Khaphetsi Joseph Mahasa, Rachid Ouifki, Lisette de Pillis, Amina Eladdadi
{"title":"CD 8 + T 细胞在对抗被血小板包裹的循环肿瘤细胞中的作用:数学模型的启示","authors":"Khaphetsi Joseph Mahasa, Rachid Ouifki, Lisette de Pillis, Amina Eladdadi","doi":"10.1007/s11538-024-01323-y","DOIUrl":null,"url":null,"abstract":"<p><p>Cancer metastasis accounts for a majority of cancer-related deaths worldwide. Metastasis occurs when the primary tumor sheds cells into the blood and lymphatic circulation, thereby becoming circulating tumor cells (CTCs) that transverse through the circulatory system, extravasate the circulation and establish a secondary distant tumor. Accumulating evidence suggests that circulating effector CD <math><msup><mn>8</mn> <mo>+</mo></msup> </math> T cells are able to recognize and attack arrested or extravasating CTCs, but this important antitumoral effect remains largely undefined. Recent studies highlighted the supporting role of activated platelets in CTCs's extravasation from the bloodstream, contributing to metastatic progression. In this work, a simple mathematical model describes how the primary tumor, CTCs, activated platelets and effector CD <math><msup><mn>8</mn> <mo>+</mo></msup> </math> T cells participate in metastasis. The stability analysis reveals that for early dissemination of CTCs, effector CD <math><msup><mn>8</mn> <mo>+</mo></msup> </math> T cells can present or keep secondary metastatic tumor burden at low equilibrium state. In contrast, for late dissemination of CTCs, effector CD <math><msup><mn>8</mn> <mo>+</mo></msup> </math> T cells are unlikely to inhibit secondary tumor growth. Moreover, global sensitivity analysis demonstrates that the rate of the primary tumor growth, intravascular CTC proliferation, as well as the CD <math><msup><mn>8</mn> <mo>+</mo></msup> </math> T cell proliferation, strongly affects the number of the secondary tumor cells. Additionally, model simulations indicate that an increase in CTC proliferation greatly contributes to tumor metastasis. Our simulations further illustrate that the higher the number of activated platelets on CTCs, the higher the probability of secondary tumor establishment. Intriguingly, from a mathematical immunology perspective, our simulations indicate that if the rate of effector CD <math><msup><mn>8</mn> <mo>+</mo></msup> </math> T cell proliferation is high, then the secondary tumor formation can be considerably delayed, providing a window for adjuvant tumor control strategies. Collectively, our results suggest that the earlier the effector CD <math><msup><mn>8</mn> <mo>+</mo></msup> </math> T cell response is enhanced the higher is the probability of preventing or delaying secondary tumor metastases.</p>","PeriodicalId":2,"journal":{"name":"ACS Applied Bio Materials","volume":null,"pages":null},"PeriodicalIF":4.6000,"publicationDate":"2024-06-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"<ArticleTitle xmlns:ns0=\\\"http://www.w3.org/1998/Math/MathML\\\">A Role of Effector CD <ns0:math><ns0:msup><ns0:mn>8</ns0:mn> <ns0:mo>+</ns0:mo></ns0:msup> </ns0:math> T Cells Against Circulating Tumor Cells Cloaked with Platelets: Insights from a Mathematical Model.\",\"authors\":\"Khaphetsi Joseph Mahasa, Rachid Ouifki, Lisette de Pillis, Amina Eladdadi\",\"doi\":\"10.1007/s11538-024-01323-y\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><p>Cancer metastasis accounts for a majority of cancer-related deaths worldwide. Metastasis occurs when the primary tumor sheds cells into the blood and lymphatic circulation, thereby becoming circulating tumor cells (CTCs) that transverse through the circulatory system, extravasate the circulation and establish a secondary distant tumor. Accumulating evidence suggests that circulating effector CD <math><msup><mn>8</mn> <mo>+</mo></msup> </math> T cells are able to recognize and attack arrested or extravasating CTCs, but this important antitumoral effect remains largely undefined. Recent studies highlighted the supporting role of activated platelets in CTCs's extravasation from the bloodstream, contributing to metastatic progression. In this work, a simple mathematical model describes how the primary tumor, CTCs, activated platelets and effector CD <math><msup><mn>8</mn> <mo>+</mo></msup> </math> T cells participate in metastasis. The stability analysis reveals that for early dissemination of CTCs, effector CD <math><msup><mn>8</mn> <mo>+</mo></msup> </math> T cells can present or keep secondary metastatic tumor burden at low equilibrium state. In contrast, for late dissemination of CTCs, effector CD <math><msup><mn>8</mn> <mo>+</mo></msup> </math> T cells are unlikely to inhibit secondary tumor growth. Moreover, global sensitivity analysis demonstrates that the rate of the primary tumor growth, intravascular CTC proliferation, as well as the CD <math><msup><mn>8</mn> <mo>+</mo></msup> </math> T cell proliferation, strongly affects the number of the secondary tumor cells. Additionally, model simulations indicate that an increase in CTC proliferation greatly contributes to tumor metastasis. Our simulations further illustrate that the higher the number of activated platelets on CTCs, the higher the probability of secondary tumor establishment. Intriguingly, from a mathematical immunology perspective, our simulations indicate that if the rate of effector CD <math><msup><mn>8</mn> <mo>+</mo></msup> </math> T cell proliferation is high, then the secondary tumor formation can be considerably delayed, providing a window for adjuvant tumor control strategies. 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引用次数: 0
摘要
癌症转移占全球癌症相关死亡的大多数。当原发肿瘤脱落的细胞进入血液和淋巴循环,从而成为循环肿瘤细胞(CTCs),这些细胞穿过循环系统,渗出循环并形成继发性远处肿瘤时,就会发生转移。越来越多的证据表明,循环效应 CD 8 + T 细胞能够识别并攻击停滞或外渗的 CTC,但这一重要的抗肿瘤作用在很大程度上仍未确定。最近的研究强调了活化的血小板在 CTCs 从血液外渗中的支持作用,这有助于肿瘤的转移。在这项工作中,一个简单的数学模型描述了原发肿瘤、CTCs、活化血小板和效应 CD 8 + T 细胞如何参与转移。稳定性分析表明,对于 CTCs 的早期传播,效应 CD 8 + T 细胞可以呈现或保持二次转移肿瘤负荷的低平衡状态。相反,对于晚期扩散的 CTCs,效应 CD 8 + T 细胞不太可能抑制继发性肿瘤的生长。此外,全局敏感性分析表明,原发性肿瘤的生长速度、血管内 CTC 的增殖以及 CD 8 + T 细胞的增殖对继发性肿瘤细胞的数量有很大影响。此外,模型模拟结果表明,CTC 增殖的增加极大地促进了肿瘤的转移。我们的模拟进一步说明,CTC 上的活化血小板数量越多,继发性肿瘤形成的概率就越高。耐人寻味的是,从数学免疫学的角度来看,我们的模拟结果表明,如果效应 CD 8 + T 细胞的增殖率高,那么继发性肿瘤的形成就会大大推迟,从而为辅助性肿瘤控制策略提供了一个窗口。总之,我们的研究结果表明,越早增强效应 CD 8 + T 细胞反应,就越有可能防止或延缓继发性肿瘤转移。
A Role of Effector CD 8+ T Cells Against Circulating Tumor Cells Cloaked with Platelets: Insights from a Mathematical Model.
Cancer metastasis accounts for a majority of cancer-related deaths worldwide. Metastasis occurs when the primary tumor sheds cells into the blood and lymphatic circulation, thereby becoming circulating tumor cells (CTCs) that transverse through the circulatory system, extravasate the circulation and establish a secondary distant tumor. Accumulating evidence suggests that circulating effector CD T cells are able to recognize and attack arrested or extravasating CTCs, but this important antitumoral effect remains largely undefined. Recent studies highlighted the supporting role of activated platelets in CTCs's extravasation from the bloodstream, contributing to metastatic progression. In this work, a simple mathematical model describes how the primary tumor, CTCs, activated platelets and effector CD T cells participate in metastasis. The stability analysis reveals that for early dissemination of CTCs, effector CD T cells can present or keep secondary metastatic tumor burden at low equilibrium state. In contrast, for late dissemination of CTCs, effector CD T cells are unlikely to inhibit secondary tumor growth. Moreover, global sensitivity analysis demonstrates that the rate of the primary tumor growth, intravascular CTC proliferation, as well as the CD T cell proliferation, strongly affects the number of the secondary tumor cells. Additionally, model simulations indicate that an increase in CTC proliferation greatly contributes to tumor metastasis. Our simulations further illustrate that the higher the number of activated platelets on CTCs, the higher the probability of secondary tumor establishment. Intriguingly, from a mathematical immunology perspective, our simulations indicate that if the rate of effector CD T cell proliferation is high, then the secondary tumor formation can be considerably delayed, providing a window for adjuvant tumor control strategies. Collectively, our results suggest that the earlier the effector CD T cell response is enhanced the higher is the probability of preventing or delaying secondary tumor metastases.