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Energy metabolism as the hub of advanced non-small cell lung cancer management: a comprehensive view in the framework of predictive, preventive, and personalized medicine 能量代谢是晚期非小细胞肺癌治疗的枢纽:预测、预防和个性化医疗框架下的综合观点
IF 6.5 2区 医学 Q1 Medicine Pub Date : 2024-04-08 DOI: 10.1007/s13167-024-00357-5
Ousman Bajinka, Serge Yannick Ouedraogo, Olga Golubnitschaja, Na Li, Xianquan Zhan

Energy metabolism is a hub of governing all processes at cellular and organismal levels such as, on one hand, reparable vs. irreparable cell damage, cell fate (proliferation, survival, apoptosis, malignant transformation etc.), and, on the other hand, carcinogenesis, tumor development, progression and metastazing versus anti-cancer protection and cure. The orchestrator is the mitochondria who produce, store and invest energy, conduct intracellular and systemically relevant signals decisive for internal and environmental stress adaptation, and coordinate corresponding processes at cellular and organismal levels. Consequently, the quality of mitochondrial health and homeostasis is a reliable target for health risk assessment at the stage of reversible damage to the health followed by cost-effective personalized protection against health-to-disease transition as well as for targeted protection against the disease progression (secondary care of cancer patients against growing primary tumors and metastatic disease).

The energy reprogramming of non-small cell lung cancer (NSCLC) attracts particular attention as clinically relevant and instrumental for the paradigm change from reactive medical services to predictive, preventive and personalized medicine (3PM). This article provides a detailed overview towards mechanisms and biological pathways involving metabolic reprogramming (MR) with respect to inhibiting the synthesis of biomolecules and blocking common NSCLC metabolic pathways as anti-NSCLC therapeutic strategies. For instance, mitophagy recycles macromolecules to yield mitochondrial substrates for energy homeostasis and nucleotide synthesis. Histone modification and DNA methylation can predict the onset of diseases, and plasma C7 analysis is an efficient medical service potentially resulting in an optimized healthcare economy in corresponding areas. The MEMP scoring provides the guidance for immunotherapy, prognostic assessment, and anti-cancer drug development. Metabolite sensing mechanisms of nutrients and their derivatives are potential MR-related therapy in NSCLC. Moreover, miR-495-3p reprogramming of sphingolipid rheostat by targeting Sphk1, 22/FOXM1 axis regulation, and A2 receptor antagonist are highly promising therapy strategies. TFEB as a biomarker in predicting immune checkpoint blockade and redox-related lncRNA prognostic signature (redox-LPS) are considered reliable predictive approaches.

Finally, exemplified in this article metabolic phenotyping is instrumental for innovative population screening, health risk assessment, predictive multi-level diagnostics, targeted prevention, and treatment algorithms tailored to personalized patient profiles—all are essential pillars in the paradigm change from reactive medical services to 3PM approach in overall management of lung cancers. This article highlights the 3PM relevant innovation focused on energy metabolism as the hub to advance NSCLC management benefiting vulnerable subp

能量代谢是管理细胞和机体所有过程的枢纽,例如,一方面是可修复与不可修复的细胞损伤、细胞命运(增殖、存活、凋亡、恶性转化等),另一方面是致癌、肿瘤发展、恶化和转移与抗癌保护和治愈。线粒体是协调者,它生产、储存和投资能量,传导细胞内和系统相关信号,对内部和环境压力适应起决定性作用,并协调细胞和机体层面的相应过程。因此,线粒体健康和平衡的质量是健康风险评估的一个可靠目标,在对健康造成可逆损害的阶段进行评估,然后提供具有成本效益的个性化保护,防止从健康到疾病的转变,并有针对性地防止疾病进展(癌症患者的二次治疗,防止原发性肿瘤和转移性疾病的增长)。非小细胞肺癌(NSCLC)的能量重编程尤其引人关注,因为它与临床相关,有助于实现从反应性医疗服务到预测性、预防性和个性化医疗(3PM)的范式转变。本文详细概述了涉及代谢重编程(MR)的机制和生物通路,以抑制生物大分子的合成和阻断常见的 NSCLC 代谢通路,作为抗 NSCLC 的治疗策略。例如,有丝分裂可回收大分子,为能量平衡和核苷酸合成提供线粒体底物。组蛋白修饰和 DNA 甲基化可预测疾病的发生,而血浆 C7 分析是一种高效的医疗服务,有可能优化相应地区的医疗经济。MEMP 评分为免疫疗法、预后评估和抗癌药物开发提供了指导。营养素及其衍生物的代谢物感应机制是治疗 NSCLC 的潜在 MR 相关疗法。此外,miR-495-3p通过靶向Sphk1、22/FOXM1轴调控和A2受体拮抗剂对鞘脂流变进行重编程也是极具前景的治疗策略。最后,本文举例说明了代谢表型对于创新性人群筛查、健康风险评估、预测性多层次诊断、针对性预防以及根据个性化患者特征量身定制的治疗算法的重要作用--所有这些都是肺癌整体管理模式从反应性医疗服务向 3PM 方法转变的重要支柱。本文重点介绍了以能量代谢为中心的 3PM 相关创新,以此作为推进 NSCLC 管理的枢纽,使易感人群、受影响患者和整个医疗保健受益。
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引用次数: 0
Clinically relevant stratification of lung squamous carcinoma patients based on ubiquitinated proteasome genes for 3P medical approach 根据泛素化蛋白酶体基因对肺鳞癌患者进行临床相关分层,实现 3P 医疗方法
IF 6.5 2区 医学 Q1 Medicine Pub Date : 2024-03-04 DOI: 10.1007/s13167-024-00352-w
Jingru Yang, Serge Yannick Ouedraogo, Jingjing Wang, Zhijun Li, Xiaoxia Feng, Zhen Ye, Shu Zheng, Na Li, Xianquan Zhan

Relevance

The proteasome is a crucial mechanism that regulates protein fate and eliminates misfolded proteins, playing a significant role in cellular processes. In the context of lung cancer, the proteasome’s regulatory function is closely associated with the disease’s pathophysiology, revealing multiple connections within the cell. Therefore, studying proteasome inhibitors as a means to identify potential pathways in carcinogenesis and metastatic progression is crucial in in-depth insight into its molecular mechanism and discovery of new therapeutic target to improve its therapy, and establishing effective biomarkers for patient stratification, predictive diagnosis, prognostic assessment, and personalized treatment for lung squamous carcinoma in the framework of predictive, preventive, and personalized medicine (PPPM; 3P medicine).

Methods

This study identified differentially expressed proteasome genes (DEPGs) in lung squamous carcinoma (LUSC) and developed a gene signature validated through Kaplan–Meier analysis and ROC curves. The study used WGCNA analysis to identify proteasome co-expression gene modules and their interactions with the immune system. NMF analysis delineated distinct LUSC subtypes based on proteasome gene expression patterns, while ssGSEA analysis quantified immune gene-set abundance and classified immune subtypes within LUSC samples. Furthermore, the study examined correlations between clinicopathological attributes, immune checkpoints, immune scores, immune cell composition, and mutation status across different risk score groups, NMF clusters, and immunity clusters.

Results

This study utilized DEPGs to develop an eleven-proteasome gene-signature prognostic model for LUSC, which divided samples into high-risk and low-risk groups with significant overall survival differences. NMF analysis identified six distinct LUSC clusters associated with overall survival. Additionally, ssGSEA analysis classified LUSC samples into four immune subtypes based on the abundance of immune cell infiltration with clinical relevance. A total of 145 DEGs were identified between high-risk and low-risk score groups, which had significant biological effects. Moreover, PSMD11 was found to promote LUSC progression by depending on the ubiquitin–proteasome system for degradation.

Conclusions

Ubiquitinated proteasome genes were effective in developing a prognostic model for LUSC patients. The study emphasized the critical role of proteasomes in LUSC processes, such as drug sensitivity, immune microenvironment, and mutation status. These data will contribute to the clinically relevant stratification of LUSC patients for personalized 3P medical approach. Further, we also recommend the application of the ubiquitinated proteasome system in multi-level diagnostics including multi-

相关性蛋白酶体是调节蛋白质命运和消除错误折叠蛋白质的重要机制,在细胞过程中发挥着重要作用。就肺癌而言,蛋白酶体的调控功能与疾病的病理生理学密切相关,揭示了细胞内的多重联系。因此,以蛋白酶体抑制剂为手段,研究其在癌变和转移过程中的潜在通路,对于深入了解其分子机制、发现新的治疗靶点以改善其治疗效果,以及在预测、预防和个性化医学(PPPM;3P 医学)框架内建立有效的生物标记物以用于肺鳞癌的患者分层、预测性诊断、预后评估和个性化治疗至关重要。方法本研究确定了肺鳞癌(LUSC)中差异表达的蛋白酶体基因(DEPGs),并通过卡普兰-梅耶分析和ROC曲线验证了基因特征。该研究利用 WGCNA 分析确定了蛋白酶体共表达基因模块及其与免疫系统的相互作用。NMF分析根据蛋白酶体基因表达模式划分了不同的LUSC亚型,而ssGSEA分析则量化了免疫基因组的丰度,并对LUSC样本中的免疫亚型进行了分类。此外,该研究还考察了不同风险评分组、NMF 群组和免疫群组的临床病理属性、免疫检查点、免疫评分、免疫细胞组成和突变状态之间的相关性。结果该研究利用 DEPGs 为 LUSC 建立了一个 11 种蛋白酶体基因特征预后模型,该模型将样本分为高风险组和低风险组,两组样本的总生存率差异显著。NMF分析确定了与总生存期相关的六个不同的LUSC群。此外,ssGSEA分析根据具有临床意义的免疫细胞浸润丰度将LUSC样本分为四种免疫亚型。在高风险和低风险评分组之间共鉴定出145个DEGs,这些DEGs具有显著的生物学效应。此外,研究还发现PSMD11依赖于泛素-蛋白酶体系统的降解,从而促进了LUSC的进展。该研究强调了蛋白酶体在 LUSC 过程中的关键作用,如药物敏感性、免疫微环境和突变状态。这些数据将有助于对 LUSC 患者进行临床相关的分层,以采用个性化的 3P 医疗方法。此外,我们还建议将泛素化蛋白酶体系统应用于多层次诊断中,包括多组学、液体活检、慢性炎症和转移性疾病的预测和靶向预防,以及线粒体健康相关的生物标记物,以促进葡京线上投注平台3PM实践。
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引用次数: 0
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 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 Pub Date : 2024-02-27 DOI: 10.1007/s13167-024-00356-6

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 accurat

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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引用次数: 0
Promoting advanced medical services in the framework of 3PM—a proof-of-concept by the “Centro” Region of Portugal 在 3PM 框架内推广先进的医疗服务--葡萄牙 "中心 "大区的概念验证
IF 6.5 2区 医学 Q1 Medicine Pub Date : 2024-02-22 DOI: 10.1007/s13167-024-00353-9
Fernando J. Regateiro, Henriqueta Silva, Manuel C. Lemos, Gabriela Moura, Pedro Torres, André Dias Pereira, Luís Dias, Pedro L. Ferreira, Sara Amaral, Manuel A. S. Santos

Multidisciplinary team from three universities based in the “Centro” Region of Portugal developed diverse approaches as parts of a project dedicated to enhancing and expanding Predictive, Preventive, and Personalized Medicine (3PM) in the Region. In a sense, outcomes acted as a proof-of-concept, in that they demonstrated the feasibility, but also the relevance of the approaches. The accomplishments comprise defining a new regional strategy for implementing 3PM within the Region, training of human resources in genomic sequencing, and generating good practices handbooks dedicated to diagnostic testing via next-generation sequencing, to legal and ethical concerns, and to knowledge transfer and entrepreneurship, aimed at increasing literacy on 3PM approaches. Further approaches also included support for entrepreneurship development and start-ups, and diverse and relevant initiatives aimed at increasing literacy relevant to 3PM. Efforts to enhance literacy encompassed citizens across the board, from patients and high school students to health professionals and health students. This focus on empowerment through literacy involved a variety of initiatives, including the creation of an illustrated book on genomics and the production of two theater plays centered on genetics. Additionally, authors stressed that genomic tools are relevant, but they are not the only resources 3PM is based on. Thus, they defend that other initiatives intended to enable citizens to take 3PM should include multi-omics and, having in mind the socio-economic burden of chronic diseases, suboptimal health status approaches in the 3PM framework should also be considered, in order to anticipate medical intervention in the subclinical phase.

来自葡萄牙 "中部 "地区三所大学的多学科团队开发了多种方法,作为致力于加强和扩大该地区预测、预防和个性化医疗(3PM)项目的一部分。从某种意义上说,这些成果起到了概念验证的作用,因为它们证明了这些方法的可行性和相关性。取得的成果包括为在该地区实施 3PM 制定了新的地区战略,对人力资源进行了基因组测序培训,编写了良好做法手册,专门介绍通过下一代测序进行诊断检测、法律和伦理问题以及知识转让和创业精神,旨在提高对 3PM 方法的认识。其他方法还包括支持创业发展和初创企业,以及旨在提高与 3PM 相关的扫盲水平的各种相关倡议。扫盲工作涵盖了所有公民,从病人和高中生到卫生专业人员和卫生专业学生。通过扫盲增强能力这一重点涉及各种举措,包括创作一本关于基因组学的图解书籍和制作两部以基因学为中心的戏剧。此外,作者还强调,基因组工具是相关的,但它们并不是 3PM 的唯一基础资源。因此,他们辩护说,旨在使公民采取 3PM 的其他举措应包括多组学,并且考虑到慢性疾病的社会经济负担,还应考虑 3PM 框架中的亚健康状态方法,以便在亚临床阶段预测医疗干预。
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引用次数: 0
Cancer screening in hospitalized ischemic stroke patients: a multicenter study focused on multiparametric analysis to improve management of occult cancers 对住院缺血性脑卒中患者进行癌症筛查:一项多中心研究,重点是通过多参数分析改善对隐匿性癌症的管理
IF 6.5 2区 医学 Q1 Medicine Pub Date : 2024-02-19 DOI: 10.1007/s13167-024-00354-8
Jie Fang, Jielong Wu, Ganji Hong, Liangcheng Zheng, Lu Yu, Xiuping Liu, Pan Lin, Zhenzhen Yu, Dan Chen, Qing Lin, Chuya Jing, Qiuhong Zhang, Chen Wang, Jiedong Zhao, Xiaodong Yuan, Chunfang Wu, Zhaojie Zhang, Mingwei Guo, Junde Zhang, Jingjing Zheng, Aidi Lei, Tengkun Zhang, Quan Lan, Lingsheng Kong, Xinrui Wang, Zhanxiang Wang, Qilin Ma

Background/aims

The reciprocal promotion of cancer and stroke occurs due to changes in shared risk factors, such as metabolic pathways and molecular targets, creating a “vicious cycle.” Cancer plays a direct or indirect role in the pathogenesis of ischemic stroke (IS), along with the reactive medical approach used in the treatment and clinical management of IS patients, resulting in clinical challenges associated with occult cancer in these patients. The lack of reliable and simple tools hinders the effectiveness of the predictive, preventive, and personalized medicine (PPPM/3PM) approach. Therefore, we conducted a multicenter study that focused on multiparametric analysis to facilitate early diagnosis of occult cancer and personalized treatment for stroke associated with cancer.

Methods

Admission routine clinical examination indicators of IS patients were retrospectively collated from the electronic medical records. The training dataset comprised 136 IS patients with concurrent cancer, matched at a 1:1 ratio with a control group. The risk of occult cancer in IS patients was assessed through logistic regression and five alternative machine-learning models. Subsequently, select the model with the highest predictive efficacy to create a nomogram, which is a quantitative tool for predicting diagnosis in clinical practice. Internal validation employed a ten-fold cross-validation, while external validation involved 239 IS patients from six centers. Validation encompassed receiver operating characteristic (ROC) curves, calibration curves, decision curve analysis (DCA), and comparison with models from prior research.

Results

The ultimate prediction model was based on logistic regression and incorporated the following variables: regions of ischemic lesions, multiple vascular territories, hypertension, D-dimer, fibrinogen (FIB), and hemoglobin (Hb). The area under the ROC curve (AUC) for the nomogram was 0.871 in the training dataset and 0.834 in the external test dataset. Both calibration curves and DCA underscored the nomogram’s strong performance.

Conclusions

The nomogram enables early occult cancer diagnosis in hospitalized IS patients and helps to accurately identify the cause of IS, while the promotion of IS stratification makes personalized treatment feasible. The online nomogram based on routine clinical examination indicators of IS patients offered a cost-effective platform for secondary care in the framework of PPPM.

背景/摘要 癌症与中风的相互促进是由于共同的危险因素(如代谢途径和分子靶点)发生了变化,从而形成了 "恶性循环"。癌症在缺血性脑卒中(IS)的发病机制中起着直接或间接的作用,再加上缺血性脑卒中患者在治疗和临床管理中采用的反应性医疗方法,导致这些患者面临与隐匿性癌症相关的临床挑战。缺乏可靠而简单的工具阻碍了预测、预防和个性化医疗(PPPM/3PM)方法的有效性。因此,我们开展了一项多中心研究,重点关注多参数分析,以促进隐匿性癌症的早期诊断和癌症相关中风的个性化治疗。训练数据集包括136名并发癌症的IS患者,与对照组按1:1的比例匹配。通过逻辑回归和五种可供选择的机器学习模型来评估 IS 患者罹患隐匿性癌症的风险。随后,选择预测效力最高的模型创建一个提名图,作为临床实践中预测诊断的定量工具。内部验证采用了十倍交叉验证,外部验证涉及来自六个中心的 239 名 IS 患者。验证包括接收器操作特征曲线(ROC)、校准曲线、决策曲线分析(DCA)以及与先前研究模型的比较。结果最终预测模型以逻辑回归为基础,包含以下变量:缺血性病变区域、多血管区域、高血压、D-二聚体、纤维蛋白原(FIB)和血红蛋白(Hb)。在训练数据集中,提名图的 ROC 曲线下面积(AUC)为 0.871,在外部测试数据集中为 0.834。结论 该提名图能对住院的 IS 患者进行早期隐匿性癌症诊断,有助于准确确定 IS 的病因,同时促进 IS 的分层,使个性化治疗成为可能。基于IS患者常规临床检查指标的在线提名图为PPPM框架下的二级护理提供了一个具有成本效益的平台。
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引用次数: 0
Automated detection of nine infantile fundus diseases and conditions in retinal images using a deep learning system 利用深度学习系统自动检测视网膜图像中的九种婴幼儿眼底疾病和状况
IF 6.5 2区 医学 Q1 Medicine Pub Date : 2024-02-15 DOI: 10.1007/s13167-024-00350-y
Yaling Liu, Hai Xie, Xinyu Zhao, Jiannan Tang, Zhen Yu, Zhenquan Wu, Ruyin Tian, Yi Chen, Miaohong Chen, Dimitrios P. Ntentakis, Yueshanyi Du, Tingyi Chen, Yarou Hu, Sifan Zhang, Baiying Lei, Guoming Zhang

Purpose

We developed an Infant Retinal Intelligent Diagnosis System (IRIDS), an automated system to aid early diagnosis and monitoring of infantile fundus diseases and health conditions to satisfy urgent needs of ophthalmologists.

Methods

We developed IRIDS by combining convolutional neural networks and transformer structures, using a dataset of 7697 retinal images (1089 infants) from four hospitals. It identifies nine fundus diseases and conditions, namely, retinopathy of prematurity (ROP) (mild ROP, moderate ROP, and severe ROP), retinoblastoma (RB), retinitis pigmentosa (RP), Coats disease, coloboma of the choroid, congenital retinal fold (CRF), and normal. IRIDS also includes depth attention modules, ResNet-18 (Res-18), and Multi-Axis Vision Transformer (MaxViT). Performance was compared to that of ophthalmologists using 450 retinal images. The IRIDS employed a five-fold cross-validation approach to generate the classification results.

Results

Several baseline models achieved the following metrics: accuracy, precision, recall, F1-score (F1), kappa, and area under the receiver operating characteristic curve (AUC) with best values of 94.62% (95% CI, 94.34%-94.90%), 94.07% (95% CI, 93.32%-94.82%), 90.56% (95% CI, 88.64%-92.48%), 92.34% (95% CI, 91.87%-92.81%), 91.15% (95% CI, 90.37%-91.93%), and 99.08% (95% CI, 99.07%-99.09%), respectively. In comparison, IRIDS showed promising results compared to ophthalmologists, demonstrating an average accuracy, precision, recall, F1, kappa, and AUC of 96.45% (95% CI, 96.37%-96.53%), 95.86% (95% CI, 94.56%-97.16%), 94.37% (95% CI, 93.95%-94.79%), 95.03% (95% CI, 94.45%-95.61%), 94.43% (95% CI, 93.96%-94.90%), and 99.51% (95% CI, 99.51%-99.51%), respectively, in multi-label classification on the test dataset, utilizing the Res-18 and MaxViT models. These results suggest that, particularly in terms of AUC, IRIDS achieved performance that warrants further investigation for the detection of retinal abnormalities.

Conclusions

IRIDS identifies nine infantile fundus diseases and conditions accurately. It may aid non-ophthalmologist personnel in underserved areas in infantile fundus disease screening. Thus, preventing severe complications. The IRIDS serves as an example of artificial intelligence integration into ophthalmology to achieve better outcomes in predictive, preventive, and personalized medicine (PPPM / 3PM) in the treatment of infantile fundus diseases.

目的我们开发了婴幼儿视网膜智能诊断系统(IRIDS),这是一种辅助早期诊断和监测婴幼儿眼底疾病和健康状况的自动化系统,以满足眼科医生的迫切需求。方法我们利用来自四家医院的 7697 张视网膜图像(1089 名婴儿)数据集,结合卷积神经网络和变压器结构开发了 IRIDS。它能识别九种眼底疾病和情况,即早产儿视网膜病变(ROP)(轻度 ROP、中度 ROP 和重度 ROP)、视网膜母细胞瘤(RB)、色素性视网膜炎(RP)、高士病、脉络膜瘤、先天性视网膜皱褶(CRF)和正常。IRIDS 还包括深度注意模块、ResNet-18(Res-18)和多轴视觉转换器(MaxViT)。通过使用 450 幅视网膜图像,IRIDS 的性能与眼科医生的性能进行了比较。IRIDS 采用了五倍交叉验证的方法来生成分类结果。结果几个基线模型达到了以下指标:准确率、精确度、召回率、F1 分数(F1)、卡帕和接收器工作特征曲线下面积(AUC),最佳值为 94.62%(95% CI,94.34%-94.90%)、94.07%(95% CI,93.32%-94.82%)、90.56%(95% CI,88.64%-92.48%)、92.34%(95% CI,91.87%-92.81%)、91.15%(95% CI,90.37%-91.93%)和 99.08%(95% CI,99.07%-99.09%)。相比之下,与眼科医生相比,IRIDS 的准确度、精确度、召回率、F1、kappa 和 AUC 的平均值分别为 96.45%(95% CI,96.37%-96.53%)、95.86%(95% CI,94.56%-97.16%)、94.在使用 Res-18 和 MaxViT 模型对测试数据集进行多标签分类时,结果分别为 37%(95% CI,93.95%-94.79%)、95.03%(95% CI,94.45%-95.61%)、94.43%(95% CI,93.96%-94.90%)和 99.51%(95% CI,99.51%-99.51%)。这些结果表明,特别是在 AUC 方面,IRIDS 在检测视网膜异常方面的表现值得进一步研究。结论 IRIDS 能准确识别九种婴幼儿眼底疾病和病症,可帮助服务不足地区的非眼科医生人员进行婴幼儿眼底疾病筛查,从而预防严重并发症的发生。因此,可以预防严重的并发症。IRIDS 是将人工智能融入眼科的一个范例,可在治疗婴幼儿眼底疾病的预测、预防和个性化医疗(PPPM / 3PM)方面取得更好的效果。
{"title":"Automated detection of nine infantile fundus diseases and conditions in retinal images using a deep learning system","authors":"Yaling Liu, Hai Xie, Xinyu Zhao, Jiannan Tang, Zhen Yu, Zhenquan Wu, Ruyin Tian, Yi Chen, Miaohong Chen, Dimitrios P. Ntentakis, Yueshanyi Du, Tingyi Chen, Yarou Hu, Sifan Zhang, Baiying Lei, Guoming Zhang","doi":"10.1007/s13167-024-00350-y","DOIUrl":"https://doi.org/10.1007/s13167-024-00350-y","url":null,"abstract":"<h3 data-test=\"abstract-sub-heading\">Purpose</h3><p>We developed an Infant Retinal Intelligent Diagnosis System (IRIDS), an automated system to aid early diagnosis and monitoring of infantile fundus diseases and health conditions to satisfy urgent needs of ophthalmologists.</p><h3 data-test=\"abstract-sub-heading\">Methods</h3><p>We developed IRIDS by combining convolutional neural networks and transformer structures, using a dataset of 7697 retinal images (1089 infants) from four hospitals. It identifies nine fundus diseases and conditions, namely, retinopathy of prematurity (ROP) (mild ROP, moderate ROP, and severe ROP), retinoblastoma (RB), retinitis pigmentosa (RP), Coats disease, coloboma of the choroid, congenital retinal fold (CRF), and normal. IRIDS also includes depth attention modules, ResNet-18 (Res-18), and Multi-Axis Vision Transformer (MaxViT). Performance was compared to that of ophthalmologists using 450 retinal images. The IRIDS employed a five-fold cross-validation approach to generate the classification results.</p><h3 data-test=\"abstract-sub-heading\">Results</h3><p>Several baseline models achieved the following metrics: accuracy, precision, recall, F1-score (F1), kappa, and area under the receiver operating characteristic curve (AUC) with best values of 94.62% (95% CI, 94.34%-94.90%), 94.07% (95% CI, 93.32%-94.82%), 90.56% (95% CI, 88.64%-92.48%), 92.34% (95% CI, 91.87%-92.81%), 91.15% (95% CI, 90.37%-91.93%), and 99.08% (95% CI, 99.07%-99.09%), respectively. In comparison, IRIDS showed promising results compared to ophthalmologists, demonstrating an average accuracy, precision, recall, F1, kappa, and AUC of 96.45% (95% CI, 96.37%-96.53%), 95.86% (95% CI, 94.56%-97.16%), 94.37% (95% CI, 93.95%-94.79%), 95.03% (95% CI, 94.45%-95.61%), 94.43% (95% CI, 93.96%-94.90%), and 99.51% (95% CI, 99.51%-99.51%), respectively, in multi-label classification on the test dataset, utilizing the Res-18 and MaxViT models. These results suggest that, particularly in terms of AUC, IRIDS achieved performance that warrants further investigation for the detection of retinal abnormalities.</p><h3 data-test=\"abstract-sub-heading\">Conclusions</h3><p>IRIDS identifies nine infantile fundus diseases and conditions accurately. It may aid non-ophthalmologist personnel in underserved areas in infantile fundus disease screening. Thus, preventing severe complications. The IRIDS serves as an example of artificial intelligence integration into ophthalmology to achieve better outcomes in predictive, preventive, and personalized medicine (PPPM / 3PM) in the treatment of infantile fundus diseases.</p>","PeriodicalId":54292,"journal":{"name":"Epma Journal","volume":null,"pages":null},"PeriodicalIF":6.5,"publicationDate":"2024-02-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139764659","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Frailty mediating the causality between leucocyte telomere length and mortality: a cohort study of 440,551 UK Biobank participants 介于白细胞端粒长度和死亡率之间因果关系的虚弱:对 440 551 名英国生物库参与者的队列研究
IF 6.5 2区 医学 Q1 Medicine Pub Date : 2024-02-15 DOI: 10.1007/s13167-024-00355-7
Xuening Jian, Wenxin Sun, Jie Zhang, Qiaoyun Zhang, Xiaoni Meng, Huimin Lu, Deqiang Zheng, Lijuan Wu, Youxin Wang

Introduction

Previous studies reported leucocyte telomere length (LTL) and frailty were associated with mortality, but it remains unclear whether frailty serves as a mediator in the relationship between leucocyte telomere length and mortality risk. This study aimed to evaluate how measuring LTL and frailty can support early monitoring and prevention of risk of mortality from the prospective of predictive, preventive, and personalized medicine (PPPM/3PM).

Methods

We included 440,551 participants from the UK Biobank between the baseline visit (2006–2010) and November 30, 2022. The time-dependent Cox proportional hazards model was conducted to assess the association between LTL and frailty index with the risk of mortality. Furthermore, we conducted causal mediation analyses to examine the extent to which frailty mediated the association between LTL and mortality.

Results

During a median follow-up of 13.74 years, each SD increase in LTL significantly decreased the risk of all-cause [hazard ratio (HR): 0.94, 95% confidence interval (CI): 0.93–0.95] and CVD-specific mortality (HR: 0.92, 95% CI: 0.90–0.95). The SD increase in FI elevated the risk of all-cause (HR: 1.35, 95% CI: 1.34–1.36), CVD-specific (HR: 1.47, 95% CI: 1.44–1.50), and cancer-specific mortality (HR: 1.22, 95% CI: 1.20–1.24). Frailty mediated approximately 10% of the association between LTL and all-cause and CVD-specific mortality.

Conclusions

Our results indicate that frailty mediates the effect of LTL on all-cause and CVD-specific mortality. There findings might be valuable to predict, prevent, and reduce mortality through primary prevention and healthcare in context of PPPM.

引言以前的研究报道白细胞端粒长度(LTL)和虚弱与死亡率有关,但虚弱是否是白细胞端粒长度和死亡风险之间关系的中介因素仍不清楚。本研究旨在从预测性、预防性和个性化医学(PPPM/3PM)的角度评估测量LTL和虚弱程度如何支持早期监测和预防死亡风险。采用与时间相关的考克斯比例危险模型来评估LTL和虚弱指数与死亡风险之间的关系。结果在 13.74 年的中位随访期间,LTL 每增加一个标度,全因死亡风险[危险比 (HR):0.94,95% 置信区间 (CI):0.93-0.95]和心血管疾病特异性死亡风险[HR:0.92,95% 置信区间 (CI):0.90-0.95]就会显著降低。FI 的 SD 值增加会增加全因死亡率(HR:1.35,95% CI:1.34-1.36)、心血管疾病特异性死亡率(HR:1.47,95% CI:1.44-1.50)和癌症特异性死亡率(HR:1.22,95% CI:1.20-1.24)的风险。我们的研究结果表明,虚弱介导了LTL对全因死亡率和心血管疾病特异性死亡率的影响。这些发现可能对通过初级预防和医疗保健来预测、预防和降低 PPPM 的死亡率很有价值。
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引用次数: 0
Predictive, preventive and personalised approach as a conceptual and technological innovation in primary and secondary care of inflammatory bowel disease benefiting affected individuals and populations 将预测、预防和个性化方法作为炎症性肠病初级和中级治疗的概念和技术创新,使受影响的个人和群体受益
IF 6.5 2区 医学 Q1 Medicine Pub Date : 2024-02-09 DOI: 10.1007/s13167-024-00351-x

Abstract

Inflammatory bowel disease (IBD) is a global health burden which carries lifelong morbidity affecting all age groups in populations with the disease-specific peak of the age groups ranging between 15 and 35 years, which are of great economic importance for the society. An accelerating incidence of IBD is reported for newly industrialised countries, whereas stabilising incidence but increasing prevalence is typical for countries with a Westernised lifestyle, such as the European area and the USA. Although the aetiology of IBD is largely unknown, the interplay between the genetic, environmental, immunological, and microbial components is decisive for the disease manifestation, course, severity and individual outcomes. Contextually, the creation of an individualised patient profile is crucial for the cost-effective disease management in primary and secondary care of IBD. The proposed pathomechanisms include intestinal pathoflora and dysbiosis, chronic inflammation and mitochondrial impairments, amongst others, which collectively may reveal individual molecular signatures defining IBD subtypes and leading to clinical phenotypes, patient stratification and cost-effective protection against health-to-disease transition and treatments tailored to individualised patient profiles—all the pillars of an advanced 3PM approach. The paradigm change from reactive medical services to predictive diagnostics, cost-effective targeted prevention and treatments tailored to individualised patient profiles in overall IBD management holds a promise to meet patient needs in primary and secondary care, to increase the life-quality of affected individuals and to improve health economy in the area of IBD management. This article analyses current achievements and provides the roadmap for future developments in the area in the context of 3P medicine benefiting society at large.

摘要 炎症性肠病(IBD)是一种全球性的健康负担,影响所有年龄组人群的终生发病率,15 至 35 岁年龄组是发病高峰期,对社会经济具有重要意义。据报道,在新兴工业化国家,IBD 的发病率呈加速趋势,而在生活方式西方化的国家,如欧洲地区和美国,IBD 的发病率趋于稳定,但流行率却呈上升趋势。虽然 IBD 的病因在很大程度上还不清楚,但遗传、环境、免疫和微生物等因素之间的相互作用对疾病的表现、病程、严重程度和个体结局起着决定性作用。在此背景下,建立个体化的患者档案对于在 IBD 一级和二级护理中进行经济有效的疾病管理至关重要。所提出的病理机制包括肠道病原菌群和菌群失调、慢性炎症和线粒体损伤等,这些因素共同揭示了定义 IBD 亚型的个体分子特征,并导致临床表型、患者分层、经济有效地防止从健康到疾病的转变,以及根据个体化患者特征量身定制的治疗方法--所有这些都是先进的 3PM 方法的支柱。在 IBD 的整体管理中,从反应性医疗服务到预测性诊断、具有成本效益的针对性预防和根据患者个体情况量身定制的治疗,这种模式的转变有望满足患者在初级和二级医疗中的需求,提高患者的生活质量,并改善 IBD 管理领域的卫生经济效益。本文分析了目前取得的成就,并在 3P 医学造福全社会的背景下为该领域的未来发展提供了路线图。
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引用次数: 0
The mediating effect of perceived stress on the relationship between big five personality traits and suboptimal health status in Chinese population: a nationwide survey in the framework of predictive, preventive, and personalized medicine 感知压力对中国人群五大人格特质与亚健康状态之间关系的中介效应:预测、预防和个性化医疗框架下的全国性调查
IF 6.5 2区 医学 Q1 Medicine Pub Date : 2023-12-11 DOI: 10.1007/s13167-023-00349-x
Qihua Guan, Hualei Dong, Zhihui Zhang, Zheng Guo, Zi Lin, Hui Niu, Yibo Wu, Haifeng Hou

Background

The effects of psychological factors on suboptimal health status (SHS) have been widely described; however, mechanisms behind the complex relationships among the Big Five personality traits and SHS are unclear. Identifying people with specific traits who are susceptible to SHS will help improve life quality and reduce the chronic disease burden under the framework of predictive, preventive, and personalized medicine (PPPM / 3PM). This study investigated the relationships among personality traits and SHS. It also explored whether perceived stress plays a mediating role in SHS development.

Method

A nationwide cross-sectional survey based on multistage random sampling was conducted in 148 cities in China between June 20 and August 31, 2022. Personality traits, perceived stress, and SHS were evaluated using the Big Five Inventory-10 (BFI-10), the 4-item Perceived Stress Scale (PSS-4), and the Short-Form Suboptimal Health Status Questionnaire (SHSQ-SF), respectively. Pearson’s correlation analysis was employed to examine the associations between personality traits, perceived stress, and SHS. Structural equation modeling (SEM) was used to discern the mediating role of perceived stress in the relationships among personality traits and SHS.

Result

A total of 22,897 participants were enrolled in this study, among whom the prevalence of SHS was 52.9%. SHS was negatively correlated with three trait dimensions (i.e., extraversion, agreeableness, and conscientiousness) but positively correlated with neuroticism. Meanwhile, stress was negatively correlated with extraversion, agreeableness, conscientiousness, and openness, whereas it was positively correlated with neuroticism. The SEM results showed that, when adjusting for covariates (i.e., gender, age, BMI, educational level, current residence, marital status, and occupational status), higher agreeableness (β = − 0.049, P < 0.001) and conscientiousness (β = − 0.103, P < 0.001) led to lower SHS prevalence, higher neuroticism (β = 0.130, P < 0.001), and openness (β = 0.026, P < 0.001) caused SHS to be more prevalent. Perceived stress played a partial mediating role in the relationships among personality traits and SHS, respectively, contributing 41.3%, 35.9%, and 32.5% to the total effects of agreeableness, conscientiousness, and neuroticism on SHS. Additionally, the mediating impact of stress was significant even though extraversion had no direct effect on SHS.

Conclusion

This study revealed a high prevalence of SHS in Chinese residents. Personality traits significantly influenced SHS rates, which perceived stress tended to mediate. From a PPPM perspective, early screening and targeted intervention for people with neuroticism (as well as stress allevi

背景心理因素对亚健康状态(SHS)的影响已被广泛描述;然而,大五人格特质与亚健康状态之间复杂关系背后的机制尚不清楚。在预测性、预防性和个性化医学(PPPM / 3PM)的框架下,识别具有特定性格特征、易受亚健康状态影响的人群将有助于提高生活质量和减轻慢性疾病负担。本研究调查了人格特质与 SHS 之间的关系。方法于 2022 年 6 月 20 日至 8 月 31 日在中国 148 个城市进行了基于多阶段随机抽样的全国横断面调查。分别使用大五量表-10(BFI-10)、4项知觉压力量表(PSS-4)和短式亚健康状态问卷(SHSQ-SF)对人格特质、知觉压力和SHS进行评估。我们采用了皮尔逊相关分析来研究人格特质、感知压力和 SHS 之间的关联。研究采用结构方程模型(SEM)分析知觉压力在人格特质与SHS关系中的中介作用。SHS与三个特质维度(即外向性、宜人性和自觉性)呈负相关,但与神经质呈正相关。同时,压力与外向性、合意性、自觉性和开放性呈负相关,而与神经质呈正相关。SEM 结果表明,当调整协变量(即性别、年龄、体重指数、教育程度、性别、年龄)时,压力与外向性、合意性、自觉性和开放性呈负相关、性别、年龄、体重指数、教育程度、现居住地、婚姻状况和职业状况)时,较高的合意性(β = - 0.049,P < 0.001)和自觉性(β = - 0.103,P < 0.001)导致 SHS 患病率较低,较高的神经质(β = 0.130,P < 0.001)和开放性(β = 0.026,P < 0.001)导致 SHS 患病率较高。在人格特质与SHS的关系中,知觉压力发挥了部分中介作用,分别占宜人性、自觉性和神经质对SHS总效应的41.3%、35.9%和32.5%。此外,即使外向性对SHS没有直接影响,压力的中介作用也是显著的。人格特质对 SHS 的发生率有明显影响,而感知到的压力往往会起到中介作用。从PPPM的角度来看,对神经质人群进行早期筛查和有针对性的干预(以及缓解压力)可能有助于增进健康和预防慢性疾病。
{"title":"The mediating effect of perceived stress on the relationship between big five personality traits and suboptimal health status in Chinese population: a nationwide survey in the framework of predictive, preventive, and personalized medicine","authors":"Qihua Guan, Hualei Dong, Zhihui Zhang, Zheng Guo, Zi Lin, Hui Niu, Yibo Wu, Haifeng Hou","doi":"10.1007/s13167-023-00349-x","DOIUrl":"https://doi.org/10.1007/s13167-023-00349-x","url":null,"abstract":"<h3 data-test=\"abstract-sub-heading\">Background</h3><p>The effects of psychological factors on suboptimal health status (SHS) have been widely described; however, mechanisms behind the complex relationships among the Big Five personality traits and SHS are unclear. Identifying people with specific traits who are susceptible to SHS will help improve life quality and reduce the chronic disease burden under the framework of predictive, preventive, and personalized medicine (PPPM / 3PM). This study investigated the relationships among personality traits and SHS. It also explored whether perceived stress plays a mediating role in SHS development.</p><h3 data-test=\"abstract-sub-heading\">Method</h3><p>A nationwide cross-sectional survey based on multistage random sampling was conducted in 148 cities in China between June 20 and August 31, 2022. Personality traits, perceived stress, and SHS were evaluated using the Big Five Inventory-10 (BFI-10), the 4-item Perceived Stress Scale (PSS-4), and the Short-Form Suboptimal Health Status Questionnaire (SHSQ-SF), respectively. Pearson’s correlation analysis was employed to examine the associations between personality traits, perceived stress, and SHS. Structural equation modeling (SEM) was used to discern the mediating role of perceived stress in the relationships among personality traits and SHS.</p><h3 data-test=\"abstract-sub-heading\">Result</h3><p>A total of 22,897 participants were enrolled in this study, among whom the prevalence of SHS was 52.9%. SHS was negatively correlated with three trait dimensions (i.e., extraversion, agreeableness, and conscientiousness) but positively correlated with neuroticism. Meanwhile, stress was negatively correlated with extraversion, agreeableness, conscientiousness, and openness, whereas it was positively correlated with neuroticism. The SEM results showed that, when adjusting for covariates (i.e., gender, age, BMI, educational level, current residence, marital status, and occupational status), higher agreeableness (<i>β</i> = − 0.049, <i>P</i> &lt; 0.001) and conscientiousness (<i>β</i> = − 0.103, <i>P</i> &lt; 0.001) led to lower SHS prevalence, higher neuroticism (<i>β</i> = 0.130, <i>P</i> &lt; 0.001), and openness (<i>β</i> = 0.026, <i>P</i> &lt; 0.001) caused SHS to be more prevalent. Perceived stress played a partial mediating role in the relationships among personality traits and SHS, respectively, contributing 41.3%, 35.9%, and 32.5% to the total effects of agreeableness, conscientiousness, and neuroticism on SHS. Additionally, the mediating impact of stress was significant even though extraversion had no direct effect on SHS.</p><h3 data-test=\"abstract-sub-heading\">Conclusion</h3><p>This study revealed a high prevalence of SHS in Chinese residents. Personality traits significantly influenced SHS rates, which perceived stress tended to mediate. From a PPPM perspective, early screening and targeted intervention for people with neuroticism (as well as stress allevi","PeriodicalId":54292,"journal":{"name":"Epma Journal","volume":null,"pages":null},"PeriodicalIF":6.5,"publicationDate":"2023-12-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138572346","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Nitroproteomics is instrumental for stratification and targeted treatments of astrocytoma patients: expert recommendations for advanced 3PM approach with improved individual outcomes 硝基蛋白组学有助于对星形细胞瘤患者进行分层和靶向治疗:专家建议采用先进的 3PM 方法改善个体疗效
IF 6.5 2区 医学 Q1 Medicine Pub Date : 2023-12-06 DOI: 10.1007/s13167-023-00348-y
Wenshuang Jia, Xiaoxia Gong, Zhen Ye, Na Li, Xianquan Zhan

Protein tyrosine nitration is a selectively and reversible important post-translational modification, which is closely related to oxidative stress. Astrocytoma is the most common neuroepithelial tumor with heterogeneity and complexity. In the past, the diagnosis of astrocytoma was based on the histological and clinical features, and the treatment methods were nothing more than surgery-assisted radiotherapy and chemotherapy. Obviously, traditional methods short falls an effective treatment for astrocytoma. In late 2021, the World Health Organization (WHO) adopted molecular biomarkers in the comprehensive diagnosis of astrocytoma, such as IDH-mutant and DNA methylation, which enabled the risk stratification, classification, and clinical prognosis prediction of astrocytoma to be more correct. Protein tyrosine nitration is closely related to the pathogenesis of astrocytoma. We hypothesize that nitroproteome is significantly different in astrocytoma relative to controls, which leads to establishment of nitroprotein biomarkers for patient stratification, diagnostics, and prediction of disease stages and severity grade, targeted prevention in secondary care, treatment algorithms tailored to individualized patient profile in the framework of predictive, preventive, and personalized medicine (PPPM; 3P medicine). Nitroproteomics based on gel electrophoresis and tandem mass spectrometry is an effective tool to identify the nitroproteins and effective biomarkers in human astrocytomas, clarifying the biological roles of oxidative/nitrative stress in the pathophysiology of astrocytomas, functional characteristics of nitroproteins in astrocytomas, nitration-mediated signal pathway network, and early diagnosis and treatment of astrocytomas. The results finds that these nitroproteins are enriched in mitotic cell components, which are related to transcription regulation, signal transduction, controlling subcellular organelle events, cell perception, maintaining cell homeostasis, and immune activity. Eleven statistically significant signal pathways are identified in astrocytoma, including remodeling of epithelial adherens junctions, germ cell-sertoli cell junction signaling, 14-3-3-mediated signaling, phagosome maturation, gap junction signaling, axonal guidance signaling, assembly of RNA polymerase III complex, and TREM1 signaling. Furthermore, protein tyrosine nitration is closely associated with the therapeutic effects of protein drugs, and molecular mechanism and drug targets of cancer. It provides valuable data for studying the protein nitration biomarkers, molecular mechanisms, and therapeutic targets of astrocytoma towards PPPM (3P medicine) practice.

蛋白质酪氨酸硝化是一种选择性和可逆性的重要翻译后修饰,与氧化应激密切相关。星形细胞瘤是最常见的神经上皮肿瘤,具有异质性和复杂性。过去,星形细胞瘤的诊断主要依据组织学和临床特征,治疗方法不外乎手术辅助放疗和化疗。显然,传统方法并不能有效治疗星形细胞瘤。2021年底,世界卫生组织(WHO)在星形细胞瘤的综合诊断中采用了IDH突变、DNA甲基化等分子生物标志物,使星形细胞瘤的危险分层、分类和临床预后预测更加准确。蛋白酪氨酸硝化与星形细胞瘤的发病机制密切相关。我们假设星形细胞瘤的硝基蛋白组与对照组有显著差异,从而建立硝基蛋白生物标志物,用于患者分层、诊断、疾病分期和严重程度等级预测、二级护理中的针对性预防,以及在预测、预防和个性化医学(PPPM;3P 医学)框架内根据患者个体情况定制治疗算法。基于凝胶电泳和串联质谱的硝基蛋白组学是鉴定人类星形细胞瘤中硝基蛋白和有效生物标志物的有效工具,可阐明氧化/硝化应激在星形细胞瘤病理生理学中的生物学作用、星形细胞瘤中硝基蛋白的功能特征、硝化介导的信号通路网络以及星形细胞瘤的早期诊断和治疗。研究结果发现,这些硝基蛋白富含有丝分裂细胞成分,与转录调控、信号转导、控制亚细胞器事件、细胞感知、维持细胞稳态和免疫活动有关。在星形细胞瘤中发现了 11 条具有统计学意义的信号通路,包括上皮粘连连接重塑、生殖细胞-凋亡细胞连接信号转导、14-3-3 介导的信号转导、吞噬体成熟、间隙连接信号转导、轴突导向信号转导、RNA 聚合酶 III 复合物组装和 TREM1 信号转导。此外,蛋白质酪氨酸硝化与蛋白质药物的治疗效果、癌症的分子机制和药物靶点密切相关。该研究为研究星形细胞瘤的蛋白硝化生物标志物、分子机制和治疗靶点提供了宝贵的数据,有助于PPPM(3P医学)的实践。
{"title":"Nitroproteomics is instrumental for stratification and targeted treatments of astrocytoma patients: expert recommendations for advanced 3PM approach with improved individual outcomes","authors":"Wenshuang Jia, Xiaoxia Gong, Zhen Ye, Na Li, Xianquan Zhan","doi":"10.1007/s13167-023-00348-y","DOIUrl":"https://doi.org/10.1007/s13167-023-00348-y","url":null,"abstract":"<p>Protein tyrosine nitration is a selectively and reversible important post-translational modification, which is closely related to oxidative stress. Astrocytoma is the most common neuroepithelial tumor with heterogeneity and complexity. In the past, the diagnosis of astrocytoma was based on the histological and clinical features, and the treatment methods were nothing more than surgery-assisted radiotherapy and chemotherapy. Obviously, traditional methods short falls an effective treatment for astrocytoma. In late 2021, the World Health Organization (WHO) adopted molecular biomarkers in the comprehensive diagnosis of astrocytoma, such as IDH-mutant and DNA methylation, which enabled the risk stratification, classification, and clinical prognosis prediction of astrocytoma to be more correct. Protein tyrosine nitration is closely related to the pathogenesis of astrocytoma. We hypothesize that nitroproteome is significantly different in astrocytoma relative to controls, which leads to establishment of nitroprotein biomarkers for patient stratification, diagnostics, and prediction of disease stages and severity grade, targeted prevention in secondary care, treatment algorithms tailored to individualized patient profile in the framework of predictive, preventive, and personalized medicine (PPPM; 3P medicine). Nitroproteomics based on gel electrophoresis and tandem mass spectrometry is an effective tool to identify the nitroproteins and effective biomarkers in human astrocytomas, clarifying the biological roles of oxidative/nitrative stress in the pathophysiology of astrocytomas, functional characteristics of nitroproteins in astrocytomas, nitration-mediated signal pathway network, and early diagnosis and treatment of astrocytomas. The results finds that these nitroproteins are enriched in mitotic cell components, which are related to transcription regulation, signal transduction, controlling subcellular organelle events, cell perception, maintaining cell homeostasis, and immune activity. Eleven statistically significant signal pathways are identified in astrocytoma, including remodeling of epithelial adherens junctions, germ cell-sertoli cell junction signaling, 14-3-3-mediated signaling, phagosome maturation, gap junction signaling, axonal guidance signaling, assembly of RNA polymerase III complex, and TREM1 signaling. Furthermore, protein tyrosine nitration is closely associated with the therapeutic effects of protein drugs, and molecular mechanism and drug targets of cancer. It provides valuable data for studying the protein nitration biomarkers, molecular mechanisms, and therapeutic targets of astrocytoma towards PPPM (3P medicine) practice.</p>","PeriodicalId":54292,"journal":{"name":"Epma Journal","volume":null,"pages":null},"PeriodicalIF":6.5,"publicationDate":"2023-12-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138580750","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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