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A Multi‐Step Model of Parkinson's Disease Pathogenesis
BACKGROUND: Parkinson's disease (PD) may result from the combined effect of multiple etiological factors. The relationship between disease incidence and age, as demonstrated in the cancer literature, can be used to model a multistep pathogenic process, potentially affording unique insights into...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
John Wiley & Sons, Inc.
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9290013/ https://www.ncbi.nlm.nih.gov/pubmed/34374460 http://dx.doi.org/10.1002/mds.28719 |
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author | Le Heron, Campbell MacAskill, Michael Mason, Deborah Dalrymple‐Alford, John Anderson, Tim Pitcher, Toni Myall, Daniel |
author_facet | Le Heron, Campbell MacAskill, Michael Mason, Deborah Dalrymple‐Alford, John Anderson, Tim Pitcher, Toni Myall, Daniel |
author_sort | Le Heron, Campbell |
collection | PubMed |
description | BACKGROUND: Parkinson's disease (PD) may result from the combined effect of multiple etiological factors. The relationship between disease incidence and age, as demonstrated in the cancer literature, can be used to model a multistep pathogenic process, potentially affording unique insights into disease development. OBJECTIVES: We tested whether the observed incidence of PD is consistent with a multistep process, estimated the number of steps required and whether this varies with age, and examined drivers of sex differences in PD incidence. METHODS: Our validated probabilistic modeling process, based on medication prescribing, generated nationwide age‐ and sex‐adjusted PD incidence data spanning 2006–2017. Models of log(incidence) versus log(age) were compared using Bayes factors, to estimate (1) if a linear relationship was present (indicative of a multistep process); (2) the relationship's slope (one less than number of steps); (3) whether slope was lower at younger ages; and (4) whether slope or y‐intercept varied with sex. RESULTS: Across >15,000 incident cases of PD, there was a clear linear relationship between log(age) and log(incidence). Evidence was strongest for a model with an initial slope of 5.2 [3.8, 6.4], an inflexion point at age 45, and beyond this a slope of 6.8 [6.4, 7.2]. There was evidence for the intercept varying by sex, but no evidence for slope being sex‐dependent. CONCLUSIONS: The age‐specific incidence of PD is consistent with a process that develops in multiple, discrete steps – on average six before age 45 and eight after. The model supports theories emphasizing the primacy of environmental factors in driving sex differences in PD incidence. © 2021 The Authors. Movement Disorders published by Wiley Periodicals LLC on behalf of International Parkinson and Movement Disorder Society |
format | Online Article Text |
id | pubmed-9290013 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | John Wiley & Sons, Inc. |
record_format | MEDLINE/PubMed |
spelling | pubmed-92900132022-07-20 A Multi‐Step Model of Parkinson's Disease Pathogenesis Le Heron, Campbell MacAskill, Michael Mason, Deborah Dalrymple‐Alford, John Anderson, Tim Pitcher, Toni Myall, Daniel Mov Disord Regular Issue Articles BACKGROUND: Parkinson's disease (PD) may result from the combined effect of multiple etiological factors. The relationship between disease incidence and age, as demonstrated in the cancer literature, can be used to model a multistep pathogenic process, potentially affording unique insights into disease development. OBJECTIVES: We tested whether the observed incidence of PD is consistent with a multistep process, estimated the number of steps required and whether this varies with age, and examined drivers of sex differences in PD incidence. METHODS: Our validated probabilistic modeling process, based on medication prescribing, generated nationwide age‐ and sex‐adjusted PD incidence data spanning 2006–2017. Models of log(incidence) versus log(age) were compared using Bayes factors, to estimate (1) if a linear relationship was present (indicative of a multistep process); (2) the relationship's slope (one less than number of steps); (3) whether slope was lower at younger ages; and (4) whether slope or y‐intercept varied with sex. RESULTS: Across >15,000 incident cases of PD, there was a clear linear relationship between log(age) and log(incidence). Evidence was strongest for a model with an initial slope of 5.2 [3.8, 6.4], an inflexion point at age 45, and beyond this a slope of 6.8 [6.4, 7.2]. There was evidence for the intercept varying by sex, but no evidence for slope being sex‐dependent. CONCLUSIONS: The age‐specific incidence of PD is consistent with a process that develops in multiple, discrete steps – on average six before age 45 and eight after. The model supports theories emphasizing the primacy of environmental factors in driving sex differences in PD incidence. © 2021 The Authors. Movement Disorders published by Wiley Periodicals LLC on behalf of International Parkinson and Movement Disorder Society John Wiley & Sons, Inc. 2021-08-10 2021-11 /pmc/articles/PMC9290013/ /pubmed/34374460 http://dx.doi.org/10.1002/mds.28719 Text en © 2021 The Authors. Movement Disorders published by Wiley Periodicals LLC on behalf of International Parkinson and Movement Disorder Society https://creativecommons.org/licenses/by/4.0/This is an open access article under the terms of the http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Regular Issue Articles Le Heron, Campbell MacAskill, Michael Mason, Deborah Dalrymple‐Alford, John Anderson, Tim Pitcher, Toni Myall, Daniel A Multi‐Step Model of Parkinson's Disease Pathogenesis |
title | A Multi‐Step Model of Parkinson's Disease Pathogenesis |
title_full | A Multi‐Step Model of Parkinson's Disease Pathogenesis |
title_fullStr | A Multi‐Step Model of Parkinson's Disease Pathogenesis |
title_full_unstemmed | A Multi‐Step Model of Parkinson's Disease Pathogenesis |
title_short | A Multi‐Step Model of Parkinson's Disease Pathogenesis |
title_sort | multi‐step model of parkinson's disease pathogenesis |
topic | Regular Issue Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9290013/ https://www.ncbi.nlm.nih.gov/pubmed/34374460 http://dx.doi.org/10.1002/mds.28719 |
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