Suppr超能文献

精准医学在人心血管建模中的应用:观点、挑战与机遇

Precision medicine in human heart modeling : Perspectives, challenges, and opportunities.

机构信息

Department of Mechanical Engineering, Stanford University, Stanford, California, USA.

Department of Mechanical Engineering, Pontificia Universidad Catholica de Chile, Santiago, Chile.

出版信息

Biomech Model Mechanobiol. 2021 Jun;20(3):803-831. doi: 10.1007/s10237-021-01421-z. Epub 2021 Feb 12.

Abstract

Precision medicine is a new frontier in healthcare that uses scientific methods to customize medical treatment to the individual genes, anatomy, physiology, and lifestyle of each person. In cardiovascular health, precision medicine has emerged as a promising paradigm to enable cost-effective solutions that improve quality of life and reduce mortality rates. However, the exact role in precision medicine for human heart modeling has not yet been fully explored. Here, we discuss the challenges and opportunities for personalized human heart simulations, from diagnosis to device design, treatment planning, and prognosis. With a view toward personalization, we map out the history of anatomic, physical, and constitutive human heart models throughout the past three decades. We illustrate recent human heart modeling in electrophysiology, cardiac mechanics, and fluid dynamics and highlight clinically relevant applications of these models for drug development, pacing lead failure, heart failure, ventricular assist devices, edge-to-edge repair, and annuloplasty. With a view toward translational medicine, we provide a clinical perspective on virtual imaging trials and a regulatory perspective on medical device innovation. We show that precision medicine in human heart modeling does not necessarily require a fully personalized, high-resolution whole heart model with an entire personalized medical history. Instead, we advocate for creating personalized models out of population-based libraries with geometric, biological, physical, and clinical information by morphing between clinical data and medical histories from cohorts of patients using machine learning. We anticipate that this perspective will shape the path toward introducing human heart simulations into precision medicine with the ultimate goals to facilitate clinical decision making, guide treatment planning, and accelerate device design.

摘要

精准医学是医疗保健的一个新领域,它使用科学方法将治疗方案定制为每个人的基因、解剖结构、生理机能和生活方式。在心血管健康领域,精准医学已成为一种有前途的范例,可以提供具有成本效益的解决方案,改善生活质量并降低死亡率。然而,人类心脏建模在精准医学中的具体作用尚未得到充分探索。在这里,我们讨论了从诊断到设备设计、治疗计划和预后的个性化人类心脏模拟的挑战和机遇。着眼于个性化,我们描绘了过去三十年中解剖学、物理学和本构学人类心脏模型的历史。我们举例说明了电生理学、心脏力学和流体动力学方面的最新人类心脏建模,并强调了这些模型在药物开发、起搏导线故障、心力衰竭、心室辅助设备、边缘到边缘修复和瓣环成形术等方面的临床相关应用。着眼于转化医学,我们提供了虚拟成像试验的临床视角和医疗器械创新的监管视角。我们表明,人类心脏建模中的精准医学并不一定需要具有完整个性化医疗史的完全个性化、高分辨率的整个心脏模型。相反,我们提倡通过使用机器学习在临床数据和患者队列的医疗史之间进行变形,从基于人群的库中创建具有几何、生物学、物理和临床信息的个性化模型。我们预计,这种观点将为将人类心脏模拟引入精准医学铺平道路,最终目标是促进临床决策、指导治疗计划和加速设备设计。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e3c4/8154814/88e669f59641/10237_2021_1421_Fig1_HTML.jpg

文献AI研究员

20分钟写一篇综述,助力文献阅读效率提升50倍。

立即体验

用中文搜PubMed

大模型驱动的PubMed中文搜索引擎

马上搜索

文档翻译

学术文献翻译模型,支持多种主流文档格式。

立即体验