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免疫相关长链非编码RNA作为银屑病诊断生物标志物的综合分析

Integrated analysis of immune-related long noncoding RNAs as diagnostic biomarkers in psoriasis.

作者信息

Fan Feixiang, Huang Zhen, Chen Yongfeng

机构信息

Department of Dermatology, Dermatology Hospital, Southern Medical University, Guangzhou, Guangdong, China.

Department of Dermatology, Shenzhen Longhua District Central Hospital, Shenzhen, Guangdong, China.

出版信息

PeerJ. 2021 Mar 8;9:e11018. doi: 10.7717/peerj.11018. eCollection 2021.

Abstract

BACKGROUND

Psoriasis is a chronic immune-mediated inflammatory dermatosis. Long noncoding RNAs (lncRNAs) play an important role in immune-related diseases. This study aimed to identify potential immune-related lncRNA biomarkers for psoriasis.

METHODS

We screened differentially expressed immune-related lncRNAs biomarkers using GSE13355 (skin biopsy samples of 180 cases) from Gene Expression Omnibus (GEO). Moreover, Gene Ontology (GO) analysis, Kyoto Encyclopedia of Genes and Genomes (KEGG) analysis, and Gene Set Enrichment Analysis (GSEA) were performed to explore biological mechanisms in psoriasis. In addition, we performed LASSO logistic regression to identify potential diagnostic lncRNAs and further verify the diagnostic value and relationship with drug response using two validation sets: GSE30999 (skin biopsy samples of 170 cases) and GSE106992 (skin biopsy samples of 192 cases). Furthermore, we estimated the degree of infiltrated immune cells and investigated the correlation between infiltrated immune cells and diagnostic lncRNA biomarkers.

RESULTS

A total of 394 differentially expressed genes (DEGs) were extracted from gene expression profile. GO and KEGG analysis of target genes found that immune-related lncRNAs were primarily associated with epidermis development, skin development, collagen-containing extracellular matrix, and glycosaminoglycan binding and mainly enriched in cytokine-cytokine receptor interaction and influenza A and chemokine signaling pathway. We found that LINC01137, LINC01215, MAPKAPK5-AS1, TPT1-AS1, CARMN, CCDC18-AS1, EPB41L4A-AS, and LINC01214 exhibited well diagnostic efficacy. The ROC and ROC CI were 0.944 (0.907-0.982), 0.953 (0.919-0.987), 0.822 (0.758-0.887), 0.854 (0.797-0.911), 0.957(0.929-0.985), 0.894 (0.846-0.942), and 0.964 (0.937-0.991) for LINC01137, LINC01215, MAPKAPK5-AS1, TPT1-AS1,CARMN, CCDC18-AS1, EPB41L4A-AS1, and LINC01214. LINC01137, LINC01215, and LINC01214 were correlated with drug response. LINC01137, CCDC18-AS1, and CARMN were positively correlated with activated memory CD4 T cell, activated myeloid dendritic cell (DC), neutrophils, macrophage M1, and T follicular helper (Tfh) cells, while negatively correlated with T regulatory cell (Treg). LINC01215, MAPKAPK5-AS1, TPT1-AS1, EPB41L4A-AS, and LINC01214 were negatively correlated with activated memory CD4 T cell, activated myeloid DC, neutrophils, macrophage M1, and Tfh, while positively correlated with Treg.

CONCLUSIONS

These findings indicated that these immune-related lncRNAs may be used as potential diagnostic and predictive biomarkers for psoriasis.

摘要

背景

银屑病是一种慢性免疫介导的炎症性皮肤病。长链非编码RNA(lncRNAs)在免疫相关疾病中起重要作用。本研究旨在鉴定银屑病潜在的免疫相关lncRNA生物标志物。

方法

我们使用来自基因表达综合数据库(GEO)的GSE13355(180例皮肤活检样本)筛选差异表达的免疫相关lncRNA生物标志物。此外,进行基因本体(GO)分析、京都基因与基因组百科全书(KEGG)分析和基因集富集分析(GSEA)以探索银屑病的生物学机制。另外,我们进行LASSO逻辑回归以鉴定潜在的诊断性lncRNAs,并使用两个验证集:GSE30999(170例皮肤活检样本)和GSE106992(192例皮肤活检样本)进一步验证诊断价值以及与药物反应的关系。此外,我们估计浸润免疫细胞的程度,并研究浸润免疫细胞与诊断性lncRNA生物标志物之间的相关性。

结果

从基因表达谱中提取了总共394个差异表达基因(DEGs)。对靶基因的GO和KEGG分析发现,免疫相关lncRNAs主要与表皮发育、皮肤发育、含胶原蛋白的细胞外基质和糖胺聚糖结合相关,并且主要富集于细胞因子 - 细胞因子受体相互作用、甲型流感和趋化因子信号通路。我们发现LINC01137、LINC01215、MAPKAPK5 - AS1、TPT1 - AS1、CARMN、CCDC18 - AS1、EPB41L4A - AS和LINC01214表现出良好的诊断效能。LINC01137、LINC01215、MAPKAPK5 - AS1、TPT1 - AS1、CARMN、CCDC18 - AS1、EPB41L4A - AS1和LINC01214的ROC和ROC可信区间分别为0.944(0.907 - 0.982)、0.953(0.919 - 0.987)、0.822(0.758 - 0.887)、0.854(0.797 - 0.911)、0.957(0.929 - 0.985)、0.894(0.846 - 0.942)和0.964(0.937 - 0.991)。LINC01137、LINC01215和LINC01214与药物反应相关。LINC01137、CCDC18 - AS1和CARMN与活化的记忆CD4 T细胞、活化的髓样树突状细胞(DC)、中性粒细胞、巨噬细胞M1和滤泡辅助性T细胞(Tfh)呈正相关,而与调节性T细胞(Treg)呈负相关。LINC01215、MAPKAPK5 - AS1、TPT1 - AS1、EPB41L4A - AS和LINC01214与活化的记忆CD4 T细胞、活化的髓样DC、中性粒细胞、巨噬细胞M1和Tfh呈负相关,而与Treg呈正相关。

结论

这些发现表明,这些免疫相关lncRNAs可能用作银屑病潜在的诊断和预测生物标志物。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6c69/7950217/0108c8ff2f63/peerj-09-11018-g001.jpg

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