Cargando…
Clustering of Parkinson subtypes reveals strong influence of DRD2 polymorphism and gender
Most classification approaches for idiopathic Parkinson’s disease subtypes primarily focus on motor and non-motor symptoms. Besides these characteristics, other features, including gender or genetic polymorphism of dopamine receptors are potential factors influencing the disease’s phenotype. By util...
Autores principales: | , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2022
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9001640/ https://www.ncbi.nlm.nih.gov/pubmed/35411010 http://dx.doi.org/10.1038/s41598-022-09657-0 |
_version_ | 1784685718451257344 |
---|---|
author | Pelzer, Esther Annegret Stürmer, Sophie Feis, Delia-Lisa Melzer, Corina Schwartz, Frank Scharge, Marcel Eggers, Carsten Tittgemeyer, Marc Timmermann, Lars |
author_facet | Pelzer, Esther Annegret Stürmer, Sophie Feis, Delia-Lisa Melzer, Corina Schwartz, Frank Scharge, Marcel Eggers, Carsten Tittgemeyer, Marc Timmermann, Lars |
author_sort | Pelzer, Esther Annegret |
collection | PubMed |
description | Most classification approaches for idiopathic Parkinson’s disease subtypes primarily focus on motor and non-motor symptoms. Besides these characteristics, other features, including gender or genetic polymorphism of dopamine receptors are potential factors influencing the disease’s phenotype. By utilizing a kmeans-clustering algorithm we were able to identify three subgroups mainly characterized by gender, DRD2 Taq1A (rs1800497) polymorphism—associated with changes in dopamine signaling in the brain—and disease progression. A subsequent regression analysis of these subgroups further suggests an influence of their characteristics on the daily levodopa dosage, an indicator for medication response. These findings could promote further enhancements in individualized therapies for idiopathic Parkinson’s disease. |
format | Online Article Text |
id | pubmed-9001640 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-90016402022-04-13 Clustering of Parkinson subtypes reveals strong influence of DRD2 polymorphism and gender Pelzer, Esther Annegret Stürmer, Sophie Feis, Delia-Lisa Melzer, Corina Schwartz, Frank Scharge, Marcel Eggers, Carsten Tittgemeyer, Marc Timmermann, Lars Sci Rep Article Most classification approaches for idiopathic Parkinson’s disease subtypes primarily focus on motor and non-motor symptoms. Besides these characteristics, other features, including gender or genetic polymorphism of dopamine receptors are potential factors influencing the disease’s phenotype. By utilizing a kmeans-clustering algorithm we were able to identify three subgroups mainly characterized by gender, DRD2 Taq1A (rs1800497) polymorphism—associated with changes in dopamine signaling in the brain—and disease progression. A subsequent regression analysis of these subgroups further suggests an influence of their characteristics on the daily levodopa dosage, an indicator for medication response. These findings could promote further enhancements in individualized therapies for idiopathic Parkinson’s disease. Nature Publishing Group UK 2022-04-11 /pmc/articles/PMC9001640/ /pubmed/35411010 http://dx.doi.org/10.1038/s41598-022-09657-0 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Pelzer, Esther Annegret Stürmer, Sophie Feis, Delia-Lisa Melzer, Corina Schwartz, Frank Scharge, Marcel Eggers, Carsten Tittgemeyer, Marc Timmermann, Lars Clustering of Parkinson subtypes reveals strong influence of DRD2 polymorphism and gender |
title | Clustering of Parkinson subtypes reveals strong influence of DRD2 polymorphism and gender |
title_full | Clustering of Parkinson subtypes reveals strong influence of DRD2 polymorphism and gender |
title_fullStr | Clustering of Parkinson subtypes reveals strong influence of DRD2 polymorphism and gender |
title_full_unstemmed | Clustering of Parkinson subtypes reveals strong influence of DRD2 polymorphism and gender |
title_short | Clustering of Parkinson subtypes reveals strong influence of DRD2 polymorphism and gender |
title_sort | clustering of parkinson subtypes reveals strong influence of drd2 polymorphism and gender |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9001640/ https://www.ncbi.nlm.nih.gov/pubmed/35411010 http://dx.doi.org/10.1038/s41598-022-09657-0 |
work_keys_str_mv | AT pelzerestherannegret clusteringofparkinsonsubtypesrevealsstronginfluenceofdrd2polymorphismandgender AT sturmersophie clusteringofparkinsonsubtypesrevealsstronginfluenceofdrd2polymorphismandgender AT feisdelialisa clusteringofparkinsonsubtypesrevealsstronginfluenceofdrd2polymorphismandgender AT melzercorina clusteringofparkinsonsubtypesrevealsstronginfluenceofdrd2polymorphismandgender AT schwartzfrank clusteringofparkinsonsubtypesrevealsstronginfluenceofdrd2polymorphismandgender AT schargemarcel clusteringofparkinsonsubtypesrevealsstronginfluenceofdrd2polymorphismandgender AT eggerscarsten clusteringofparkinsonsubtypesrevealsstronginfluenceofdrd2polymorphismandgender AT tittgemeyermarc clusteringofparkinsonsubtypesrevealsstronginfluenceofdrd2polymorphismandgender AT timmermannlars clusteringofparkinsonsubtypesrevealsstronginfluenceofdrd2polymorphismandgender |