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基于单细胞ATAC测序数据的乳腺癌上皮细胞转录因子研究 被引量:1
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作者 张雅娜 牟苑菁 +2 位作者 李苇祥 赵俊焱 郭志云 《生命科学研究》 CAS 2024年第2期171-178,共8页
研究表明,乳腺肿瘤细胞染色质开放区域上的转录因子显著影响乳腺癌患者的临床表型和预后。然而,在单细胞层面,这些调控元件如何调控乳腺癌发生发展尚不明确。为此,本研究从GEO数据库中下载了45216个正常和肿瘤乳腺组织的单细胞染色质可... 研究表明,乳腺肿瘤细胞染色质开放区域上的转录因子显著影响乳腺癌患者的临床表型和预后。然而,在单细胞层面,这些调控元件如何调控乳腺癌发生发展尚不明确。为此,本研究从GEO数据库中下载了45216个正常和肿瘤乳腺组织的单细胞染色质可及性测序(single-cell ATAC sequencing,scATAC-seq)数据,并对其进行了分析。根据标记基因在细胞群的基因活性得分进行细胞类型注释后得到7种乳腺细胞类型。皮尔逊相关性分析表明,肿瘤和正常乳腺样本的上皮细胞存在明显的染色质可及性差异,且乳腺上皮细胞存在高度样本间异质性(PCC=-0.07),暗示其是乳腺肿瘤的主要恶性细胞类型。为了探究正常和恶性乳腺上皮细胞的差异可及性区域中转录因子结合基序的富集情况,在提取上皮细胞群后对4个上皮细胞亚型的特征开放区域进行了转录因子结合基序富集分析。结果表明,恶性乳腺上皮细胞有194个转录因子显著富集(P<0.001),它们可能涉及乳腺肿瘤发展和转移等调控过程。对上皮细胞亚型中富集程度较高的转录因子进行活性分数计算及转录组数据验证,结果进一步显示这些差异调控元件可能与乳腺细胞恶性发展相关。此外,对转录因子结合基序在不同乳腺癌亚型中的可及性差异进行了分析,发现SNAI2在三阴性乳腺癌样本中具有显著高的可及性,提示SNAI2在三阴性乳腺癌中具有潜在的特异性调控作用。 展开更多
关键词 乳腺癌 单细胞 单细胞染色质可及性测序(scatac-seq) 转录因子
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Single-cell analyses reveal cannabidiol rewires tumor microenvironment via inhibiting alternative activation of macrophage and synergizes with anti-PD-1 in colon cancer 被引量:3
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作者 Xiaofan Sun Lisha Zhou +10 位作者 Yi Wang Guoliang Deng Xinran Cao Bowen Ke Xiaoqi Wu Yanhong Gu Haibo Cheng Qiang Xu Qianming Du Hongqi Chen Yang Sun 《Journal of Pharmaceutical Analysis》 SCIE CAS CSCD 2023年第7期726-744,共19页
Colorectal tumors often create an immunosuppressive microenvironment that prevents them from responding to immunotherapy.Cannabidiol(CBD)is a non-psychoactive natural active ingredient from the cannabis plant that has... Colorectal tumors often create an immunosuppressive microenvironment that prevents them from responding to immunotherapy.Cannabidiol(CBD)is a non-psychoactive natural active ingredient from the cannabis plant that has various pharmacological effects,including neuroprotective,antiemetic,anti-inflammatory,and antineoplastic activities.This study aimed to elucidate the specific anticancer mechanism of CBD by single-cell RNA sequencing(scRNA-seq)and single-cell ATAC sequencing(scATAC-seq)technologies.Here,we report that CBD inhibits colorectal cancer progression by modulating the suppressive tumor microenvironment(TME).Our single-cell transcriptome and ATAC sequencing results showed that CBD suppressed M2-like macrophages and promoted M1-like macrophages in tumors both in strength and quantity.Furthermore,CBD significantly enhanced the interaction between M1-like macrophages and tumor cells and restored the intrinsic anti-tumor properties of macrophages,thereby preventing tumor progression.Mechanistically,CBD altered the metabolic pattern of macrophages and related anti-tumor signaling pathways.We found that CBD inhibited the alternative activation of macrophages and shifted the metabolic process from oxidative phosphorylation and fatty acid oxidation to glycolysis by inhibiting the phosphatidylinositol 3-kinase-protein kinase B signaling pathway and related downstream target genes.Furthermore,CBD-mediated macrophage plasticity enhanced the response to anti-programmed cell death protein-1(PD-1)immunotherapy in xenografted mice.Taken together,we provide new insights into the anti-tumor effects of CBD. 展开更多
关键词 scRNA-seq scatac-seq CANNABIDIOL Colorectal cancer Tumor microenvironment MACROPHAGE
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单细胞染色质转座酶可及性高通量测序技术及其应用
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作者 赵若含 赵净颖 +3 位作者 柏毅承 张瑞芳 贾俊静 豆腾飞 《生物技术通报》 CAS CSCD 北大核心 2023年第12期109-117,共9页
单细胞染色质转座酶可及性的高通量测序(single-cell assay for transposase-accessible chromatin with high-throughput sequencing,scATAC-seq)是利用转座酶研究单细胞染色质开放性的高通量测序技术,对于研究全基因组的表观遗传调控... 单细胞染色质转座酶可及性的高通量测序(single-cell assay for transposase-accessible chromatin with high-throughput sequencing,scATAC-seq)是利用转座酶研究单细胞染色质开放性的高通量测序技术,对于研究全基因组的表观遗传调控具有重要的意义。可从多个维度揭示有关染色质“组装”的重要信息,从而映射出细胞中的转录因子调控蛋白的结合区域和核小体定位等信息。目前,scATAC-seq技术已在生物和医学领域得到广泛应用,主要用于开放染色质图谱的绘制、细胞分化和发育、疾病致病机制以及肿瘤微环境的研究。本文阐述了scATAC-seq技术研究单细胞染色质开放区域的发展概况、数据分析和相关应用,期望对单细胞全基因组水平的染色质开放区域研究、顺式调控元件鉴定以及遗传调控网络的解析等提供借鉴,以期为今后更好的在生命科学研究中起到推动作用。 展开更多
关键词 scatac-seq 数据分析 应用
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A single-cell atlas of mouse olfactory bulb chromatin accessibility
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作者 Yin Chen Xiangning Ding +14 位作者 Shiyou Wang Peiwen Ding Zaoxu Xu Jiankang Li Mingyue Wang Rong Xiang Xiaoling Wang Haoyu Wang Qikai Feng Jiaying Qiu Feiyue Wang Zhen Fluang Xingliang Zhang Gen Tang Shengping Tang 《Journal of Genetics and Genomics》 SCIE CAS CSCD 2021年第2期147-162,共16页
Olfaction,the sense of smell,is a fundamental trait crucial to many species.The olfactory bulb(OB)plays pivotal roles in processing and transmitting odor information from the environment to the brain.The cellular hete... Olfaction,the sense of smell,is a fundamental trait crucial to many species.The olfactory bulb(OB)plays pivotal roles in processing and transmitting odor information from the environment to the brain.The cellular heterogeneity of the mouse OB has been studied using single-cell RNA sequencing.However,the epigenetic landscape of the m OB remains mostly unexplored.Herein,we apply single-cell assay for transposaseaccessible chromatin sequencing to profile the genome-wide chromatin accessibility of 9,549 single cells from the m OB.Based on single-cell epigenetic signatures,m OB cells are classified into 21 clusters corresponding to 11 cell types.We identify distinct sets of putative regulatory elements specific to each cell cluster from which putative target genes and enriched potential functions are inferred.In addition,the transcription factor motifs enriched in each cell cluster are determined to indicate the developmental fate of each cell lineage.Our study provides a valuable epigenetic data set for the m OB at single-cell resolution,and the results can enhance our understanding of regulatory circuits and the therapeutic capacity of the OB at the single-cell level. 展开更多
关键词 scatac-seq Mouse olfactory bulb Chromatin accessibility Transcription factor Endogenous retroviral elements Co-embedding analysis
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Signac.UIO:基于R-Shiny技术的单细胞ATAC-seq数据交互式分析平台构建与应用
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作者 罗玉燕 罗晓敏 +1 位作者 黄洁茹 徐斯文 《中国生物化学与分子生物学报》 2025年第11期1579-1589,共11页
单细胞染色质可及性测序(Single-cell assay for transposase-accessible chromatin sequencing,scATAC-seq)是解析细胞异质性与基因调控网络的重要技术,在表观遗传研究中应用广泛。但其数据分析流程复杂和编程门槛高,阻碍了在非程序员... 单细胞染色质可及性测序(Single-cell assay for transposase-accessible chromatin sequencing,scATAC-seq)是解析细胞异质性与基因调控网络的重要技术,在表观遗传研究中应用广泛。但其数据分析流程复杂和编程门槛高,阻碍了在非程序员科研群体中的推广应用。为此,本文基于R语言的Shiny框架,整合Signac与Seurat等主流分析工具,开发了模块化、可视化的scATAC-seq数据分析平台--Signac.UIO。平台包含数据质控、细胞过滤、降维聚类、差异分析、细胞注释、通路富集、模体识别与转录因子足迹等10个功能模块,覆盖分析流程各关键环节。用户可通过图形界面完成操作,获得交互式可视化结果。平台已在PBMC公开数据集上验证其稳定性与实用性,现部署于服务器(https://xulabgdpu.org.cn/Signac.UIO),为单细胞表观组学研究提供了高效和易用的技术支撑。 展开更多
关键词 单细胞染色质可及性 R语言可视化平台 交互式分析平台 数据可视化 生物信息学工具
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Single-cell RNA-seq and chromatin accessibility profiling decipher the heterogeneity of mouseγδT cells 被引量:5
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作者 Zhenhua Li Quanli Yang +13 位作者 Xin Tang Yiming Chen Shanshan Wang Xiaojie Qi Yawen Zhang Zonghua Liu Jing Luo Hui Liu Yongbing Ba Lianxia Guo Baojian Wu Fang Huang Guangchao Cao Zhinan Yin 《Science Bulletin》 SCIE EI CSCD 2022年第4期408-426,M0004,共20页
The distinct characteristics ofγδT cells determine their vital roles in the formation of local immune responses and contribute to tissue homeostasis.However,the heterogeneity ofγδT cells across tissues remains unc... The distinct characteristics ofγδT cells determine their vital roles in the formation of local immune responses and contribute to tissue homeostasis.However,the heterogeneity ofγδT cells across tissues remains unclear.By combining transcriptional and chromatin analyses with a truly unbiased fashion,we constructed a single-cell transcriptome and chromatin accessibility landscape of mouseγδT cells in the lymph,spleen,and thymus.We also revealed the heterogeneity ofγδT1 andγδT17 cells across these tissues and inferred their potential regulatory mechanisms.In the thymus,we reconstructed the developmental trajectory and gained further insights into the signature genes from the mature stage,intermediate stage,and immature stage ofγδT cells on the basis of single-cell RNA sequencing and single-cell assay for transposase-accessible chromatin sequencing data.Notably,a novel Gzma^(+)γδT cell subset was identified with immature properties and only localized to the thymus.Finally,NR1 D1,a circadian transcription factor(TF),was validated as a key and negative regulator ofγδT17 cell differentiation by performing a combined analysis of TF motif enrichment,regulon enrichment,and Nr1 d1 knockout mice.In summary,our data represent a comprehensive mapping on the transcriptome and chromatin accessibility dynamics of mouseγδT cells,providing a valuable resource and reference for future studies onγδT cells. 展开更多
关键词 γδT cell scRNA-seq scatac-seq Innate immunity HETEROGENEITY
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Fundamental and practical approaches for single-cell ATAC-seq analysis 被引量:1
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作者 Peiyu Shi Yage Nie +3 位作者 Jiawen Yang Weixing Zhang Zhongjie Tang Jin Xu 《aBIOTECH》 CSCD 2022年第3期212-223,共12页
Assays for transposase-accessible chromatin through high-throughput sequencing(ATAC-seq)are effective tools in the study of genome-wide chromatin accessibility landscapes.With the rapid development of single-cell tech... Assays for transposase-accessible chromatin through high-throughput sequencing(ATAC-seq)are effective tools in the study of genome-wide chromatin accessibility landscapes.With the rapid development of single-cell technology,open chromatin regions that play essential roles in epigenetic regulation have been measured at the single-cell level using single-cell ATAC-seq approaches.The application of scATAC-seq has become as popular as that of scRNA-seq.However,owing to the nature of scATAC-seq data,which are sparse and noisy,processing the data requires different methodologies and empirical experience.This review presents a practical guide for processing scATAC-seq data,from quality evaluation to downstream analysis,for various applications.In addition to the epigenomic profiling from scATAC-seq,we also discuss recent studies in which the function of non-coding variants has been investigated based on cell type-specific cis-regulatory elements and how to use the by-product genetic information obtained from scATAC-seq to infer single-cell copy number variants and trace cell lineage.We anticipate that this review will assist researchers in designing and implementing scATAC-seq assays to facilitate research in diverse fields. 展开更多
关键词 Chromatin accessibility scatac-seq Data analysis Bioinformatic tools
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Osteoimmunology research in rheumatoid arthritis:From single-cell omics approach
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作者 Nan Hu Jing Wang +5 位作者 Bomiao Ju Yuanyuan Li Ping Fan Xinxin Jin Xiaomin Kang Shufang Wu 《Chinese Medical Journal》 SCIE CAS CSCD 2023年第14期1642-1652,共11页
Cellular immune responses as well as generalized and periarticular bone loss are the key pathogenic features of rheumatoid arthritis(RA).Under the pathological conditions of RA,dysregulated inflammation and immune pro... Cellular immune responses as well as generalized and periarticular bone loss are the key pathogenic features of rheumatoid arthritis(RA).Under the pathological conditions of RA,dysregulated inflammation and immune processes tightly interact with skeletal system,resulting in pathological bone damage via inhibition of bone formation or induction of bone resorption.Singlecell omics technologies are revolutionary tools in the field of modern biological research.They enable the display of the state and function of cells in various environments from a single-cell resolution,thus making it conducive to identify the dysregulated molecular mechanisms of bone destruction in RA as well as the discovery of potential therapeutic targets and biomarkers.Here,we summarize the latest findings of single-cell omics technologies in osteoimmunology research in RA.These results suggest that single-cell omics have made significant contributions to transcriptomics and dynamics of specific cells involved in bone remodeling,providing a new direction for our understanding of cellular heterogeneity in the study of osteoimmunology in RA. 展开更多
关键词 Rheumatoid arthritis OSTEOIMMUNOLOGY Single-cell omics Single-cell RNA sequencing scatac-seq
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