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乙肝筛查及护理联系中的马尔可夫模型

Markov modeling in hepatitis B screening and linkage to care.

作者信息

Sehr Martin A, Joshi Kartik D, Fontanesi John M, Wong Robert J, Bitmead Robert R, Gish Robert G

机构信息

Department of Mechanical and Aerospace Engineering, University of California, San Diego, 9500 Gilman Drive, MS 0411, La Jolla, CA, 92093-0411, USA.

Midwestern University, Arizona College of Osteopathic Medicine, 19555 North 59th Avenue, Glendale, AZ, 85308, USA.

出版信息

Theor Biol Med Model. 2017 May 18;14(1):11. doi: 10.1186/s12976-017-0057-6.

Abstract

BACKGROUND

With up to 240 million people chronically infected with hepatitis B worldwide, including an estimated 2 million in the United States, widespread screening is needed to link the infected to care and decrease the possible consequences of untreated infection, including liver cancer, cirrhosis and death. Screening is currently fraught with challenges in both the developed and developing world. New point-of-care tests may have advantages over standard-of-care tests in terms of cost-effectiveness and linkage to care. Stochastic modeling is applied here for relative utility assessment of point-of-care tests and standard-of-care tests for screening.

METHODS

We analyzed effects of point-of-care versus standard-of-care testing using Markov models for disease progression in individual patients. Simulations of large cohorts with distinctly quantified models permitted the assessment of particular screening schemes. The validity of the trends observed is supported by sensitivity analyses for the simulation parameters.

RESULTS

Increased utilization of point-of-care screening was shown to decrease hepatitis B-related mortalities and increase life expectancy at low projected expense.

CONCLUSIONS

The results suggest that standard-of-care screening should be substituted by point-of-care tests resulting in improved linkage to care and decrease in long-term complications.

摘要

背景

全球多达2.4亿人慢性感染乙肝,其中美国约有200万人。需要进行广泛筛查,以便让感染者获得治疗,并降低未治疗感染可能导致的后果,包括肝癌、肝硬化和死亡。目前,在发达国家和发展中国家,筛查都面临诸多挑战。就成本效益和与治疗的衔接而言,新型即时检验可能优于标准护理检验。本文应用随机模型对即时检验和标准护理检验用于筛查的相对效用进行评估。

方法

我们使用马尔可夫模型分析个体患者疾病进展情况,比较即时检验与标准护理检验的效果。通过对大型队列进行具有明确量化模型的模拟,来评估特定筛查方案。模拟参数的敏感性分析支持了所观察到趋势的有效性。

结果

研究表明,增加即时检验筛查的使用可降低乙肝相关死亡率,并在预计费用较低的情况下提高预期寿命。

结论

研究结果表明,即时检验应取代标准护理检验,从而改善与治疗护理的衔接,并减少长期并发症。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e24e/5437626/af596bd1fa90/12976_2017_57_Fig1_HTML.jpg

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