Department of Dermatology, The Affiliated Qingdao Municipal Hospital of Qingdao University, Qingdao, Shandong, China.
Department of Oncology, The Affiliated Qingdao Municipal Hospital of Qingdao University, Qingdao, Shandong, China.
Aging (Albany NY). 2021 Oct 21;13(20):23672-23688. doi: 10.18632/aging.203640.
Metastatic melanoma has poor therapeutic response and may present resistance to chemotherapy or immunotherapy. Significant differences are observed in the survival time of patients with metastatic melanoma based on the administration of chemotherapy or immunotherapy; thus, we have explored the important role of specific differential genes between the two therapies in their effect on treatment response in melanoma.
Metastatic melanoma gene expression data (RNAseq, mutation and methylation) and patient clinical information were downloaded from The Cancer Genome Atlas database and grouped according to chemotherapy or immunotherapy. The differentially expressed genes of the two groups were further screened for signature genes through a protein-protein interaction network and Lasso-Cox regression model. Then, differences in the treatment response, overall survival, mutation and methylation of characteristic genes were compared. Finally, western blot and real-time qPCR technology were used to detect the expression differences of the signature genes in metastatic melanoma tumor tissues in patients undergoing chemotherapy and immunotherapy.
The overall survival of the chemotherapy-based treatment group was significantly higher than that of the immunotherapy-based group. The immune infiltration level of immature dendritic cells (DCs) in the chemotherapy group was significantly higher than that in the immunotherapy group. Finally, seven signature genes were selected: and . The results of these signature genes were significantly differentiated between the chemotherapy and immunotherapy groups in terms of overall survival and disease progression in response to treatment. In addition, differences in the expression of these genes were verified by western blot and real-time qPCR.
In this study, significant differences in the expression of signature genes were verified. The findings indicate that immature DCs with potential application value should be considered and high mutation sites of signature genes should be identified to reduce the occurrence of treatment resistance.
转移性黑色素瘤治疗反应差,可能对化疗或免疫治疗产生耐药。接受化疗或免疫治疗的转移性黑色素瘤患者的生存时间存在显著差异;因此,我们探索了两种治疗方法中特定差异基因在黑色素瘤治疗反应中的重要作用。
从癌症基因组图谱数据库中下载转移性黑色素瘤基因表达数据(RNAseq、突变和甲基化)和患者临床信息,并根据化疗或免疫治疗进行分组。通过蛋白质-蛋白质相互作用网络和 Lasso-Cox 回归模型进一步筛选两组的差异表达基因的特征基因。然后,比较特征基因治疗反应、总生存期、突变和甲基化的差异。最后,采用 Western blot 和实时 qPCR 技术检测接受化疗和免疫治疗的转移性黑色素瘤患者肿瘤组织中特征基因的表达差异。
基于化疗的治疗组总生存期明显高于基于免疫治疗的组。化疗组不成熟树突状细胞(DCs)的免疫浸润水平明显高于免疫治疗组。最终筛选出 7 个特征基因: 、 、 、 、 、 、 。这些特征基因的结果在化疗和免疫治疗组的总生存期和治疗反应的疾病进展方面存在明显差异。此外,通过 Western blot 和实时 qPCR 验证了这些基因的表达差异。
本研究验证了特征基因表达的显著差异。研究结果表明,具有潜在应用价值的不成熟 DCs 以及高突变的特征基因位点应加以考虑,以减少治疗耐药的发生。