National-Regional Key Technology Engineering Laboratory for Medical Ultrasound, Guangdong Key Laboratory for Biomedical Measurements and Ultrasound Imaging, School of Biomedical Engineering, Health Science Center, Shenzhen University, Shenzhen, 518037, China.
Department of Medicine, Indiana University School of Medicine, Indianapolis, IN, 46202, USA.
BMC Med Genomics. 2020 Dec 28;13(Suppl 11):190. doi: 10.1186/s12920-020-00827-5.
Renal cell carcinoma (RCC) is a complex disease and is comprised of several histological subtypes, the most frequent of which are clear cell renal cell carcinoma (ccRCC), papillary renal cell carcinoma (PRCC) and chromophobe renal cell carcinoma (ChRCC). While lots of studies have been performed to investigate the molecular characterizations of different subtypes of RCC, our knowledge regarding the underlying mechanisms are still incomplete. As molecular alterations are eventually reflected on the pathway level to execute certain biological functions, characterizing the pathway perturbations is crucial for understanding tumorigenesis and development of RCC.
In this study, we investigated the pathway perturbations of various RCC subtype against normal tissue based on differential expressed genes within a certain pathway. We explored the potential upstream regulators of subtype-specific pathways with Ingenuity Pathway Analysis (IPA). We also evaluated the relationships between subtype-specific pathways and clinical outcome with survival analysis.
In this study, we carried out a pathway-based analysis to explore the mechanisms of various RCC subtypes with TCGA RNA-seq data. Both commonly altered pathways and subtype-specific pathways were detected. To identify the distinctive characteristics of each subtype, we focused on subtype-specific perturbed pathways. Specifically, we observed that some of the altered pathways were regulated by several recurrent upstream regulators which presenting different expression patterns among distinct RCC subtypes. We also noticed that a large number of perturbed pathways were controlled by the subtype-specific upstream regulators. Moreover, we also evaluated the relationships between perturbed pathways and clinical outcome. Prognostic pathways were identified and their roles in tumor development and progression were inferred.
In summary, we evaluated the relationships among pathway perturbations, upstream regulators and clinical outcome for differential subtypes in RCC. We hypothesized that the alterations of common upstream regulators as well as subtype-specific upstream regulators work together to affect the downstream pathway perturbations and drive cancer initialization and prognosis. Our findings not only increase our understanding of the mechanisms of various RCC subtypes, but also provide targets for personalized therapeutic intervention.
肾细胞癌(RCC)是一种复杂的疾病,由几种组织学亚型组成,其中最常见的是透明细胞肾细胞癌(ccRCC)、乳头状肾细胞癌(PRCC)和嫌色细胞肾细胞癌(ChRCC)。虽然已经进行了大量研究来研究不同 RCC 亚型的分子特征,但我们对潜在机制的了解仍不完整。由于分子改变最终会反映在通路水平上,以执行某些生物学功能,因此表征通路扰动对于理解 RCC 的肿瘤发生和发展至关重要。
在这项研究中,我们基于特定通路内的差异表达基因,研究了各种 RCC 亚型对正常组织的通路扰动。我们使用 Ingenuity Pathway Analysis(IPA)探索了亚型特异性通路的潜在上游调节剂。我们还通过生存分析评估了亚型特异性通路与临床结局之间的关系。
在这项研究中,我们使用 TCGA RNA-seq 数据进行了基于通路的分析,以探索各种 RCC 亚型的机制。检测到共同改变的通路和亚型特异性通路。为了确定每个亚型的独特特征,我们专注于亚型特异性扰动的通路。具体来说,我们观察到一些改变的通路受几个反复出现的上游调节剂调节,这些调节剂在不同的 RCC 亚型中呈现出不同的表达模式。我们还注意到,大量扰动的通路受到亚型特异性上游调节剂的控制。此外,我们还评估了扰动通路与临床结局之间的关系。确定了预后通路,并推断了它们在肿瘤发生和进展中的作用。
总之,我们评估了 RCC 中不同亚型的通路扰动、上游调节剂和临床结局之间的关系。我们假设共同的上游调节剂以及亚型特异性上游调节剂的改变共同作用,影响下游通路的扰动,推动癌症的起始和预后。我们的研究结果不仅增加了我们对各种 RCC 亚型机制的理解,还为个性化治疗干预提供了目标。