Trial emulation to assess the effect of surgery on survival when there are competing risks, with application to patients with thoracic aortic aneurysms.
James Murray, Caroline Chesang, Steve Large, Colin Bicknell, Carol Freeman, Ruth H Keogh, Linda D Sharples
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引用次数: 0
Abstract
Objective: This study extends methods to estimate average causal effect of aneurysm repair surgery on (i) overall survival and (ii) aneurysm-related mortality, accounting for competing risks using data from the Effective Treatments for Thoracic Aortic Aneurysms (ETTAA) cohort.
Study design and setting: ETTAA, a prospective cohort study, recruited 886 patients between 2014 and 2018. Patients were linked to UK national hospital and mortality databases by NHS digital and followed-up for later surgeries and deaths. We compared a strategy of open or endovascular surgery (whichever appropriate) within 12 months of enrolment to ETTAA with no surgery within 12 months using the trial emulation framework, and cloning-censoring-weighting analysis. Key confounders at baseline were controlled for using inverse probability weighting methods.
Results: In complete case analysis, estimated 7-year survival probability if everyone received surgery within a 12-month grace period was 57.4% (95% CI: 47.3%, 67.4%) versus 49.9% (44.0%, 55.0%) if no one received surgery. This benefit was primarily attributable to reduction in aneurysm-related deaths (difference -8.7%, 95% CI: -14.0%, -3.9%), with no significant effect on deaths from other causes. Findings were consistent under sensitivity analyses, including multiple imputation of missing confounders. Our cloning-censoring-weighting approach addressed selection-for-treatment, allowed for surgery to be received within a grace period and used appropriate methods to separate aneurysm-related mortality from competing risks.
Conclusion: The study demonstrates the utility of trial emulation and counterfactual methods in estimation of causal effects on competing risks using observational data. Findings suggest a benefit for aneurysm-related survival up to 7 years after enrolment.
期刊介绍:
The Journal of Clinical Epidemiology strives to enhance the quality of clinical and patient-oriented healthcare research by advancing and applying innovative methods in conducting, presenting, synthesizing, disseminating, and translating research results into optimal clinical practice. Special emphasis is placed on training new generations of scientists and clinical practice leaders.