Effectiveness and safety of direct oral anticoagulants with antiplatelet agents in patients with venous thromboembolism: A multi-database cohort study

[Artificial intelligence and secure use of health data in the KI-FDZ project: anonymization, synthetization, and secure processing of real-world data]

The increasing digitization of the healthcare system is leading to a growing volume of health data. Leveraging this data beyond its initial collection purpose for secondary use can provide valuable insights into diagnostics, treatment processes, and the quality of care. The Health Data Lab (HDL) will provide infrastructure for this purpose. Both the protection of patient privacy and optimal analytical capabilities are of central importance in this context, and artificial intelligence (AI) provides two opportunities. First, it enables the analysis of large volumes of data with flexible models, which means that hidden correlations and patterns can be discovered. Second, synthetic - that is, artificial - data generated by AI can protect privacy.This paper describes the KI-FDZ project, which aims to investigate innovative technologies that can support the secure provision of health data for secondary research purposes. A multi-layered approach is investigated in which data-level measures can be combined in different ways with processing in secure environments. To this end, anonymization and synthetization methods, among others, are evaluated based on two concrete application examples. Moreover, it is examined how the creation of machine learning pipelines and the execution of AI algorithms can be supported in secure processing environments. Preliminary results indicate that this approach can achieve a high level of protection while maintaining data validity. The approach investigated in the project can be an important building block in the secure secondary use of health data.

Effectiveness and Safety of Direct Oral Anticoagulants Among Octogenarians with Venous Thromboembolism: An International Multidatabase Cohort Study

BACKGROUND

The effects of direct oral anticoagulants (DOACs) among octogenarian patients with venous thromboembolism remains poorly understood. To address this knowledge gap, our study aimed to assess the effectiveness and safety of DOACs compared to vitamin K antagonists (VKAs) among octogenarians with venous thromboembolism.

METHODS

We conducted an international cohort study using administrative health care databases from Québec, Canada, and Germany. We assembled 2 population-based cohorts of octogenarians with incident venous thromboembolism initiating treatment with DOACs or VKAs. The study period spanned from January 2012 to the most recent date of data availability (Québec: December 2016; Germany: December 2019). Using an as-treated exposure definition, we compared use of DOACs to use of VKAs, applying inverse probability of treatment weighting based on high-dimensional propensity scores to balance exposure groups. Cox proportional hazards models estimated site-specific hazard ratios (HRs) and 95% confidence intervals (CIs) of recurrent venous thromboembolism, major bleeding, and all-cause mortality. The results were meta-analyzed using random-effects models.

RESULTS

Overall, our study included 6737 octogenarians with venous thromboembolism (Québec: n = 2556; Germany: n = 4181) who initiated use of DOACs (n = 3778) or VKAs (n = 2959). When compared to VKAs, DOACs were associated with similar risks of recurrent venous thromboembolism (weighted HR, 0.80; 95% CI, 0.43-1.46; I² = 0.00), major bleeding (weighted HR, 0.96; 95% CI, 0.57-1.63; I² = 0.59), and all-cause mortality (weighted HR, 1.04; 95% CI, 0.81-1.34; I² = 0.00).

CONCLUSIONS

Among octogenarians with venous thromboembolism, DOACs showed a comparable effectiveness and safety compared to VKAs. Our results support the use of DOACs in this high-risk group.

Corrigendum

[This corrects the article DOI: 10.1002/rth2.12643.].