{"title":"评估循环蛋白质组对青少年特发性关节炎风险的因果效应:一项组学研究。","authors":"Xinglin Wu, Qiang Luo, Xiwen Luo, Dawei Liu, Fengming Li, Chenxi Ma, Xuemei Tang","doi":"10.1186/s12969-025-01140-0","DOIUrl":null,"url":null,"abstract":"<p><strong>Background: </strong>Genome-wide association studies (GWAS) have pinpointed a multitude of risk loci associated with Juvenile Idiopathic Arthritis (JIA), but it is challenging to decipher novel plasma proteins. To address this, we applied an integrative omics pipeline to uncover novel proteins associated with JIA risk.</p><p><strong>Methods: </strong>In this research, we utilized an integrative omics method to identify new plasma proteins associated with JIA. Complementary results from an independent cohort were analyzed through Whole Genome Sequencing (WGS), single-cell RNA sequencing (scRNA-seq), and bulk RNA sequencing (bulk RNA-seq) at the Children's Hospital of Chongqing Medical University to validate the reliability of the identified novel proteins. Additionally, to assess the therapeutic potential of novel proteins, we performed Phe-WAS and conducted an extensive review of existing literature using PubMed and Web of Science.</p><p><strong>Results: </strong>An integrative omics pipeline analysis identified ERAP2 as having putatively causal effects on JIA. In the fourth step of Summary-data-based Mendelian randomization analysis, we discovered that the SNP rs2927608 and rs2910686 can regulate the expression of the ERAP2 gene, thereby regulating the protein content of both ERAP2 and ERAP1. WGS analysis also detected two potentially pathogenic mutations on ERAP2 in sJIA patients. ScRNA-seq reveals that ERAP2 expression is significantly elevated in patients with sJIA compared to normal and other subtypes, particularly in monocytes. Bulk RNA-seq with ROC analysis demonstrating significant diagnostic power (AUC = 0.86, 95%CI: 0.71-1.00) in discriminating sJIA from healthy controls. Literature and Phe-WAS search revealed that ERAP2 is primarily studied in the context of genetic predisposition to disease and is closely related to autoimmune disorders.</p><p><strong>Conclusions: </strong>ERAP2 was identified as a candidate associated with JIA, especially sJIA, through integrative omics analysis, indicating its potential role in protein-mediated disease mechanisms and therapeutic targeting.</p>","PeriodicalId":54630,"journal":{"name":"Pediatric Rheumatology","volume":"23 1","pages":"91"},"PeriodicalIF":2.3000,"publicationDate":"2025-09-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12406534/pdf/","citationCount":"0","resultStr":"{\"title\":\"Evaluating the causal effect of circulating proteome on the risk of Juvenile idiopathic arthritis: an omics pipeline study.\",\"authors\":\"Xinglin Wu, Qiang Luo, Xiwen Luo, Dawei Liu, Fengming Li, Chenxi Ma, Xuemei Tang\",\"doi\":\"10.1186/s12969-025-01140-0\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><strong>Background: </strong>Genome-wide association studies (GWAS) have pinpointed a multitude of risk loci associated with Juvenile Idiopathic Arthritis (JIA), but it is challenging to decipher novel plasma proteins. To address this, we applied an integrative omics pipeline to uncover novel proteins associated with JIA risk.</p><p><strong>Methods: </strong>In this research, we utilized an integrative omics method to identify new plasma proteins associated with JIA. Complementary results from an independent cohort were analyzed through Whole Genome Sequencing (WGS), single-cell RNA sequencing (scRNA-seq), and bulk RNA sequencing (bulk RNA-seq) at the Children's Hospital of Chongqing Medical University to validate the reliability of the identified novel proteins. Additionally, to assess the therapeutic potential of novel proteins, we performed Phe-WAS and conducted an extensive review of existing literature using PubMed and Web of Science.</p><p><strong>Results: </strong>An integrative omics pipeline analysis identified ERAP2 as having putatively causal effects on JIA. In the fourth step of Summary-data-based Mendelian randomization analysis, we discovered that the SNP rs2927608 and rs2910686 can regulate the expression of the ERAP2 gene, thereby regulating the protein content of both ERAP2 and ERAP1. WGS analysis also detected two potentially pathogenic mutations on ERAP2 in sJIA patients. ScRNA-seq reveals that ERAP2 expression is significantly elevated in patients with sJIA compared to normal and other subtypes, particularly in monocytes. Bulk RNA-seq with ROC analysis demonstrating significant diagnostic power (AUC = 0.86, 95%CI: 0.71-1.00) in discriminating sJIA from healthy controls. Literature and Phe-WAS search revealed that ERAP2 is primarily studied in the context of genetic predisposition to disease and is closely related to autoimmune disorders.</p><p><strong>Conclusions: </strong>ERAP2 was identified as a candidate associated with JIA, especially sJIA, through integrative omics analysis, indicating its potential role in protein-mediated disease mechanisms and therapeutic targeting.</p>\",\"PeriodicalId\":54630,\"journal\":{\"name\":\"Pediatric Rheumatology\",\"volume\":\"23 1\",\"pages\":\"91\"},\"PeriodicalIF\":2.3000,\"publicationDate\":\"2025-09-02\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12406534/pdf/\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Pediatric Rheumatology\",\"FirstCategoryId\":\"3\",\"ListUrlMain\":\"https://doi.org/10.1186/s12969-025-01140-0\",\"RegionNum\":3,\"RegionCategory\":\"医学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"PEDIATRICS\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Pediatric Rheumatology","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1186/s12969-025-01140-0","RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"PEDIATRICS","Score":null,"Total":0}
引用次数: 0
摘要
背景:全基因组关联研究(GWAS)已经确定了许多与幼年特发性关节炎(JIA)相关的风险位点,但要破解新的血浆蛋白是一个挑战。为了解决这个问题,我们应用了整合组学管道来发现与JIA风险相关的新蛋白质。方法:本研究采用整合组学方法鉴定与JIA相关的新的血浆蛋白。在重庆医科大学儿童医院通过全基因组测序(WGS)、单细胞RNA测序(scRNA-seq)和批量RNA测序(bulk RNA-seq)对独立队列的互补结果进行分析,以验证鉴定的新蛋白的可靠性。此外,为了评估新蛋白的治疗潜力,我们进行了Phe-WAS,并使用PubMed和Web of Science对现有文献进行了广泛的回顾。结果:一项整合组学管线分析确定ERAP2对JIA具有假定的因果影响。在基于summary -data的孟德尔随机化分析的第四步中,我们发现SNP rs2927608和rs2910686可以调控ERAP2基因的表达,从而调控ERAP2和ERAP1的蛋白含量。WGS分析还在sJIA患者中检测到ERAP2的两个潜在致病性突变。ScRNA-seq显示,与正常和其他亚型相比,sJIA患者的ERAP2表达显著升高,尤其是在单核细胞中。大量RNA-seq与ROC分析显示,在区分sJIA与健康对照方面具有显著的诊断能力(AUC = 0.86, 95%CI: 0.71-1.00)。文献和Phe-WAS检索显示,ERAP2主要在疾病遗传易感性的背景下进行研究,并与自身免疫性疾病密切相关。结论:通过整合组学分析,ERAP2被确定为与JIA,特别是sJIA相关的候选基因,表明其在蛋白介导的疾病机制和治疗靶向中具有潜在作用。
Evaluating the causal effect of circulating proteome on the risk of Juvenile idiopathic arthritis: an omics pipeline study.
Background: Genome-wide association studies (GWAS) have pinpointed a multitude of risk loci associated with Juvenile Idiopathic Arthritis (JIA), but it is challenging to decipher novel plasma proteins. To address this, we applied an integrative omics pipeline to uncover novel proteins associated with JIA risk.
Methods: In this research, we utilized an integrative omics method to identify new plasma proteins associated with JIA. Complementary results from an independent cohort were analyzed through Whole Genome Sequencing (WGS), single-cell RNA sequencing (scRNA-seq), and bulk RNA sequencing (bulk RNA-seq) at the Children's Hospital of Chongqing Medical University to validate the reliability of the identified novel proteins. Additionally, to assess the therapeutic potential of novel proteins, we performed Phe-WAS and conducted an extensive review of existing literature using PubMed and Web of Science.
Results: An integrative omics pipeline analysis identified ERAP2 as having putatively causal effects on JIA. In the fourth step of Summary-data-based Mendelian randomization analysis, we discovered that the SNP rs2927608 and rs2910686 can regulate the expression of the ERAP2 gene, thereby regulating the protein content of both ERAP2 and ERAP1. WGS analysis also detected two potentially pathogenic mutations on ERAP2 in sJIA patients. ScRNA-seq reveals that ERAP2 expression is significantly elevated in patients with sJIA compared to normal and other subtypes, particularly in monocytes. Bulk RNA-seq with ROC analysis demonstrating significant diagnostic power (AUC = 0.86, 95%CI: 0.71-1.00) in discriminating sJIA from healthy controls. Literature and Phe-WAS search revealed that ERAP2 is primarily studied in the context of genetic predisposition to disease and is closely related to autoimmune disorders.
Conclusions: ERAP2 was identified as a candidate associated with JIA, especially sJIA, through integrative omics analysis, indicating its potential role in protein-mediated disease mechanisms and therapeutic targeting.
期刊介绍:
Pediatric Rheumatology is an open access, peer-reviewed, online journal encompassing all aspects of clinical and basic research related to pediatric rheumatology and allied subjects.
The journal’s scope of diseases and syndromes include musculoskeletal pain syndromes, rheumatic fever and post-streptococcal syndromes, juvenile idiopathic arthritis, systemic lupus erythematosus, juvenile dermatomyositis, local and systemic scleroderma, Kawasaki disease, Henoch-Schonlein purpura and other vasculitides, sarcoidosis, inherited musculoskeletal syndromes, autoinflammatory syndromes, and others.