Sellerio Alessandro L, Ciusani Emilio, Ben-Moshe Noa Bossel, Coco Stefania, Piccinini Andrea, Myers Christopher R, Sethna James P, Giampietro Costanza, Zapperi Stefano, La Porta Caterina A M
Center for Complexity and Biosystems, Department of Physics, University of Milano, via Celoria 16, 20133 Milano, Italy.
CNR - Consiglio Nazionale delle Ricerche, Istituto per l'Energetica e le Interfasi, Via R. Cozzi 53, 20125 Milano, Italy.
Sci Rep. 2015 Oct 23;5:15464. doi: 10.1038/srep15464.
The dynamics of tumor cell populations is hotly debated: do populations derive hierarchically from a subpopulation of cancer stem cells (CSCs), or are stochastic transitions that mutate differentiated cancer cells to CSCs important? Here we argue that regulation must also be important. We sort human melanoma cells using three distinct cancer stem cell (CSC) markers - CXCR6, CD271 and ABCG2 - and observe that the fraction of non-CSC-marked cells first overshoots to a higher level and then returns to the level of unsorted cells. This clearly indicates that the CSC population is homeostatically regulated. Combining experimental measurements with theoretical modeling and numerical simulations, we show that the population dynamics of cancer cells is associated with a complex miRNA network regulating the Wnt and PI3K pathways. Hence phenotypic switching is not stochastic, but is tightly regulated by the balance between positive and negative cells in the population. Reducing the fraction of CSCs below a threshold triggers massive phenotypic switching, suggesting that a therapeutic strategy based on CSC eradication is unlikely to succeed.
群体是从癌症干细胞(CSC)亚群分层衍生而来,还是将分化的癌细胞突变为CSC的随机转变更重要?在这里,我们认为调控也必定很重要。我们使用三种不同的癌症干细胞(CSC)标志物——CXCR6、CD271和ABCG2对人类黑色素瘤细胞进行分类,观察到未标记CSC的细胞比例首先会超射到更高水平,然后回到未分类细胞的水平。这清楚地表明CSC群体受到稳态调控。将实验测量与理论建模和数值模拟相结合,我们表明癌细胞的群体动态与调节Wnt和PI3K通路的复杂miRNA网络相关。因此,表型转换不是随机的,而是由群体中正负细胞之间的平衡严格调控的。将CSC的比例降低到阈值以下会引发大规模的表型转换,这表明基于根除CSC的治疗策略不太可能成功。