Liu Yong, Ma Guoyuan, Liu Jichang, Zheng Haotian, Huang Gemu, Song Qingtao, Pang Zhaofei, Du Jiajun
Institute of Oncology, Shandong Provincial Hospital, Shandong University, Jinan, 250021, Shandong, China.
Department of Thoracic Surgery, Shandong Provincial Hospital, Shandong University, Jinan, 250021, Shandong, China.
Heliyon. 2022 Oct 2;8(10):e10866. doi: 10.1016/j.heliyon.2022.e10866. eCollection 2022 Oct.
Amino acid metabolism participates in forming immunosuppressive tumor microenvironment. Amino acid transporters (AATs), as a gate for admission, remains to be studied.
We identified LUAD-specific prognostic AATs, SLC7A5 by differential expression analysis, logistic regression, machine learning, Kaplan-Meier analysis, AUC value filtrating and Cox regression. Then differential expression and distribution of SLC7A5 were depicted. Copy number variation, DNA methylation, transcriptional factors and ceRNA network were investigated to explore potential mechanism causing differential expression. The prognostic and clinical relation were evaluated by Kaplan-Meier analysis, Cox regression analysis. GSEA and GSVA were used to analyze altered pathways between SLC7A5 high- and low-groups. The expression of HLA-related genes and immune checkpoint genes, and immune cells infiltration were detected. SLC7A5 expression in immune cells was evaluated by single-cell sequencing data. IPS and an independent immunotherapy cohort assessed response rates of patients with distinct SLC7A5 expression. Proliferation assay and wound healing assay validated the effects of SLC7A5 on proliferation and migration of LUAD cells. Western blotting and cell viability assays were performed to detect mTORC1 pathway activity and sensitivity to rapamycin.
SLC7A5 was a LUAD-specific prognostic AAT and had significant differential expression in transcription and translation level. Methylation levels of cg00728300, cg00858400, cg12408911, cg08710629 were negative correlation with SLC7A5 expression. FOXP3 and TFAP2A were possible transcription factors and miR-30a-5p, miR-184, miR-195-5p may target SLC7A5 mRNA. SLC7A5 high-expression indicated poor prognosis and was an independent prognostic factor. mTORC1, cell cycle, DNA damage repair, response to reactive oxygen, angiogenesis, epithelial-mesenchymal transition (EMT) and various growth factors signaling pathways were activated in SLC7A5 high-expression group. Interestingly, SLC7A5 high-expression group had less immune-related genes expression and immune cells infiltration. Single-cell sequencing data also suggested SLC7A5 was downregulated in various T cells, especially effector T cells. Moreover, high SLC7A5 expression indicated poor immunotherapy efficacy and higher sensitivity to inhibitors of mTORC1 pathway, cell cycle and angiogenesis. SLC7A5 deficiency abrogated proliferation, migration and mTORC1 pathway activity.
In summary, as a LUAD-specific prognostic AAT, SLC7A5 is involved in activation of multiple oncogenic pathways and indicates poor prognosis. Moreover, SLC7A5 may participate in forming immunosuppressive TME and is associated with low response of immunotherapy. SLC7A5 is promising to be a new diagnostic and prognostic biomarker and therapeutic target in LUAD.
氨基酸代谢参与形成免疫抑制性肿瘤微环境。氨基酸转运体(AATs)作为进入的门户,仍有待研究。
我们通过差异表达分析、逻辑回归、机器学习、Kaplan-Meier分析、AUC值筛选和Cox回归,鉴定了肺腺癌特异性预后AATs,即溶质载体家族7成员5(SLC7A5)。然后描绘了SLC7A5的差异表达和分布情况。研究了拷贝数变异、DNA甲基化、转录因子和竞争性内源性RNA(ceRNA)网络,以探索导致差异表达的潜在机制。通过Kaplan-Meier分析、Cox回归分析评估预后和临床关系。基因集富集分析(GSEA)和基因集变异分析(GSVA)用于分析SLC7A5高表达组和低表达组之间改变的通路。检测了人类白细胞抗原(HLA)相关基因和免疫检查点基因的表达以及免疫细胞浸润情况。通过单细胞测序数据评估免疫细胞中SLC7A5的表达。免疫预后评分(IPS)和一个独立的免疫治疗队列评估了不同SLC7A5表达患者的反应率。增殖实验和伤口愈合实验验证了SLC7A5对肺腺癌细胞增殖和迁移的影响。进行蛋白质印迹法和细胞活力实验以检测哺乳动物雷帕霉素靶蛋白复合体1(mTORC1)通路活性和对雷帕霉素的敏感性。
SLC7A5是一种肺腺癌特异性预后AAT,在转录和翻译水平上有显著差异表达。cg00728300、cg00858400、cg12408911、cg08710629的甲基化水平与SLC7A5表达呈负相关。叉头框蛋白P3(FOXP3)和转录因子AP-2α(TFAP2A)可能是转录因子,且微小RNA-30a-5p、微小RNA-184、微小RNA-195-5p可能靶向SLC7A5信使核糖核酸(mRNA)。SLC7A5高表达提示预后不良,且是一个独立的预后因素。在SLC7A5高表达组中,mTORC1、细胞周期、DNA损伤修复、对活性氧的反应、血管生成、上皮-间质转化(EMT)和各种生长因子信号通路被激活。有趣的是,SLC7A5高表达组的免疫相关基因表达和免疫细胞浸润较少。单细胞测序数据也表明SLC7A5在各种T细胞中表达下调,尤其是效应T细胞。此外,SLC7A5高表达提示免疫治疗疗效差,且对mTORC1通路、细胞周期和血管生成的抑制剂敏感性更高。SLC7A5缺失消除了增殖、迁移和mTORC1通路活性。
总之,作为一种肺腺癌特异性预后AAT,SLC7A5参与多种致癌通路的激活,提示预后不良。此外,SLC7A5可能参与形成免疫抑制性肿瘤微环境,并与免疫治疗的低反应性相关。SLC7A5有望成为肺腺癌新的诊断、预后生物标志物和治疗靶点。