Integrative Genome-Wide Association Study with eQTL Combined with Transcriptome Analysis Reveals SLC18A1 as a Novel Biomarker for Small Cell Lung Cancer.

IF 3.2 4区 医学 Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY
Yuanfeng Wei, YunYan Tai, Hong Zhu
{"title":"Integrative Genome-Wide Association Study with eQTL Combined with Transcriptome Analysis Reveals SLC18A1 as a Novel Biomarker for Small Cell Lung Cancer.","authors":"Yuanfeng Wei, YunYan Tai, Hong Zhu","doi":"10.2174/0109298673460777260725162800","DOIUrl":null,"url":null,"abstract":"<p><strong>Introduction: </strong>Small cell lung cancer (SCLC) is a malignant tumor with low differentiation, high recurrence, and poor prognosis. The importance of SCLC prevention is becoming increasingly apparent. The aim of this study was to identify novel biomarkers that could predict SCLC risk by analyzing genome-wide association studies (GWAS) and expression quantitative trait loci (eQTL), along with transcriptomic data.</p><p><strong>Methods: </strong>The summary of GWAS data on SCLC was obtained from the IEU Open GWAS Project database. eQTL data from 31,684 participants were acquired from the eQTLGen Consortium. Mendelian randomization (MR) was applied to identify potential causal or protective genes (CGs) for SCLC by integrating GWAS and eQTL data. Then, sensitivity analyses and heterogeneity tests were conducted. Meanwhile, transcriptome data on SCLC were analyzed to obtain differentially expressed genes (DEGs). Next, novel biomarkers of SCLC were obtained by intersecting CGs and DEGs. Moreover, novel biomarkers were subjected to functional enrichment analysis. Immunohistochemistry (IHC) was used to verify the expression of hub genes.</p><p><strong>Results: </strong>Four novel biomarkers were identified based on GWAS, eQTL, and transcriptome data. We found that elevation of SLC18A1 could increase SCLC risk (OR=1.724; 95% CI: 1.070-2.778; P=0.025). In contrast, CD93 (OR=0.658; 95% CI: 0.444-0.975; P=0.037), TRPC6 (OR=0.346; 95% CI: 0.185-0.648; P<0.001) and SLA (OR=0.577; 95% CI: 0.362-0.921; P=0.021) might be associated with a reduced risk of SCLC. Moreover, SLC18A1 was expressed at higher levels, while CD93, TRPC6, and SLA were expressed at lower levels in SCLC compared to controls. IHC results showed that SLC18A1 was expressed at higher levels in SCLC patients (17/29, 58.6%) than in controls (7/29, 24.1%). KEGG analysis revealed that they were mainly enriched in the synaptic vesicle cycle and the cGMP-PKG signaling pathway.</p><p><strong>Discussion: </strong>These findings provide genetic evidence linking SLC18A1, CD93, TRPC6 and SLA to SCLC risk. The identification of SLC18A1 as a causal gene and of CD93, TRPC6 and SLA as protective genes offers new biomarkers for early detection of SCLC. The consistency between genetic association and expression differences further supports their potential as reliable biomarkers for SCLC. Our study highlights possible targets for future prevention or therapy; however, additional functional experiments and larger validation cohorts are required.</p><p><strong>Conclusion: </strong>The identified genes SLC18A1, CD93, TRPC6 and SLA are associated with SCLC risk, with SLC18A1 as a causal gene and the others as protective genes. They might serve as novel biomarkers for SCLC.</p>","PeriodicalId":10984,"journal":{"name":"Current medicinal chemistry","volume":" ","pages":""},"PeriodicalIF":3.2000,"publicationDate":"2026-08-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Current medicinal chemistry","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.2174/0109298673460777260725162800","RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"BIOCHEMISTRY & MOLECULAR BIOLOGY","Score":null,"Total":0}
引用次数: 0

Abstract

Introduction: Small cell lung cancer (SCLC) is a malignant tumor with low differentiation, high recurrence, and poor prognosis. The importance of SCLC prevention is becoming increasingly apparent. The aim of this study was to identify novel biomarkers that could predict SCLC risk by analyzing genome-wide association studies (GWAS) and expression quantitative trait loci (eQTL), along with transcriptomic data.

Methods: The summary of GWAS data on SCLC was obtained from the IEU Open GWAS Project database. eQTL data from 31,684 participants were acquired from the eQTLGen Consortium. Mendelian randomization (MR) was applied to identify potential causal or protective genes (CGs) for SCLC by integrating GWAS and eQTL data. Then, sensitivity analyses and heterogeneity tests were conducted. Meanwhile, transcriptome data on SCLC were analyzed to obtain differentially expressed genes (DEGs). Next, novel biomarkers of SCLC were obtained by intersecting CGs and DEGs. Moreover, novel biomarkers were subjected to functional enrichment analysis. Immunohistochemistry (IHC) was used to verify the expression of hub genes.

Results: Four novel biomarkers were identified based on GWAS, eQTL, and transcriptome data. We found that elevation of SLC18A1 could increase SCLC risk (OR=1.724; 95% CI: 1.070-2.778; P=0.025). In contrast, CD93 (OR=0.658; 95% CI: 0.444-0.975; P=0.037), TRPC6 (OR=0.346; 95% CI: 0.185-0.648; P<0.001) and SLA (OR=0.577; 95% CI: 0.362-0.921; P=0.021) might be associated with a reduced risk of SCLC. Moreover, SLC18A1 was expressed at higher levels, while CD93, TRPC6, and SLA were expressed at lower levels in SCLC compared to controls. IHC results showed that SLC18A1 was expressed at higher levels in SCLC patients (17/29, 58.6%) than in controls (7/29, 24.1%). KEGG analysis revealed that they were mainly enriched in the synaptic vesicle cycle and the cGMP-PKG signaling pathway.

Discussion: These findings provide genetic evidence linking SLC18A1, CD93, TRPC6 and SLA to SCLC risk. The identification of SLC18A1 as a causal gene and of CD93, TRPC6 and SLA as protective genes offers new biomarkers for early detection of SCLC. The consistency between genetic association and expression differences further supports their potential as reliable biomarkers for SCLC. Our study highlights possible targets for future prevention or therapy; however, additional functional experiments and larger validation cohorts are required.

Conclusion: The identified genes SLC18A1, CD93, TRPC6 and SLA are associated with SCLC risk, with SLC18A1 as a causal gene and the others as protective genes. They might serve as novel biomarkers for SCLC.

eQTL结合转录组分析的全基因组关联研究揭示SLC18A1是小细胞肺癌的新生物标志物
小细胞肺癌(Small cell lung cancer, SCLC)是一种低分化、高复发率、预后差的恶性肿瘤。预防SCLC的重要性越来越明显。本研究的目的是通过分析全基因组关联研究(GWAS)和表达数量性状位点(eQTL)以及转录组学数据,确定可以预测SCLC风险的新型生物标志物。方法:从IEU Open GWAS Project数据库中获取SCLC的GWAS数据汇总。来自31,684名参与者的eQTL数据来自eQTLGen联盟。通过整合GWAS和eQTL数据,应用孟德尔随机化(MR)来鉴定SCLC的潜在病因或保护基因(CGs)。然后进行敏感性分析和异质性检验。同时,对SCLC的转录组数据进行分析,获得差异表达基因(DEGs)。接下来,通过交叉CGs和DEGs获得新的SCLC生物标志物。此外,新的生物标志物进行了功能富集分析。采用免疫组化(IHC)方法验证枢纽基因的表达。结果:基于GWAS、eQTL和转录组数据鉴定了4个新的生物标志物。我们发现SLC18A1升高可增加SCLC的风险(OR=1.724; 95% CI: 1.070-2.778; P=0.025)。相比之下,CD93 (OR=0.658; 95% CI: 0.444-0.975; P=0.037)、TRPC6 (OR=0.346; 95% CI: 0.185-0.648; P讨论:这些发现提供了SLC18A1、CD93、TRPC6和SLA与SCLC风险相关的遗传证据。SLC18A1为致病基因,CD93、TRPC6和SLA为保护基因的鉴定为SCLC的早期检测提供了新的生物标志物。遗传关联和表达差异之间的一致性进一步支持了它们作为SCLC可靠生物标志物的潜力。我们的研究强调了未来预防或治疗的可能目标;然而,需要额外的功能实验和更大的验证队列。结论:SLC18A1、CD93、TRPC6和SLA基因与SCLC风险相关,其中SLC18A1为致病基因,其他基因为保护基因。它们可能作为SCLC的新的生物标志物。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
Current medicinal chemistry
Current medicinal chemistry 医学-生化与分子生物学
CiteScore
8.60
自引率
2.40%
发文量
468
审稿时长
3 months
期刊介绍: Aims & Scope Current Medicinal Chemistry covers all the latest and outstanding developments in medicinal chemistry and rational drug design. Each issue contains a series of timely in-depth reviews and guest edited thematic issues written by leaders in the field covering a range of the current topics in medicinal chemistry. The journal also publishes reviews on recent patents. Current Medicinal Chemistry is an essential journal for every medicinal chemist who wishes to be kept informed and up-to-date with the latest and most important developments.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信
小红书