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Clinical Applications of Patient-Specific Models: The Case for a Simple Approach

机译:患者特定模型的临床应用:简单方法的案例

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Over the past several decades, increasingly sophisticated models of the heart have provided important insights into cardiac physiology and are increasingly used to predict the impact of diseases and therapies on the heart. In an era of personalized medicine, many envision patient-specific computational models as a powerful tool for personalizing therapy. Yet the complexity of current models poses important challenges, including identifying model parameters and completing calculations quickly enough for routine clinical use. We propose that early clinical successes are likely to arise from an alternative approach: relatively simple, fast, phenomenologic models with a small number of parameters that can be easily (and automatically) customized. We discuss examples of simple yet foundational models that have already made a tremendous impact on clinical education and practice, and make the case that reducing rather than increasing model complexity may be the key to realizing the promise of patient-specific modeling for clinical applications.
机译:在过去的几十年里,越来越复杂的心脏模型为心脏生理学提供了重要的见解,并越来越多地用于预测疾病和疗法对心脏的影响。在个性化医疗的时代,许多人将患者特定的计算模型视为个性化治疗的强大工具。然而,当前模型的复杂性带来了重大挑战,包括识别模型参数和足够快地完成计算以供常规临床使用。我们认为,早期的临床成功可能来自另一种方法:相对简单、快速、具有少量参数的现象学模型,可以轻松(和自动)定制。我们讨论了已经对临床教育和实践产生巨大影响的简单而基础的模型示例,并提出降低而不是增加模型复杂性可能是实现临床应用患者特定建模承诺的关键。

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