% in patients with high-risk scores compared to that in patients with low-risk scores, suggesting these two types of immune cells might play key roles in the prognosis of PD. We also observed the downregulated genes in PD patients with high-risk scores that enriched in PD-associated pathways from iPSC-derived dopaminergic neurons single-cell RNA sequencing analysis. CONCLUSION: We identified a two-gene signature linked to the motor progression in PD, which provides new insights into the motor prognosis of PD. IOS Press 2023-01-31 /pmc/articles/PMC9912738/ /pubmed/36591658 http://dx.doi.org/10.3233/JPD-223454 Text en © 2023 – The authors. Published by IOS Press https://creativecommons.org/licenses/by-nc/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution Non-Commercial (CC BY-NC 4.0) License (https://creativecommons.org/licenses/by-nc/4.0/) , which permits unrestricted non-commercial use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Report Li, Weimin Shen, Jiaqi Wu, Hao Lin, Lishan Liu, Yanmei Pei, Zhong Liu, Ganqiang Transcriptome Analysis Reveals a Two-Gene Signature Links to Motor Progression and Alterations of Immune Cells in Parkinson’s Disease |
title | Transcriptome Analysis Reveals a Two-Gene Signature Links to Motor Progression and Alterations of Immune Cells in Parkinson’s Disease |
title_full | Transcriptome Analysis Reveals a Two-Gene Signature Links to Motor Progression and Alterations of Immune Cells in Parkinson’s Disease |
title_fullStr | Transcriptome Analysis Reveals a Two-Gene Signature Links to Motor Progression and Alterations of Immune Cells in Parkinson’s Disease |
title_full_unstemmed | Transcriptome Analysis Reveals a Two-Gene Signature Links to Motor Progression and Alterations of Immune Cells in Parkinson’s Disease |
title_short | Transcriptome Analysis Reveals a Two-Gene Signature Links to Motor Progression and Alterations of Immune Cells in Parkinson’s Disease |
title_sort | transcriptome analysis reveals a two-gene signature links to motor progression and alterations of immune cells in parkinson’s disease |
topic | Research Report |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9912738/ https://www.ncbi.nlm.nih.gov/pubmed/36591658 http://dx.doi.org/10.3233/JPD-223454 |
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