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肿瘤生长机制决定了自适应治疗在腺体肿瘤中的有效性。

Tumour Growth Mechanisms Determine Effectiveness of Adaptive Therapy in Glandular Tumours.

机构信息

Engineering Cluster, Singapore Institute of Technology, 10 Dover Drive, Singapore, 138683, Singapore.

出版信息

Interdiscip Sci. 2024 Mar;16(1):73-90. doi: 10.1007/s12539-023-00586-8. Epub 2023 Sep 30.

Abstract

In cancer treatment, adaptive therapy holds promise for delaying the onset of recurrence through regulating the competition between drug-sensitive and drug-resistant cells. Adaptive therapy has been studied in well-mixed models assuming free mixing of all cells and spatial models considering the interactions of single cells with their immediate adjacent cells. Both models do not reflect the spatial structure in glandular tumours where intra-gland cellular interaction is high, while inter-gland interaction is limited. Here, we use mathematical modelling to study the effects of adaptive therapy on glandular tumours that expand using either glandular fission or invasive growth. A two-dimensional, lattice-based model of sites containing sensitive and resistant cells within individual glands is developed to study the evolution of glandular tumour cells under continuous and adaptive therapies. We found that although both growth models benefit from adaptive therapy's ability to prevent recurrence, invasive growth benefits more from it than fission growth. This difference is due to the migration of daughter cells into neighboring glands that is absent in fission but present in invasive growth. The migration resulted in greater mixing of cells, enhancing competition induced by adaptive therapy. By varying the initial spatial spread and location of the resistant cells within the tumour, we found that modifying the conditions within the resistant cells containing glands affect both fission and invasive growth. However, modifying the conditions surrounding these glands affect invasive growth only. Our work reveals the interplay between growth mechanism and tumour topology in modulating the effectiveness of cancer therapy.

摘要

在癌症治疗中,适应性治疗通过调节药物敏感细胞和耐药细胞之间的竞争,有望延迟复发的发生。适应性治疗已经在充分混合模型中进行了研究,这些模型假设所有细胞都可以自由混合,并且在空间模型中考虑了单个细胞与其相邻细胞的相互作用。这两种模型都不能反映出在腺体肿瘤中的空间结构,在腺体肿瘤中,细胞间的相互作用很高,而细胞间的相互作用有限。在这里,我们使用数学模型来研究适应性治疗对使用腺体分裂或侵袭性生长扩张的腺体肿瘤的影响。开发了一种基于二维晶格的模型,该模型在单个腺体中包含敏感细胞和耐药细胞,以研究在连续和适应性治疗下腺体肿瘤细胞的演化。我们发现,尽管两种生长模型都受益于适应性治疗防止复发的能力,但侵袭性生长比分裂生长受益更多。这种差异是由于子细胞迁移到相邻腺体中,而分裂生长中不存在这种迁移,但侵袭性生长中存在。这种迁移导致细胞的混合增加,增强了适应性治疗引起的竞争。通过改变肿瘤内耐药细胞的初始空间扩散和位置,我们发现改变含有耐药细胞的腺体内部的条件会影响分裂和侵袭性生长。然而,改变这些腺体周围的条件只会影响侵袭性生长。我们的工作揭示了生长机制和肿瘤拓扑结构在调节癌症治疗效果方面的相互作用。

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