Department of Data Science, Dana-Farber Cancer Institute, Boston, MA 02215, USA; Department of Biostatistics, Harvard T.H. Chan School of Public Health, Boston, MA 02115, USA.
Department of Data Science, Dana-Farber Cancer Institute, Boston, MA 02215, USA; Department of Biostatistics, Harvard T.H. Chan School of Public Health, Boston, MA 02115, USA; Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA.
Mol Cell. 2021 Mar 18;81(6):1292-1308.e11. doi: 10.1016/j.molcel.2021.01.020. Epub 2021 Feb 9.
The ubiquitin-proteasome system (UPS) is the primary route for selective protein degradation in human cells. The UPS is an attractive target for novel cancer therapies, but the precise UPS genes and substrates important for cancer growth are incompletely understood. Leveraging multi-omics data across more than 9,000 human tumors and 33 cancer types, we found that over 19% of all cancer driver genes affect UPS function. We implicate transcription factors as important substrates and show that c-Myc stability is modulated by CUL3. Moreover, we developed a deep learning model (deepDegron) to identify mutations that result in degron loss and experimentally validated the prediction that gain-of-function truncating mutations in GATA3 and PPM1D result in increased protein stability. Last, we identified UPS driver genes associated with prognosis and the tumor microenvironment. This study demonstrates the important role of UPS dysregulation in human cancer and underscores the potential therapeutic utility of targeting the UPS.
泛素-蛋白酶体系统(UPS)是人类细胞中选择性蛋白降解的主要途径。UPS 是新型癌症疗法的一个有吸引力的靶点,但对于促进癌症生长的确切 UPS 基因和底物还不完全了解。利用超过 9000 个人类肿瘤和 33 种癌症类型的多组学数据,我们发现超过 19%的所有癌症驱动基因影响 UPS 功能。我们将转录因子作为重要的底物,并表明 CUL3 调节 c-Myc 的稳定性。此外,我们开发了一种深度学习模型(deepDegron)来识别导致降解基序丢失的突变,并通过实验验证了 GATA3 和 PPM1D 中的功能获得性截断突变导致蛋白稳定性增加的预测。最后,我们确定了与预后和肿瘤微环境相关的 UPS 驱动基因。这项研究表明 UPS 失调在人类癌症中的重要作用,并强调了靶向 UPS 的潜在治疗用途。