Laboratory of Systems Pharmacology, Department of Systems Biology, Harvard Medical School, Boston, MA, USA.
Mol Syst Biol. 2023 Feb 10;19(2):e10988. doi: 10.15252/msb.202210988. Epub 2023 Jan 26.
BRAF is prototypical of oncogenes that can be targeted therapeutically and the treatment of BRAF melanomas with RAF and MEK inhibitors results in rapid tumor regression. However, drug-induced rewiring generates a drug adapted state thought to be involved in acquired resistance and disease recurrence. In this article, we study mechanisms of adaptive rewiring in BRAF melanoma cells using an energy-based implementation of ordinary differential equation (ODE) modeling in combination with proteomic, transcriptomic and imaging data. We develop a method for causal tracing of ODE models and identify two parallel MAPK reaction channels that are differentially sensitive to RAF and MEK inhibitors due to differences in protein oligomerization and drug binding. We describe how these channels, and timescale separation between immediate-early signaling and transcriptional feedback, create a state in which the RAS-regulated MAPK channel can be activated by growth factors under conditions in which the BRAF -driven channel is fully inhibited. Further development of the approaches in this article is expected to yield a unified model of adaptive drug resistance in melanoma.
BRAF 是一种典型的可作为治疗靶点的致癌基因,用 RAF 和 MEK 抑制剂治疗 BRAF 黑色素瘤会导致肿瘤迅速消退。然而,药物诱导的重布线会产生一种被认为与获得性耐药和疾病复发有关的药物适应状态。在本文中,我们使用基于能量的常微分方程(ODE)建模的蛋白质组学、转录组学和成像数据的组合来研究 BRAF 黑色素瘤细胞中的适应性重布线机制。我们开发了一种因果关系追踪 ODE 模型的方法,并确定了两条平行的 MAPK 反应通道,由于蛋白寡聚化和药物结合的差异,它们对 RAF 和 MEK 抑制剂的敏感性不同。我们描述了这些通道以及即时早期信号和转录反馈之间的时间尺度分离如何在 BRAF 驱动的通道被完全抑制的情况下,通过生长因子激活由 RAS 调节的 MAPK 通道,创建一个状态。预计本文中方法的进一步发展将产生黑色素瘤适应性耐药的统一模型。