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Integrating QSP and ML to Facilitate Drug Development and Personalized Medicine. 整合QSP和ML促进药物开发和个性化医疗。
Q1 Pharmacology, Toxicology and Pharmaceutics Pub Date : 2025-01-01 DOI: 10.1007/164_2024_740
Tongli Zhang

In this chapter, the potential integration between quantitative systems pharmacology (QSP) and machine learning (ML) is explored. ML models are in their nature "black boxes", since they make predictions based on data without explicit system definitions, while on the other hand, QSP models are "white boxes" that describe mechanistic biological interactions and investigate the systems properties emerging from such interactions. Despite their differences, both approaches have unique strengths that can be leveraged to form a powerful integrated tool. ML's ability to handle large datasets and make predictions is complemented by QSP's detailed mechanistic insights into drug actions and biological systems. The chapter discusses basic ML techniques and their application in drug development, including supervised and unsupervised learning methods. It also illustrates how combining QSP with ML can facilitate the design of combination therapies against cancer resistance to single therapies. The synergy between these two methodologies shows promise to accelerate the drug development process, making it more efficient and tailored to individual patient needs.

在本章中,探讨了定量系统药理学(QSP)和机器学习(ML)之间的潜在整合。ML模型本质上是“黑盒子”,因为它们基于没有明确系统定义的数据进行预测,而另一方面,QSP模型是描述机械生物相互作用并研究从这种相互作用中产生的系统属性的“白盒子”。尽管存在差异,但这两种方法都具有独特的优势,可以用来形成强大的集成工具。ML处理大型数据集和做出预测的能力与QSP对药物作用和生物系统的详细机制见解相辅相成。本章讨论了基本的机器学习技术及其在药物开发中的应用,包括监督和非监督学习方法。它还说明了QSP与ML的结合如何有助于设计针对单一疗法的抗癌联合疗法。这两种方法之间的协同作用显示出加速药物开发过程的希望,使其更有效并适合个体患者的需求。
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引用次数: 0
Natural Products Derived from Cannabis sativa for Pain Management. 从大麻中提取的用于止痛的天然产品。
Q1 Pharmacology, Toxicology and Pharmaceutics Pub Date : 2025-01-01 DOI: 10.1007/164_2024_710
Erika Liktor-Busa, Tally M Largent-Milnes

Cannabis sativa is one of the oldest medicinal plants in human history. Even ancient physicians from hundreds of years ago used Cannabis sativa to treat several conditions like pain. In the modern era, the research community, including health-care providers, have witnessed wide-scale changes in cannabis policy, legislation, and marketing, with a parallel increase in patient interest. A simple search in PubMed using "cannabis and pain" as keywords provides more than 2,400 articles, about 80% of which were published in the last 8-10 years. Several advancements have been achieved in understanding the complex chemistry of cannabis along with its multiple pharmacological activities. Preclinical data have demonstrated evidence for the promising potential of cannabis for pain management, and the continuous rise in the prevalence of pain increases the urgency to translate this into clinical practice. Despite the large body of cannabis literature, researchers still need to find rigorous answers for the questions about the efficacy and safety of cannabis in treatment of certain disorders such as pain. In the current chapter, we seek to present a critical overview about the current knowledge on cannabis with special emphasis on pain-related disorders.

大麻是人类历史上最古老的药用植物之一。甚至几百年前的古代医生也使用大麻来治疗疼痛等多种疾病。在现代,包括医疗保健提供者在内的研究界见证了大麻政策、立法和营销方面的大规模变化,同时患者的兴趣也在增加。在 PubMed 上以 "大麻与疼痛 "为关键词进行简单搜索,就能找到 2,400 多篇文章,其中约 80% 是在过去 8-10 年间发表的。在了解大麻复杂的化学性质及其多种药理作用方面,已经取得了一些进展。临床前数据已证明大麻具有治疗疼痛的巨大潜力,而疼痛发病率的持续上升也增加了将其转化为临床实践的紧迫性。尽管已有大量大麻文献,但研究人员仍需就大麻治疗某些疾病(如疼痛)的疗效和安全性问题找到严谨的答案。在本章中,我们试图对当前有关大麻的知识进行批判性概述,并特别强调与疼痛相关的疾病。
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引用次数: 0
Role of Antibody Glycosylation in Health, Disease, and Therapy. 抗体糖基化在健康、疾病和治疗中的作用。
Q1 Pharmacology, Toxicology and Pharmaceutics Pub Date : 2025-01-01 DOI: 10.1007/164_2025_744
Falk Nimmerjahn

Immunoglobulin G (IgG) antibodies are an essential component of humoral immunity protecting the host from recurrent infections. Among all antibody isotypes, IgG antibodies have a uniquely long half-life, can basically reach any tissue in the body, and have the ability to kill opsonized target cells, which has made them the molecule of choice for therapeutic interventions in cancer and autoimmunity. Moreover, IgG antibodies in the form of pooled serum IgG preparations from healthy donors are used to treat chronic inflammatory and autoimmune diseases, providing evidence that serum IgG antibodies can have an active immunomodulatory activity. Research over the last two decades has established that the single sugar moiety attached to each IgG heavy chain plays a very important role in modulating the pro- and anti-inflammatory activities of IgG. Moreover, specific sugar moieties such as sialic acid and galactose residues can serve as highly specific biomarkers for ongoing inflammatory processes. This chapter will summarize how different sugar residues in the IgG sugar moiety change upon inflammation and how such changes may translate to altered IgG function and hence maybe useful for optimizing or modulating the function of therapeutic antibodies.

免疫球蛋白G (IgG)抗体是体液免疫保护宿主免受复发性感染的重要组成部分。在所有抗体同型中,IgG抗体具有独特的长半衰期,基本上可以到达体内的任何组织,并具有杀死调理靶细胞的能力,这使其成为癌症和自身免疫治疗干预的首选分子。此外,来自健康供体的血清IgG混合制剂形式的IgG抗体被用于治疗慢性炎症和自身免疫性疾病,这提供了血清IgG抗体具有积极免疫调节活性的证据。近二十年来的研究已经证实,IgG重链上的单糖部分在调节IgG的促炎和抗炎活性中起着非常重要的作用。此外,特定的糖部分,如唾液酸和半乳糖残基,可以作为正在进行的炎症过程的高度特异性生物标志物。本章将总结IgG糖片段中不同的糖残基如何在炎症时发生变化,以及这种变化如何转化为IgG功能的改变,从而可能有助于优化或调节治疗性抗体的功能。
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引用次数: 0
Chemical Synthesis of Complex Carbohydrates. 复杂碳水化合物的化学合成。
Q1 Pharmacology, Toxicology and Pharmaceutics Pub Date : 2025-01-01 DOI: 10.1007/164_2025_747
Paul Kosma

The chapter provides a brief overview on current methodologies for the assembly of complex oligosaccharides by chemical synthesis. Following an introductory section describing the major factors and variables involved in glycosylation reactions, select examples for advanced approaches towards mammalian and bacterial glycans are discussed illustrating recent progress in the field of glycochemistry.

本章简要概述了目前化学合成合成复杂低聚糖的方法。在介绍糖基化反应中涉及的主要因素和变量之后,选择一些用于哺乳动物和细菌聚糖的先进方法的例子进行讨论,说明糖化学领域的最新进展。
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引用次数: 0
Natural Products in the Clinical Management of Metabolic Syndrome. 代谢综合征临床治疗中的天然产品。
Q1 Pharmacology, Toxicology and Pharmaceutics Pub Date : 2025-01-01 DOI: 10.1007/164_2024_711
Ozra Tabatabaei-Malazy, Narges Lavari, Mohammad Abdollahi

Metabolic syndrome (MetS) is a prevalent health condition that requires significant attention and intervention due to its multifaceted nature. It encompasses a variety of ailments such as diabetes mellitus, hypertension, obesity, and dyslipidemia. Despite extensive research, the underlying pathophysiology of MetS is not entirely understood, and current synthetic drugs used to treat it have adverse effects and can be expensive. Therefore, natural products are being investigated as a potential alternative treatment for MetS. This chapter provides an overview of studies on natural products as a treatment for MetS. The available evidence suggests that bioactive phytochemicals and herbal medicines, such as curcumin, resveratrol, Nigella sativa, Hibiscus sabdariffa, and Theobroma cacao, have the potential to treat MetS effectively. Furthermore, natural products can be explored as a novel drug discovery approach for MetS. However, it is imperative to conduct well-designed randomized controlled trials with large sample sizes to confirm these findings. Based on our review, we conclude that natural products could be a promising alternative for treating MetS. Further research is warranted to explore this potential fully. The use of natural products for MetS treatment could reduce the reliance on synthetic drugs, many of which have harmful side effects and are costly. The development of natural products as a treatment for MetS could have significant implications for public health, and we encourage further research in this area.

代谢综合征(MetS)是一种普遍存在的健康问题,由于其多面性,需要给予高度重视和干预。它包括糖尿病、高血压、肥胖和血脂异常等多种疾病。尽管进行了广泛的研究,但人们对 MetS 的基本病理生理学并不完全了解,而且目前用于治疗 MetS 的合成药物有不良反应,价格昂贵。因此,人们正在研究天然产品,将其作为治疗 MetS 的潜在替代疗法。本章概述了有关天然产品治疗 MetS 的研究。现有证据表明,姜黄素、白藜芦醇、黑木耳、木槿和可可豆等具有生物活性的植物化学物质和草药具有有效治疗 MetS 的潜力。此外,天然产品还可作为一种新的 MetS 药物发现方法进行探索。然而,当务之急是进行设计合理、样本量大的随机对照试验来证实这些发现。根据我们的综述,我们得出结论,天然产品可能是治疗 MetS 的一种有前途的替代方法。为充分挖掘这一潜力,我们有必要开展进一步的研究。使用天然产品治疗 MetS 可以减少对合成药物的依赖,因为许多合成药物都有有害的副作用,而且成本高昂。开发天然产品作为 MetS 的治疗方法可能会对公众健康产生重大影响,我们鼓励在这一领域开展进一步的研究。
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引用次数: 0
Decrypting Glycosaminoglycan "sulfation code" with Computational Approaches. 用计算方法解密糖胺聚糖 "硫化密码"。
Q1 Pharmacology, Toxicology and Pharmaceutics Pub Date : 2025-01-01 DOI: 10.1007/164_2025_741
Sergey A Samsonov, Mateusz P Marcisz

Glycosaminoglycans (GAGs), linear anionic periodic polysaccharides, play pivotal roles in various biologically relevant processes within the extracellular matrix (ECM). These processes encompass cell development, proliferation, signaling, ECM assembly, coagulation, and angiogenesis. GAGs perform their functions through their interactions with specific protein partners, rendering them attractive targets for regenerative medicine and drug design. However, the molecular mechanisms governing protein-GAG interactions remain unclear. Classical structure determination techniques face significant challenges when dealing with protein-GAG complexes. This is due to GAGs' unique properties, including their extensive length, flexibility, periodicity, symmetry, multipose binding, and the high heterogeneity of their sulfation patterns constituting the "sulfation code." Consequently, only a limited number of experimental protein-GAG structures have been elucidated. Hence, theoretical approaches are particularly promising in deciphering the code for understanding the structure-function relationship of these complex molecules. In this chapter, we focus on the particularities, challenges, and advances of computational methods such as molecular docking, molecular dynamics, and free-energy calculations when applied to GAG-containing systems. These computational approaches offer valuable insights into the enigmatic world of protein-GAG interactions, paving the way for their enhanced understanding and potential therapeutic applications.

糖胺聚糖(GAGs)是一种线性阴离子周期性多糖,在细胞外基质(ECM)的各种生物相关过程中起着关键作用。这些过程包括细胞发育、增殖、信号传导、ECM组装、凝血和血管生成。GAGs通过与特定蛋白质伙伴的相互作用来发挥其功能,使其成为再生医学和药物设计的有吸引力的靶标。然而,控制蛋白质- gag相互作用的分子机制仍不清楚。传统的结构测定技术在处理蛋白质- gag复合物时面临着重大挑战。这是由于GAGs的独特性质,包括其广泛的长度、灵活性、周期性、对称性、多位结合以及构成“硫酸化密码”的硫酸化模式的高度非均质性。因此,只有有限数量的实验蛋白gag结构被阐明。因此,理论方法在破译密码以理解这些复杂分子的结构-功能关系方面特别有希望。在本章中,我们重点讨论了计算方法的特殊性、挑战和进展,如分子对接、分子动力学和自由能计算,当应用于含gag的系统时。这些计算方法为蛋白质- gag相互作用的神秘世界提供了有价值的见解,为它们的增强理解和潜在的治疗应用铺平了道路。
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引用次数: 0
Quantitative Systems Pharmacology Modeling in Immuno-Oncology: Hypothesis Testing, Dose Optimization, and Efficacy Prediction. 免疫肿瘤学中的定量系统药理学模型:假设检验、剂量优化和疗效预测。
Q1 Pharmacology, Toxicology and Pharmaceutics Pub Date : 2025-01-01 DOI: 10.1007/164_2024_735
Hanwen Wang, Theinmozhi Arulraj, Alberto Ippolito, Aleksander S Popel

Despite an increasing number of clinical trials, cancer is one of the leading causes of death worldwide in the past decade. Among all complex diseases, clinical trials in oncology have among the lowest success rates, in part due to the high intra- and inter-tumoral heterogeneity. There are more than a thousand cancer drugs and treatment combinations being investigated in ongoing clinical trials for various cancer subtypes, germline mutations, metastasis, etc. Particularly, treatments relying on the (re)activation of the immune system have become increasingly present in the clinical trial pipeline. However, the complexities of the immune response and cancer-immune interactions pose a challenge to the development of these therapies. Quantitative systems pharmacology (QSP), as a computational approach to predict tumor response to treatments of interest, can be used to conduct in silico clinical trials with virtual patients (and emergent use of digital twins) in place of real patients, thus lowering the time and cost of clinical trials. In line with improved mechanistic understanding of the human immune system and promising results from recent cancer immunotherapy, QSP models can play critical roles in model-informed drug development in immuno-oncology. In this chapter, we discuss how QSP models were designed to serve different study objectives, including hypothesis testing, dose optimization, and efficacy prediction, via case studies in immuno-oncology.

尽管临床试验越来越多,但在过去十年中,癌症仍然是世界范围内死亡的主要原因之一。在所有复杂的疾病中,肿瘤临床试验的成功率最低,部分原因是肿瘤内部和肿瘤间的异质性很高。目前有一千多种癌症药物和治疗组合正在进行临床试验,用于治疗各种癌症亚型、种系突变、转移等。特别是,依靠(重新)激活免疫系统的治疗已经越来越多地出现在临床试验管道中。然而,免疫反应和癌症免疫相互作用的复杂性对这些疗法的发展提出了挑战。定量系统药理学(Quantitative systems pharmacology, QSP)作为一种预测肿瘤对相关治疗反应的计算方法,可用于用虚拟患者(以及数字双胞胎的紧急使用)代替真实患者进行计算机临床试验,从而降低临床试验的时间和成本。随着对人类免疫系统机制的进一步了解和最近癌症免疫治疗的有希望的结果,QSP模型可以在免疫肿瘤学中基于模型的药物开发中发挥关键作用。在本章中,我们将讨论如何设计QSP模型来服务于不同的研究目标,包括假设检验、剂量优化和疗效预测,通过免疫肿瘤学的案例研究。
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引用次数: 0
Natural Products to Promote Vascular Health. 促进血管健康的天然产品。
Q1 Pharmacology, Toxicology and Pharmaceutics Pub Date : 2025-01-01 DOI: 10.1007/164_2024_721
Valérie B Schini-Kerth, Ibrahima Diouf, Hira Muzammel, Amissi Said, Cyril Auger

Maintaining good vascular health is a major component in healthy ageing as it reduces the risk of cardiovascular diseases. Endothelial dysfunction, in particular, is a key mechanism in the development of major cardiovascular diseases including hypertension, atherosclerosis and diabetes. Recently, endothelial senescence has emerged as a pivotal early event in age-related endothelial dysfunction. Endothelial function is characterized by an imbalance between the endothelial formation of vasoprotective mechanisms, including the formation of nitric oxide (NO) and endothelium-dependent hyperpolarization responses, and an increased level of oxidative stress involving several pro-oxidant enzymes such as NADPH oxidases and, often also, the appearance of cyclooxygenase-derived vasoconstrictors. Pre-clinical studies have indicated that natural products, in particular several polyphenol-rich foods, can trigger activating pathways in endothelial cells promoting an increased formation of NO and endothelium-dependent hyperpolarization. In addition, some can even exert beneficial effects on endothelial senescence. Moreover, some of these products have been associated with the prevention and/or improvement of established endothelial dysfunction in several experimental models of cardiovascular diseases and in humans with cardiovascular diseases. Therefore, intake of certain natural products, such as dietary and plant-derived polyphenol-rich products, appears to be an attractive approach for a healthy vascular system in ageing.

保持良好的血管健康是健康老龄化的重要组成部分,因为它能降低心血管疾病的风险。尤其是内皮功能障碍,是导致高血压、动脉粥样硬化和糖尿病等主要心血管疾病的关键机制。最近,内皮衰老已成为与年龄有关的内皮功能障碍的早期关键事件。内皮功能的特点是内皮形成血管保护机制(包括一氧化氮(NO)的形成和内皮依赖性超极化反应)与氧化应激水平增加之间的不平衡,氧化应激水平增加涉及几种促氧化酶,如 NADPH 氧化酶,通常还包括环氧化酶衍生的血管收缩剂的出现。临床前研究表明,天然产品,特别是几种富含多酚的食物,可以触发内皮细胞的激活途径,促进形成更多的 NO 和内皮依赖性超极化。此外,有些多酚甚至能对内皮衰老产生有益影响。此外,在一些心血管疾病的实验模型和患有心血管疾病的人体中,其中一些产品与预防和/或改善已形成的内皮功能障碍有关。因此,摄入某些天然产品,如膳食和植物提取的富含多酚的产品,似乎是在老龄化过程中保持血管系统健康的一种有吸引力的方法。
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引用次数: 0
Advanced Mass Spectrometry Techniques for the Characterization of Carbohydrates. 表征碳水化合物的先进质谱技术。
Q1 Pharmacology, Toxicology and Pharmaceutics Pub Date : 2025-01-01 DOI: 10.1007/164_2025_749
Niklas Geue, Caitlin Walton-Doyle, Eleonora Renzi, Mathew Bejoy, Kevin Pagel

Mass spectrometry-based techniques have emerged as a gamechanger for the analysis of carbohydrates. Here, we summarize state-of-the-art glycan analysis in vacuo, demonstrating how mass spectrometry, tandem mass spectrometry, ion mobility spectrometry, and gas-phase infrared spectroscopy, supported by chromatography methods and computational modelling, facilitate the structural characterization of isolated glycans and the analysis of the entire glycome. After an introduction to glycans and techniques, the sugar classes of N-glycans, O-glycans, human milk oligosaccharides, and glycosaminoglycans will be discussed in detail, before the chapter ends with an outlook on the future of mass spectrometry-based glycan analysis.

基于质谱的技术已经成为碳水化合物分析的游戏规则改变者。在这里,我们总结了最先进的真空聚糖分析,展示了质谱、串联质谱、离子迁移率谱和气相红外光谱如何在色谱方法和计算模型的支持下,促进分离聚糖的结构表征和整个聚糖的分析。在介绍了聚糖和技术之后,将详细讨论n -聚糖、o -聚糖、人乳低聚糖和糖胺聚糖等糖类,最后展望基于质谱法的聚糖分析的未来。
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引用次数: 0
Glycosylation in Cancer. 癌症中的糖基化。
Q1 Pharmacology, Toxicology and Pharmaceutics Pub Date : 2025-01-01 DOI: 10.1007/164_2025_751
Henrique Oliveira Duarte, Celso Albuquerque Reis, Veronique Blanchard, Rudolf Tauber

Structural alterations of the glycan chains attached to glycoproteins and glycolipids are present in all types of malignomas investigated to date, including adenocarcinomas, sarcomas and haematological malignancies. They occur in humans as well as in animals including experimental models of malignancy, regardless of the type, cause, or stage of the tumour. The biochemical and genomic characterization of the enzymatic machineries involved in glycan biosynthesis in cancer cells shows that tumour-associated glycosylation changes are a critical part of tumour initiation and progression. Experimental studies and epidemiological findings give clear evidence that tumour-associated glycans bear functional significance in the invasive and metastatic growth of malignancies, for immunological tumour defence and, hence, influence the clinical outcome and the prognosis of cancer patients. Tumour-associated glycan changes are, moreover, targets for new pharmacological and immunological therapy methods and serve as important clinical biomarkers for diagnosis, particularly for monitoring disease progression and therapeutic efficacy. This chapter provides an overview of the major types of changes of glycosylation, genetic and biochemical mechanisms contributing to cancer-associated glycosylation, functional consequences for tumour growth and the clinical significance in cancer diagnosis, monitoring and treatment.

迄今为止所研究的所有类型的恶性肿瘤,包括腺癌、肉瘤和血液学恶性肿瘤,都存在附着在糖蛋白和糖脂上的聚糖链的结构改变。无论肿瘤的类型、原因或分期如何,它们既发生在人类身上,也发生在动物身上,包括恶性肿瘤的实验模型。肿瘤细胞中参与糖类生物合成的酶机制的生化和基因组特征表明,肿瘤相关的糖基化变化是肿瘤发生和发展的关键部分。实验研究和流行病学研究结果明确表明,肿瘤相关聚糖在恶性肿瘤的侵袭性和转移性生长中具有重要的功能,具有肿瘤免疫防御作用,从而影响癌症患者的临床结果和预后。此外,肿瘤相关的聚糖变化是新的药理学和免疫治疗方法的靶点,是诊断的重要临床生物标志物,特别是监测疾病进展和治疗效果。本章概述了糖基化变化的主要类型、导致癌症相关糖基化的遗传和生化机制、肿瘤生长的功能后果以及在癌症诊断、监测和治疗中的临床意义。
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引用次数: 0
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Handbook of experimental pharmacology
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