首页> 外文会议>Intelligent Information Systems, 1997. IIS '97. Proceedings >CTSHIV: a knowledge-based system for the management of HIV-infected patients
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CTSHIV: a knowledge-based system for the management of HIV-infected patients

机译:CTSHIV:基于知识的艾滋病毒感染患者管理系统

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A rule based expert system, CTSHIV (Customized Treatment Strategies for HIV) that recommends an individualized treatment strategy for HIV patients is described. Since the HIV virus mutates rapidly, a patient can develop a resistance to particular antiretroviral agents. CTSHIV addresses this problem by recommending a treatment strategy that avoids antiretroviral agents for which a resistance has developed. By monitoring the HIV virus of the patient, the treatment strategy can be switched in response to mutations of the virus. CTSHIV contains a knowledge base that encodes information from the medical literature on drug resistant mutations. It also contains additional rules that rank and weight combinations of antiretroviral agents based upon antiviral activities, redundant mechanisms of action, and overlapping toxicities. To recommend a treatment for an HIV infected patient, plasma is obtained from the patient and the RNA extracted. Segments of the HIV pol gene encoding the entire protease, reverse transcriptase and integrase proteins are amplified by RT-PCR (using a total of 3 primer pairs) and cloned. The patient's HIV sequencing data is entered into the expert program and the information is downloaded directly into the CTSHIV program. The program produces the five most effective 2, 3, and 4 drug regimens coupled with an explanation for their choice. Thus, the CTSHIV system couples efficient genetic sequencing with an expert program that recommends regimens based upon information in the current medical literature. Clinical trials are underway to evaluate the effectiveness of this approach to the management of HIV infected patients.
机译:基于规则的专家系统,CTSHIV(HIV定制治疗策略),为HIV患者提供了个性化治疗策略。由于HIV病毒迅速突变,患者可以对特定抗逆转录病毒剂产生抗性。 CTSHIV通过推荐避免抗逆转录病毒的治疗策略来解决该问题,避免抗逆转录病毒的抗逆转录病毒。通过监测患者的HIV病毒,可以响应病毒的突变来切换治疗策略。 CTShiv包含一个知识库,用于编码医学文献中的耐药性突变的信息。它还含有额外的规则,即基于抗病毒活性,冗余作用机制和重叠毒性等级和重量组合的额外规则。建议对HIV感染的患者的治疗,从患者获得血浆并提取RNA。通过RT-PCR扩增编码整个蛋白酶,逆转录酶和整合酶蛋白的HIV POL基因的区段(使用总共3个引物对)并克隆。患者的HIV测序数据被输入到专家程序中,并将信息直接下载到CTShiv程序中。该程序产生了与其选择的解释的五个最有效的2,3和4种药物方案。因此,CTShiv系统将有效的遗传测序与专家计划致致建议基于当前医学文献中的信息的专家程序。正在进行临床试验,以评估这种方法对艾滋病毒感染患者管理的有效性。

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