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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...

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Autores principales: Le Heron, Campbell, MacAskill, Michael, Mason, Deborah, Dalrymple‐Alford, John, Anderson, Tim, Pitcher, Toni, Myall, Daniel
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley & Sons, Inc. 2021
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
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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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