A Multi‐Step Model of Parkinson's Disease Pathogenesis. Issue 11 (10th August 2021)
- Record Type:
- Journal Article
- Title:
- A Multi‐Step Model of Parkinson's Disease Pathogenesis. Issue 11 (10th August 2021)
- Main Title:
- A Multi‐Step Model of Parkinson's Disease Pathogenesis
- Authors:
- Le Heron, Campbell
MacAskill, Michael
Mason, Deborah
Dalrymple‐Alford, John
Anderson, Tim
Pitcher, Toni
Myall, Daniel - Abstract:
- Abstract: 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 processAbstract: 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 … (more)
- Is Part Of:
- Movement disorders. Volume 36:Issue 11(2021)
- Journal:
- Movement disorders
- Issue:
- Volume 36:Issue 11(2021)
- Issue Display:
- Volume 36, Issue 11 (2021)
- Year:
- 2021
- Volume:
- 36
- Issue:
- 11
- Issue Sort Value:
- 2021-0036-0011-0000
- Page Start:
- 2530
- Page End:
- 2538
- Publication Date:
- 2021-08-10
- Subjects:
- incidence -- modeling -- multistep -- Parkinson's disease -- pathogenesis
Movement disorders -- Periodicals
610 - Journal URLs:
- http://onlinelibrary.wiley.com/journal/10.1002/(ISSN)1531-8257 ↗
http://onlinelibrary.wiley.com/ ↗ - DOI:
- 10.1002/mds.28719 ↗
- Languages:
- English
- ISSNs:
- 0885-3185
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 5980.317200
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British Library HMNTS - ELD Digital store - Ingest File:
- 24520.xml