Department of Pathology, Seoul National University College of Medicine, Seoul 03080, Korea.
Biomedical Research Institute, Seoul National University Hospital, Seoul 03080, Korea.
Int J Mol Sci. 2020 Oct 19;21(20):7726. doi: 10.3390/ijms21207726.
Non-muscle-invasive bladder cancer (NMIBC) consists of transcriptional subtypes that are distinguishable from those of muscle-invasive cancer. We aimed to identify genetic signatures of NMIBC related to basal (K5/6) and luminal (K20) keratin expression. Based on immunohistochemical staining, papillary high-grade NMIBC was classified into K5/6-only (K5/6-K20, K20-only (K5/6-K20), double-high (K5/6-K20), and double-low (K5/6-K20) groups (n = 4 per group). Differentially expressed genes identified between each group using RNA sequencing were subjected to functional enrichment analyses. A public dataset was used for validation. Machine learning algorithms were implemented to predict our samples against UROMOL subtypes. Transcriptional investigation demonstrated that the K20-only group was enriched in the cell cycle, proliferation, and progression gene sets, and this result was also observed in the public dataset. The K5/6-only group was closely regulated by basal-type gene sets and showed activated invasive or adhesive functions. The double-high group was enriched in cell cycle arrest, macromolecule biosynthesis, and FGFR3 signaling. The double-low group moderately expressed genes related to cell cycle and macromolecule biosynthesis. All K20-only group tumors were classified as UROMOL "class 2" by the machine learning algorithms. K5/6 and K20 expression levels indicate the transcriptional subtypes of NMIBC. The K5/6-K20 expression is a marker of high-risk NMIBC.
非肌肉浸润性膀胱癌(NMIBC)由转录亚型组成,这些亚型与肌肉浸润性癌症的转录亚型不同。我们旨在确定与基底(K5/6)和腔(K20)角蛋白表达相关的 NMIBC 的遗传特征。基于免疫组织化学染色,将乳头状高级别 NMIBC 分为 K5/6 仅(K5/6-K20)、K20 仅(K5/6-K20)、双高(K5/6-K20)和双低(K5/6-K20)组(每组 4 例)。使用 RNA 测序鉴定每组之间差异表达的基因,并进行功能富集分析。使用公共数据集进行验证。实施机器学习算法以根据 UROMOL 亚型预测我们的样本。转录研究表明,K20 仅组富含细胞周期、增殖和进展基因集,这一结果在公共数据集也观察到。K5/6 仅组受基底型基因集的紧密调控,并表现出激活的侵袭或粘附功能。双高组富含细胞周期停滞、大分子生物合成和 FGFR3 信号。双低组中度表达与细胞周期和大分子生物合成相关的基因。所有 K20 仅组肿瘤均通过机器学习算法分类为 UROMOL“2 类”。K5/6 和 K20 的表达水平指示 NMIBC 的转录亚型。K5/6-K20 表达是 NMIBC 高危的标志物。