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Agent Based Modeling of Atherosclerosis: A Concrete Help in Personalized Treatments

机译:基于主体的动脉粥样硬化建模:个性化治疗的具体帮助

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Atherosclerosis, a pathology affecting arterial blood vessels, is one of most common diseases of the developed countries. We present studies on the increased atherosclerosis risk using an agent based model of atherogenesis that has been previously validated using clinical data. It is well known that the major risk in atherosclerosis is the persistent high level of low density lipoprotein (LDL) concentration. However, it is not known if short period of high LDL concentration can cause irreversible damage and if reduction of the LDL concentration (either by life style or drug) can drastically or partially reduce the already acquired risk. We simulated four different clinical situations in a large set of virtual patients (200 per clinical scenario). In the first one the patients lifestyle maintains the concentration of LDL in a no risk range. This is the control case simulation. The second case is represented by patients having high level of LDL with a delay to apply appropriate treatments; The third scenario is characterized by patients with high LDL levels treated with specific drugs like statins. Finally we simulated patients that are characterized by several oxidative events (smoke, sedentary life style, assumption of alcoholic drinks and so on so forth) that effective increase the risk of LDL oxidation. Those preliminary results obviously need to be clinically investigated. It is clear, however, that SimAthero has the power to concretely help medical doctors and clinicians in choosing personalized treatments for the prevention of the atherosclerosis damages.
机译:动脉粥样硬化是一种影响动脉血管的病理,是发达国家最常见的疾病之一。我们目前使用基于药物的动脉粥样硬化模型进行动脉粥样硬化风险增加的研究,该模型先前已使用临床数据进行了验证。众所周知,动脉粥样硬化的主要风险是持续高水平的低密度脂蛋白(LDL)浓度。但是,尚不知道短期内高LDL浓度是否会引起不可逆转的损害,降低LDL浓度(无论是生活方式还是药物)是否可以大幅或部分降低已经获得的风险。我们在一大批虚拟患者中模拟了四种不同的临床情况(每个临床案例200个)。在第一个阶段中,患者的生活方式将LDL的浓度维持在无风险的范围内。这是控制案例模拟。第二种情况是LDL水平高而延误了适当治疗的患者。第三种情况的特点是用他汀类药物等特殊药物治疗的LDL水平高的患者。最后,我们模拟了以几种氧化事件为特征的患者(烟,久坐的生活方式,饮用酒精饮料等),这些氧化事件有效地增加了LDL氧化的风险。这些初步结果显然需要进行临床研究。但是,很明显,SimAthero能够具体帮助医生和临床医生选择个性化的治疗方法,以预防动脉粥样硬化的损害。

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