dc.contributor.author | Burke, Eilish | en |
dc.contributor.author | O'Brien, Frances | en |
dc.contributor.author | Mc Carron, Mary | en |
dc.contributor.author | Ryan, Caitriona | en |
dc.date.accessioned | 2024-02-08T17:39:09Z | |
dc.date.available | 2024-02-08T17:39:09Z | |
dc.date.issued | 2024 | en |
dc.date.submitted | 2024 | en |
dc.identifier.citation | O'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 - E189 | en |
dc.identifier.other | Y | en |
dc.description | PUBLISHED | en |
dc.description.abstract | Background: 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.extent | E179 | en |
dc.format.extent | E189 | en |
dc.language.iso | en | en |
dc.relation.ispartofseries | Journal of Cardiovascular Nursing | en |
dc.relation.ispartofseries | 39 | en |
dc.relation.ispartofseries | 6 | en |
dc.rights | Y | en |
dc.subject | Machine learning intellectual disability | en |
dc.subject | Heart disease risk factors | en |
dc.subject | Cardiovascular diseases*/prevention & control | en |
dc.title | Does Arterial Stiffness Predict Cardiovascular Disease in Older Adults With an Intellectual Disability?. | en |
dc.type | Journal Article | en |
dc.type.supercollection | scholarly_publications | en |
dc.type.supercollection | refereed_publications | en |
dc.identifier.peoplefinderurl | http://people.tcd.ie/eburke7 | en |
dc.identifier.peoplefinderurl | http://people.tcd.ie/obrienfr | en |
dc.identifier.peoplefinderurl | http://people.tcd.ie/ryanc86 | en |
dc.identifier.peoplefinderurl | http://people.tcd.ie/mccarrm | en |
dc.identifier.rssinternalid | 256739 | en |
dc.identifier.doi | http://dx.doi.org/10.1097/JCN.0000000000001013 | en |
dc.rights.ecaccessrights | openAccess | |
dc.relation.doi | 10.1097/JCN.0000000000001013 | en |
dc.relation.source | Intellectual Disability Supplement to the Irish Longitudinal Study on Ageing | en |
dc.relation.cites | Cites | en |
dc.subject.TCDTheme | Ageing | en |
dc.subject.TCDTag | Ageing and intellectual disability | en |
dc.subject.TCDTag | Cardiovascular health and Intellectual disability | en |
dc.subject.TCDTag | Intellectual Disability Nursing | en |
dc.relation.sourceuri | https://idstilda.tcd.ie/ | en |
dc.identifier.orcid_id | 0000-0002-3097-8048 | en |
dc.subject.darat_impairment | Chronic Health Condition | en |
dc.subject.darat_impairment | Intellectual Disability | en |
dc.status.accessible | N | en |
dc.contributor.sponsor | Health Research Board (HRB) | en |
dc.identifier.uri | http://hdl.handle.net/2262/104876 | |