Department of Pharmacy, Jiangxi Cancer Hospital, 519 Beijing East Road, Nanchang, 330029, PR China.
Department of Pharmacy, Affiliated Cancer Hospital of Nanchang University, 519 Beijing East Road, Nanchang, 330029, PR China.
Biomark Med. 2021 Jun;15(10):715-729. doi: 10.2217/bmm-2020-0292. Epub 2021 Jun 25.
Autophagy plays a controversial role in cancer. The role of autophagy-related genes (ARGs) in colorectal cancer (CRC) was evaluated based on publicly available data from The Cancer Genome Atlas and the Human Autophagy Database. After collecting CRC-related transcript and clinical data and a list of ARGs from public databases, the Wilcoxon test was used to identify the differentially expressed ARGs between CRC and paired normal tissues. Gene Ontology and Kyoto Encyclopedia of Genes and Genomes enrichment analyses were used to identify the major biological properties and pathways associated with these genes. Univariate Cox regression was used to identify the prognosis-associated ARGs, and a forest plot was used to visualize the results. Kaplan-Meier analysis of the 5-year survival rate was performed. Univariate and multivariate Cox analyses were used to verify the impact of the prognosis-associated ARGs. A total of 36 differentially expressed genes (16 upregulated and 20 downregulated in CRC) were obtained from among 206 ARGs. There were 53 enriched pathways, including the p53 signaling pathway, platinum drug resistance, apoptosis, EGFR tyrosine kinase inhibitor resistance and ErbB signaling pathway (p- and q-values <0.05). Kaplan-Meier analysis showed that the 5-year survival rate was 46.0% (95% CI: 0.335-0.631) and 76.0% (95% CI: 0.651-0.886) in the high- and low-risk groups, respectively. The high-risk patients had worse survival probability (p = 6.256 × 10). Independent-samples -tests revealed that expression was higher in patients aged ≤65 than >65 (p = 0.022); expression was higher in patients aged ≤65 than >65 (p = 7.31 × 10), higher in M1 than M0 (p = 0.042), higher in N1-3 than N0 (p = 0.002) and higher in stage III and IV than I and II (p = 0.042); risk score was higher in N1-3 than N0 (p = 0.001) and in stage III and IV than I and II (p = 0.002); and expression was higher in M1 than M0 (p = 0.002), higher in N1-3 than N0 (p = 2.059 × 10) and higher in stage III and IV than I and II (p = 2.299 × 10). There were no differences in risk score between males and females (p = 0.593), T1-2 and T3-4 (p = 0.082) or M0 and M1 (p = 0.072). Univariate and multivariate Cox analyses showed that was a lower-risk gene, while , , and were high-risk genes. Certain ARGs are potential prognostic molecular markers of poor prognosis in CRC. Additionally, the p53 signaling pathway, platinum drug resistance, apoptosis, EGFR tyrosine kinase inhibitor resistance and ErbB signaling pathway may be critical pathways regulated by ARGs in CRC.
自噬在癌症中扮演着有争议的角色。本研究基于癌症基因组图谱和人类自噬数据库中公开提供的数据,评估了自噬相关基因 (ARGs) 在结直肠癌 (CRC) 中的作用。从公共数据库中收集与 CRC 相关的转录组和临床数据以及 ARGs 列表后,采用 Wilcoxon 检验比较 CRC 与配对正常组织之间差异表达的 ARGs。通过基因本体论 (GO) 和京都基因与基因组百科全书 (KEGG) 富集分析,确定与这些基因相关的主要生物学特性和途径。采用单变量 Cox 回归分析确定与预后相关的 ARGs,并使用森林图可视化结果。对 5 年生存率进行 Kaplan-Meier 分析。采用单变量和多变量 Cox 分析验证与预后相关的 ARGs 的影响。从 206 个 ARGs 中获得了 36 个差异表达基因(CRC 中 16 个上调和 20 个下调)。共有 53 个富集途径,包括 p53 信号通路、铂类药物耐药、细胞凋亡、EGFR 酪氨酸激酶抑制剂耐药和 ErbB 信号通路(p 值和 q 值 <0.05)。Kaplan-Meier 分析显示,高风险组和低风险组的 5 年生存率分别为 46.0%(95%CI:0.335-0.631)和 76.0%(95%CI:0.651-0.886)。高风险患者的生存概率更差(p = 6.256×10)。独立样本 t 检验显示,≤65 岁患者的表达高于>65 岁患者(p = 0.022);≤65 岁患者的表达高于>65 岁患者(p = 7.31×10),M1 期患者的表达高于 M0 期患者(p = 0.042),N1-3 期患者的表达高于 N0 期患者(p = 0.002),III 期和 IV 期患者的表达高于 I 期和 II 期患者(p = 0.042);风险评分在 N1-3 期患者中高于 N0 期患者(p = 0.001),在 III 期和 IV 期患者中高于 I 期和 II 期患者(p = 0.002);M1 期患者的表达高于 M0 期患者(p = 0.002),N1-3 期患者的表达高于 N0 期患者(p = 2.059×10),III 期和 IV 期患者的表达高于 I 期和 II 期患者(p = 2.299×10)。在男性和女性之间,风险评分无差异(p = 0.593),T1-2 期和 T3-4 期之间无差异(p = 0.082),M0 期和 M1 期之间也无差异(p = 0.072)。单变量和多变量 Cox 分析显示,是一个低风险基因,而 、 、 和 是高风险基因。一些 ARGs 可能是 CRC 预后不良的潜在预后分子标志物。此外,p53 信号通路、铂类药物耐药、细胞凋亡、EGFR 酪氨酸激酶抑制剂耐药和 ErbB 信号通路可能是 CRC 中 ARGs 调控的关键途径。