Optimal Implantable Cardioverter Defibrillator (ICD) Generator Replacement

被引:6
|
作者
Khojandi, Anahita [1 ]
Maillart, Lisa M. [1 ]
Prokopyev, Oleg A. [1 ]
Roberts, Mark S. [2 ]
Brown, Timothy [3 ]
Barrington, William W. [4 ]
机构
[1] Univ Pittsburgh, Dept Ind Engn, Pittsburgh, PA 15261 USA
[2] Univ Pittsburgh, Dept Hlth Policy & Management, Pittsburgh, PA 15261 USA
[3] Medtronic, Minneapolis, MN 55432 USA
[4] Univ Pittsburgh, Med Ctr, Inst Heart & Vasc, Pittsburgh, PA 15213 USA
基金
美国国家科学基金会;
关键词
optimal replacement; Markov decision processes; threshold policy; CUMULATIVE DAMAGE MODELS; FOLLOW-UP; DEVICE ADVISORIES; CLINICAL-PRACTICE; RISK-FACTORS; LONGEVITY; INFECTIONS; PACEMAKERS; INSIGHTS; DATABASE;
D O I
10.1287/ijoc.2013.0586
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Implantable cardioverter defibrillators ( ICDs) include small, battery-powered generators, the longevity of which depends on a patient's rate of consumption. Generator replacement, however, involves risks, including death. Hence, a trade-off exists between prematurely exposing the patient to these risks and allowing for the possibility that the device is unable to deliver therapy when needed. Currently, replacements are performed using a one-size-fits-all approach. Here, we develop a Markov decision process model to determine patient-specific optimal replacement policies as a function of patient age and the remaining battery capacity. We analytically establish that the optimal policy is of threshold-type in the remaining capacity, but not necessarily in patient age. Based on clinical data, we conduct a large computational study that suggests that under the optimal policy, patients undergoing initial implantation at age 30-40, 41-60, and 61-80 see an approximate decrease in the total expected number of replacements of 8%-14%, 8%-15% and 8%-19%, respectively, while achieving the same or greater expected lifetime.
引用
收藏
页码:599 / 615
页数:17
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