Wang Yutao, Yan Kexin, Wang Jianfeng, Lin Jiaxing, Bi Jianbin
Department of Urology, China Medical University, The First Hospital of China Medical University, Shenyang, China.
Department of Dermatology, China Medical University, The First Hospital of China Medical University, Shenyang, China.
Front Oncol. 2021 Mar 22;11:609334. doi: 10.3389/fonc.2021.609334. eCollection 2021.
Therapeutic targets of tumor-associated macrophages have been discovered and used clinically as immunotherapy. M2 macrophages are tumor-associated macrophages that promote cancer progression. This article explores the related factors and the effects of type M2 macrophages.
We obtained bladder cancer (BC) sequencing data from TCGA and GSE31189. We used the CIBERSORT algorithm calculate M2 macrophage proportions among 22 type immune cells. The package was used to measure BC purity. M2 macrophage-related genes were selected using WGCNA. Receiver operating characteristic curves and Kaplan-Meier analyses were performed to determine the risk score, conducted for M2 macrophage-related factors. The Pearson test was used to determine the correlation among M2 macrophage-related genes, clinical phenotype, immune phenotype and tumor mutation burden (TMB). The TIMER database was used to calculate correlations among M2 macrophages and other cancers.
Expression of four M2 macrophages co-expressed genes (CD163, CD209, CSF1, MMD) positively correlated with infiltration of M2 macrophages, which were enriched in the negative regulation of immune system process and the positive regulation of tumor necrosis factor production. M2 macrophage-related factors are robust biomarkers for predicting the BC and immune phenotypes. The Cox regression model built on these four co-expression factors showed a close correlation with outcome (AUC = 0.64). The four co-expression factors negatively correlated outcome and TMB.
Four co-expressed genes promote high levels of infiltration of type M2 macrophages in the negative regulation of immune system processes and the positive regulation of tumor necrosis factor production processes. These co-expressed genes and the biological process they involve might suggest new strategies for regulation of chemotaxis in M2 macrophages.
肿瘤相关巨噬细胞的治疗靶点已被发现并在临床上用作免疫疗法。M2巨噬细胞是促进癌症进展的肿瘤相关巨噬细胞。本文探讨了M2型巨噬细胞的相关因素及其作用。
我们从TCGA和GSE31189获取了膀胱癌(BC)测序数据。我们使用CIBERSORT算法计算22种免疫细胞类型中M2巨噬细胞的比例。使用该软件包测量BC纯度。使用WGCNA选择M2巨噬细胞相关基因。进行受试者工作特征曲线和Kaplan-Meier分析以确定风险评分,针对M2巨噬细胞相关因素进行分析。使用Pearson检验确定M2巨噬细胞相关基因、临床表型、免疫表型和肿瘤突变负荷(TMB)之间的相关性。使用TIMER数据库计算M2巨噬细胞与其他癌症之间的相关性。
四个M2巨噬细胞共表达基因(CD163、CD209、CSF1、MMD)的表达与M2巨噬细胞的浸润呈正相关,这些基因在免疫系统过程的负调控和肿瘤坏死因子产生的正调控中富集。M2巨噬细胞相关因素是预测BC和免疫表型的有力生物标志物。基于这四个共表达因子建立的Cox回归模型与预后密切相关(AUC = 0.64)。这四个共表达因子与预后和TMB呈负相关。
四个共表达基因在免疫系统过程的负调控和肿瘤坏死因子产生过程的正调控中促进M2型巨噬细胞的高水平浸润。这些共表达基因及其涉及的生物学过程可能为调节M2巨噬细胞的趋化性提供新策略。