Department of Frontier Medicine, Institute of Medical Science, Graduate School of Medicine, St. Marianna University, Kawasaki, 2168511, Japan.
Department of Urology, School of Medicine, St. Marianna University, Kawasaki, 2168511, Japan.
Sci Rep. 2021 Mar 11;11(1):5696. doi: 10.1038/s41598-021-85086-9.
A subset of prostate cancer displays a poor clinical outcome. Therefore, identifying this poor prognostic subset within clinically aggressive groups (defined as a Gleason score (GS) ≧8) and developing effective treatments are essential if we are to improve prostate cancer survival. Here, we performed a bioinformatics analysis of a TCGA dataset (GS ≧8) to identify pathways upregulated in a prostate cancer cohort with short survival. When conducting bioinformatics analyses, the definition of factors such as "overexpression" and "shorter survival" is vital, as poor definition may lead to mis-estimations. To eliminate this possibility, we defined an expression cutoff value using an algorithm calculated by a Cox regression model, and the hazard ratio for each gene was set so as to identify genes whose expression levels were associated with shorter survival. Next, genes associated with shorter survival were entered into pathway analysis to identify pathways that were altered in a shorter survival cohort. We identified pathways involving upregulation of GRB2. Overexpression of GRB2 was linked to shorter survival in the TCGA dataset, a finding validated by histological examination of biopsy samples taken from the patients for diagnostic purposes. Thus, GRB2 is a novel biomarker that predicts shorter survival of patients with aggressive prostate cancer (GS ≧8).
一小部分前列腺癌表现出不良的临床预后。因此,如果我们要提高前列腺癌的生存率,那么在临床上侵袭性较强的组(定义为 Gleason 评分(GS)≧8)中识别出这种预后不良的亚组,并开发有效的治疗方法是至关重要的。在这里,我们对 TCGA 数据集(GS≧8)进行了生物信息学分析,以鉴定出在生存时间较短的前列腺癌队列中上调的途径。在进行生物信息学分析时,“过表达”和“较短的生存时间”等因素的定义至关重要,因为较差的定义可能导致错误估计。为了消除这种可能性,我们使用 Cox 回归模型计算的算法定义了一个表达截断值,并且为每个基因设置了风险比,以鉴定出与较短生存时间相关的基因。接下来,将与较短生存时间相关的基因输入途径分析,以鉴定在较短生存时间队列中改变的途径。我们鉴定到涉及 GRB2 上调的途径。GRB2 的过表达与 TCGA 数据集中的较短生存时间相关,这一发现通过对患者活检样本进行组织学检查以诊断目的进行了验证。因此,GRB2 是一种预测具有侵袭性前列腺癌(GS≧8)的患者较短生存时间的新型生物标志物。