A Markov Model of the Cost-Effectiveness of Pharmacist Care for Diabetes in Prevention of Cardiovascular Diseases: Evidence from Kaiser Permanente Northern California

被引:62
|
作者
Yu, Juhua [1 ]
Shah, Bijal M. [1 ]
Ip, Eric J. [2 ,3 ]
Chan, James [4 ]
机构
[1] Touro Univ, Coll Pharm, Dept Social Behav & Adm Sci, Vallejo, CA 94592 USA
[2] Touro Univ, Coll Pharm, Dept Pharm Practice, Vallejo, CA 94592 USA
[3] Kaiser Permanente, Mt View Clin, Dept Internal Med, Mountain View, CA USA
[4] Kaiser Permanente Med Care Program, Pharm Outcomes Res Grp, Oakland, CA USA
来源
JOURNAL OF MANAGED CARE PHARMACY | 2013年 / 19卷 / 02期
关键词
CORONARY-HEART-DISEASE; RANDOMIZED-TRIAL; RISK ENGINE; FOLLOW-UP; TYPE-2; MANAGEMENT; INTERVENTION; IMPROVE; STROKE; ATORVASTATIN;
D O I
10.18553/jmcp.2013.19.2.102
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
BACKGROUND It has been demonstrated in previous studies that pharmacist management of patients with type 2 diabetes mellitus (T2DM) in the outpatient setting not only improves diabetes-related clinical outcomes such as hemoglobin A1c but also blood pressure (BP), total cholesterol (TC), and quality of life. Improved control of BP and TC has been shown to reduce the risks of cardiovascular disease (CVD), which has placed a heavy economic burden on the health care system. However, no study has evaluated the cost-effectiveness of pharmacist intervention programs with respect to the long-term preventive effects on CVD outcomes among T2DM patients. OBJECTIVES To (a) quantify the long-term preventive effects of pharmacist intervention on CM) outcomes among T2DM patients using evidence from a matched cohort study in the outpatient primary care setting and (b) assess the relative cost-effectiveness of adding a clinical pharmacist to the primary care team for the management of patients with T2DM based on improvement in CM) risks with the aid of an economic model. METHODS Clinical data between the periods of June 2007 to February 2010 were collected from electronic medical records at 2 separate clinics at Kaiser Permanente (KP) Northern California, 1 with primary care physicians only (control group) and the other with the addition of a pharmacist (enhanced care group). Patients in the enhanced care group were matched 1:1 with patients in the control group according to baseline characteristics that included age, gender, A1c, and Charism comorbidity score. The estimated 10-year GO risk for both groups was calculated by the tilted Kingdom Prospective Diabetes Study (UKFDS) Fisk Engine (version 2) based on age, sex, race, smoking status, atrial fibrillation, duration of diabetes, levels of A1c, systolic BP (SBP) and TC and high-density lipoprotein cholesterol (HDL-C)observed at 12 months. There was no statistical difference in the baseline clinical inputs to the Risk Engine (A1c [P=0.115], SBP [P=0.184], TC[P=0.055], and HDL-C[P=0.475]) between the 2 groups. A Kharkov model was developed to simulate the estimated CM) outcomes over 10 years and to estimate cost-effectiveness. The final outcomes examined included incremental cost and effectiveness measured by life years and per quality-acquested life year gained. Both deterministic sensitivity analysis (SA) and probabilistic SA were conducted to examine the robustness of the results. RESULTS The estimated risks for coronary heart disease (OHD) and stroke (both nonfatal and fatal) at the end of the follow-up were consistently lower in the enhanced care group compared with the control group, even though baseline risks in both groups were similar. The absolute risk reduction (ARR) between the enhanced care and control groups increased over time. For example, the ARR for nonfatal CHD risk in year 1 was 0.5% (1.2% vs. 0.7%), whereas the ARR increased to 5.5% in year 10 (14.8% vs. 9.3%). Similarly, the ARR between the enhanced care and the control groups was calculated as 0.3% for fatal OHD in year 1 and increased to 4.6% in year 10. Results from the Markov model suggest that the enhanced care group was shown to be a dominant strategy (less expensive and more effective) compared with the control group in the 10-year evaluation period in the base-case (average or mean results) scenario. Sensitivity analysis that took into account the uncertainty in all important variables, such as wage of pharmacists, utility weight (the degree of preference individuals have for a particular health state or condition), response rate to pharmacists' care, and uncertainty associated with the estimated 10 years of CVD risk, revealed that the relative value of enhanced care was robust to most of the variations in these parameters. Notably, the level of cost-effectiveness measured by net monetary value depends on the time horizon adopted by the payers and the magnitude of CM) risk reduction The enhanced care group has a higher chance of being considered as a cost-effective strategy when a longer time horizon such as a minimum of 4 to 5 years is adopted CONCLUSIONS Adding pharmacists to the health care management team for diabetic patients improves the long-term CM) risks. The longer-term CVD risk reductions were shown to be more dramatic than the short-term reduction. A longer time horizon adopted by health plans in managing T2DM patients has a higher probability of making the intervention cost-effective. Copyright (C) 2013, Academy of Managed Care Pharmacy. All rights reserved.
引用
收藏
页码:102 / 114
页数:13
相关论文
共 44 条
  • [31] Future cost-effectiveness and equity of the NHS Health Check cardiovascular disease prevention programme: Microsimulation modelling using data from Liverpool, UK
    Kypridemos, Chris
    Collins, Brendan
    McHale, Philip
    Bromley, Helen
    Parvulescu, Paula
    Capewell, Simon
    O'Flaherty, Martin
    PLOS MEDICINE, 2018, 15 (05)
  • [32] Cost-effectiveness of telehealth for patients with raised cardiovascular disease risk: evidence from the Healthlines randomised controlled trial
    Dixon, Padraig
    Hollinghurst, Sandra
    Edwards, Louisa
    Thomas, Clare
    Gaunt, Daisy
    Foster, Alexis
    Large, Shirley
    Montgomery, Alan A.
    Salisbury, Chris
    BMJ OPEN, 2016, 6 (08):
  • [33] Cost-Effectiveness Model of Use of Genetic Testing as an Aid in Assessing the Likely Benefit of Aspirin Therapy for Primary Prevention of Cardiovascular Disease
    Shiffman, Dov
    Slawsky, Katherine
    Fusfeld, Lauren
    Devlin, James J.
    Goss, Thomas F.
    CLINICAL THERAPEUTICS, 2012, 34 (06) : 1387 - 1394
  • [34] Cost-effectiveness analysis of adding pharmacists to primary care teams to reduce cardiovascular risk in patients with Type 2 diabetes: results from a randomized controlled trial
    Simpson, S. H.
    Lier, D. A.
    Majumdar, S. R.
    Tsuyuki, R. T.
    Lewanczuk, R. Z.
    Spooner, R.
    Johnson, J. A.
    DIABETIC MEDICINE, 2015, 32 (07) : 899 - 906
  • [35] Cost-effectiveness of Chagas disease screening in Latin American migrants at primary health-care centres in Europe: a Markov model analysis
    Requena-Mendez, Ana
    Bussion, Sheila
    Aldasoro, Edelweiss
    Jackson, Yves
    Angheben, Andrea
    Moore, David
    Pinazo, Maria-Jeuss
    Gascon, Joaquim
    Munoz, Jose
    Sicuri, Elisa
    LANCET GLOBAL HEALTH, 2017, 5 (04): : E439 - E447
  • [36] Cost-effectiveness of milk powder fortified with potassium to decrease blood pressure and prevent cardiovascular events among the adult population in China: a Markov model
    Dainelli, Livia
    Xu, Tingting
    Li, Min
    Zimmermann, Diane
    Fang, Hai
    Wu, Yangfeng
    Detzel, Patrick
    BMJ OPEN, 2017, 7 (09):
  • [37] Comparative cost-effectiveness of metformin-based dual therapies associated with risk of cardiovascular diseases among Chinese patients with type 2 diabetes: Evidence from a population-based national cohort in Taiwan
    Ou, Huang-Tz
    Chen, Yen-Ting
    Liu, Ya-Ming
    Wu, Jin-Shang
    DIABETES RESEARCH AND CLINICAL PRACTICE, 2016, 116 : 14 - 25
  • [38] New model of integrated care for uncontrolled type 2 diabetes in a retrospective, underserved adult population in the USA: a study protocol for an effectiveness and cost-effectiveness analysis
    Bosetti, Rita
    Tabatabai, Laila
    Naufal, George
    Brito, Rosbel
    Kash, Bita
    BMJ OPEN, 2020, 10 (07):
  • [39] Cost-Effectiveness of a Technology-Facilitated Depression Care Management Adoption Model in Safety-Net Primary Care Patients with Type 2 Diabetes
    Hay, Joel W.
    Lee, Pey-Jiuan
    Jin, Haomiao
    Guterman, Jeffrey J.
    Gross-Schulman, Sandra
    Ell, Kathleen
    Wu, Shinyi
    VALUE IN HEALTH, 2018, 21 (05) : 561 - 568
  • [40] Cost-effectiveness of insulin degludec compared with insulin glargine for patients with type 2 diabetes treated with basal insulin - from the UK health care cost perspective
    Evans, M.
    Wolden, M.
    Gundgaard, J.
    Chubb, B.
    Christensen, T.
    DIABETES OBESITY & METABOLISM, 2014, 16 (04) : 366 - 375