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dc.contributor.authorBurke, Eilishen
dc.contributor.authorO'Brien, Francesen
dc.contributor.authorMc Carron, Maryen
dc.contributor.authorRyan, Caitrionaen
dc.date.accessioned2024-02-08T17:39:09Z
dc.date.available2024-02-08T17:39:09Z
dc.date.issued2024en
dc.date.submitted2024en
dc.identifier.citationO'Brien, F., McCallion, P., Ryan, C., Paul, A., Burke, �., Echiverri, S., & McCarron, M., Does Arterial Stiffness Predict Cardiovascular Disease in Older Adults With an Intellectual Disability?., Journal of Cardiovascular Nursing, 39, 6, 2024, E179 - E189en
dc.identifier.otherYen
dc.descriptionPUBLISHEDen
dc.description.abstractBackground: Arterial stiffness has been associated with an increased risk of cardiovascular disease (CVD) in some patient populations. Objectives: The aims of this study were to investigate (1) whether there is an association between arterial stiffness, as measured by the Mobil-O-Graph, and risk for CVD in a population of individuals with intellectual disability and (2) whether arterial stiffness can predict the risk for CVD. Methods: This cross-sectional study included 58 individuals who participated in wave 4 of the Intellectual Disability Supplement to the Irish Longitudinal Study on Aging (2019-2020). Statistical models were used to address the first aim, whereas machine learning models were used to improve the accuracy of risk predictions in the second aim. Results: Sample characteristics were mean (SD) age of 60.69 (10.48) years, women (62.1%), mild/moderate level of intellectual disability (91.4%), living in community group homes (53.4%), overweight/obese (84.5%), high cholesterol (46.6%), alcohol consumption (48.3%), hypertension (25.9%), diabetes (17.24%), and smokers (3.4%). Mean (SD) pulse wave velocity (arterial stiffness measured by Mobil-O-Graph) was 8.776 (1.6) m/s. Cardiovascular disease risk categories, calculated using SCORE2, were low-to-moderate risk (44.8%), high risk (46.6%), and very high risk (8.6%). Using proportional odds logistic regression, significant associations were found between arterial stiffness, diabetes diagnosis, and CVD risk SCORE2 (P < .001). We also found the Mobil-O-Graph can predict risk of CVD, with prediction accuracy of the proportional odds logistic regression model approximately 60.12% (SE, 3.2%). Machine learning models, k-nearest neighbor, and random forest improved model predictions over and above proportional odds logistic regression at 75.85% and 77.7%, respectively. Conclusions: Arterial stiffness, as measured by the noninvasive Mobil-O-Graph, can be used to predict risk of CVD in individuals with intellectual disabilities.en
dc.format.extentE179en
dc.format.extentE189en
dc.language.isoenen
dc.relation.ispartofseriesJournal of Cardiovascular Nursingen
dc.relation.ispartofseries39en
dc.relation.ispartofseries6en
dc.rightsYen
dc.subjectMachine learning intellectual disabilityen
dc.subjectHeart disease risk factorsen
dc.subjectCardiovascular diseases*/prevention & controlen
dc.titleDoes Arterial Stiffness Predict Cardiovascular Disease in Older Adults With an Intellectual Disability?.en
dc.typeJournal Articleen
dc.type.supercollectionscholarly_publicationsen
dc.type.supercollectionrefereed_publicationsen
dc.identifier.peoplefinderurlhttp://people.tcd.ie/eburke7en
dc.identifier.peoplefinderurlhttp://people.tcd.ie/obrienfren
dc.identifier.peoplefinderurlhttp://people.tcd.ie/ryanc86en
dc.identifier.peoplefinderurlhttp://people.tcd.ie/mccarrmen
dc.identifier.rssinternalid256739en
dc.identifier.doihttp://dx.doi.org/10.1097/JCN.0000000000001013en
dc.rights.ecaccessrightsopenAccess
dc.relation.doi10.1097/JCN.0000000000001013en
dc.relation.sourceIntellectual Disability Supplement to the Irish Longitudinal Study on Ageingen
dc.relation.citesCitesen
dc.subject.TCDThemeAgeingen
dc.subject.TCDTagAgeing and intellectual disabilityen
dc.subject.TCDTagCardiovascular health and Intellectual disabilityen
dc.subject.TCDTagIntellectual Disability Nursingen
dc.relation.sourceurihttps://idstilda.tcd.ie/en
dc.identifier.orcid_id0000-0002-3097-8048en
dc.subject.darat_impairmentChronic Health Conditionen
dc.subject.darat_impairmentIntellectual Disabilityen
dc.status.accessibleNen
dc.contributor.sponsorHealth Research Board (HRB)en
dc.identifier.urihttp://hdl.handle.net/2262/104876


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