Miroshnychenko Daria, Miti Tatiana, Kumar Pragya, Miller Anna, Laurie Mark, Giraldo Nathalia, Bui Marilyn M, Altrock Philipp M, Basanta David, Marusyk Andriy
bioRxiv. 2023 Jul 27:2023.02.07.527543. doi: 10.1101/2023.02.07.527543.
The ability of tumors to survive therapy reflects both cell-intrinsic and microenvironmental mechanisms. Across many cancers, including triple-negative breast cancer (TNBC), a high stroma/tumor ratio correlates with poor survival. In many contexts, this correlation can be explained by the direct reduction of therapy sensitivity by stroma-produced paracrine factors. We sought to explore whether this direct effect contributes to the link between stroma and poor responses to chemotherapies. Our studies with panels of TNBC cell line models and stromal isolates failed to detect a direct modulation of chemoresistance. At the same time, consistent with prior studies, we observed treatment-independent enhancement of tumor cell proliferation by fibroblast-produced secreted factors. Using spatial statistics analyses, we found that proximity to stroma is often associated with enhanced tumor cell proliferation . Based on these observations, we hypothesized an indirect link between stroma and chemoresistance, where stroma-augmented proliferation potentiates the recovery of residual tumors between chemotherapy cycles. To evaluate the feasibility of this hypothesis, we developed a spatial agent-based model of stroma impact on proliferation/death dynamics. The model was quantitatively parameterized using inferences from histological analyses and experimental studies. We found that the observed enhancement of tumor cell proliferation within stroma-proximal niches can enable tumors to avoid elimination over multiple chemotherapy cycles. Therefore, our study supports the existence of a novel, indirect mechanism of environment-mediated chemoresistance that might contribute to the negative correlation between stromal content and poor therapy outcomes.
肿瘤在治疗后存活的能力反映了细胞内在机制和微环境机制。在包括三阴性乳腺癌(TNBC)在内的许多癌症中,高基质/肿瘤比率与较差的生存率相关。在许多情况下,这种相关性可以通过基质产生的旁分泌因子直接降低治疗敏感性来解释。我们试图探究这种直接作用是否促成了基质与化疗反应不佳之间的联系。我们使用TNBC细胞系模型和基质分离物进行的研究未能检测到对化疗耐药性的直接调节。与此同时,与先前的研究一致,我们观察到成纤维细胞产生的分泌因子可在不依赖治疗的情况下增强肿瘤细胞增殖。通过空间统计分析,我们发现靠近基质通常与肿瘤细胞增殖增强有关。基于这些观察结果,我们推测基质与化疗耐药性之间存在间接联系,即基质增强的增殖会增强化疗周期之间残余肿瘤的恢复能力。为了评估这一假设的可行性,我们开发了一个基于主体的空间模型,用于研究基质对增殖/死亡动态的影响。该模型使用组织学分析和实验研究的推断进行了定量参数化。我们发现,在靠近基质的生态位内观察到的肿瘤细胞增殖增强可使肿瘤在多个化疗周期中避免被清除。因此,我们的研究支持存在一种新的、间接的环境介导化疗耐药机制,该机制可能导致基质含量与不良治疗结果之间的负相关。