First Affiliated Hospital, Anhui University of Science and Technology, Huainan, China.
Department of Laboratory Medicine, Shanghai Traditional Chinese Medicine-Integrated Hospital, Shanghai University of Traditional Chinese Medicine, Shanghai, China.
Front Immunol. 2023 Jul 6;14:1209396. doi: 10.3389/fimmu.2023.1209396. eCollection 2023.
The exploration of lipid metabolism dysregulation may provide novel perspectives for retroperitoneal liposarcoma (RPLS). In our study, we aimed to investigate potential targets and facilitate further understanding of immune landscape in RPLS, through lipid metabolism-associated genes (LMAGs) based prognostic model.
Gene expression profiles and corresponding clinical information of 234 cases were enrolled from two public databases and the largest retroperitoneal tumor research center of East China, including cohort-TCGA (n=58), cohort-GSE30929 (n=92), cohort-FD (n=50), cohort-scRNA-seq (n=4) and cohort-validation (n=30). Consensus clustering analysis was performed to identify lipid metabolism-associated molecular subtypes (LMSs). A prognostic risk model containing 13 LMAGs was established using LASSO algorithm and multivariate Cox analysis in cohort-TCGA. ESTIMATE, CIBERSORT, XCELL and MCP analyses were performed to visualize the immune landscape. WGCNA was used to identify three hub genes among the 13 model LMAGs, and preliminarily validated in both cohort-GSE30929 and cohort-FD. Moreover, TIMER was used to visualize the correlation between antigen-presenting cells and potential targets. Finally, single-cell RNA-sequencing (scRNA-seq) analysis of four RPLS and multiplexed immunohistochemistry (mIHC) were performed in cohort-validation to validate the discoveries of bioinformatics analysis.
LMS1 and LMS2 were characterized as immune-infiltrated and -excluded tumors, with significant differences in molecular features and clinical prognosis, respectively. Elongation of very long chain fatty acids protein 2 (ELOVL2), the enzyme that catalyzed the elongation of long chain fatty acids, involved in the maintenance of lipid metabolism and cellular homeostasis in normal cells, was identified and negatively correlated with antigen-presenting cells and identified as a potential target in RPLS. Furthermore, ELOVL2 was enriched in LMS2 with significantly lower immunoscore and unfavorable prognosis. Finally, a high-resolution dissection through scRNA-seq was performed in four RPLS, revealing the entire tumor ecosystem and validated previous findings.
The LMS subgroups and risk model based on LMAGs proposed in our study were both promising prognostic classifications for RPLS. ELOVL2 is a potential target linking lipid metabolism to immune regulations against RPLS, specifically for patients with LMS2 tumors.
脂质代谢失调的研究为腹膜后脂肪肉瘤(RPLS)提供了新的视角。本研究通过基于脂质代谢相关基因(LMAGs)的预后模型,旨在探讨潜在的靶点,并深入了解 RPLS 的免疫景观。
从两个公共数据库和华东最大的腹膜后肿瘤研究中心共纳入 234 例病例的基因表达谱和相应的临床信息,包括 TCGA 队列(n=58)、GSE30929 队列(n=92)、FD 队列(n=50)、scRNA-seq 队列(n=4)和验证队列(n=30)。采用共识聚类分析识别脂质代谢相关的分子亚型(LMSs)。采用 LASSO 算法和多变量 Cox 分析在 TCGA 队列中建立包含 13 个 LMAG 的预后风险模型。采用 ESTIMATE、CIBERSORT、XCELL 和 MCP 分析来可视化免疫景观。WGCNA 用于在 13 个模型 LMAGs 中识别三个枢纽基因,并在 GSE30929 队列和 FD 队列中进行初步验证。此外,采用 TIMER 可视化抗原呈递细胞与潜在靶点之间的相关性。最后,在验证队列中对四个 RPLS 的单细胞 RNA-seq(scRNA-seq)分析和多重免疫组化(mIHC)进行了验证。
LMS1 和 LMS2 分别表现为免疫浸润和免疫排斥肿瘤,具有显著的分子特征和临床预后差异。伸长酶 2(ELOVL2),即催化长链脂肪酸延伸的酶,参与正常细胞中脂质代谢和细胞内稳态的维持,被鉴定为 RPLS 的潜在靶点,并与抗原呈递细胞呈负相关。此外,ELOVL2 在 LMS2 中富集,免疫评分较低,预后不良。最后,对四个 RPLS 进行了 scRNA-seq 的高分辨率分析,揭示了整个肿瘤生态系统,并验证了之前的发现。
本研究提出的基于 LMAGs 的 LMS 亚组和风险模型均是 RPLS 有前途的预后分类。ELOVL2 是一个将脂质代谢与免疫调节联系起来的潜在靶点,特别是针对 LMS2 肿瘤的患者。