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Investigating spatial convergence of diagnosed dementia, depression and type 2 diabetes prevalence in West Adelaide, Australia

dc.contributor.authorAw, Jessica
dc.contributor.authorSmurthwaite, Kayla
dc.contributor.authorBagheri, Nasser
dc.date.accessioned2021-02-15T22:41:38Z
dc.date.issued2020
dc.date.updated2020-11-08T07:21:33Z
dc.description.abstractAbstract Background: Comorbid depression and type 2 diabetes (T2D) is an important risk factor for dementia. This study investigates the factors associated with, the spatial variation and spatial convergence of diagnosed cases of these conditions. This approach may identify areas with unmet needs. Methods: We used cross-sectional data (2010 to 2014) from 16 general practices in west Adelaide, Australia. Multi-level modelling accounting for individual-level characteristics nested within statistical area level 1 (SA1) determined covariate associations with these three diseases. Getis-Ord Gi method was used to investigate spatial variation, hot spots and cold spots of these conditions. Results: 1.4% of active patients in west Adelaide aged 45 and above were diagnosed with dementia, 9.6% with depression and 13.3% with T2D. Comorbidity was significant across all three diseases. Elderly age (65+ years) was significantly associated with diagnosed dementia and T2D. Hyperlipidemia or hypertension diagnosis and belonging to lower socioeconomic status were significantly associated with diagnosed T2D and depression. The spatial distribution of each disease varied across west Adelaide. Spatial convergence of the three diseases was observed in two large hot spot clusters and one main cluster of cold spots. Limitations: Due to underreporting, potentially significant covariates like alcohol intake were unable to be assessed. There may be a bias towards health-conscious individuals or patients managing diagnosed diseases that actively visit their general practice. Conclusions: Patterns of spatial convergence and the shared associations in dementia, depression and diabetes enable policymakers to tailor interventions to the areas where risk of these conditions are greater.en_AU
dc.description.sponsorshipThis work was supported by the Australian Research Council (DE140101570, 2014) and Dementia Australia (project grant, 2018).en_AU
dc.format.mimetypeapplication/pdfen_AU
dc.identifier.issn0165-0327en_AU
dc.identifier.urihttp://hdl.handle.net/1885/222896
dc.language.isoen_AUen_AU
dc.publisherElsevieren_AU
dc.relationhttp://purl.org/au-research/grants/arc/DE140101570en_AU
dc.rights© 2020 Elsevier B.V.en_AU
dc.sourceJournal of Affective Disordersen_AU
dc.subjectDementiaen_AU
dc.subjectDepressionen_AU
dc.subjectType 2 diabetesen_AU
dc.subjectGeospatialen_AU
dc.subjectGeographic information systemsen_AU
dc.titleInvestigating spatial convergence of diagnosed dementia, depression and type 2 diabetes prevalence in West Adelaide, Australiaen_AU
dc.typeJournal articleen_AU
local.bibliographicCitation.lastpage530en_AU
local.bibliographicCitation.startpage524en_AU
local.contributor.affiliationAw, Jessica, College of Arts and Social Sciences, ANUen_AU
local.contributor.affiliationSmurthwaite, Kayla, College of Health and Medicine, ANUen_AU
local.contributor.affiliationBagheri, Nasser, College of Health and Medicine, ANUen_AU
local.contributor.authoruidAw, Jessica, u6280770en_AU
local.contributor.authoruidSmurthwaite, Kayla, u5586692en_AU
local.contributor.authoruidBagheri, Nasser, u5234024en_AU
local.description.embargo2099-12-31
local.description.notesImported from ARIESen_AU
local.identifier.absfor111714 - Mental Healthen_AU
local.identifier.absseo920410 - Mental Healthen_AU
local.identifier.ariespublicationu4102339xPUB521en_AU
local.identifier.citationvolume277en_AU
local.identifier.doi10.1016/j.jad.2020.08.032en_AU
local.publisher.urlhttps://www.elsevier.com/en-auen_AU
local.type.statusPublished Versionen_AU

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