• 文献检索
  • 文档翻译
  • 深度研究
  • 学术资讯
  • Suppr Zotero 插件Zotero 插件
  • 邀请有礼
  • 套餐&价格
  • 历史记录
应用&插件
Suppr Zotero 插件Zotero 插件浏览器插件Mac 客户端Windows 客户端微信小程序
定价
高级版会员购买积分包购买API积分包
服务
文献检索文档翻译深度研究API 文档MCP 服务
关于我们
关于 Suppr公司介绍联系我们用户协议隐私条款
关注我们

Suppr 超能文献

核心技术专利:CN118964589B侵权必究
粤ICP备2023148730 号-1Suppr @ 2026

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验

综合分析揭示细胞焦亡与肾纤维化中免疫调控的相互作用。

Integrated analysis reveals crosstalk between pyroptosis and immune regulation in renal fibrosis.

机构信息

School of Clinical Medicine, Hebei University, Affiliated Hospital of Hebei University, Baoding, China.

Hebei Provincial Key Laboratory of Skeletal Metabolic Physiology of Chronic Kidney Disease, Affiliated Hospital of Hebei University, Baoding, China.

出版信息

Front Immunol. 2024 Jan 26;15:1247382. doi: 10.3389/fimmu.2024.1247382. eCollection 2024.

DOI:10.3389/fimmu.2024.1247382
PMID:38343546
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC10853448/
Abstract

PURPOSE

The pathogenesis of renal fibrosis (RF) involves intricate interactions between profibrotic processes and immune responses. This study aimed to explore the potential involvement of the pyroptosis signaling pathway in immune microenvironment regulation within the context of RF. Through comprehensive bioinformatics analysis and experimental validation, we investigated the influence of pyroptosis on the immune landscape in RF.

METHODS

We obtained RNA-seq datasets from Gene Expression Omnibus (GEO) databases and identified Pyroptosis-Associated Regulators (PARs) through literature reviews. Systematic evaluation of alterations in 27 PARs was performed in RF and normal kidney samples, followed by relevant functional analyses. Unsupervised cluster analysis revealed distinct pyroptosis modification patterns. Using single-sample gene set enrichment analysis (ssGSEA), we examined the correlation between pyroptosis and immune infiltration. Hub regulators were identified weighted gene coexpression network analysis (WGCNA) and further validated in a single-cell RNA-seq dataset. We also established a unilateral ureteral obstruction-induced RF mouse model to verify the expression of key regulators at the mRNA and protein levels.

RESULTS

Our comprehensive analysis revealed altered expression of 19 PARs in RF samples compared to normal samples. Five hub regulators, namely PYCARD, CASP1, AIM2, NOD2, and CASP9, exhibited potential as biomarkers for RF. Based on these regulators, a classifier capable of distinguishing normal samples from RF samples was developed. Furthermore, we identified correlations between immune features and PARs expression, with PYCARD positively associated with regulatory T cells abundance in fibrotic tissues. Unsupervised clustering of RF samples yielded two distinct subtypes (Subtype A and Subtype B), with Subtype B characterized by active immune responses against RF. Subsequent WGCNA analysis identified PYCARD, CASP1, and NOD2 as hub PARs in the pyroptosis modification patterns. Single-cell level validation confirmed PYCARD expression in myofibroblasts, implicating its significance in the stress response of myofibroblasts to injury. experimental validation further demonstrated elevated PYCARD expression in RF, accompanied by infiltration of Foxp3 regulatory T cells.

CONCLUSIONS

Our findings suggest that pyroptosis plays a pivotal role in orchestrating the immune microenvironment of RF. This study provides valuable insights into the pathogenesis of RF and highlights potential targets for future therapeutic interventions.

摘要

目的

肾纤维化(RF)的发病机制涉及到致纤维化过程和免疫反应之间复杂的相互作用。本研究旨在探讨细胞焦亡信号通路在 RF 免疫微环境调节中的潜在作用。通过全面的生物信息学分析和实验验证,我们研究了细胞焦亡对 RF 中免疫景观的影响。

方法

我们从基因表达综合(GEO)数据库中获取了 RNA-seq 数据集,并通过文献回顾确定了细胞焦亡相关调节剂(PARs)。系统评估了 RF 和正常肾脏样本中 27 个 PAR 的改变,随后进行了相关功能分析。无监督聚类分析揭示了明显的细胞焦亡修饰模式。使用单样本基因集富集分析(ssGSEA),我们研究了细胞焦亡与免疫浸润之间的相关性。通过加权基因共表达网络分析(WGCNA)确定了关键调节剂,并在单细胞 RNA-seq 数据集上进行了进一步验证。我们还建立了单侧输尿管梗阻诱导的 RF 小鼠模型,以验证关键调节剂在 mRNA 和蛋白质水平上的表达。

结果

我们的综合分析显示,与正常样本相比,RF 样本中 19 个 PAR 的表达发生了改变。五个关键调节剂,即 PYCARD、CASP1、AIM2、NOD2 和 CASP9,具有作为 RF 生物标志物的潜力。基于这些调节剂,我们开发了一个能够区分正常样本和 RF 样本的分类器。此外,我们还发现了免疫特征与 PARs 表达之间的相关性,其中 PYCARD 与纤维化组织中调节性 T 细胞的丰度呈正相关。RF 样本的无监督聚类产生了两个不同的亚型(亚型 A 和亚型 B),其中亚型 B 的特点是对 RF 有活跃的免疫反应。随后的 WGCNA 分析确定了 PYCARD、CASP1 和 NOD2 作为细胞焦亡修饰模式中的关键 PAR。单细胞水平验证证实了 PYCARD 在肌成纤维细胞中的表达,提示其在肌成纤维细胞对损伤的应激反应中的重要性。实验验证进一步表明,RF 中 PYCARD 的表达升高,同时 Foxp3 调节性 T 细胞浸润。

结论

我们的研究结果表明,细胞焦亡在调控 RF 的免疫微环境中起着关键作用。本研究为 RF 的发病机制提供了有价值的见解,并强调了未来治疗干预的潜在靶点。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/14d7/10853448/02e7beb0f374/fimmu-15-1247382-g009.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/14d7/10853448/c22c4d4cace0/fimmu-15-1247382-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/14d7/10853448/b1114513c143/fimmu-15-1247382-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/14d7/10853448/cfc8d48aa2c1/fimmu-15-1247382-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/14d7/10853448/6458cbc30ba9/fimmu-15-1247382-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/14d7/10853448/30a228c81d23/fimmu-15-1247382-g005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/14d7/10853448/6183d349f185/fimmu-15-1247382-g006.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/14d7/10853448/1f3660ef06f8/fimmu-15-1247382-g007.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/14d7/10853448/b2760c4a6621/fimmu-15-1247382-g008.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/14d7/10853448/02e7beb0f374/fimmu-15-1247382-g009.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/14d7/10853448/c22c4d4cace0/fimmu-15-1247382-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/14d7/10853448/b1114513c143/fimmu-15-1247382-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/14d7/10853448/cfc8d48aa2c1/fimmu-15-1247382-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/14d7/10853448/6458cbc30ba9/fimmu-15-1247382-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/14d7/10853448/30a228c81d23/fimmu-15-1247382-g005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/14d7/10853448/6183d349f185/fimmu-15-1247382-g006.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/14d7/10853448/1f3660ef06f8/fimmu-15-1247382-g007.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/14d7/10853448/b2760c4a6621/fimmu-15-1247382-g008.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/14d7/10853448/02e7beb0f374/fimmu-15-1247382-g009.jpg

相似文献

1
Integrated analysis reveals crosstalk between pyroptosis and immune regulation in renal fibrosis.综合分析揭示细胞焦亡与肾纤维化中免疫调控的相互作用。
Front Immunol. 2024 Jan 26;15:1247382. doi: 10.3389/fimmu.2024.1247382. eCollection 2024.
2
Immune-pyroptosis-related genes predict the prognosis of kidney renal clear cell carcinoma.免疫焦亡相关基因预测肾透明细胞癌的预后。
Transl Oncol. 2023 Aug;34:101693. doi: 10.1016/j.tranon.2023.101693. Epub 2023 Jun 12.
3
Molecular investigation of candidate genes for pyroptosis-induced inflammation in diabetic retinopathy.糖尿病性视网膜病变中细胞焦亡诱导炎症候选基因的分子研究。
Front Endocrinol (Lausanne). 2022 Jul 25;13:918605. doi: 10.3389/fendo.2022.918605. eCollection 2022.
4
Pyroptosis Regulators and Tumor Microenvironment Infiltration Characterization in Clear Cell Renal Cell Carcinoma.肾透明细胞癌中焦亡调节因子与肿瘤微环境浸润特征
Front Oncol. 2022 Jan 5;11:774279. doi: 10.3389/fonc.2021.774279. eCollection 2021.
5
Exploring hub pyroptosis-related genes, molecular subtypes, and potential drugs in ankylosing spondylitis by comprehensive bioinformatics analysis and molecular docking.通过综合生物信息学分析和分子对接技术探索强直性脊柱炎中枢纽炎性细胞焦亡相关基因、分子亚型和潜在药物。
BMC Musculoskelet Disord. 2023 Jun 29;24(1):532. doi: 10.1186/s12891-023-06664-8.
6
New insights into the role of mitochondrial metabolic dysregulation and immune infiltration in septic cardiomyopathy by integrated bioinformatics analysis and experimental validation.通过整合生物信息学分析和实验验证,深入了解线粒体代谢失调和免疫浸润在脓毒性心肌病中的作用。
Cell Mol Biol Lett. 2024 Jan 30;29(1):21. doi: 10.1186/s11658-024-00536-2.
7
Identifying pyroptosis- and inflammation-related genes in intracranial aneurysms based on bioinformatics analysis.基于生物信息学分析鉴定颅内动脉瘤中的细胞焦亡和炎症相关基因。
Biol Res. 2023 Sep 27;56(1):50. doi: 10.1186/s40659-023-00464-z.
8
Exploring the relationship between pyroptosis, infiltrating immune cells and Kawasaki disease with resistance to intravenous immunoglobulin (IVIG) via bioinformatic analysis.通过生物信息学分析探讨与静脉注射免疫球蛋白(IVIG)耐药性川崎病相关的细胞焦亡、浸润免疫细胞之间的关系。
Immunobiology. 2022 Sep;227(5):152261. doi: 10.1016/j.imbio.2022.152261. Epub 2022 Aug 17.
9
Identification of Key Pyroptosis-Related Genes and Distinct Pyroptosis-Related Clusters in Periodontitis.鉴定牙周炎中的关键细胞焦亡相关基因和不同的细胞焦亡相关聚类。
Front Immunol. 2022 Jun 29;13:862049. doi: 10.3389/fimmu.2022.862049. eCollection 2022.
10
Landscape analysis of m6A modification regulators related biological functions and immune characteristics in myasthenia gravis.肌萎缩性侧索硬化症中 m6A 修饰调节因子相关生物学功能和免疫特征的景观分析。
J Transl Med. 2023 Mar 2;21(1):166. doi: 10.1186/s12967-023-03947-5.

引用本文的文献

1
Comprehensive analysis of pyroptosis-related gene signatures in renal fibrosis.肾纤维化中焦亡相关基因特征的综合分析
Clin Exp Nephrol. 2025 Jul 3. doi: 10.1007/s10157-025-02726-4.
2
Identification of biomarkers for chronic renal fibrosis and their relationship with immune infiltration and cell death.慢性肾纤维化生物标志物的鉴定及其与免疫浸润和细胞死亡的关系。
Ren Fail. 2025 Dec;47(1):2449195. doi: 10.1080/0886022X.2024.2449195. Epub 2025 Jan 8.
3
Tanshinone I improves renal fibrosis by promoting gluconeogenesis through upregulation of peroxisome proliferator-activated receptor-γ coactivator 1α.

本文引用的文献

1
Regulatory T cells (Tregs) in liver fibrosis.肝纤维化中的调节性T细胞(Tregs)
Cell Death Discov. 2023 Feb 9;9(1):53. doi: 10.1038/s41420-023-01347-8.
2
The Inflammasomes Adaptor Protein PYCARD Is a Potential Pyroptosis Biomarker Related to Immune Response and Prognosis in Clear Cell Renal Cell Carcinoma.炎性小体衔接蛋白PYCARD是与透明细胞肾细胞癌免疫反应和预后相关的潜在细胞焦亡生物标志物。
Cancers (Basel). 2022 Oct 12;14(20):4992. doi: 10.3390/cancers14204992.
3
Follistatin-like 1 (FSTL1) interacts with Wnt ligands and Frizzled receptors to enhance Wnt/β-catenin signaling in obstructed kidneys in vivo.
丹参酮 I 通过上调过氧化物酶体增殖物激活受体γ 辅激活因子 1α 促进糖异生,从而改善肾纤维化。
Ren Fail. 2024 Dec;46(2):2433710. doi: 10.1080/0886022X.2024.2433710. Epub 2024 Dec 8.
4
Diverse regulated cell death patterns and immune traits in kidney allograft with fibrosis: a prediction of renal allograft failure based on machine learning, single-nucleus RNA sequencing and molecular docking.肾移植纤维化中不同的程序性细胞死亡模式和免疫特征:基于机器学习、单核RNA测序和分子对接对肾移植失败的预测
Ren Fail. 2024 Dec;46(2):2435487. doi: 10.1080/0886022X.2024.2435487. Epub 2024 Dec 4.
卵泡抑素样蛋白 1(FSTL1)与 Wnt 配体和卷曲蛋白受体相互作用,增强体内梗阻肾脏中的 Wnt/β-连环蛋白信号。
J Biol Chem. 2022 Jul;298(7):102010. doi: 10.1016/j.jbc.2022.102010. Epub 2022 May 4.
4
Prime-seq, efficient and powerful bulk RNA sequencing.Prime-seq,高效且强大的批量 RNA 测序技术。
Genome Biol. 2022 Mar 31;23(1):88. doi: 10.1186/s13059-022-02660-8.
5
Derivation, Comprehensive Analysis, and Assay Validation of a Pyroptosis-Related lncRNA Prognostic Signature in Patients With Ovarian Cancer.卵巢癌患者中与焦亡相关的长链非编码RNA预后标志物的推导、综合分析及检测验证
Front Oncol. 2022 Feb 24;12:780950. doi: 10.3389/fonc.2022.780950. eCollection 2022.
6
Tetracycline ameliorates silica-induced pulmonary inflammation and fibrosis via inhibition of caspase-1.四环素通过抑制半胱氨酸天冬氨酸蛋白酶-1减轻二氧化硅诱导的肺炎症和纤维化。
Respir Res. 2022 Feb 7;23(1):21. doi: 10.1186/s12931-022-01937-7.
7
RNA sequencing and its applications in cancer and rare diseases.RNA 测序及其在癌症和罕见病中的应用。
Mol Biol Rep. 2022 Mar;49(3):2325-2333. doi: 10.1007/s11033-021-06963-0. Epub 2022 Jan 6.
8
SGLT2 inhibitor counteracts NLRP3 inflammasome via tubular metabolite itaconate in fibrosis kidney.SGLT2 抑制剂通过肾小管代谢产物衣康酸来拮抗纤维化肾脏中的 NLRP3 炎性小体。
FASEB J. 2022 Jan;36(1):e22078. doi: 10.1096/fj.202100909RR.
9
Genome-wide association studies identify the role of caspase-9 in kidney disease.全基因组关联研究确定了半胱天冬酶-9在肾脏疾病中的作用。
Sci Adv. 2021 Nov 5;7(45):eabi8051. doi: 10.1126/sciadv.abi8051.
10
Mineralocorticoid receptor antagonists in diabetic kidney disease - mechanistic and therapeutic effects.糖尿病肾病中的盐皮质激素受体拮抗剂——作用机制与治疗效果
Nat Rev Nephrol. 2022 Jan;18(1):56-70. doi: 10.1038/s41581-021-00490-8. Epub 2021 Oct 21.