Simulating the multicausality of Alzheimer's disease with system dynamics

التفاصيل البيبلوغرافية
العنوان: Simulating the multicausality of Alzheimer's disease with system dynamics
المؤلفون: Uleman, J.F., Melis, R.J.F., Ntanasi, E., Scarmeas, N., Hoekstra, A.G., Quax, R., Olde Rikkert, M.G.M.
المصدر: Alzheimer's & Dementia, 19, 6, pp. 2633-2654
Alzheimer's & Dementia, 19, 2633-2654
سنة النشر: 2023
مصطلحات موضوعية: Psychiatry and Mental health, Cellular and Molecular Neuroscience, All institutes and research themes of the Radboud University Medical Center, Alzheimer`s disease Donders Center for Medical Neuroscience [Radboudumc 1], Developmental Neuroscience, Epidemiology, Health Policy, Neurology (clinical), Geriatrics and Gerontology, Healthcare improvement science Radboud Institute for Health Sciences [Radboudumc 18]
الوصف: Contains fulltext : 293816.pdf (Publisher’s version ) (Open Access) INTRODUCTION: In Alzheimer's disease (AD), cognitive decline is driven by various interlinking causal factors. Systems thinking could help elucidate this multicausality and identify opportune intervention targets. METHODS: We developed a system dynamics model (SDM) of sporadic AD with 33 factors and 148 causal links calibrated with empirical data from two studies. We tested the SDM's validity by ranking intervention outcomes on 15 modifiable risk factors to two sets of 44 and 9 validation statements based on meta-analyses of observational data and randomized controlled trials, respectively. RESULTS: The SDM answered 77% and 78% of the validation statements correctly. Sleep quality and depressive symptoms yielded the largest effects on cognitive decline with which they were connected through strong reinforcing feedback loops, including via phosphorylated tau burden. DISCUSSION: SDMs can be constructed and validated to simulate interventions and gain insight into the relative contribution of mechanistic pathways. 01 juni 2023
تدمد: 1552-5260
URL الوصول: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::594a75f3d5cf7087bb6b3da7e03075d0
حقوق: OPEN
رقم الأكسشن: edsair.doi.dedup.....594a75f3d5cf7087bb6b3da7e03075d0
قاعدة البيانات: OpenAIRE