通过对 1 型糖尿病患者进行单细胞 RNA-seq,发现系统性免疫细胞失调和分子亚型。

IF 10.4 1区 生物学 Q1 GENETICS & HEREDITY
Mohammad Amin Honardoost, Andreas Adinatha, Florian Schmidt, Bobby Ranjan, Maryam Ghaeidamini, Nirmala Arul Rayan, Michelle Gek Liang Lim, Ignasius Joanito, Quy Xiao Xuan Lin, Deepa Rajagopalan, Shi Qi Mok, You Yi Hwang, Anis Larbi, Chiea Chuen Khor, Roger Foo, Bernhard Otto Boehm, Shyam Prabhakar
{"title":"通过对 1 型糖尿病患者进行单细胞 RNA-seq,发现系统性免疫细胞失调和分子亚型。","authors":"Mohammad Amin Honardoost, Andreas Adinatha, Florian Schmidt, Bobby Ranjan, Maryam Ghaeidamini, Nirmala Arul Rayan, Michelle Gek Liang Lim, Ignasius Joanito, Quy Xiao Xuan Lin, Deepa Rajagopalan, Shi Qi Mok, You Yi Hwang, Anis Larbi, Chiea Chuen Khor, Roger Foo, Bernhard Otto Boehm, Shyam Prabhakar","doi":"10.1186/s13073-024-01300-z","DOIUrl":null,"url":null,"abstract":"<p><strong>Background: </strong>Type 1 diabetes mellitus (T1DM) is a prototypic endocrine autoimmune disease resulting from an immune-mediated destruction of pancreatic insulin-secreting <math><mi>β</mi></math>  cells. A comprehensive immune cell phenotype evaluation in T1DM has not been performed thus far at the single-cell level.</p><p><strong>Methods: </strong>In this cross-sectional analysis, we generated a single-cell transcriptomic dataset of peripheral blood mononuclear cells (PBMCs) from 46 manifest T1DM (stage 3) cases and 31 matched controls.</p><p><strong>Results: </strong>We surprisingly detected profound alterations in circulatory immune cells (1784 dysregulated genes in 13 immune cell types), far exceeding the count in the comparator systemic autoimmune disease SLE. Genes upregulated in T1DM were involved in WNT signaling, interferon signaling and migration of T/NK cells, antigen presentation by B cells, and monocyte activation. A significant fraction of these differentially expressed genes were also altered in T1DM pancreatic islets. We used the single-cell data to construct a T1DM metagene z-score (TMZ score) that distinguished cases and controls and classified patients into molecular subtypes. This score correlated with known prognostic immune markers of T1DM, as well as with drug response in clinical trials.</p><p><strong>Conclusions: </strong>Our study reveals a surprisingly strong systemic dimension at the level of immune cell network in T1DM, defines disease-relevant molecular subtypes, and has the potential to guide non-invasive test development and patient stratification.</p>","PeriodicalId":12645,"journal":{"name":"Genome Medicine","volume":null,"pages":null},"PeriodicalIF":10.4000,"publicationDate":"2024-03-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10976681/pdf/","citationCount":"0","resultStr":"{\"title\":\"Systematic immune cell dysregulation and molecular subtypes revealed by single-cell RNA-seq of subjects with type 1 diabetes.\",\"authors\":\"Mohammad Amin Honardoost, Andreas Adinatha, Florian Schmidt, Bobby Ranjan, Maryam Ghaeidamini, Nirmala Arul Rayan, Michelle Gek Liang Lim, Ignasius Joanito, Quy Xiao Xuan Lin, Deepa Rajagopalan, Shi Qi Mok, You Yi Hwang, Anis Larbi, Chiea Chuen Khor, Roger Foo, Bernhard Otto Boehm, Shyam Prabhakar\",\"doi\":\"10.1186/s13073-024-01300-z\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><strong>Background: </strong>Type 1 diabetes mellitus (T1DM) is a prototypic endocrine autoimmune disease resulting from an immune-mediated destruction of pancreatic insulin-secreting <math><mi>β</mi></math>  cells. A comprehensive immune cell phenotype evaluation in T1DM has not been performed thus far at the single-cell level.</p><p><strong>Methods: </strong>In this cross-sectional analysis, we generated a single-cell transcriptomic dataset of peripheral blood mononuclear cells (PBMCs) from 46 manifest T1DM (stage 3) cases and 31 matched controls.</p><p><strong>Results: </strong>We surprisingly detected profound alterations in circulatory immune cells (1784 dysregulated genes in 13 immune cell types), far exceeding the count in the comparator systemic autoimmune disease SLE. Genes upregulated in T1DM were involved in WNT signaling, interferon signaling and migration of T/NK cells, antigen presentation by B cells, and monocyte activation. A significant fraction of these differentially expressed genes were also altered in T1DM pancreatic islets. We used the single-cell data to construct a T1DM metagene z-score (TMZ score) that distinguished cases and controls and classified patients into molecular subtypes. This score correlated with known prognostic immune markers of T1DM, as well as with drug response in clinical trials.</p><p><strong>Conclusions: </strong>Our study reveals a surprisingly strong systemic dimension at the level of immune cell network in T1DM, defines disease-relevant molecular subtypes, and has the potential to guide non-invasive test development and patient stratification.</p>\",\"PeriodicalId\":12645,\"journal\":{\"name\":\"Genome Medicine\",\"volume\":null,\"pages\":null},\"PeriodicalIF\":10.4000,\"publicationDate\":\"2024-03-27\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10976681/pdf/\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Genome Medicine\",\"FirstCategoryId\":\"99\",\"ListUrlMain\":\"https://doi.org/10.1186/s13073-024-01300-z\",\"RegionNum\":1,\"RegionCategory\":\"生物学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"GENETICS & HEREDITY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Genome Medicine","FirstCategoryId":"99","ListUrlMain":"https://doi.org/10.1186/s13073-024-01300-z","RegionNum":1,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"GENETICS & HEREDITY","Score":null,"Total":0}
引用次数: 0

摘要

背景:1型糖尿病(T1DM)是一种典型的内分泌自身免疫性疾病,由免疫介导的对胰腺分泌胰岛素的β细胞的破坏所致。迄今为止,尚未在单细胞水平上对 T1DM 的免疫细胞表型进行全面评估:在这项横断面分析中,我们对 46 例表现明显的 T1DM(3 期)病例和 31 例匹配对照的外周血单核细胞(PBMCs)进行了单细胞转录组数据集分析:结果:我们令人惊讶地发现循环免疫细胞发生了深刻的变化(13 种免疫细胞类型中有 1784 个基因失调),远远超过了参照系统性自身免疫疾病系统性红斑狼疮。在T1DM中上调的基因涉及WNT信号传导、干扰素信号传导、T/NK细胞迁移、B细胞抗原提呈和单核细胞活化。这些差异表达基因中有相当一部分在T1DM胰岛中也发生了改变。我们利用单细胞数据构建了 T1DM 元基因 z 评分(TMZ 评分),以区分病例和对照组,并将患者分为分子亚型。该评分与 T1DM 的已知预后免疫标志物以及临床试验中的药物反应相关:我们的研究揭示了 T1DM 在免疫细胞网络水平上令人惊讶的强大系统维度,定义了与疾病相关的分子亚型,并有可能指导非侵入性测试的开发和患者分层。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Systematic immune cell dysregulation and molecular subtypes revealed by single-cell RNA-seq of subjects with type 1 diabetes.

Background: Type 1 diabetes mellitus (T1DM) is a prototypic endocrine autoimmune disease resulting from an immune-mediated destruction of pancreatic insulin-secreting β  cells. A comprehensive immune cell phenotype evaluation in T1DM has not been performed thus far at the single-cell level.

Methods: In this cross-sectional analysis, we generated a single-cell transcriptomic dataset of peripheral blood mononuclear cells (PBMCs) from 46 manifest T1DM (stage 3) cases and 31 matched controls.

Results: We surprisingly detected profound alterations in circulatory immune cells (1784 dysregulated genes in 13 immune cell types), far exceeding the count in the comparator systemic autoimmune disease SLE. Genes upregulated in T1DM were involved in WNT signaling, interferon signaling and migration of T/NK cells, antigen presentation by B cells, and monocyte activation. A significant fraction of these differentially expressed genes were also altered in T1DM pancreatic islets. We used the single-cell data to construct a T1DM metagene z-score (TMZ score) that distinguished cases and controls and classified patients into molecular subtypes. This score correlated with known prognostic immune markers of T1DM, as well as with drug response in clinical trials.

Conclusions: Our study reveals a surprisingly strong systemic dimension at the level of immune cell network in T1DM, defines disease-relevant molecular subtypes, and has the potential to guide non-invasive test development and patient stratification.

求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
Genome Medicine
Genome Medicine GENETICS & HEREDITY-
CiteScore
20.80
自引率
0.80%
发文量
128
审稿时长
6-12 weeks
期刊介绍: Genome Medicine is an open access journal that publishes outstanding research applying genetics, genomics, and multi-omics to understand, diagnose, and treat disease. Bridging basic science and clinical research, it covers areas such as cancer genomics, immuno-oncology, immunogenomics, infectious disease, microbiome, neurogenomics, systems medicine, clinical genomics, gene therapies, precision medicine, and clinical trials. The journal publishes original research, methods, software, and reviews to serve authors and promote broad interest and importance in the field.
×
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:481959085
Book学术官方微信