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基于 CAR-T 疗法和 TGF-β 抑制的肿瘤和癌症干细胞的数学建模。

Mathematical Modeling of Tumor and Cancer Stem Cells Treated with CAR-T Therapy and Inhibition of TGF-[Formula: see text].

机构信息

Department of Mathematics, Centre College, Danville, KY, USA.

Department of Mathematics and Computer Science, St. Mary's College of Maryland, St. Mary's City, MD, USA.

出版信息

Bull Math Biol. 2022 Apr 16;84(6):58. doi: 10.1007/s11538-022-01015-5.

Abstract

The stem cell hypothesis suggests that there is a small group of malignant cells, the cancer stem cells, that initiate the development of tumors, encourage its growth, and may even be the cause of metastases. Traditional treatments, such as chemotherapy and radiation, primarily target the tumor cells leaving the stem cells to potentially cause a recurrence. Chimeric antigen receptor (CAR) T-cell therapy is a form of immunotherapy where the immune cells are genetically modified to fight the tumor cells. Traditionally, the CAR T-cell therapy has been used to treat blood cancers and only recently has shown promising results against solid tumors. We create an ordinary differential equations model which allows for the infusion of trained CAR-T cells to specifically attack the cancer stem cells that are present in the solid tumor microenvironment. Additionally, we incorporate the influence of TGF-[Formula: see text] which inhibits the CAR-T cells and thus promotes the growth of the tumor. We verify the model by comparing it to available data and then examine combinations of CAR-T cell treatment targeting both non-stem and stem cancer cells and a treatment that reduces the effectiveness of TGF-[Formula: see text] to determine the scenarios that eliminate the tumor.

摘要

干细胞假说表明,存在一小群恶性细胞,即癌症干细胞,它们启动肿瘤的发展,促进其生长,甚至可能是转移的原因。传统的治疗方法,如化疗和放疗,主要针对肿瘤细胞,而留下的干细胞可能导致肿瘤复发。嵌合抗原受体 (CAR) T 细胞疗法是一种免疫疗法,其中免疫细胞经过基因修饰以对抗肿瘤细胞。传统上,CAR T 细胞疗法已用于治疗血液癌,最近才显示出对实体瘤有希望的结果。我们创建了一个常微分方程模型,允许输注经过训练的 CAR-T 细胞来专门攻击存在于实体瘤微环境中的癌症干细胞。此外,我们还考虑了 TGF-[Formula: see text]的影响,它抑制了 CAR-T 细胞,从而促进了肿瘤的生长。我们通过将模型与可用数据进行比较来验证模型,然后研究针对非干细胞和干细胞癌症细胞的 CAR-T 细胞治疗组合以及降低 TGF-[Formula: see text]有效性的治疗方法,以确定消除肿瘤的情况。

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