论文标题
了解表型转换在癌症耐药性中的作用
Understanding the role of phenotypic switching in cancer drug resistance
论文作者
论文摘要
癌症中获得的耐药性的出现代表了治疗成功的主要障碍。尽管研究传统上一直集中在抗药性的遗传来源上,但最近的发现表明,癌细胞可以通过表观遗传修饰和其他非遗传机制获得瞬时抗性表型。尽管这些耐药表型最终被单个细胞放弃,但它们可以暂时“保存”肿瘤免于灭绝,并能够出现更永久性的耐药机制。这些观察结果对长期控制或消除的表观遗传疗法的潜力产生了兴趣。在这项工作中,我们开发了一个数学模型,以研究单细胞水平的表型转换如何影响癌症的抗性演化。我们强调了非遗传抗性的独特特征,探测表观遗传药物的进化后果并探索潜在的治疗策略。我们发现,在没有任何真正的抗性机制的情况下,即使短期表观遗传修饰和基因表达的随机波动也可以驱动长期的耐药性。我们还发现,一种表观遗传药物略有影响抗性表型的平均保留可以将保证的治疗失败变成保证的成功。最后,我们发现将表观遗传药物与抗癌剂相结合可以显着超过单一疗法,并且该治疗结果受到药物测序的严重影响。
The emergence of acquired drug resistance in cancer represents a major barrier to treatment success. While research has traditionally focused on genetic sources of resistance, recent findings suggest that cancer cells can acquire transient resistant phenotypes via epigenetic modifications and other non-genetic mechanisms. Although these resistant phenotypes are eventually relinquished by individual cells, they can temporarily 'save' the tumor from extinction and enable the emergence of more permanent resistance mechanisms. These observations have generated interest in the potential of epigenetic therapies for long-term tumor control or eradication. In this work, we develop a mathematical model to study how phenotypic switching at the single-cell level affects resistance evolution in cancer. We highlight unique features of non-genetic resistance, probe the evolutionary consequences of epigenetic drugs and explore potential therapeutic strategies. We find that even short-term epigenetic modifications and stochastic fluctuations in gene expression can drive long-term drug resistance in the absence of any bona fide resistance mechanisms. We also find that an epigenetic drug that slightly perturbs the average retention of the resistant phenotype can turn guaranteed treatment failure into guaranteed success. Lastly, we find that combining an epigenetic drug with an anti-cancer agent can significantly outperform monotherapy, and that treatment outcome is heavily affected by drug sequencing.