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Precision medicine in the era of artificial intelligence: implications in chronic disease management

机译:人工智能时代精密药:慢性病管理中的影响

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Aberrant metabolism is the root cause of several serious health issues, creating a huge burden to health and leading to diminished life expectancy. A dysregulated metabolism induces the secretion of several molecules which in turn trigger the inflammatory pathway. Inflammation is the natural reaction of the immune system to a variety of stimuli, such as pathogens, damaged cells, and harmful substances. Metabolically triggered inflammation, also called metaflammation or low-grade chronic inflammation, is the consequence of a synergic interaction between the host and the exposome—a combination of environmental drivers, including diet, lifestyle, pollutants and other factors throughout the life span of an individual. Various levels of chronic inflammation are associated with several lifestyle-related diseases such as diabetes, obesity, metabolic associated fatty liver disease (MAFLD), cancers, cardiovascular disorders (CVDs), autoimmune diseases, and chronic lung diseases. Chronic diseases are a growing concern worldwide, placing a heavy burden on individuals, families, governments, and health-care systems. New strategies are needed to empower communities worldwide to prevent and treat these diseases. Precision medicine provides a model for the next generation of lifestyle modification. This will capitalize on the dynamic interaction between an individual’s biology, lifestyle, behavior, and environment. The aim of precision medicine is to design and improve diagnosis, therapeutics and prognostication through the use of large complex datasets that incorporate individual gene, function, and environmental variations. The implementation of high-performance computing (HPC) and artificial intelligence (AI) can predict risks with greater accuracy based on available multidimensional clinical and biological datasets. AI-powered precision medicine provides clinicians with an opportunity to specifically tailor early interventions to each individual. In this article, we discuss the strengths and limitations of existing and evolving recent, data-driven technologies, such as AI, in preventing, treating and reversing lifestyle-related diseases.
机译:异常的代谢是几个严重健康问题的根本原因,为健康产生了巨大的负担,导致预期寿命减少。一种失调的新陈代谢诱导几种分子的分泌,这反过来触发炎性途径。炎症是免疫系统对各种刺激的自然反应,例如病原体,受损细胞和有害物质。代谢触发的炎症,也称为MetaFlammation或低级慢性炎症,是宿主与曝光的协同相互作用的结果 - 环境司机的组合,包括饮食,生活方式,污染物和整个人的生活跨度的其他因素。各种水平的慢性炎症与糖尿病,肥胖,代谢相关的脂肪肝疾病(MAFD),癌症,心血管障碍(CVDS),自身免疫疾病和慢性肺病等糖尿病,肥胖,代谢相关脂肪肝疾病有关。慢性病是全世界越来越多的令人兴趣,对个人,家庭,政府和医疗保健系统造成沉重的负担。需要新的策略来赋予全球社区以预防和治疗这些疾病。精密医学为下一代生活方式改造提供了一种模型。这将利用个人生物学,生活方式,行为和环境之间的动态互动。精密药物的目的是通过使用包含单个基因,功能和环境变化的大型复杂数据集来设计和改善诊断,治疗和预后。实现高性能计算(HPC)和人工智能(AI)可以基于可用的多维临床和生物数据集预测具有更高精度的风险。 AI-Powered Precision Medicine提供临床医生,有机会专门为每个人定制早期干预措施。在本文中,我们讨论了最近,近期数据驱动技术,如AI,以防止,治疗和逆转生活方式相关疾病的优势和局限。

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