缺血性中风从被动医疗服务到 3PM 的范式转变:利用泪液多组学、线粒体作为重要生物传感器和基于人工智能的多专业数据解读的整体方法

IF 6.5 2区 医学 Q1 Medicine Epma Journal Pub Date : 2024-02-27 DOI:10.1007/s13167-024-00356-6
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引用次数: 0

摘要

Abstract Worldwide stroke is the second leading cause of death and the third leading cause of death and disability combined.据估计,中风造成的全球经济负担每年超过 8910 亿美元。在三十年内(1990-2019 年),发病率增加了 70%,死亡率增加了 43%,患病率增加了 102%,残疾调整寿命年数增加了 143%。在全球记录在案的 1 亿多中风患者中,约 76% 为缺血性中风(IS)患者。从背景上看,缺血性中风已成为研究人员、医疗保健行业、经济学家和政策制定者等多专业群体关注的焦点。缺血性中风的风险因素为初级(亚健康状态)和二级(临床表现为导致中风风险的并发症)护理中采取具有成本效益的预防干预措施提供了足够的空间。这些风险是相互关联的。例如,久坐不动的生活方式和有毒环境都会导致线粒体压力、全身低度炎症和加速老化;炎症是一种与加速老化和不良中风预后相关的低度炎症。压力超载、线粒体生物能降低和低镁血症与包括青少年在内的所有年龄组的全身血管痉挛和心脑缺血性病变有关。叶酸含量低但富含红肉、加工肉类、精制谷物和含糖饮料的不平衡膳食模式与高同型半胱氨酸血症、全身炎症、小血管疾病和 IS 风险增加有关。由欧洲预测、预防和个性化医学协会(EPMA)推动的针对人群中弱势群体的 3PM 研究正在进行中,研究结果表明,EPMA 专家小组在此报告的基于泪液的健康风险评估、作为重要生物传感器的线粒体以及基于人工智能的多专业数据解读等对患者友好的非侵入性综合方法前景广阔。收集的数据表明,与 IS 相关的风险和相应的分子途径是相互关联的。例如,IS 所涉及的分子模式与作为糖尿病患者 IS 风险早期指标的糖尿病视网膜病变之间存在明显的重叠。例如,5-氨基乙酰丙酸/途径也是有丝分裂模式改变、失眠、压力调节和微生物群-肠-脑串联调节的特征。此外,神经酰胺被认为是心脏代谢疾病中氧化应激和炎症的介质,会对线粒体呼吸链功能和裂变/融合活动、睡眠-觉醒行为改变、血管僵硬和重塑产生负面影响。黄嘌呤/途径调节参与线粒体平衡、压力驱动的焦虑行为以及动脉僵化的分子机制。为了评估个人健康风险,应用机器学习(人工智能工具)对多参数分析进行准确的数据解读至关重要。论文中介绍的内容包括年轻人群和老年人的需求、初级和二级医疗中的个性化风险评估、成本效益、创新技术和筛查计划的应用、针对专业人员和普通民众的先进教育措施--所有这些都是 EPMA 倡导的整体信息系统管理中从被动医疗服务向 3PM 模式转变的重要支柱。
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The paradigm change from reactive medical services to 3PM in ischemic stroke: a holistic approach utilising tear fluid multi-omics, mitochondria as a vital biosensor and AI-based multi-professional data interpretation

Abstract

Worldwide stroke is the second leading cause of death and the third leading cause of death and disability combined. The estimated global economic burden by stroke is over US$891 billion per year. Within three decades (1990–2019), the incidence increased by 70%, deaths by 43%, prevalence by 102%, and DALYs by 143%. Of over 100 million people affected by stroke, about 76% are ischemic stroke (IS) patients recorded worldwide. Contextually, ischemic stroke moves into particular focus of multi-professional groups including researchers, healthcare industry, economists, and policy-makers. Risk factors of ischemic stroke demonstrate sufficient space for cost-effective prevention interventions in primary (suboptimal health) and secondary (clinically manifested collateral disorders contributing to stroke risks) care. These risks are interrelated. For example, sedentary lifestyle and toxic environment both cause mitochondrial stress, systemic low-grade inflammation and accelerated ageing; inflammageing is a low-grade inflammation associated with accelerated ageing and poor stroke outcomes. Stress overload, decreased mitochondrial bioenergetics and hypomagnesaemia are associated with systemic vasospasm and ischemic lesions in heart and brain of all age groups including teenagers. Imbalanced dietary patterns poor in folate but rich in red and processed meat, refined grains, and sugary beverages are associated with hyperhomocysteinaemia, systemic inflammation, small vessel disease, and increased IS risks. Ongoing 3PM research towards vulnerable groups in the population promoted by the European Association for Predictive, Preventive and Personalised Medicine (EPMA) demonstrates promising results for the holistic patient-friendly non-invasive approach utilising tear fluid-based health risk assessment, mitochondria as a vital biosensor and AI-based multi-professional data interpretation as reported here by the EPMA expert group. Collected data demonstrate that IS-relevant risks and corresponding molecular pathways are interrelated. For examples, there is an evident overlap between molecular patterns involved in IS and diabetic retinopathy as an early indicator of IS risk in diabetic patients. Just to exemplify some of them such as the 5-aminolevulinic acid/pathway, which are also characteristic for an altered mitophagy patterns, insomnia, stress regulation and modulation of microbiota-gut-brain crosstalk. Further, ceramides are considered mediators of oxidative stress and inflammation in cardiometabolic disease, negatively affecting mitochondrial respiratory chain function and fission/fusion activity, altered sleep–wake behaviour, vascular stiffness and remodelling. Xanthine/pathway regulation is involved in mitochondrial homeostasis and stress-driven anxiety-like behaviour as well as molecular mechanisms of arterial stiffness. In order to assess individual health risks, an application of machine learning (AI tool) is essential for an accurate data interpretation performed by the multiparametric analysis. Aspects presented in the paper include the needs of young populations and elderly, personalised risk assessment in primary and secondary care, cost-efficacy, application of innovative technologies and screening programmes, advanced education measures for professionals and general population—all are essential pillars for the paradigm change from reactive medical services to 3PM in the overall IS management promoted by the EPMA.

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来源期刊
Epma Journal
Epma Journal Medicine-Biochemistry (medical)
CiteScore
11.30
自引率
23.10%
发文量
0
期刊介绍: PMA Journal is a journal of predictive, preventive and personalized medicine (PPPM). The journal provides expert viewpoints and research on medical innovations and advanced healthcare using predictive diagnostics, targeted preventive measures and personalized patient treatments. The journal is indexed by PubMed, Embase and Scopus.
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