Estimation of optimal dynamic anticoagulation regimes from observational data: a regret-based approach

Stat Med. 2006 Dec 30;25(24):4197-215. doi: 10.1002/sim.2694.

Abstract

A complication of long-term anticoagulation is that the optimal dose level varies not only between patients but over time within patients, in response to short-term changes in lifestyle. Consequently, doseage needs to be adaptive but there are as yet no accepted decision rules. Since anticoagulant use is increasing worldwide there is a need for more objective and routine procedures. In this paper, we describe an analysis of observational longitudinal anticoagulant data, aimed at determining an optimal reactive dose-changing strategy. We use the regret parameterization approach advocated by Murphy (J. R. Stat. Soc. Ser. B 2003; 65:331-366). Practical problems encountered in the implementation of the approach are discussed and illustrated.

Publication types

  • Research Support, N.I.H., Extramural
  • Research Support, Non-U.S. Gov't

MeSH terms

  • Algorithms
  • Anticoagulants / administration & dosage*
  • Blood Coagulation Disorders / drug therapy*
  • Data Interpretation, Statistical*
  • Female
  • Humans
  • International Normalized Ratio
  • Logistic Models
  • Longitudinal Studies
  • Male
  • Models, Statistical*
  • Prothrombin Time
  • Warfarin / administration & dosage*

Substances

  • Anticoagulants
  • Warfarin