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A Reference Model Based Patient Management System: Opportunities and Challenges

机译:基于参考模型的患者管理系统:机遇与挑战

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Object oriented design (OOD) and hierarchical layered architecture are the dominant paradigms for building computer-based applications. The biological system deviates significantly from these paradigms, while adding self-adaptability as a paradigm that is worthy of emulation in the computer domain. Biological system components may be considered to be nearly decomposable, but not modular; further, the top-down command and control, the bottom-up information flow, and the fully submissive & reactive lower levels, as envisioned with a layered architecture, is replaced in biology with overlapping and self-aware/adaptive/intelligent layers. These differences pose challenges in integrating seamlessly computer and biological systems. A seamless system could help build personalized computer-based patient management systems for optimal management of chronic conditions such as Diabetes and Hypertension. The lower levels of sensing, data acquisition, data processing, and state detection would be based on the biological system while the higher levels of health assessment, prognostics, and advisory generation, generally the domain of medical personnel, could be substantially supplemented by a computer based expert system. With a better appreciation of the two domains, decisions made at the higher levels (in the computer domain) would be tempered with adaptive strategies that comprehend the adaptive and partially-reactive responses of the lower levels (of the biological system) for maximum benefit to the patient. This requires a seamless model that integrates the computer and biological domains. In this paper, we present our attempts at building such a seamless model for integration of computer and biological systems. We used OPD (object process diagrams) to build a systems biology OOD hierarchy at lower levels. The scope of this paper is limited to mapping glucose metabolism to an object oriented model, which is a prerequisite to building a viable multi-layer model.
机译:面向对象设计(OOD)和分层分层体系结构是构建基于计算机的应用程序的主导范例。生物学系统从这些范式中显着偏离,同时将自适应作为一个值得在计算机领域的仿真的范式增加。生物系统组分可以被认为是几乎可分解的,但不是模块化的;此外,以与分层架构设想的自上而下命令和控制,自下而下的命令和控制,以及完全顺从和反应较低级别,以重叠和自我感知/自适应/智能层替换为生物学。这些差异在整合无缝计算机和生物系统方面构成了挑战。无缝系统可以帮助构建个性化的计算机患者管理系统,以获得糖尿病和高血压等慢性条件的最佳管理。感应,数据采集,数据处理和状态检测的较低水平将基于生物系统,而较高水平的健康评估,预测和咨询生成,通常是医务人员领域,可以基本上由计算机补充基于专家系统。随着两个领域的更好升值,在更高水平(计算机领域)中制作的决定将以适应性的策略来调火,该策略能够理解下层(生物系统)的适应性和部分反应响应,以便最大限度地利益病人。这需要集成计算机和生物域的无缝模型。在本文中,我们展示了我们在建立这种无缝模型的计算机和生物系统的尝试。我们使用OPD(对象过程图)来构建较低级别的系统生物学ood层次结构。本文的范围仅限于将葡萄糖新陈代谢映射到面向对象的模型,这是构建可行的多层模型的先决条件。

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