Corey Seth Joel, Kimmel Marek, Leonard Joshua N
Department of Pediatrics and Cell & Molecular Biology, Northwestern University Feinberg School of Medicine, Lurie 5-107, 303 E. Superior St., 60611, Chicago, IL, USA,
Adv Exp Med Biol. 2014;844:3-10. doi: 10.1007/978-1-4939-2095-2_1.
Hematologists have traditionally studied blood and its components by simplifying it into its components and functions. A variety of new techniques have generated large and complex datasets. Coupled to an appreciation of blood as a dynamic system, a new approach in systems hematology is needed. Systems hematology embraces the multi-scale complexity with a combination of mathematical, engineering, and computational tools for constructing and validating models of biological phenomena. The validity of mathematical modeling in hematopoiesis was established early by the pioneering work of Till and McCulloch. This volume seeks to introduce to the various scientists and physicians to the multi-faceted field of hematology by highlighting recent works in systems biology. Deterministic, stochastic, statistical, and network-based models have been used to better understand a range of topics in hematopoiesis, including blood cell production, the periodicity of cyclical neutropenia, stem cell production in response to cytokine administration, and the emergence of drug resistance. Future advances require technological improvements in computing power, imaging, and proteomics as well as greater collaboration between experimentalists and modelers. Altogether, systems hematology will improve our understanding of normal and abnormal hematopoiesis, better define stem cells and their daughter cells, and potentially lead to more effective therapies.
血液学家传统上通过将血液及其成分简化为其组成部分和功能来进行研究。各种新技术已经产生了大量复杂的数据集。加上将血液视为一个动态系统,系统血液学需要一种新方法。系统血液学通过结合数学、工程和计算工具来构建和验证生物现象模型,从而涵盖多尺度复杂性。蒂尔(Till)和麦卡洛克(McCulloch)的开创性工作早期就确立了数学建模在造血作用中的有效性。本书旨在通过突出系统生物学的最新研究成果,向各类科学家和医生介绍血液学这个多方面的领域。确定性、随机性、统计性和基于网络的模型已被用于更好地理解造血作用中的一系列主题,包括血细胞生成、周期性中性粒细胞减少症的周期性、细胞因子给药后干细胞的产生以及耐药性的出现。未来的进展需要在计算能力、成像和蛋白质组学方面进行技术改进,以及实验人员和建模人员之间加强合作。总之,系统血液学将增进我们对正常和异常造血作用的理解,更好地定义干细胞及其子代细胞,并有可能带来更有效的治疗方法。