Development and Validation of a Model to Predict Absolute Vascular Risk Reduction by Moderate-Intensity Statin Therapy in Individual Patients With Type 2 Diabetes Mellitus: The Anglo Scandinavian Cardiac Outcomes Trial, Antihypertensive and Lipid-Lowering Treatment to Prevent Heart Attack Trial, and Collaborative Atorvastatin Diabetes Study. (May 2016)
- Record Type:
- Journal Article
- Title:
- Development and Validation of a Model to Predict Absolute Vascular Risk Reduction by Moderate-Intensity Statin Therapy in Individual Patients With Type 2 Diabetes Mellitus: The Anglo Scandinavian Cardiac Outcomes Trial, Antihypertensive and Lipid-Lowering Treatment to Prevent Heart Attack Trial, and Collaborative Atorvastatin Diabetes Study. (May 2016)
- Main Title:
- Development and Validation of a Model to Predict Absolute Vascular Risk Reduction by Moderate-Intensity Statin Therapy in Individual Patients With Type 2 Diabetes Mellitus
- Authors:
- Kaasenbrood, Lotte
Poulter, Neil R.
Sever, Peter S.
Colhoun, Helen M.
Livingstone, Shona J.
Boekholdt, S. Matthijs
Pressel, Sara L.
Davis, Barry R.
van der Graaf, Yolanda
Visseren, Frank L.J. - Abstract:
- Abstract : Background—: In this study, we aimed to translate the average relative effect of statin therapy from trial data to the individual patient with type 2 diabetes mellitus by developing and validating a model to predict individualized absolute risk reductions (ARR) of cardiovascular events. Methods and Results—: Data of 2725 patients with type 2 diabetes mellitus from the Lipid Lowering Arm of the Anglo Scandinavian Cardiac Outcomes Trial (ASCOT-LLA) study (atorvastatin 10 mg versus placebo) were used for model derivation. The model was based on 8 clinical predictors including treatment allocation (statin/placebo). Ten-year individualized ARR on major cardiovascular events by statin therapy were calculated for each patient by subtracting the estimated on-treatment risk from the estimated off-treatment risk. Predicted 10-year ARR by statin therapy was <2% for 13% of the patients. About 30% had an ARR of >4% (median ARR, 3.2%; interquartile range, 2.5%–4.3%; 95% confidence interval for 3.2% ARR, –1.4% to 6.8%). Addition of treatment interactions did not improve model performance. Therefore, the wide distribution in ARR was a consequence of the underlying distribution in cardiovascular risk enrolled in these trials. External validation of the model was performed in data from the Antihypertensive and Lipid-Lowering Treatment to Prevent Heart Attack Trial (ALLHAT-LLT; pravastatin 40 mg versus usual care) and Collaborative Atorvastatin Diabetes Study (CARDS; atorvastatin 10Abstract : Background—: In this study, we aimed to translate the average relative effect of statin therapy from trial data to the individual patient with type 2 diabetes mellitus by developing and validating a model to predict individualized absolute risk reductions (ARR) of cardiovascular events. Methods and Results—: Data of 2725 patients with type 2 diabetes mellitus from the Lipid Lowering Arm of the Anglo Scandinavian Cardiac Outcomes Trial (ASCOT-LLA) study (atorvastatin 10 mg versus placebo) were used for model derivation. The model was based on 8 clinical predictors including treatment allocation (statin/placebo). Ten-year individualized ARR on major cardiovascular events by statin therapy were calculated for each patient by subtracting the estimated on-treatment risk from the estimated off-treatment risk. Predicted 10-year ARR by statin therapy was <2% for 13% of the patients. About 30% had an ARR of >4% (median ARR, 3.2%; interquartile range, 2.5%–4.3%; 95% confidence interval for 3.2% ARR, –1.4% to 6.8%). Addition of treatment interactions did not improve model performance. Therefore, the wide distribution in ARR was a consequence of the underlying distribution in cardiovascular risk enrolled in these trials. External validation of the model was performed in data from the Antihypertensive and Lipid-Lowering Treatment to Prevent Heart Attack Trial (ALLHAT-LLT; pravastatin 40 mg versus usual care) and Collaborative Atorvastatin Diabetes Study (CARDS; atorvastatin 10 mg versus placebo) of 3878 and 2838 patients with type 2 diabetes mellitus, respectively. Model calibration was adequate in both external data sets, discrimination was moderate (ALLHAT-LLT: c -statistics, 0.64 [95% confidence interval, 0.61–0.67] and CARDS: 0.68 [95% confidence interval, 0.64–0.72]). Conclusions—: ARRs of major cardiovascular events by statin therapy can be accurately estimated for individual patients with type 2 diabetes mellitus using a model based on routinely available patient characteristics. There is a wide distribution in ARR that may complement informed decision making. Clinical Trial Registration—: URL:http://www.clinicaltrials.gov . Unique identifier: NCT00327418 (CARDS) and NCT00000542 (ALLHAT). Abstract : Supplemental Digital Content is available in the text. … (more)
- Is Part Of:
- Circulation. Volume 9:Number 3(2016)
- Journal:
- Circulation
- Issue:
- Volume 9:Number 3(2016)
- Issue Display:
- Volume 9, Issue 3 (2016)
- Year:
- 2016
- Volume:
- 9
- Issue:
- 3
- Issue Sort Value:
- 2016-0009-0003-0000
- Page Start:
- Page End:
- Publication Date:
- 2016-05
- Subjects:
- cardiovascular diseases -- decision making, shared -- diabetes mellitus -- precision medicine -- statins, HMG-CoA -- treatment outcome
Cardiovascular system -- Diseases -- Treatment -- Periodicals
Cardiovascular system -- Diseases -- Research -- Periodicals
Outcome assessment (Medical care) -- Periodicals
Evidence-based medicine -- Periodicals
616.1007 - Journal URLs:
- http://circoutcomes.ahajournals.org ↗
http://gateway.ovid.com/ovidweb.cgi?T=JS&MODE=ovid&PAGE=toc&D=ovft&AN=01337496-000000000-00000 ↗
http://journals.lww.com ↗ - DOI:
- 10.1161/CIRCOUTCOMES.115.001980 ↗
- Languages:
- English
- ISSNs:
- 1941-7713
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 3265.263000
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 1249.xml