Optimal breast cancer risk reduction policies tailored to personal risk level

被引:0
|
作者
Ergun, Mehmet A. [1 ,2 ]
Hajjar, Ali [3 ,4 ]
Alagoz, Oguzhan [1 ]
Rampurwala, Murtuza [5 ]
机构
[1] Univ Wisconsin, Dept Ind & Syst Engn, 3242 Mech Engn Bldg,1513 Univ Ave, Madison, WI 53706 USA
[2] Istanbul Tech Univ, Dept Ind Engn, Istanbul, Turkey
[3] Harvard Med Sch, Boston, MA 02115 USA
[4] Massachusetts Gen Hosp, Inst Technol Assessment, Boston, MA 02114 USA
[5] Univ Chicago, Sect Hematol Oncol, Chicago, IL 60637 USA
基金
美国国家卫生研究院;
关键词
OR in medicine; Risk reduction; Markov decision process (MDP); Breast cancer; SURGICAL ADJUVANT BREAST; QUALITY-OF-LIFE; BOWEL PROJECT; FOLLOW-UP; DECISION-MAKING; FAMILY-HISTORY; PREVENTION; TAMOXIFEN; WOMEN; BRCA1;
D O I
10.1007/s10729-022-09596-2
中图分类号
R19 [保健组织与事业(卫生事业管理)];
学科分类号
摘要
Depending on personal and hereditary factors, each woman has a different risk of developing breast cancer, one of the leading causes of death for women. For women with a high-risk of breast cancer, their risk can be reduced by two main therapeutic approaches: 1) preventive treatments such as hormonal therapies (i.e., tamoxifen, raloxifene, exemestane); or 2) a risk reduction surgery (i.e., mastectomy). Existing national clinical guidelines either fail to incorporate or have limited use of the personal risk of developing breast cancer in their proposed risk reduction strategies. As a result, they do not provide enough resolution on the benefit-risk trade-off of an intervention policy as personal risk changes. In addressing this problem, we develop a discrete-time, finite-horizon Markov decision process (MDP) model with the objective of maximizing the patient's total expected quality-adjusted life years. We find several useful insights some of which contradict the existing national breast cancer risk reduction recommendations. For example, we find that mastectomy is the optimal choice for the border-line high-risk women who are between ages 22 and 38. Additionally, in contrast to the National Comprehensive Cancer Network recommendations, we find that exemestane is a plausible, in fact, the best, option for high-risk postmenopausal women.
引用
收藏
页码:363 / 388
页数:26
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