Easy-to-use tool for evaluating the elevated acute kidney injury risk against reduced cardiovascular disease risk during intensive blood pressure control. Issue 3 (March 2020)
- Record Type:
- Journal Article
- Title:
- Easy-to-use tool for evaluating the elevated acute kidney injury risk against reduced cardiovascular disease risk during intensive blood pressure control. Issue 3 (March 2020)
- Main Title:
- Easy-to-use tool for evaluating the elevated acute kidney injury risk against reduced cardiovascular disease risk during intensive blood pressure control
- Authors:
- Venäläinen, Mikko S.
Klén, Riku
Mahmoudian, Mehrad
Raitakari, Olli T.
Elo, Laura L. - Abstract:
- Abstract : Objective: The Systolic Blood Pressure Intervention Trial (SPRINT) reported that lowering SBP to below 120 mmHg (intensive treatment) reduced cardiovascular morbidity and mortality among adults with hypertension but increased the incidence of adverse events, particularly acute kidney injury (AKI). The goal of this study was to develop an accurate risk estimation tool for comparing the risk of cardiovascular events and adverse kidney-related outcomes between standard and intensive antihypertensive treatment strategies. Methods: By applying Lasso regression on the baseline characteristics and health outcomes of 8760 participants with complete baseline information in the SPRINT trial, we developed predictive models for primary cardiovascular disease (CVD) outcome and incidence of AKI. Both models were validated against an independent test set of the SPRINT trial (one third of data not used for model building) and externally against the cardiovascular and renal outcomes available in Action to Control Cardiovascular Risk in Diabetes Blood Pressure trial, consisting of 4733 participants with type 2 diabetes mellitus. Results: Lasso regression identified a subset of variables that accurately predicted the primary CVD outcome and the incidence of AKI (areas under receiver-operating characteristic curves 0.70 and 0.77, respectively). Based on the validated risk models, an easy-to-use risk assessment tool was developed and made available as an easy-to-use online tool.Abstract : Objective: The Systolic Blood Pressure Intervention Trial (SPRINT) reported that lowering SBP to below 120 mmHg (intensive treatment) reduced cardiovascular morbidity and mortality among adults with hypertension but increased the incidence of adverse events, particularly acute kidney injury (AKI). The goal of this study was to develop an accurate risk estimation tool for comparing the risk of cardiovascular events and adverse kidney-related outcomes between standard and intensive antihypertensive treatment strategies. Methods: By applying Lasso regression on the baseline characteristics and health outcomes of 8760 participants with complete baseline information in the SPRINT trial, we developed predictive models for primary cardiovascular disease (CVD) outcome and incidence of AKI. Both models were validated against an independent test set of the SPRINT trial (one third of data not used for model building) and externally against the cardiovascular and renal outcomes available in Action to Control Cardiovascular Risk in Diabetes Blood Pressure trial, consisting of 4733 participants with type 2 diabetes mellitus. Results: Lasso regression identified a subset of variables that accurately predicted the primary CVD outcome and the incidence of AKI (areas under receiver-operating characteristic curves 0.70 and 0.77, respectively). Based on the validated risk models, an easy-to-use risk assessment tool was developed and made available as an easy-to-use online tool. Conclusion: By predicting the risks of CVD and AKI at baseline, the developed tool can be used to weigh the benefits of intensive versus standard blood pressure control and to identify those who are likely to benefit most from intensive treatment. Abstract : Supplemental Digital Content is available in the text … (more)
- Is Part Of:
- Journal of hypertension. Volume 38:Issue 3(2020:Mar.)
- Journal:
- Journal of hypertension
- Issue:
- Volume 38:Issue 3(2020:Mar.)
- Issue Display:
- Volume 38, Issue 3 (2020)
- Year:
- 2020
- Volume:
- 38
- Issue:
- 3
- Issue Sort Value:
- 2020-0038-0003-0000
- Page Start:
- Page End:
- Publication Date:
- 2020-03
- Subjects:
- acute kidney injury -- antihypertensive agents -- cardiovascular diseases -- clinical decision support -- hypertension -- machine learning
Hypertension -- Periodicals
Hypertension -- Periodicals
616.132005 - Journal URLs:
- http://firstsearch.oclc.org ↗
http://journals.lww.com/jhypertension/pages/default.aspx ↗
http://ovidsp.ovid.com/ovidweb.cgi?T=JS&NEWS=n&CSC=Y&PAGE=toc&D=yrovft&AN=00004872-000000000-00000 ↗
http://www.jhypertension.com/ ↗
http://journals.lww.com/pages/default.aspx ↗ - DOI:
- 10.1097/HJH.0000000000002282 ↗
- Languages:
- English
- ISSNs:
- 1473-5598
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 5004.510000
British Library DSC - BLDSS-3PM
British Library STI - ELD Digital store - Ingest File:
- 18721.xml