• 文献检索
  • 文档翻译
  • 深度研究
  • 学术资讯
  • Suppr Zotero 插件Zotero 插件
  • 邀请有礼
  • 套餐&价格
  • 历史记录
应用&插件
Suppr Zotero 插件Zotero 插件浏览器插件Mac 客户端Windows 客户端微信小程序
定价
高级版会员购买积分包购买API积分包
服务
文献检索文档翻译深度研究API 文档MCP 服务
关于我们
关于 Suppr公司介绍联系我们用户协议隐私条款
关注我们

Suppr 超能文献

核心技术专利:CN118964589B侵权必究
粤ICP备2023148730 号-1Suppr @ 2026

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验

急性髓系白血病细胞细胞因子反应对患者预后影响的数学建模。

Mathematical modeling of the impact of cytokine response of acute myeloid leukemia cells on patient prognosis.

机构信息

Institute of Applied Mathematics, Interdisciplinary Center of Scientific Computing and BIOQUANT Center, Heidelberg University, Im Neuenheimer Feld 205, 69120, Heidelberg, Germany.

Department of Medicine V, Heidelberg University Hospital, Im Neuenheimer Feld 410, 69120, Heidelberg, Germany.

出版信息

Sci Rep. 2018 Feb 12;8(1):2809. doi: 10.1038/s41598-018-21115-4.

DOI:10.1038/s41598-018-21115-4
PMID:29434256
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC5809606/
Abstract

Acute myeloid leukemia (AML) is a heterogeneous disease. One reason for the heterogeneity may originate from inter-individual differences in the responses of leukemic cells to endogenous cytokines. On the basis of mathematical modeling, computer simulations and patient data, we have provided evidence that cytokine-independent leukemic cell proliferation may be linked to early relapses and poor overall survival. Depending whether the model of cytokine-dependent or cytokine-independent leukemic cell proliferation fits to the clinical data, patients can be assigned to two groups that differ significantly with respect to overall survival. The modeling approach further enables us to identify parameter constellations that can explain unexpected responses of some patients to external cytokines such as blast crisis or remission without chemotherapy.

摘要

急性髓系白血病(AML)是一种异质性疾病。这种异质性的一个原因可能源于白血病细胞对内源性细胞因子反应的个体间差异。基于数学建模、计算机模拟和患者数据,我们已经提供了证据,表明细胞因子非依赖性白血病细胞增殖可能与早期复发和总体生存率差有关。根据细胞因子依赖性或非依赖性白血病细胞增殖模型是否符合临床数据,可以将患者分为两组,这两组在总体生存率方面有显著差异。该建模方法还使我们能够确定参数组合,这些参数组合可以解释某些患者对外部细胞因子(如急变期或无化疗缓解)的意外反应。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6c78/5809606/249c25f33663/41598_2018_21115_Fig7_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6c78/5809606/3c23f1255eba/41598_2018_21115_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6c78/5809606/b5087f05db6f/41598_2018_21115_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6c78/5809606/cd0d8267d905/41598_2018_21115_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6c78/5809606/84fa2946a9ff/41598_2018_21115_Fig4_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6c78/5809606/908903106c0d/41598_2018_21115_Fig5_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6c78/5809606/69f6186d365e/41598_2018_21115_Fig6_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6c78/5809606/249c25f33663/41598_2018_21115_Fig7_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6c78/5809606/3c23f1255eba/41598_2018_21115_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6c78/5809606/b5087f05db6f/41598_2018_21115_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6c78/5809606/cd0d8267d905/41598_2018_21115_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6c78/5809606/84fa2946a9ff/41598_2018_21115_Fig4_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6c78/5809606/908903106c0d/41598_2018_21115_Fig5_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6c78/5809606/69f6186d365e/41598_2018_21115_Fig6_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6c78/5809606/249c25f33663/41598_2018_21115_Fig7_HTML.jpg

相似文献

1
Mathematical modeling of the impact of cytokine response of acute myeloid leukemia cells on patient prognosis.急性髓系白血病细胞细胞因子反应对患者预后影响的数学建模。
Sci Rep. 2018 Feb 12;8(1):2809. doi: 10.1038/s41598-018-21115-4.
2
Cell division patterns in acute myeloid leukemia stem-like cells determine clinical course: a model to predict patient survival.急性髓系白血病干细胞样细胞的细胞分裂模式决定临床病程:预测患者生存的模型。
Cancer Res. 2015 Mar 15;75(6):940-9. doi: 10.1158/0008-5472.CAN-14-2508. Epub 2015 Jan 22.
3
The angioregulatory cytokine network in human acute myeloid leukemia - from leukemogenesis via remission induction to stem cell transplantation.人类急性髓系白血病中的血管生成调节细胞因子网络——从白血病发生到缓解诱导再到干细胞移植。
Eur Cytokine Netw. 2012 Oct-Dec;23(4):140-53. doi: 10.1684/ecn.2012.0322.
4
Prognostic significance of the blast self-renewal capacity in patients with acute myeloid leukemia.急性髓系白血病患者原始细胞自我更新能力的预后意义
Cancer. 1994 Jan 1;73(1):92-7. doi: 10.1002/1097-0142(19940101)73:1<92::aid-cncr2820730117>3.0.co;2-d.
5
Natural killer receptor ligand expression on acute myeloid leukemia impacts survival and relapse after chemotherapy.自然杀伤细胞受体配体在急性髓系白血病中的表达影响化疗后的生存和复发。
Blood Adv. 2018 Feb 27;2(4):335-346. doi: 10.1182/bloodadvances.2017015230.
6
Peripheral blood blast clearance is an independent prognostic factor for survival and response to acute myeloid leukemia induction chemotherapy.外周血原始细胞清除是急性髓系白血病诱导化疗生存和反应的独立预后因素。
Am J Hematol. 2016 Dec;91(12):1221-1226. doi: 10.1002/ajh.24500. Epub 2016 Aug 29.
7
[Biological properties and sensitivity to induction therapy of differentiated cells expressing atypical immunophenotype in acute leukemia of children].[儿童急性白血病中表达非典型免疫表型的分化细胞的生物学特性及对诱导治疗的敏感性]
Folia Med Cracov. 2001;42(3):5-80.
8
[The role of cytokines in the proliferation of leukemia cells in acute myelogenous leukemia].[细胞因子在急性髓性白血病白血病细胞增殖中的作用]
Rinsho Byori. 1993 Dec;41(12):1289-95.
9
Cytokine levels in patients with non-M3 myeloid leukemia are key indicators of how well the disease responds to chemotherapy.非 M3 型髓性白血病患者的细胞因子水平是疾病对化疗反应程度的关键指标。
Clin Exp Med. 2023 Dec;23(8):4623-4632. doi: 10.1007/s10238-023-01242-7. Epub 2023 Nov 4.
10
Dielectrophoretic Microfluidic Chip Enables Single-Cell Measurements for Multidrug Resistance in Heterogeneous Acute Myeloid Leukemia Patient Samples.介电泳微流控芯片可用于对异质性急性髓系白血病患者样本中的多药耐药进行单细胞测量。
Anal Chem. 2016 Jun 7;88(11):5680-8. doi: 10.1021/acs.analchem.5b04446. Epub 2016 May 17.

引用本文的文献

1
Discovery of Dynamic Models for AML Disease Progression from Longitudinal Multi-Modal Clinical Data Using Explainable Machine Learning.利用可解释机器学习从纵向多模态临床数据中发现急性髓系白血病疾病进展的动态模型
medRxiv. 2025 Apr 15:2025.04.07.25325267. doi: 10.1101/2025.04.07.25325267.
2
Stem cell graft dose and composition could impact on the expansion of donor-derived clones after allogeneic hematopoietic stem cell transplantation - a virtual clinical trial.干细胞移植剂量和组成可能会影响异基因造血干细胞移植后供体来源克隆的扩增——一项虚拟临床试验。
Front Immunol. 2024 Dec 16;15:1321336. doi: 10.3389/fimmu.2024.1321336. eCollection 2024.
3

本文引用的文献

1
Determining the control networks regulating stem cell lineages in colonic crypts.确定调控结肠隐窝中干细胞谱系的控制网络。
J Theor Biol. 2017 Sep 21;429:190-203. doi: 10.1016/j.jtbi.2017.06.033. Epub 2017 Jun 29.
2
Emergence of heterogeneity in acute leukemias.急性白血病中异质性的出现。
Biol Direct. 2016 Oct 12;11(1):51. doi: 10.1186/s13062-016-0154-1.
3
Humanized hemato-lymphoid system mice.人源化血液-淋巴系统小鼠。
Modelling post-chemotherapy stem cell dynamics in the bone marrow niche of AML patients.
在 AML 患者的骨髓龛中模拟化疗后干细胞动力学。
Sci Rep. 2024 Oct 23;14(1):25060. doi: 10.1038/s41598-024-75429-7.
4
Computational modeling reveals key factors driving treatment-free remission in chronic myeloid leukemia patients.计算建模揭示了慢性髓性白血病患者实现无治疗缓解的关键驱动因素。
NPJ Syst Biol Appl. 2024 Apr 27;10(1):45. doi: 10.1038/s41540-024-00370-4.
5
AML consolidation therapy: timing matters.急性髓系白血病巩固治疗:时机至关重要。
J Cancer Res Clin Oncol. 2023 Nov;149(15):13811-13821. doi: 10.1007/s00432-023-05115-0. Epub 2023 Aug 3.
6
Predictive nonlinear modeling of malignant myelopoiesis and tyrosine kinase inhibitor therapy.恶性髓系细胞增生及其酪氨酸激酶抑制剂治疗的预测性非线性建模。
Elife. 2023 Apr 28;12:e84149. doi: 10.7554/eLife.84149.
7
HSC Niche Dynamics in Regeneration, Pre-malignancy, and Cancer: Insights From Mathematical Modeling.组织龛动力学在再生、癌前病变和癌症中的作用:数学建模的启示。
Stem Cells. 2023 Mar 17;41(3):260-270. doi: 10.1093/stmcls/sxac079.
8
Comparison of Predator-Prey Model and Hawk-Dove Game for Modelling Leukemia.比较捕食者-猎物模型和鹰鸽博弈模型在白血病建模中的应用。
Comput Intell Neurosci. 2022 Sep 22;2022:9957514. doi: 10.1155/2022/9957514. eCollection 2022.
9
An integrative systems biology approach to overcome venetoclax resistance in acute myeloid leukemia.一种综合系统生物学方法,克服急性髓系白血病中维奈托克的耐药性。
PLoS Comput Biol. 2022 Sep 13;18(9):e1010439. doi: 10.1371/journal.pcbi.1010439. eCollection 2022 Sep.
10
Targeting TKI-Activated NFKB2-MIF/CXCLs-CXCR2 Signaling Pathways in FLT3 Mutated Acute Myeloid Leukemia Reduced Blast Viability.靶向FLT3突变的急性髓系白血病中TKI激活的NFKB2-MIF/CXCLs-CXCR2信号通路可降低原始细胞活力。
Biomedicines. 2022 Apr 30;10(5):1038. doi: 10.3390/biomedicines10051038.
Haematologica. 2016 Jan;101(1):5-19. doi: 10.3324/haematol.2014.115212.
4
Cell division patterns in acute myeloid leukemia stem-like cells determine clinical course: a model to predict patient survival.急性髓系白血病干细胞样细胞的细胞分裂模式决定临床病程:预测患者生存的模型。
Cancer Res. 2015 Mar 15;75(6):940-9. doi: 10.1158/0008-5472.CAN-14-2508. Epub 2015 Jan 22.
5
The rarity of ALDH(+) cells is the key to separation of normal versus leukemia stem cells by ALDH activity in AML patients.在急性髓系白血病(AML)患者中,醛脱氢酶(ALDH)阳性细胞的稀少是通过ALDH活性区分正常与白血病干细胞的关键。
Int J Cancer. 2015 Aug 1;137(3):525-36. doi: 10.1002/ijc.29410. Epub 2015 Jan 14.
6
Assessing hematopoietic (stem-) cell behavior during regenerative pressure.评估再生压力下造血(干)细胞的行为。
Adv Exp Med Biol. 2014;844:347-67. doi: 10.1007/978-1-4939-2095-2_17.
7
Fatal stimulation of acute myeloid leukemia blasts by pegfilgrastim.培非格司亭对急性髓系白血病母细胞的致死性刺激
Anticancer Res. 2014 Nov;34(11):6747-8.
8
A clinical comparison of the efficacy and safety of biosimilar G-CSF and originator G-CSF in haematopoietic stem cell mobilization.
Pharmacol Rep. 2014 Apr;66(2):239-42. doi: 10.1016/j.pharep.2013.09.005. Epub 2014 Mar 3.
9
Kinetics of CLL cells in tissues and blood during therapy with the BTK inhibitor ibrutinib.布鲁顿酪氨酸激酶(BTK)抑制剂依鲁替尼治疗期间慢性淋巴细胞白血病(CLL)细胞在组织和血液中的动力学
Blood. 2014 Jun 26;123(26):4132-5. doi: 10.1182/blood-2014-02-554220. Epub 2014 May 14.
10
Clonal selection and therapy resistance in acute leukaemias: mathematical modelling explains different proliferation patterns at diagnosis and relapse.克隆选择和急性白血病的耐药性:数学模型解释了诊断时和复发时不同的增殖模式。
J R Soc Interface. 2014 Mar 12;11(94):20140079. doi: 10.1098/rsif.2014.0079. Print 2014 May 6.