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A small molecule allosterically activates SecA dependent secretion. 一种小分子变构激活SecA依赖性分泌。
IF 5.1 1区 生物学 Q1 BIOLOGY Pub Date : 2026-02-06 DOI: 10.1038/s42003-026-09623-w
Haitham Sedky, Mohamed Belal Hamed, Srinath Krishnamurthy, Patrick Chaltin, Arnaud Marchand, Vincent Pericolle, Matthias Versele, Spyridoula Karamanou, Anastassios Economou

The Sec pathway is an essential protein secretion route for all organisms. In bacteria, the SecA ATPase peripherally associates with the SecYEG channel to form the translocase that mediates preprotein export. Activation of the translocase depends strictly on the synergy of signal peptide and mature domain binding. Thus, client selectivity, translocase activation and protein secretion are coupled by one mechanism. We show here that a previously identified small molecule (HSI#6) binds SecA, modulates its intrinsic dynamics and allosterically activates the translocase in the absence of clients. By uncoupling translocase activation from preprotein binding, HSI#6 transformed the translocase into a promiscuous nanomachine that lost client selectivity and secreted unfolded pre- mature- and cytoplasmic- proteins with high efficiency in vivo or in vitro. To our knowledge, HSI#6 is the first activator of the Sec pathway and might offer unique opportunities for the discovery of new antibacterials.

Sec途径是所有生物必需的蛋白质分泌途径。在细菌中,SecA atp酶在外周与SecYEG通道结合形成转运酶,介导蛋白前体的输出。转位酶的激活严格依赖于信号肽和成熟结构域结合的协同作用。因此,客户选择性、转位酶激活和蛋白质分泌是由一个机制耦合的。我们在这里表明,先前鉴定的小分子(HSI#6)结合SecA,调节其内在动力学,并在没有客户的情况下变速激活转座酶。通过从蛋白前结合中解耦转座酶激活,HSI#6将转座酶转化为混杂的纳米机器,失去客户端选择性,在体内或体外高效地分泌未折叠的早熟蛋白和细胞质蛋白。据我们所知,HSI#6是Sec途径的第一个激活剂,可能为发现新的抗菌药物提供独特的机会。
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引用次数: 0
Sleep deprivation disrupts lacrimal gland homeostasis via hypothalamic-pituitary-adrenal axis and gut dysbiosis in mice. 睡眠剥夺通过下丘脑-垂体-肾上腺轴和肠道生态失调破坏小鼠泪腺稳态。
IF 5.1 1区 生物学 Q1 BIOLOGY Pub Date : 2026-02-06 DOI: 10.1038/s42003-026-09657-0
Shenzhen Huang, Shufan Yu, Wenxiao Zhang, Di Qi, Xiaoting Pei, Dingli Lu, Mengru Ba, Shuting Xuan, Duliurui Huang, Jingwen Yang, Zhijie Li

Sleep deprivation (SD) disrupts systemic homeostasis, but how it drives ocular surface disease remains unclear. Using a male mouse SD model, we show that chronic SD activates the hypothalamic-pituitary-adrenal (HPA) axis, elevates corticosterone, alters gut microbiota, and depletes short-chain fatty acids (SCFAs). These alterations coincide with lacrimal gland atrophy, reduced tear secretion, and increased CD4⁺/CD8⁺ T cell infiltration, accompanied by activation of IL-17-associated inflammatory pathways. Pharmacological inhibition of glucocorticoid synthesis with metyrapone preserves lacrimal gland structure and function while attenuating immune activation. Microbiome-directed interventions, including SCFA supplementation and fecal microbiota transplantation, rebalance gut communities, suppress pro-inflammatory T cell responses, and maintain lacrimal gland homeostasis. Transcriptomic and immunohistochemical analyses further reveal that all three interventions converge on the downregulation of IL-17 signaling. Collectively, these findings establish an HPA-gut microbiome-lacrimal gland axis that links neuroendocrine stress to microbial dysbiosis and ocular inflammation, and they suggest therapeutic strategies for SD-associated lacrimal gland dysfunction.

睡眠剥夺(SD)会破坏系统内稳态,但它是如何导致眼表疾病的仍不清楚。通过雄性小鼠SD模型,我们发现慢性SD激活下丘脑-垂体-肾上腺(HPA)轴,升高皮质酮,改变肠道微生物群,并消耗短链脂肪酸(SCFAs)。这些改变与泪腺萎缩、泪液分泌减少、CD4 + /CD8 + T细胞浸润增加、il -17相关炎症通路激活相吻合。药物抑制糖皮质激素合成的美替拉酮保留泪腺的结构和功能,同时减弱免疫激活。微生物组定向干预,包括补充SCFA和粪便微生物群移植,重新平衡肠道群落,抑制促炎T细胞反应,维持泪腺稳态。转录组学和免疫组织化学分析进一步揭示,所有三种干预措施都集中在IL-17信号的下调上。总的来说,这些发现建立了hpa -肠道微生物组-泪腺轴,将神经内分泌应激与微生物生态失调和眼部炎症联系起来,并为sd相关的泪腺功能障碍提供了治疗策略。
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引用次数: 0
Periodic confined cell migration drives partially reversible chromatin reorganization in cancer cell lines. 肿瘤细胞系中周期性的限制性细胞迁移驱动部分可逆的染色质重组。
IF 5.1 1区 生物学 Q1 BIOLOGY Pub Date : 2026-02-06 DOI: 10.1038/s42003-026-09637-4
Maria Del Valle Blazquez-Romero, Marco Mendivil-Carboni, Maria Sarasquete-Martinez, Alejandro Sainz-Agost, Fernando Falo, Marco De Corato, Maria Jose Gomez-Benito

Cells throughout physiological and pathological contexts are exposed to a broad spectrum of mechanical stimuli, triggering extensive nuclear deformation and chromatin remodeling. These mechanical cues drive the cell to dynamically adapt through coordinated structural, epigenetic, and biochemical mechanisms to withstand mechanical stress while protecting genomic integrity. However, whether such cellular adaptations are reversible or result in persistent alterations remains unresolved. In cancer metastasis, addressing this issue is critical: confined migration through narrow pores prompts chromatin condensation with heterochromatin enrichment, yet cancer cells must preserve their oncogenic potential while preparing for future deformations. Therefore, the ability of these cells to reconcile reversible chromatin remodeling and mechanical memory could be key to metastatic resilience. Here, using a custom-designed microfluidic device to monitor single-cell chromatin reorganization, we show confined migration induces partially-reversible chromatin condensation: total highly-condensed chromatin content is recovered after deformation, but the distribution of condensed chromatin clusters remains altered. Our findings highlight this duality of chromatin condensation as both a short-term adaptive response and a mechanical memory strategy, which could potentially contribute to address cancer invasiveness.

在生理和病理环境中,细胞暴露于广泛的机械刺激下,引发广泛的核变形和染色质重塑。这些机械信号驱动细胞通过协调的结构、表观遗传和生化机制来动态适应机械应力,同时保护基因组的完整性。然而,这种细胞适应是否可逆或导致持续的改变仍未解决。在癌症转移中,解决这一问题是至关重要的:通过狭窄孔隙的受限迁移促进染色质凝聚和异染色质富集,然而癌细胞必须在为未来的变形做准备的同时保持其致癌潜力。因此,这些细胞调和可逆染色质重塑和机械记忆的能力可能是转移弹性的关键。在这里,使用定制设计的微流体装置来监测单细胞染色质重组,我们发现有限的迁移诱导了部分可逆的染色质凝聚:变形后,总高度凝聚的染色质含量恢复,但凝聚染色质团簇的分布仍然改变。我们的研究结果强调了染色质凝聚的双重性,它既是一种短期适应性反应,也是一种机械记忆策略,这可能有助于解决癌症的侵袭性。
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引用次数: 0
ATM Inhibition Enhances Knock-in Efficiency by Suppressing AAV-Induced Activation of Apoptotic Pathways. ATM抑制通过抑制aav诱导的凋亡通路激活来提高敲入效率。
IF 5.1 1区 生物学 Q1 BIOLOGY Pub Date : 2026-02-06 DOI: 10.1038/s42003-026-09604-z
Munkh-Erdene Natsagdorj, Hiromasa Hara, Hideki Uosaki, Fumio Nakahara, Makoto Inoue, Yutaka Hanazono

CRISPR/Cas9-mediated genome editing has expanded the possibilities for precise gene modifications; however, the efficiency of targeted insertion remains suboptimal. In this study, we describe a triple-reporter system in mouse embryonic stem cells that simultaneously tracks double-strand break (DSB) induction, homology-directed repair (knock-in), and end-joining-mediated targeted insertion (EJ-TI). Using both plasmid and adeno-associated virus (AAV) donor vectors, our results demonstrate that ataxia telangiectasia and Rad3-related kinase (ATR) activity is essential for knock-in regardless of the donor type, whereas ataxia telangiectasia mutated (ATM) inhibition exhibits a donor-dependent role. In cells receiving circular plasmid donors, ATM inhibition with AZD1390 markedly reduced the knock-in and EJ-TI efficiencies, consistent with its canonical role in DSB repair. In contrast, with linear AAV donors, ATM inhibition enhanced the knock-in efficiency by suppressing the overactivation of the ATM-p53-caspase 3 apoptotic pathway and partially suppressing classical non-homologous end-joining. These findings highlight the critical influence of donor DNA configuration on DNA damage response signaling and provide a strategy for optimizing genome editing efficiency by selectively modulating the ATM pathways, an approach that may have significant implications for gene therapy, cell engineering, and other applications.

CRISPR/ cas9介导的基因组编辑扩大了精确基因修饰的可能性;然而,目标插入的效率仍然不是最优的。在这项研究中,我们在小鼠胚胎干细胞中描述了一个三重报告系统,该系统同时跟踪双链断裂(DSB)诱导、同源定向修复(敲入)和末端连接介导的靶向插入(EJ-TI)。使用质粒和腺相关病毒(AAV)供体载体,我们的研究结果表明,无论供体类型如何,共济失调毛细血管扩张和rad3相关激酶(ATR)活性对于敲入都是必不可少的,而共济失调毛细血管扩张突变(ATM)抑制表现出供体依赖性作用。在接受环状质粒供体的细胞中,AZD1390对ATM的抑制显著降低了敲入和eji - ti的效率,这与AZD1390在DSB修复中的典型作用一致。相反,在线性AAV供体中,ATM抑制通过抑制ATM-p53-caspase 3凋亡通路的过度激活和部分抑制经典非同源末端连接来提高敲入效率。这些发现强调了供体DNA结构对DNA损伤反应信号的关键影响,并提供了一种通过选择性调节ATM通路来优化基因组编辑效率的策略,这种方法可能对基因治疗、细胞工程和其他应用具有重要意义。
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引用次数: 0
Generating cisgenic sexing strains in insect pests. 在害虫中产生顺基因性别化品系。
IF 5.1 1区 生物学 Q1 BIOLOGY Pub Date : 2026-02-05 DOI: 10.1038/s42003-026-09624-9
Serafima Davydova, Junru Liu, Nikolay P Kandul, Igor Antoshechkin, Jonathan Mann, W Evan Braswell, Omar S Akbari, Angela Meccariello

Insect pest population control via sterile insect technique markedly benefits from separation by sex prior to release. To simplify this process, traditional genetics has been deployed to develop genetic sexing strains (GSSs) for several disease vectors and agricultural pests of vast economic significance, although very few are applied in the field due to associated fitness costs and instability. In this study, we generated a method to engineer cisgenic GSS (CGSS) in insects. We use CRISPR/Cas9-mediated homology-directed repair to seamlessly translocate a sex-specific alternatively spliced intron into a dominant phenotypic gene generating a genetically stable strain that enables sex-sorting by eye. To achieve this feat, we use Ceratitis capitata as our model and relied on the sex-specifically spliced intron of its endogenous transformer gene, which we seamlessly inserted a copy into the pupal colouration white pupae gene. This minimal modification resulted in the generation of a homozygous strain we term IMPERIAL that was genetically and phenotypically stable where all female pupae are brown while male pupae are white with overall good fitness. By minimally editing the genome, our novel CGSS approach can be applied to other pests that may aid more efficient and economically suitable pest control.

通过昆虫不育技术控制害虫种群明显受益于释放前的性别分离。为了简化这一过程,传统遗传学已经被用于开发具有巨大经济意义的几种病媒和农业害虫的遗传性别菌株(gss),尽管由于相关的适应度成本和不稳定性,很少在现场应用。在本研究中,我们提出了一种在昆虫中设计顺基因GSS (CGSS)的方法。我们使用CRISPR/ cas9介导的同源定向修复将一个性别特异性的可选剪接内含子无缝地转移到一个显性表型基因中,产生一个遗传稳定的菌株,可以通过眼睛进行性别分类。为了实现这一壮举,我们使用头角虫作为我们的模型,并依赖于其内源性转换基因的性别特异性剪接内含子,我们无缝地将其拷贝插入蛹着色白色蛹基因中。这种微小的修改导致了一种纯合子菌株的产生,我们称之为IMPERIAL,它在遗传和表型上都很稳定,所有的雌性蛹都是棕色的,而雄性蛹是白色的,总体上适应性很好。通过最小限度地编辑基因组,我们的新型CGSS方法可以应用于其他害虫,这可能有助于更有效和更经济地控制害虫。
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引用次数: 0
Selective binding of divalent cations reshapes nucleosome mechanics and unlocks histone tail dynamics. 二价阳离子的选择性结合重塑核小体力学并解锁组蛋白尾部动力学。
IF 5.1 1区 生物学 Q1 BIOLOGY Pub Date : 2026-02-05 DOI: 10.1038/s42003-026-09648-1
Guanhua Hu, Houfang Zhang, Wang Xu, Gege Liu, Yunhui Peng

Divalent cations such as Mg2+ and Ca2+ are key modulators of chromatin architecture, yet their atomistic influence on nucleosome structure and histone tail dynamics remains elusive. Here, we present 81 microseconds of all-atom molecular dynamics (MD) simulations to dissect how these ions shape nucleosome dynamics and plasticity. We quantitively mapped the selective binding patterns of Mg2+ and Ca2+ in nucleosomes with and without histone tails, revealing distinct ion-nucleosome interactions. Notably, divalent ion binding reduces inter-gyre electrostatic repulsion, facilitates DNA gyre compaction, and increases nucleosome stiffness, as quantified by estimates of the Young's modulus and correlated motions within specific DNA regions. Importantly, ion binding weakens histone tail-DNA interactions and enhances tail mobility-particularly that of H3-potentially facilitating access by chromatin regulators and tail-mediated chromatin compaction. These findings reveal a dual role of divalent ions in modulating nucleosome plasticity while reinforcing histone tail dynamics, providing a mechanistic framework for understanding how ionic fluctuations influence gene accessibility and chromatin state.

二价阳离子如Mg2+和Ca2+是染色质结构的关键调节剂,但它们对核小体结构和组蛋白尾部动力学的原子影响仍然难以捉摸。在这里,我们展示了81微秒的全原子分子动力学(MD)模拟,以剖析这些离子如何塑造核小体的动力学和可塑性。我们定量绘制了Mg2+和Ca2+在具有和不具有组蛋白尾部的核小体中的选择性结合模式,揭示了不同的离子-核小体相互作用。值得注意的是,二价离子结合减少了环流间的静电排斥,促进了DNA环流的压实,并增加了核小体的刚度,这可以通过杨氏模量和特定DNA区域内的相关运动来量化。重要的是,离子结合削弱了组蛋白尾部与dna的相互作用,增强了尾部的流动性——尤其是h3的流动性——可能促进染色质调节因子的进入和尾部介导的染色质压实。这些发现揭示了二价离子在调节核小体可塑性的同时加强组蛋白尾部动力学的双重作用,为理解离子波动如何影响基因可及性和染色质状态提供了机制框架。
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引用次数: 0
Structural study of monomeric and dimeric photosystem I-LHCI supercomplexes from a bryophyte. 苔藓植物光系统单体和二聚体I-LHCI超配合物的结构研究。
IF 5.1 1区 生物学 Q1 BIOLOGY Pub Date : 2026-02-05 DOI: 10.1038/s42003-026-09631-w
Pi-Cheng Tsai, Romain La Rocca, Hiroyasu Motose, Jian-Ren Shen, Fusamichi Akita

Photosystem I (PSI) is one of the two photosystems conserved from cyanobacteria to vascular plants, and associates with multiple light-harvesting complexes (LHCs) that capture and transfer solar energy. Liverworts such as Marchantia polymorpha occupy an early evolutionary position among land plants and faced major challenges during terrestrial adaptation, including desiccation, strong light, and UV radiation. We reveal the cryo-electron microscopic structures of PSI-LHCI monomer and homodimer from the liverwort M. polymorpha at resolutions of 1.94 and 2.52 Å, respectively. The high-resolution map allows identification of the cofactors of the monomer and reveal differences between the liverwort and moss, another clade of bryophytes. The PSI-LHCI monomer-monomer is stabilized by PsaG and PsaH interactions on the stromal side, which causes the bending and twisting of the homodimer. PsaM interacts with PsaB tightly, indicating a key role of PsaM in mediating the dimerization.

光系统I (PSI)是从蓝藻到维管植物中保守的两个光系统之一,与多种光收集复合物(lhc)有关,这些光收集复合物捕获和转移太阳能。多态地茅(Marchantia polymorpha)等地茅在陆地植物中处于较早的进化地位,在适应陆地环境的过程中面临着干旱、强光和紫外线辐射等重大挑战。我们以1.94和2.52 Å的分辨率揭示了多形地草PSI-LHCI单体和同型二聚体的低温电镜结构。高分辨率的地图可以识别单体的辅助因子,并揭示苔和苔藓之间的差异,苔藓是苔藓植物的另一个分支。PsaG和pah在基质侧的相互作用导致了同型二聚体的弯曲和扭曲,从而稳定了PSI-LHCI单体。PsaM与PsaB紧密相互作用,表明PsaM在介导二聚化中起关键作用。
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引用次数: 0
Epigenome-wide association study of circulating interleukin-6 connects DNA methylation to immunometabolic and inflammatory health. 循环白细胞介素-6的表观基因组关联研究将DNA甲基化与免疫代谢和炎症健康联系起来
IF 5.1 1区 生物学 Q1 BIOLOGY Pub Date : 2026-02-04 DOI: 10.1038/s42003-026-09520-2
Lucy Sinke, Jenny van Dongen, Thomas Delerue, Rory Wilson, Yujing Xia, Marian Beekman, Gonneke Willemsen, Christian Gieger, Christian Herder, Wolfgang Koenig, Annette Peters, Eco J C de Geus, José M Ordovas, Jordana T Bell, Melanie Waldenberger, Dorret I Boomsma, P Eline Slagboom, Bastiaan T Heijmans

Interleukin-6 (IL-6) drives metabolic and inflammatory processes central to disease. Current knowledge implicates epigenetic mechanisms in the regulation of these pathways, including through the methylation of CpG sites. This blood-based meta-analysis of three cohorts (n = 4,361) identifies 401 IL-6-associated CpGs enriched in regulatory regions and linked to key immunometabolic genes, including AIM2, MTOR, and IL6R. Three complementary causal inference approaches support most sites as responding to IL-6, with SOCS3 (Suppressor of Cytokine Signalling 3) methylation statistically mediating inflammatory bowel disease risk. Notably, one CpG connected to NFATC2IP (Nuclear Factor of Activated T-cells 2 Interacting Protein) plausibly influences both IL-6 production and multiple immunometabolic conditions, including body mass index and type 2 diabetes. Collectively, our results map the DNA methylation landscape surrounding circulating IL-6 levels and unveil directional effects and distinct functional relationships between epigenetics and inflammation.

白细胞介素-6 (IL-6)驱动疾病的核心代谢和炎症过程。目前的知识暗示了这些途径的调控的表观遗传机制,包括通过CpG位点的甲基化。这项基于血液的荟萃分析包括三个队列(n = 4361),确定了401个il -6相关的CpGs,这些CpGs富集于调节区域,并与关键的免疫代谢基因(包括AIM2、MTOR和IL6R)相关。三种互补的因果推断方法支持大多数位点对IL-6的反应,SOCS3(细胞因子信号抑制因子3)甲基化在统计学上介导炎症性肠病的风险。值得注意的是,一个与NFATC2IP(活化t细胞2相互作用蛋白的核因子)相连的CpG可能会影响IL-6的产生和多种免疫代谢状况,包括体重指数和2型糖尿病。总的来说,我们的研究结果绘制了围绕循环IL-6水平的DNA甲基化景观,揭示了表观遗传学与炎症之间的定向效应和独特的功能关系。
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引用次数: 0
enGLOW 3D microscopy of the enteric nervous system in cleared human and mouse gut. 清除后的人和小鼠肠道内的肠神经系统enGLOW三维显微镜。
IF 5.1 1区 生物学 Q1 BIOLOGY Pub Date : 2026-02-04 DOI: 10.1038/s42003-026-09643-6
Arielle Planchette, Ivana Gantar, Jules Scholler, Aleksander Sobolewski, Yoseline Cabara, Karol Wojcicki, Corinne Brana, Tony Durand, Philippe Naveilhan, Gaël Barthet, Michel Neunlist, Stéphane Pagès, Michalina J Gora

The enteric nervous system (ENS) is involved in many gastrointestinal (GI) disorders and our understanding of how gut morphology is disrupted remains limited due to a lack of tools to investigate tissues at the organ scale. Here we present enGLOW (enteric network Gastrointestinal Lightsheet Optical Workflow), a workflow customized for high spatial-resolution investigation of the ENS in gastrointestinal samples. We demonstrate how enGLOW can extract quantitative data in cubic centimeters of intact tissue. In a single dataset, we quantify intestinal wall metrics in autofluorescence and labeled ENS-associated cells in centimeter-long segments of tissue using three-dimensional (3D) segmentation. With virtual tissue flattening, we separate neuronal plexuses in mouse and human samples, and observe variations in mucosal morphology and labeled signal distribution in genetically modified animals. As an optimized ready-to-use workflow, enGLOW expands the gut research toolbox to enable understanding of enteric network morphology at scales that encompass functional networks.

肠神经系统(ENS)参与许多胃肠道(GI)疾病,由于缺乏在器官尺度上研究组织的工具,我们对肠道形态如何被破坏的理解仍然有限。在这里,我们提出了enGLOW(肠道网络胃肠道光片光学工作流程),这是一个为胃肠道样品中ENS的高空间分辨率调查定制的工作流程。我们演示了enGLOW如何在立方厘米的完整组织中提取定量数据。在单一数据集中,我们用自身荧光定量肠壁指标,并使用三维(3D)分割在厘米长的组织片段中标记ens相关细胞。通过虚拟组织扁平,我们分离了小鼠和人类样本的神经丛,并观察了转基因动物粘膜形态和标记信号分布的变化。作为一种优化的即用型工作流程,enGLOW扩展了肠道研究工具箱,可以在包含功能网络的尺度上理解肠道网络形态。
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引用次数: 0
Joint modeling of cellular heterogeneity and condition effects with scPCA in single-cell RNA-seq. 单细胞RNA-seq中scPCA联合建模细胞异质性和条件效应。
IF 5.1 1区 生物学 Q1 BIOLOGY Pub Date : 2026-02-04 DOI: 10.1038/s42003-026-09651-6
Harald Vöhringer

Single-cell RNA sequencing (scRNA-seq) in multi-condition experiments enables the systematic assessment of treatment effects. Analyzing scRNA-seq data relies on linear dimensionality reduction (DR) methods like principal component analysis (PCA). These methods decompose high-dimensional gene expression profiles into interpretable factor representations and prototypical expression patterns (components). However, integrating study covariates within linear DR frameworks remains a challenging task. We present scPCA, a flexible DR framework that jointly models cellular heterogeneity and conditioning variables, allowing it to recover an integrated factor representation and reveal transcriptional changes across conditions and components of the decomposition. We show that scPCA extracts an interpretable latent representation by analyzing unstimulated and IFNß-treated PBMCs and show its utility in mitigating batch effects. We examine age-related changes in rodent lung cell populations, uncovering a previously unreported surge in Ccl5 expression in T cells. We illustrate how scPCA may be employed to identify coordinated transcriptional changes across multiple time-points in depolarized visual cortex neurons. Finally, we show that scPCA elucidates transcriptional shifts in CRISPR-Cas9 chordin knockout zebrafish single-cell data despite large difference cell abundance across conditions. scPCA is a general method applicable beyond scRNA-seq to other high-dimensional datasets.

多条件实验中的单细胞RNA测序(scRNA-seq)能够系统地评估治疗效果。分析scRNA-seq数据依赖于线性降维(DR)方法,如主成分分析(PCA)。这些方法将高维基因表达谱分解为可解释的因子表示和原型表达模式(组件)。然而,在线性DR框架内整合研究协变量仍然是一项具有挑战性的任务。我们提出了scPCA,这是一个灵活的DR框架,可以联合模拟细胞异质性和条件变量,使其能够恢复综合因子表示,并揭示分解条件和成分之间的转录变化。我们展示了scPCA通过分析未刺激和ifn ß-处理的pbmc提取可解释的潜在表征,并展示了其在缓解批效应方面的效用。我们研究了啮齿动物肺细胞群的年龄相关变化,发现了以前未报道的T细胞中Ccl5表达的激增。我们说明了scPCA如何被用来识别在去极化视觉皮层神经元中跨多个时间点的协调转录变化。最后,我们发现尽管不同条件下细胞丰度差异很大,但scPCA阐明了CRISPR-Cas9 chordin敲除斑马鱼单细胞数据中的转录变化。scPCA是除scRNA-seq之外适用于其他高维数据集的通用方法。
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引用次数: 0
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