Single cell RNA sequencing

单细胞 RNA 测序
  • 文章类型: Journal Article
    Hyperin是负责圣约翰草(贯叶连翘)作为抗抑郁药的有效性的化合物,但其完整的生物合成仍然未知。基于大量RNA测序数据的共表达分析或基因组挖掘的基因发现未能发现hyperforin生物合成中的缺失步骤。在这里,我们对组装成32条染色体的1.54Gb四倍体H.perforatum基因组进行了测序,支架N50值为42.44Mb。通过单细胞RNA-seq,我们发现了一种细胞,超级细胞,其中,从头生物合成在叶子和花朵中都发生。通过途径在酵母和烟草中重建,我们鉴定并表征了四种跨膜异戊二烯转移酶(HpPT1-4)来解决金丝桃素的生物合成,定位于质体包膜。通过涉及不规则类异戊二烯偶联和串联环化的反应级联产生了超精蛋白多环支架。我们的发现揭示了hyperforin的生物合成方式和位置,从而实现了完整途径的合成生物学重建。这些结果加深了我们对细胞水平的特殊代谢的理解,我们预计植物代谢途径阐明的加速。
    Hyperforin is the compound responsible for the effectiveness of St. John\'s wort (Hypericum perforatum) as an antidepressant, but its complete biosynthesis remains unknown. Gene discovery based on co-expression analysis of bulk RNA-sequencing data or genome mining failed to discover the missing steps in hyperforin biosynthesis. Here we sequenced the 1.54 Gb tetraploid H. perforatum genome assembled into 32 chromosomes with scaffold N50 value of 42.44 Mb. By single-cell RNA-seq, we identified a type of cells, Hyper cells, wherein hyperforin biosynthesis de novo takes place in both leaves and flowers. Through pathway reconstitution in yeast and tobacco, we identify and characterize four transmembrane prenyltransferases (HpPT1-4) to resolve hyperforin biosynthesis, which localize to the plastid envelope. The hyperforin polycyclic scaffold is created by a reaction cascade involving an irregular isoprenoid coupling and a tandem cyclization. Our findings reveal how and where hyperforin is biosynthesized that enables synthetic-biology reconstitution of the complete pathway. These results deepen our comprehension of specialized metabolism at the cellular level, and we anticipate acceleration of pathway elucidation in plant metabolism.
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  • 文章类型: Journal Article
    目的:虽然睑板腺功能障碍(MGD)被广泛认为是蒸发性干眼病的主要原因,对正常的腺体分化和脂质合成或腺体萎缩和脂质分泌异常的机制知之甚少。这项研究的目的是使用单细胞和空间转录组学来探测细胞组成的变化,分化,与MGD的两种小鼠模型相关的基因表达:野生型小鼠中与年龄相关的腺体萎缩和酰基CoA蜡醇酰基转移酶2(Awat2)敲除(KO)小鼠中的粘脂质量改变。
    方法:年轻(6个月)和年龄(22个月)野生型,在这些研究中使用C57Bl/6小鼠和年轻(3个月)和年龄(13个月)的Awat2KO小鼠。对于单细胞分析,从上眼睑和下眼睑上切下睑板,和单细胞分离并提交给UCI基因组核心,在进行空间分析时,将冷冻组织切片在干冰上运送到ResolveBiosciences,并使用特定的睑板腺对切片进行一式两份的探测,100基因分子制图小组。
    结果:基因表达模式分析确定了脂肪生成基因在细胞分化过程中的分层表达,这可能会控制meibum脂质的逐渐合成;与年龄相关的milibocyes减少;和增加的免疫细胞浸润。此外,我们在Awat2KO小鼠中检测到独特的免疫细胞群,提示牛皮癣样激活,可能由导管扩张和增生引起的炎症途径。
    结论:这些发现共同支持控制腺体功能和功能障碍的新机制。
    OBJECTIVE: While meibomian gland dysfunction (MGD) is widely recognized as a major cause of evaporative dry eye disease, little is known about normal gland differentiation and lipid synthesis or the mechanism underlying gland atrophy and abnormal lipid secretion. The purpose of this study was to use single-cell and spatial transcriptomics to probe changes in cell composition, differentiation, and gene expression associated with two murine models of MGD: age-related gland atrophy in wild-type mice and altered meibum quality in acyl-CoA wax alcohol acyltransferase 2 (Awat2) knockout (KO) mice.
    METHODS: Young (6 month) and old (22 month) wild type, C57Bl/6 mice and young (3 month) and old (13 month) Awat2 KO mice were used in these studies. For single-cell analysis, the tarsal plate was dissected from the upper and lower eyelids, and single cells isolated and submitted to the UCI Genomic Core, while for the spatial analysis frozen tissue sections were shipped to Resolve Biosciences on dry ice and sections probed in duplicate using a meibomian gland specific, 100 gene Molecular Chartography panel.
    RESULTS: Analysis of gene expression patterns identified the stratified expression of lipogenic genes during meibocyte differentiation, which may control the progressive synthesis of meibum lipids; an age-related decrease in meibocytes; and increased immune cell infiltration. Additionally, we detected unique immune cell populations in the Awat2 KO mouse suggesting activation of psoriasis-like, inflammatory pathways perhaps caused by ductal dilation and hyperplasia.
    CONCLUSIONS: Together these findings support novel mechanism controlling gland function and dysfunction.
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  • 文章类型: Journal Article
    神经性疼痛的特征是周期性或连续性的痛觉过敏,麻木,或异常性疼痛,和对体感神经系统的侮辱的结果。周围神经损伤诱导外周感觉神经元转录重编程,有助于增加脊髓伤害性输入和神经性疼痛的发展。神经性疼痛的有效治疗仍然是未满足的医学需求,因为目前的治疗剂提供有限的有效性并且具有不期望的效果。了解周围神经损伤引起的神经病变的转录变化可能为新型镇痛药提供途径。我们的文献检索确定了65篇探索周围神经损伤后转录组变化的论文,其中许多是在动物模型中进行的。我们仔细检查它们的转录变化数据,并进行基因本体论富集分析,以揭示它们的共同功能概况。专注于参与“疼痛的感觉感知”的基因(GO:0019233),我们确定了不同离子通道的转录变化,受体,和神经递质,阐明其在伤害性感受中的作用。检查外周感觉神经元亚型特异性转录重编程和再生相关基因,我们研究了超敏反应的下游调节。确定转录调控机制的时间程序可能有助于开发更好的治疗方法,以有效和选择性地靶向它们,从而防止神经性疼痛的发展而不影响其他生理功能。
    Neuropathic pain is characterised by periodic or continuous hyperalgesia, numbness, or allodynia, and results from insults to the somatosensory nervous system. Peripheral nerve injury induces transcriptional reprogramming in peripheral sensory neurons, contributing to increased spinal nociceptive input and the development of neuropathic pain. Effective treatment for neuropathic pain remains an unmet medical need as current therapeutics offer limited effectiveness and have undesirable effects. Understanding transcriptional changes in peripheral nerve injury-induced neuropathy might offer a path for novel analgesics. Our literature search identified 65 papers exploring transcriptomic changes post-peripheral nerve injury, many of which were conducted in animal models. We scrutinize their transcriptional changes data and conduct gene ontology enrichment analysis to reveal their common functional profile. Focusing on genes involved in \'sensory perception of pain\' (GO:0019233), we identified transcriptional changes for different ion channels, receptors, and neurotransmitters, shedding light on its role in nociception. Examining peripheral sensory neurons subtype-specific transcriptional reprograming and regeneration-associated genes, we delved into downstream regulation of hypersensitivity. Identifying the temporal program of transcription regulatory mechanisms might help develop better therapeutics to target them effectively and selectively, thus preventing the development of neuropathic pain without affecting other physiological functions.
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  • 文章类型: Journal Article
    特发性声门下狭窄(ISGS)是一种罕见的上气管纤维化疾病,其病理机制未知。它通常影响成年白人女性患者,导致由进行性瘢痕形成和炎症引起的严重气道收缩,并伴有呼吸困难的临床症状,喘鸣和声音的潜在变化。内镜治疗经常导致复发,而手术切除和重建提供了极好的长期功能结果。这项研究旨在使用单细胞RNA测序来鉴定迄今为止尚未识别的ISGS病理方面。我们的scRNAseq分析揭示了声门下瘢痕组织的细胞组成,包括病理的存在,促纤维化成纤维细胞亚型和施万细胞在促纤维化状态的存在。此外,发现与病理学相关的浆细胞增加.使用扩展的生物信息学分析,我们解码了细胞外基质因子的病理相关变化。我们的数据确定了ISGS中正在进行的纤维化过程,并为成纤维细胞的贡献提供了新的见解。雪旺细胞和浆细胞对ISGS的发病机制。这些知识可能会影响ISGS诊断和治疗新方法的开发。
    Idiopathic subglottic stenosis (ISGS) is a rare fibrotic disease of the upper trachea with an unknown pathomechanism. It typically affects adult Caucasian female patients, leading to severe airway constrictions caused by progressive scar formation and inflammation with clinical symptoms of dyspnoea, stridor and potential changes to the voice. Endoscopic treatment frequently leads to recurrence, whereas surgical resection and reconstruction provides excellent long-term functional outcome. This study aimed to identify so far unrecognized pathologic aspects of ISGS using single cell RNA sequencing. Our scRNAseq analysis uncovered the cellular composition of the subglottic scar tissue, including the presence of a pathologic, profibrotic fibroblast subtype and the presence of Schwann cells in a profibrotic state. In addition, a pathology-associated increase of plasma cells was identified. Using extended bioinformatics analyses, we decoded pathology-associated changes of factors of the extracellular matrix. Our data identified ongoing fibrotic processes in ISGS and provide novel insights on the contribution of fibroblasts, Schwann cells and plasma cells to the pathogenesis of ISGS. This knowledge could impact the development of novel approaches for diagnosis and therapy of ISGS.
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  • 文章类型: Journal Article
    背景:Duchenne型肌营养不良是一种由肌营养不良蛋白基因突变产生的遗传性疾病,其特征是早期发作的肌肉无力导致严重和不可逆转的残疾。肌肉退化涉及空间上位于损伤区域内的多个细胞谱系之间的复杂相互作用。被称为退化生态位,包括炎症细胞,卫星细胞(SCs)和纤维脂肪前体细胞(FAP)。FAP是间充质干细胞,其在肌肉稳态中具有关键作用,因为它们可以通过扩张纤维化和脂肪组织来促进肌肉再生或促成肌肉变性。尽管已经描述了FAP在DMD患者中可能具有与健康对照不同的行为,调节其功能的分子途径以及其基因表达谱是未知的。方法:我们使用单细胞RNA测序(scRNAseq)与10X基因组学和Illumina技术来阐明来自健康和DMD患者的分离FAP的转录谱差异。结果:来自两个组的FAP中的基因签名显示转录差异。Seurat分析将细胞簇分类为增殖性FAP,监管FAP,炎性FAP,和肌成纤维细胞。健康和DMDFAP之间的差异表达基因(DEGs)包括DMD中上调的基因CHI3L1,EFEMP1,MFAP5和TGFBR2。功能分析突出了系统开发中的区别,伤口愈合,和对照FAP中的细胞骨架组织,而细胞外组织,降解,DMDFAP中胶原降解上调。使用qPCR验证其他样品(n=9)中的DEGs增强了病理设置对FAP异质性的特定影响,反映了它们对体内纤维或脂肪变性的独特贡献。结论:使用来自人类样品的单细胞RNAseq为研究细胞协调提供了新的机会,以进一步了解肌营养不良中发生的肌肉稳态和变性的调节。
    Background: Duchenne muscular dystrophy is a genetic disease produced by mutations in the dystrophin gene characterized by early onset muscle weakness leading to severe and irreversible disability. Muscle degeneration involves a complex interplay between multiple cell lineages spatially located within areas of damage, termed the degenerative niche, including inflammatory cells, satellite cells (SCs) and fibro-adipogenic precursor cells (FAPs). FAPs are mesenchymal stem cell which have a pivotal role in muscle homeostasis as they can either promote muscle regeneration or contribute to muscle degeneration by expanding fibrotic and fatty tissue. Although it has been described that FAPs could have a different behavior in DMD patients than in healthy controls, the molecular pathways regulating their function as well as their gene expression profile are unknown. Methods: We used single-cell RNA sequencing (scRNAseq) with 10X Genomics and Illumina technology to elucidate the differences in the transcriptional profile of isolated FAPs from healthy and DMD patients. Results: Gene signatures in FAPs from both groups revealed transcriptional differences. Seurat analysis categorized cell clusters as proliferative FAPs, regulatory FAPs, inflammatory FAPs, and myofibroblasts. Differentially expressed genes (DEGs) between healthy and DMD FAPs included upregulated genes CHI3L1, EFEMP1, MFAP5, and TGFBR2 in DMD. Functional analysis highlighted distinctions in system development, wound healing, and cytoskeletal organization in control FAPs, while extracellular organization, degradation, and collagen degradation were upregulated in DMD FAPs. Validation of DEGs in additional samples (n = 9) using qPCR reinforced the specific impact of pathological settings on FAP heterogeneity, reflecting their distinct contribution to fibro or fatty degeneration in vivo. Conclusion: Using the single-cell RNA seq from human samples provide new opportunities to study cellular coordination to further understand the regulation of muscle homeostasis and degeneration that occurs in muscular dystrophies.
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  • 文章类型: Journal Article
    角化是一种以铜依赖性方式调节细胞死亡的新类型,并已被报道参与各种恶性肿瘤的发生和发展。然而,透明细胞肾细胞癌(ccRCC)的角化和肿瘤微环境(TME)之间的关系尚不清楚.为了解决这个问题,我们整合了ccRCC不同阶段的单细胞RNA测序(scRNA-seq)数据集,系统地检查了ccRCC的TME中角化相关基因(CRGs)的独特表达模式,并使用空间转录组测序(ST-seq)数据集探索了关键特征。随着ccRCC的发展,癌组织中的细胞凋亡活性降低,治疗后恢复。我们确定了HILPDA+ccRCC1亚型,以缺氧为特征,作为易感细胞与更好的预后相关。HILPDA+ccRCC1亚型的主要共表达模块强调了在阴离子转运中的作用,对氧和PD-L1-PD-1途径的反应。此外,免疫抑制细胞可能通过HAVCR2-LGALS9,C3-C3AR1,HLA-A-CD8B和HLA-C-CD8A轴突与HILPDA+ccRCC1亚型相互作用,形成角化相关的TME景观.总之,我们预计这项研究将为ccRCC的治疗提供有价值的见解和潜在策略。
    Cuproptosis is a novel type to regulate cell death with copper-dependent manner, and has been reported to involve in the occurrence and development of various malignant tumors. However, the association between cuproptosis and the tumor microenvironment (TME) of clear cell renal cell carcinoma (ccRCC) remained unclear. To address this question, we integrated the single cell RNA sequencing (scRNA-seq) datasets of ccRCC across different stages, systematically examined the distinctive expression patterns of cuproptosis-related genes (CRGs) within the TME of ccRCC, and explored the crucial signatures using the spatial transcriptome sequencing (ST-seq) dataset. The cuproptosis activities reduced in cancer tissues along with the ccRCC development, and recovered after therapy. We identified HILPDA+ ccRCC1 subtype, characterized with hypoxia, as cuproptosis susceptible cells associated with a better prognosis. The main co-expression modules of HILPDA+ ccRCC1 subtype highlighted the role in anion transport, response to oxygen species and PD-L1-PD-1 pathway. Furthermore, the immunosuppressive cells might interact with HILPDA+ ccRCC1 subtype via HAVCR2-LGALS9, C3-C3AR1, HLA-A-CD8B and HLA-C-CD8A axises to shape the cuproptosis-related TME landscape. In summary, we anticipate that this study will offer valuable insights and potential strategies of cuproptosis for therapy of ccRCC.
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  • 文章类型: Case Reports
    背景:气管腺样囊性癌(ACC)是一种生长缓慢但侵袭性的恶性肿瘤,局部复发率和远处转移率高。气管ACC表现出低的突变负担以及高的突变多样性,通常对化疗药物反应不好。
    方法:我们介绍了一例罕见的原发性气管ACC,最初表现为非特异性颈痛和球形感觉,最终采用气管切除后放化疗治疗。随后使用单细胞RNA测序(scRNAseq)进行肿瘤内T细胞受体(TCR)库的免疫谱分析。
    结果:我们描述了一个罕见的原发性气管腺样囊性癌病例,强调了几种治疗原则,并为肿瘤内T细胞群提供了新的见解。
    结论:原发性气管ACC最常见的是手术切除,然后进行辅助治疗。肿瘤免疫微环境的进一步表征对于更好地了解ACC疾病生物学和识别潜在的治疗靶标是必要的。
    BACKGROUND: Tracheal adenoid cystic carcinoma (ACC) is a slow growing yet aggressive malignancy with high rates of local recurrence as well as distant metastasis. Tracheal ACC exhibit a low mutation burden along with high mutational diversity, and generally do not respond well to chemotherapeutics.
    METHODS: We present a rare case of primary tracheal ACC initially presenting with nonspecific cervicalgia and globus sensation that was ultimately treated with tracheal resection followed by chemoradiation. Immune profiling of intratumoral T-cell receptor (TCR) repertoire was subsequently performed using single cell RNA sequencing (scRNAseq).
    RESULTS: We describe a rare case of primary tracheal adenoid cystic carcinoma highlighting several management principles as well as providing new insights into intratumor T cell populations.
    CONCLUSIONS: Primary tracheal ACC is most commonly treated with surgical resection followed by adjuvant therapy. Further characterization of the tumor immune microenvironment is necessary to better understand ACC disease biology and to identify potential therapeutic targets.
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  • 文章类型: Journal Article
    背景:代谢产物相关的细胞通讯在维持人类生物学功能方面发挥着关键作用。然而,大多数现有的工具和资源只关注配体-受体相互作用对,其中两个伴侣都是蛋白质的,忽略其他非蛋白质分子。为了解决这个差距,我们介绍了MRCLinkdb数据库和算法,它聚集和组织细胞间通讯中与非蛋白质L-R相互作用相关的数据,为基于代谢物相关的配体-受体相互作用预测细胞间通讯提供了有价值的资源。
    结果:这里,我们从文献和已知数据库中手动策划了代谢物-配体-受体(ML-R)相互作用,最终收集超过790人和670只小鼠ML-R相互作用。此外,我们汇编了与这些代谢物相关的超过1900种酶和260种转运蛋白条目的信息.我们开发了基于代谢物受体的细胞链接数据库(MRCClinkdb)来存储这些ML-R相互作用数据。同时,该平台还提供了广泛的信息来呈现ML-R交互,包括基本代谢物信息和代谢物相关基因集的整体表达景观(如受体,酶,和转运蛋白)基于单细胞转录组学测序(覆盖35个人类和26个小鼠组织,52种人类和44种小鼠细胞类型)和大量RNA-seq/微阵列数据(包括62种人类和39种小鼠组织)。此外,MRCLinkdb引入了一个专门用于分析基于ML-R交互的细胞间通信的Web服务器。MRCLinkdb可在https://www上免费获得。cellknowledge.com.cn/mrclinkdb/.
    结论:除了补充配体-受体数据库,MRCClinkdb可以提供用于解码蜂窝间通信和基于ML-R交互推进相关预测工具的新观点。
    BACKGROUND: Metabolite-associated cell communications play critical roles in maintaining human biological function. However, most existing tools and resources focus only on ligand-receptor interaction pairs where both partners are proteinaceous, neglecting other non-protein molecules. To address this gap, we introduce the MRCLinkdb database and algorithm, which aggregates and organizes data related to non-protein L-R interactions in cell-cell communication, providing a valuable resource for predicting intercellular communication based on metabolite-related ligand-receptor interactions.
    RESULTS: Here, we manually curated the metabolite-ligand-receptor (ML-R) interactions from the literature and known databases, ultimately collecting over 790 human and 670 mouse ML-R interactions. Additionally, we compiled information on over 1900 enzymes and 260 transporter entries associated with these metabolites. We developed Metabolite-Receptor based Cell Link Database (MRCLinkdb) to store these ML-R interactions data. Meanwhile, the platform also offers extensive information for presenting ML-R interactions, including fundamental metabolite information and the overall expression landscape of metabolite-associated gene sets (such as receptor, enzymes, and transporter proteins) based on single-cell transcriptomics sequencing (covering 35 human and 26 mouse tissues, 52 human and 44 mouse cell types) and bulk RNA-seq/microarray data (encompassing 62 human and 39 mouse tissues). Furthermore, MRCLinkdb introduces a web server dedicated to the analysis of intercellular communication based on ML-R interactions. MRCLinkdb is freely available at https://www.cellknowledge.com.cn/mrclinkdb/ .
    CONCLUSIONS: In addition to supplementing ligand-receptor databases, MRCLinkdb may provide new perspectives for decoding the intercellular communication and advancing related prediction tools based on ML-R interactions.
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  • 文章类型: Journal Article
    腹主动脉瘤(AAA)是一种高度致命的心血管疾病,鉴于该疾病的复杂病理生理学,目前缺乏有效的药物治疗。这里,我们分析了AAA患者和小鼠模型的单细胞RNA测序数据,揭示了关键的病理变化,包括巨噬细胞的M1样极化和平滑肌细胞(SMC)收缩功能的丧失。两种细胞类型都表达整联蛋白αvβ3,从而允许用单个合理设计的分子进行双重靶向。为此,我们设计了一种生物相容性纳米药物,我们称之为EVMS@R-HNC,由封装有乙型肝炎病毒核心蛋白的多功能药物依维莫司(EVMS)组成,该蛋白修饰为包含RGD序列以特异性结合整联蛋白αvβ3。体外和体内结果显示EVMS@R-HNC可以靶向巨噬细胞和SMC。纳米药物结合后,EVMS在细胞内释放,在那里它表现出多种功能,包括抑制M1巨噬细胞极化,从而抑制自我传播的炎症级联反应和免疫微环境失衡,同时保持SMC的正常收缩功能。总的来说,这些结果表明,EVMS@R-HNC为AAA的治疗提供了一种非常有前景的治疗方法.本文受版权保护。保留所有权利。
    Abdominal aortic aneurysm (AAA) is a highly lethal cardiovascular disease that currently lacks effective pharmacological treatment given the complex pathophysiology of the disease. Here, single-cell RNA-sequencing data from patients with AAA and a mouse model are analyzed, which reveals pivotal pathological changes, including the M1-like polarization of macrophages and the loss of contractile function in smooth muscle cells (SMCs). Both cell types express the integrin αvβ3, allowing for their dual targeting with a single rationally designed molecule. To this end, a biocompatible nanodrug, which is termed EVMS@R-HNC, that consists of the multifunctional drug everolimus (EVMS) encapsulated by the hepatitis B virus core protein modifies to contain the RGD sequence to specifically bind to integrin αvβ3 is designed. Both in vitro and in vivo results show that EVMS@R-HNC can target macrophages as well as SMCs. Upon binding of the nanodrug, the EVMS is released intracellularly where it exhibits multiple functions, including inhibiting M1 macrophage polarization, thereby suppressing the self-propagating inflammatory cascade and immune microenvironment imbalance, while preserving the normal contractile function of SMCs. Collectively, these results suggest that EVMS@R-HNC presents a highly promising therapeutic approach for the management of AAA.
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  • 文章类型: Journal Article
    背景:中性粒细胞在阿尔茨海默病(AD)病理学中起重要作用。然而,它们的异质性程度仍然缺乏探索,特别是在开发靶向这些细胞的新疗法的背景下。
    结果:我们研究了从AD小鼠外周血样品中纯化的嗜中性粒细胞的群体结构。利用单细胞RNA测序,我们将中性粒细胞群体全面映射到六个不同的簇中,发现Neu-5亚群在AD小鼠中特别富集。该子集表现出较少的特异性颗粒和较低的成熟评分。基因本体论(GO)分析揭示参与细胞因子介导的信号传导的基因在Neu-5簇中下调。此外,我们发现Ccrl2基因在这个亚组中是特别上调的,这在AD小鼠中通过流式细胞术证实。最后,免疫组织化学染色表明AD小鼠脑中CCRL2蛋白增加。
    结论:我们确定了一个独特的CCRL2阳性中性粒细胞簇,在AD小鼠的外周血中特别富集。
    BACKGROUND: Neutrophils play an essential role in Alzheimer\'s disease (AD) pathology. However, the extent of their heterogeneity remains poorly explored, particularly in the context of developing novel therapies targeting these cells.
    RESULTS: We investigate the population structure of neutrophils purified from peripheral blood samples of AD mice. Utilizing single cell RNA sequencing, we comprehensively map neutrophil populations into six distinct clusters and find that the Neu-5 subset is specially enriched in AD mice. This subset exhibits fewer specific granules and a lower mature score. Gene ontology (GO) analysis reveals that genes involved in cytokine-mediated signaling are downregulated in the Neu-5 cluster. Furthermore, we identify the Ccrl2 gene is specifically upregulated in this subgroup, which is confirmed by flow cytometry in AD mice. Finally, immunohistochemical staining indicates that CCRL2 protein is increased in the brains of AD mice.
    CONCLUSIONS: We identify a unique CCRL2 positive neutrophil cluster, that is specifically enriched in the peripheral blood of AD mice.
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