Medical laboratory, The Affiliated Jiangsu Shengze Hospital of Nanjing Medical University, Suzhou, China.
Suzhou Key Laboratory of Neuro-Oncology and Nano-Bionics, Suzhou, China.
Front Immunol. 2023 Jul 26;14:1201252. doi: 10.3389/fimmu.2023.1201252. eCollection 2023.
The shortened life expectancy in schizophrenia (SCZ) patients may be correlated with most cancers, yet there is heterogeneity in the studies examining these correlations. This study explored the expression of SCZ-related genes (HTR2A, COMT, and PRODH) in pan-cancer analysis. It helped to enhance the mechanistic understanding of the SCZ-cancer relationship and their immune mechanisms at the genetic level. Additionally, this study established a survival prediction model for glioblastoma and low-grade glioma (GBMLGG).
SCZ-associated genes (HTR2A, COMT, and PRODH) were subjected to pan-cancer analysis. COX regression analysis and survival analysis were carried out for differentially expressed genes in multiple cancers, and finally, GBMLGG was derived as the focus for further detailed analysis. The immune scores and immune cell infiltration analyses were performed. All three genes were considerably linked with immune infiltration in GBMLGG, consistent with survival analysis. Based on the immunocyte analysis, it was observed that CD8 T cells might be critically involved in the survival of GBMLGG. Genomic heterogeneity studies identified correlations of three genes with GBMLGG in tumor mutational burden (TMB) and mutant-allele tumor heterogeneity (MATH). HTR2A and COMT were significantly negatively correlated in TMB. Furthermore, it was found that HTR2A had a significant positive correlation with MATH, whereas PRODH had a significant negative correlation with MATH. Accordingly, a survival prediction model was constructed for GBMLGG using these three genes and clinical data, with better results obtained when evaluated in two separate datasets. Finally, gene expression validation and further immunocyte analysis were carried out in the single-cell RNA sequencing (scRNA-seq) data of glioma.
SCZ-associated genes (HTR2A, COMT, and PRODH) were significantly differentially expressed in the carcinogenesis and survival of multiple cancers. The up or downregulation of gene expression varied across cancer types. In the GBMLGG analysis, upregulation of HTR2A and COMT was significantly positively correlated with carcinogenesis, while the opposite was noted for PRODH. Furthermore, a negative correlation was found between the upregulation of HTR2A and COMT and the survival of GBMLGG, and the opposite was also noted for PRODH. As reflected in the immunocyte analysis, abnormal expression of the three genes might be linked with CD8 T cell infiltration, which might be critically involved in the survival of GBMLGG patients. The expression of HTR2A and COMT may inversely affect the efficacy of immunotherapy through the TMB pathway and further affect the prognosis of patient survival. The expression of HTR2A might positively indicate the degree of tumor heterogeneity through MATH and further affect the survival and prognosis of patients. The negative correlation of PRODH led to the opposite effect. Finally, the constructed survival prediction model demonstrated good predictive value, which was well validated in scRNA-seq analysis.
精神分裂症(SCZ)患者的预期寿命缩短可能与大多数癌症有关,但在研究这些相关性的研究中存在异质性。本研究探讨了 SCZ 相关基因(HTR2A、COMT 和 PRODH)在泛癌分析中的表达。它有助于增强对 SCZ-癌症关系及其遗传水平免疫机制的机制理解。此外,本研究建立了胶质母细胞瘤和低级别胶质瘤(GBMLGG)的生存预测模型。
对 SCZ 相关基因(HTR2A、COMT 和 PRODH)进行泛癌分析。对多种癌症中差异表达基因进行 COX 回归分析和生存分析,最终以 GBMLGG 为重点进行进一步详细分析。进行免疫评分和免疫细胞浸润分析。所有三个基因在 GBMLGG 中与免疫浸润密切相关,与生存分析一致。基于免疫细胞分析,观察到 CD8 T 细胞可能与 GBMLGG 的生存密切相关。基因组异质性研究确定了三个基因与肿瘤突变负荷(TMB)和突变等位基因肿瘤异质性(MATH)在 GBMLGG 中的相关性。HTR2A 和 COMT 在 TMB 中呈显著负相关。此外,发现 HTR2A 与 MATH 呈显著正相关,而 PRODH 与 MATH 呈显著负相关。因此,使用这三个基因和临床数据为 GBMLGG 构建了生存预测模型,在两个独立数据集评估时效果更好。最后,在胶质细胞瘤的单细胞 RNA 测序(scRNA-seq)数据中进行了基因表达验证和进一步的免疫细胞分析。
SCZ 相关基因(HTR2A、COMT 和 PRODH)在多种癌症的发生和生存中差异表达明显。基因表达的上调或下调因癌症类型而异。在 GBMLGG 分析中,HTR2A 和 COMT 的上调与致癌作用呈显著正相关,而 PRODH 则相反。此外,HTR2A 和 COMT 的上调与 GBMLGG 的生存呈负相关,而 PRODH 则相反。正如免疫细胞分析所反映的那样,三个基因的异常表达可能与 CD8 T 细胞浸润有关,CD8 T 细胞浸润可能与 GBMLGG 患者的生存密切相关。HTR2A 和 COMT 的表达可能通过 TMB 途径对免疫治疗的疗效产生相反的影响,进而影响患者生存预后。HTR2A 的表达可能通过 MATH 正向提示肿瘤异质性程度,进而影响患者的生存和预后。PRODH 的负相关导致了相反的效果。最后,构建的生存预测模型表现出良好的预测价值,在 scRNA-seq 分析中得到了很好的验证。