Department of Urology, Institute of Urology, West China Hospital, Sichuan University, Guoxue Xiang #37, Chengdu, 610041, Sichuan, People's Republic of China.
Eur J Med Res. 2023 May 13;28(1):172. doi: 10.1186/s40001-023-01132-4.
Prostate cancer (PCa) is usually considered as cold tumor. Malignancy is associated with cell mechanic changes that contribute to extensive cell deformation required for metastatic dissemination. Thus, we established stiff and soft tumor subtypes for PCa patients from perspective of membrane tension.
Nonnegative matrix factorization algorithm was used to identify molecular subtypes. We completed analyses using software R 3.6.3 and its suitable packages.
We constructed stiff and soft tumor subtypes using eight membrane tension-related genes through lasso regression and nonnegative matrix factorization analyses. We found that patients in stiff subtype were more prone to biochemical recurrence than those in soft subtype (HR 16.18; p < 0.001), which was externally validated in other three cohorts. The top ten mutation genes between stiff and soft subtypes were DNAH, NYNRIN, PTCHD4, WNK1, ARFGEF1, HRAS, ARHGEF2, MYOM1, ITGB6 and CPS1. E2F targets, base excision repair and notch signaling pathway were highly enriched in stiff subtype. Stiff subtype had significantly higher TMB and T cells follicular helper levels than soft subtype, as well as CTLA4, CD276, CD47 and TNFRSF25.
From the perspective of cell membrane tension, we found that stiff and soft tumor subtypes were closely associated with BCR-free survival for PCa patients, which might be important for the future research in the field of PCa.
前列腺癌(PCa)通常被认为是冷肿瘤。恶性肿瘤与细胞力学变化有关,这些变化有助于转移扩散所需的广泛细胞变形。因此,我们从膜张力的角度为 PCa 患者建立了硬肿瘤和软肿瘤亚型。
使用非负矩阵分解算法识别分子亚型。我们使用 R 3.6.3 及其合适的软件包完成了分析。
我们通过lasso 回归和非负矩阵分解分析,使用 8 个与膜张力相关的基因构建了硬肿瘤和软肿瘤亚型。我们发现硬肿瘤亚型患者比软肿瘤亚型患者更易发生生化复发(HR 16.18;p<0.001),这在另外三个队列中得到了外部验证。硬肿瘤和软肿瘤亚型之间的前 10 个突变基因是 DNAH、NYNRIN、PTCHD4、WNK1、ARFGEF1、HRAS、ARHGEF2、MYOM1、ITGB6 和 CPS1。E2F 靶点、碱基切除修复和 Notch 信号通路在硬肿瘤亚型中高度富集。硬肿瘤亚型的 TMB 和滤泡辅助性 T 细胞水平明显高于软肿瘤亚型,同时 CTLA4、CD276、CD47 和 TNFRSF25 也较高。
从细胞膜张力的角度来看,我们发现硬肿瘤和软肿瘤亚型与 PCa 患者的无 BCR 生存密切相关,这可能对 PCa 领域的未来研究很重要。