Optimisation of neoadjuvant pembrolizumab therapy for locally advanced MSI-H/dMMR colorectal cancer using data-driven delay integro-differential equations.

IF 2 4区 数学 Q2 BIOLOGY
Journal of Theoretical Biology Pub Date : 2025-10-07 Epub Date: 2025-08-05 DOI:10.1016/j.jtbi.2025.112231
Georgio Hawi, Peter S Kim, Peter P Lee
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引用次数: 0

Abstract

Colorectal cancer (CRC) poses a major public health challenge due to its increasing prevalence, particularly among younger populations. Microsatellite instability-high (MSI-H) CRC and deficient mismatch repair (dMMR) CRC constitute 15 % of all CRC and exhibit remarkable responsiveness to immunotherapy, especially with PD-1 inhibitors. Despite this, there is a significant need to optimise immunotherapeutic regimens to maximise clinical efficacy and patient quality of life. To address this, we employ a novel framework driven by delay integro-differential equations to model the interactions among cancer cells, immune cells, and immune checkpoints in locally advanced MSI-H/dMMR CRC (laMCRC). Several of these components are being modelled deterministically for the first time in cancer, paving the way for a deeper understanding of the complex underlying immune dynamics. We consider two compartments: the tumour site and the tumour-draining lymph node, incorporating phenomena such as dendritic cell (DC) migration, T cell proliferation, and CD8+ T cell exhaustion and reinvigoration. Parameter values and initial conditions are derived from experimental data, integrating various pharmacokinetic, bioanalytical, and radiographic studies, along with deconvolution of bulk RNA-sequencing data from the TCGA COADREAD and GSE26571 datasets. We finally optimised neoadjuvant treatment with pembrolizumab, a widely used PD-1 inhibitor, to balance efficacy, efficiency, and toxicity in laMCRC patients. We mechanistically analysed factors influencing treatment success and improved upon currently FDA-approved therapeutic regimens for metastatic MSI-H/dMMR CRC, demonstrating that a single medium-to-high dose of pembrolizumab may be sufficient for effective tumour eradication while being efficient, safe and practical.

利用数据驱动的延迟积分微分方程优化局部晚期MSI-H/dMMR结直肠癌的新辅助派姆单抗治疗。
结直肠癌(CRC)由于其发病率不断上升,特别是在年轻人群中,对公共卫生构成了重大挑战。微卫星不稳定性高(MSI-H) CRC和缺陷错配修复(dMMR) CRC占所有CRC的15%,对免疫治疗表现出显着的反应性,特别是使用PD-1抑制剂。尽管如此,仍有必要优化免疫治疗方案,以最大限度地提高临床疗效和患者的生活质量。为了解决这个问题,我们采用了一个由延迟积分微分方程驱动的新框架来模拟局部晚期MSI-H/dMMR CRC (laMCRC)中癌细胞、免疫细胞和免疫检查点之间的相互作用。其中一些成分首次在癌症中被确定地建模,为更深入地理解复杂的潜在免疫动力学铺平了道路。我们考虑两个区室:肿瘤部位和肿瘤引流淋巴结,包括树突状细胞(DC)迁移、T细胞增殖和CD8+ T细胞衰竭和再生等现象。参数值和初始条件来自实验数据,整合了各种药代动力学,生物分析和放射学研究,以及来自TCGA COADREAD和GSE26571数据集的大量rna测序数据的反卷积。我们最终优化了pembrolizumab(一种广泛使用的PD-1抑制剂)的新辅助治疗,以平衡laMCRC患者的疗效、效率和毒性。我们机械地分析了影响治疗成功的因素,并改进了目前fda批准的转移性MSI-H/dMMR CRC的治疗方案,证明单次中至高剂量的派姆单抗可能足以有效地根除肿瘤,同时是高效、安全和实用的。
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来源期刊
CiteScore
4.20
自引率
5.00%
发文量
218
审稿时长
51 days
期刊介绍: The Journal of Theoretical Biology is the leading forum for theoretical perspectives that give insight into biological processes. It covers a very wide range of topics and is of interest to biologists in many areas of research, including: • Brain and Neuroscience • Cancer Growth and Treatment • Cell Biology • Developmental Biology • Ecology • Evolution • Immunology, • Infectious and non-infectious Diseases, • Mathematical, Computational, Biophysical and Statistical Modeling • Microbiology, Molecular Biology, and Biochemistry • Networks and Complex Systems • Physiology • Pharmacodynamics • Animal Behavior and Game Theory Acceptable papers are those that bear significant importance on the biology per se being presented, and not on the mathematical analysis. Papers that include some data or experimental material bearing on theory will be considered, including those that contain comparative study, statistical data analysis, mathematical proof, computer simulations, experiments, field observations, or even philosophical arguments, which are all methods to support or reject theoretical ideas. However, there should be a concerted effort to make papers intelligible to biologists in the chosen field.
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