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Loss of CHMP2A implicates an ordered assembly of ESCRT-III proteins during cytokinetic abscission. CHMP2A的缺失与细胞动力学脱落过程中ESCRT-III蛋白的有序组装有关。
IF 2.7 3区 生物学 Q3 CELL BIOLOGY Pub Date : 2025-11-01 Epub Date: 2025-09-10 DOI: 10.1091/mbc.E25-06-0279
Nikita Kamenetsky, Dikla Nachmias, Suman Khan, Ori Avinoam, Itay Hazan, Alexander Upcher, Natalie Elia

The ESCRT machinery mediates membrane remodeling in fundamental cellular processes, including cytokinesis, endosomal sorting, nuclear envelope reformation, and membrane repair. Membrane constriction and scission are driven by the filament-forming ESCRT-III complex and the AAA-ATPase VPS4. Although ESCRT-III-driven membrane scission is generally established, the mechanisms governing the assembly and coordination of its 12 mammalian isoforms in cells remain poorly understood. Here, we examined the spatial organization and interdependence of ESCRT-III subunits during mammalian cytokinetic abscission by depleting CHMP2A, a core ESCRT-III component. Using live cell imaging, structured illumination microscopy (SIM) and correlative light-electron microscopy, we show that CHMP2A knockout cells display a significant delay-but not failure-in abscission, accompanied by distinct mislocalization phenotypes across ESCRT-III subunits. While IST1 and CHMP2B were minimally disrupted, CHMP4B, CHMP3, and CHMP1B display progressively severe organization defects at the abscission site. Dual-protein imaging reveals disrupted coordination between ESCRT-III subunits in individual CHMP2A-deficient cells, supporting an ordered assembly of ESCRT-III subunits in cytokinetic abscission. Together, our findings provide the first in vivo evidence for hierarchical assembly of ESCRT-III subunits during ESCRT-mediated membrane remodeling and identify CHMP2A as a key organizer of ESCRT-III architecture essential for timely membrane abscission.

ESCRT机制介导基本细胞过程中的膜重塑,包括细胞质分裂、内体分选、核膜重构和膜修复。膜的收缩和断裂是由成丝的ESCRT-III复合体和aaa - atp酶VPS4驱动的。虽然escrt - iii驱动的膜断裂已被普遍建立,但其12种哺乳动物同种异构体在细胞中的组装和协调机制仍知之甚少。在这里,我们通过消耗ESCRT-III的核心成分CHMP2A,研究了哺乳动物细胞动力学脱落过程中ESCRT-III亚基的空间组织和相互依赖性。利用活细胞成像、结构照明显微镜(SIM)和相关的光电子显微镜(CLEM),我们发现CHMP2A敲除细胞在脱落过程中表现出明显的延迟(而不是失败),同时在ESCRT-III亚基中存在明显的错定位表型。虽然IST1和CHMP2B的破坏程度最低,但CHMP4B、CHMP3和CHMP1B在脱落部位表现出逐渐严重的组织缺陷。双蛋白成像显示,在单个chmp2a缺陷细胞中,ESCRT-III亚基之间的协调被破坏,支持细胞动力学脱落中ESCRT-III亚基的有序组装。总之,我们的研究结果首次提供了ESCRT-III亚基在escrt介导的膜重构过程中的分层组装的体内证据,并确定了CHMP2A是ESCRT-III结构的关键组织者,对及时的膜脱落至关重要。[媒体:见文][媒体:见文]。
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引用次数: 0
Cell-APP: A generalizable method for cell annotation and cell-segmentation model training. cell- app:一种可推广的细胞标注和细胞分割模型训练方法。
IF 2.7 3区 生物学 Q3 CELL BIOLOGY Pub Date : 2025-11-01 Epub Date: 2025-09-24 DOI: 10.1091/mbc.E25-02-0076
Anish J Virdi, Ajit P Joglekar

Deep learning-based segmentation models can accelerate the analysis of high-throughput microscopy data by automatically identifying and classifying cells in images. However, the datasets needed to train these models are typically assembled via laborious hand-annotation. This limits their scale and diversity, which in turn limits model performance. We present Cell-APP (Cellular Annotation and Perception Pipeline), a tool that automates the annotation of high-quality training data for transmitted-light (TL) cell segmentation. Cell-APP uses two inputs-paired TL and nuclear fluorescence images-and operates in two main steps. First, it extracts each cell's location from the nuclear fluorescence channel and provides these locations to promptable deep learning models to generate cell masks. Then, it classifies each cell as mitotic or nonmitotic based on nuclear features. Together, these masks and classifications form the basis for cell segmentation training data. By training vision-transformer-based models on Cell-APP-generated datasets, we demonstrate how Cell-APP enables the creation of both cell line-specific and multi-cell line segmentation models. Cell-APP thus empowers laboratories to tailor cell segmentation models to their needs and outlines a scalable path to creating general models for the research community.

基于深度学习的分割模型可以通过自动识别和分类图像中的细胞来加速高通量显微镜数据的分析。然而,训练这些模型所需的数据集通常是通过费力的手工注释来组装的。这限制了它们的规模和多样性,反过来又限制了模型的性能。我们提出cell - app(细胞注释和感知管道),这是一个自动注释高质量训练数据的工具,用于透射光(TL)细胞分割。Cell-APP使用两个输入——配对的TL和核荧光图像——并通过两个主要步骤进行操作。首先,它从核荧光通道中提取每个细胞的位置,并将这些位置提供给提示深度学习模型以生成细胞掩模。然后,它根据细胞核特征将每个细胞分类为有丝分裂或非有丝分裂。总之,这些掩码和分类构成了细胞分割训练数据的基础。通过在cell - app生成的数据集上训练基于视觉转换器的模型,我们演示了cell - app如何创建细胞系特定和多细胞系分割模型。因此,cell - app使实验室能够根据自己的需要定制细胞分割模型,并概述了为研究界创建通用模型的可扩展路径。
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引用次数: 0
Harnessing fusion of genome-edited human stem cells to rapidly screen for novel protein functions in vivo. 利用基因组编辑的人类干细胞融合快速筛选体内新的蛋白质功能。
IF 2.7 3区 生物学 Q3 CELL BIOLOGY Pub Date : 2025-11-01 Epub Date: 2025-09-24 DOI: 10.1091/mbc.E25-06-0301
Samantha L Smith, Yuichiro Iwamoto, Aadhithya Manimaran, David G Drubin

Genome editing has enabled the integration of fluorescent protein coding sequences into genomes, resulting in expression of in-frame fusion proteins under the control of their natural gene regulatory sequences. While this technique overcomes the well-documented artifacts associated with gene overexpression for biological processes sensitive to altered protein stoichiometry, such as clathrin-mediated endocytosis (CME), editing genomes of metazoan cells incurs a significant time cost compared with simpler organisms, such as yeast. Editing two or more genes to express multiple fluorescent fusion proteins in a single cell line has proven to be a powerful strategy for uncovering spatial dynamic, and therefore functional, relationships among different proteins, but it can take many months to edit each gene within the same cell line. Here, by utilizing cell fusions, we quickly generated cells expressing pairwise permutations of fluorescent fusion proteins in genome-edited human cells to reveal previously undetected protein-organelle interactions. We fused human induced pluripotent stem cells (hiPSCs) that express in-frame fusions of CME and actin cytoskeleton proteins with hiPSCs that express fluorescently tagged organelle markers, uncovering novel interactions between CME proteins, branched actin filament networks, and lysosomes.

基因组编辑使荧光蛋白编码序列能够整合到基因组中,从而使框架内融合蛋白在其天然基因调控序列的控制下表达。虽然这项技术克服了与基因过表达相关的对蛋白质化学计量改变敏感的生物过程(如网格蛋白介导的内吞作用(CME))有充分记录的人工产物,但与酵母菌等更简单的生物相比,编辑后生动物细胞的基因组需要大量的时间成本。编辑两个或多个基因以在单个细胞系中表达多个荧光融合蛋白已被证明是揭示不同蛋白质之间空间动态关系(因此是功能关系)的有力策略,但在同一细胞系中编辑每个基因可能需要数月时间。在这里,通过利用细胞融合,我们在基因组编辑的人类细胞中快速生成表达荧光融合蛋白成对排列的细胞,以揭示以前未检测到的蛋白质-细胞器相互作用。我们将表达CME和肌动蛋白骨架蛋白框架内融合的人诱导多能干细胞(hiPSCs)与表达荧光标记细胞器标记的hiPSCs融合在一起,发现了CME蛋白、分支肌动蛋白丝网络和溶酶体之间新的相互作用。[媒体:见文][媒体:见文][媒体:见文][媒体:见文][媒体:见文][媒体:见文][媒体:见文][媒体:见文][媒体:见文][媒体:见文][媒体:见文]。
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引用次数: 0
Cryptosporidium aspartyl protease 2 is required for host cell egress of merozoites and male gametes. 隐孢子虫天门冬氨酸蛋白酶2是分裂子和雄性配子的寄主细胞输出所必需的。
IF 2.7 3区 生物学 Q3 CELL BIOLOGY Pub Date : 2025-11-01 Epub Date: 2025-09-03 DOI: 10.1091/mbc.E25-06-0306
Bethan A Wallbank, Eleanor J Smith, Jennifer E Dumaine Carrasco, Rui Xiao, Katelyn A Walzer, Jaclyn R Riley, Boris Striepen

The parasite Cryptosporidium causes severe diarrheal disease that can be life-threatening, and effective treatments are sorely lacking. Recently, aspartyl proteases (ASP) have emerged as targets with significant therapeutic potential in several related parasites, resulting in the development of multiple potent leads. ASPs are critical to the proteolytic activation and maturation of secretory proteins that parasites rely on to invade, manipulate, and upon completion of their replication cycle, exit the host cells in which they reside. The Cryptosporidium genome encodes five ASPs, which have not been previously studied. Here, we explore two of these enzymes and in genetic experiments find one, CpASP2, to be essential to parasite growth. Conditional deletion of the gene encoding this protease leads to arrest at two distinct points in the lifecycle. Cell biological studies of the mutant phenotype demonstrate that CpASP2 is required for egress of both asexual merozoites and male gametes. Mutant parasites appear to complete intracellular development yet are paralyzed and incapable of responding to stimuli that trigger motility and egress in wild-type. Ablation of CpASP2 in infected mice leads to rapid parasite clearance, highlighting the promise of CpASP2 and likely additional related enzymes as multistage targets of therapy.

隐孢子虫引起严重的腹泻,可能危及生命,目前严重缺乏有效的治疗方法。近年来,天冬氨酸蛋白酶(ASP)已成为几种相关寄生虫中具有显著治疗潜力的靶点,导致多种有效先导物的发展。asp对于寄生虫所依赖的分泌蛋白的蛋白水解激活和成熟至关重要,寄生虫依靠这些蛋白入侵、操纵并在完成复制周期后退出它们所居住的宿主细胞。隐孢子虫基因组编码5种asp,这些asp以前没有被研究过。在这里,我们探索了其中的两种酶,并在基因实验中发现其中一种,CpASP2,对寄生虫的生长至关重要。编码这种蛋白酶的基因的条件性缺失导致在生命周期的两个不同阶段阻滞。突变表型的细胞生物学研究表明,CpASP2是无性分裂子和雄性配子的输出所必需的。突变型寄生虫似乎完成了细胞内发育,但在野生型中却瘫痪了,不能对触发运动和出口的刺激做出反应。在感染小鼠中消融CpASP2导致寄生虫快速清除,这突出了CpASP2和可能的其他相关酶作为多阶段治疗靶点的前景。[媒体:见文][媒体:见文][媒体:见文][媒体:见文][媒体:见文][媒体:见文]。
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引用次数: 0
PERK protein kinase facilitates keratinocyte collective cell migration by engagement with cell adhesion molecules, independent of its kinase activity. PERK蛋白激酶通过与独立于其激酶活性的细胞粘附分子结合,促进角质形成细胞的集体细胞迁移。
IF 2.7 3区 生物学 Q3 CELL BIOLOGY Pub Date : 2025-11-01 Epub Date: 2025-09-24 DOI: 10.1091/mbc.E25-06-0277
Miguel Barriera Diaz, Kirk A Staschke, Anthony J Baucum, Dan F Spandau, Ronald C Wek

Successful cutaneous wound healing requires reepithelialization by keratinocytes using a coordinated migratory process called keratinocyte collective cell migration (KCCM). Environmental stresses such as wounding induce the integrated stress response (ISR) initiated by protein kinases that phosphorylate the α subunit of eIF2 and mitigate translational control to alleviate stress damage. We previously reported that the ISR protein kinase GCN2 (EIF2AK4) facilitates KCCM via sustained phosphorylation of eIF2α and coordinated production of reactive oxygen species and amino acid transport. In this study, we show that a second ISR protein kinase, PERK (EIF2AK3), also contributes to KCCM. PERK promotes KCCM by protein-protein interactions requiring the cytoplasmic portion of PERK but independent of its catalytic functions. To discern these PERK interactions, we used BioID proximity labeling, immunoprecipitation analyses, and immunofluorescence microscopy to show that PERK interacts with multiple cell adhesion and cytoskeletal complexes important for KCCM. PERK engages with the hemidesmosome proteins ITGA6, ITGB4, COLXVII, and the desmosome proteins JUP, DSG2, and DSG3. Loss of PERK disrupts expression and localization of these cell adhesion proteins, which alters keratinocyte morphology and increases cell-substrate and intercellular adhesions. Our results define an underappreciated scaffolding function for PERK involving cell adhesions that are critical for KCCM.

成功的皮肤伤口愈合需要角质形成细胞通过称为角质形成细胞集体细胞迁移(KCCM)的协调迁移过程重新上皮化。环境应激如损伤可诱导综合应激反应(Integrated Stress Response, ISR),该反应由磷酸化eIF2 α亚基的蛋白激酶启动,并减轻翻译控制以减轻应激损伤。我们之前报道了ISR蛋白激酶GCN2 (EIF2AK4)通过持续磷酸化eIF2α和协调活性氧的产生和氨基酸运输来促进KCCM。在这项研究中,我们发现第二种ISR蛋白激酶PERK (EIF2AK3)也参与了KCCM。PERK通过蛋白质相互作用促进KCCM,这需要PERK的细胞质部分,但独立于其催化功能。为了辨别这些PERK相互作用,我们使用BioID接近标记、免疫沉淀分析和免疫荧光显微镜来显示PERK与多种细胞粘附和细胞骨架复合物相互作用,这对KCCM很重要。PERK与半粒酶蛋白ITGA6、ITGB4、COLXVII和桥粒蛋白JUP、DSG2和DSG3结合。PERK的缺失破坏了这些细胞粘附蛋白的表达和定位,从而改变了角质形成细胞的形态,增加了细胞基质和细胞间的粘附。我们的研究结果定义了PERK未被充分认识的支架功能,包括对KCCM至关重要的细胞粘附。
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引用次数: 0
Induction of postmeiotic DNA double-strand breaks by the Pnu1 endonuclease in Schizosaccharomyces pombe. 裂糖菌Pnu1内切酶诱导减数分裂后DNA双链断裂。
IF 2.7 3区 生物学 Q3 CELL BIOLOGY Pub Date : 2025-11-01 Epub Date: 2025-09-03 DOI: 10.1091/mbc.E25-05-0246
Loïs Mourrain, Tiphanie Cavé, Guylain Boissonneault

Meiosis is a source of genetic variation in eukaryotes. Meiosis in the eukaryotic fission yeast Schizosaccharomyces pombe leads to the formation of spores that are particularly resistant to environmental stresses. In addition to external factors, internal processes may nevertheless contribute to cellular stress and impact the genome. This study investigates the role of Pnu1 as the major meiotic nuclease in S. pombe. Transcription and cellular expression of Pnu1 are regulated upon specific phases of meiosis, while its mitochondrial localization is also altered during this process. As a result, Pnu1 induces fragmentation of both genomic and mitochondrial DNA in the postmeiotic phase. This sugar-nonspecific endonuclease generates random double-strand breaks across the genome, an activity that appears to be mediated by direct interaction with chromatin. Given the high spore viability (∼95%) and the widespread occurrence of this phenomenon, this fragmentation appears to be physiological rather than apoptotic as observed in mammals. EndoG is the mammalian homologue of Pnu1 and is a caspase-independent apoptotic endonuclease that can allow cell survival. This study further describes the dynamics of Pnu1 action and supports the conclusion that Pnu1 is a major meiotic endonuclease of S. pombe responsible for a transient postmeiotic fragmentation of cellular DNA, potentially contributing to genetic variability.

减数分裂是真核生物遗传变异的一个来源。真核分裂酵母的减数分裂导致孢子的形成,这些孢子特别抵抗环境胁迫。除了外部因素外,内部过程也可能导致细胞应激并影响基因组。本研究探讨了Pnu1在pombe中作为主要减数分裂核酸酶的作用。Pnu1的转录和细胞表达在减数分裂的特定阶段受到调控,而其线粒体定位也在此过程中发生改变。因此,Pnu1在减数分裂后诱导基因组和线粒体DNA的断裂。这种糖非特异性内切酶在基因组中产生随机双链断裂,这种活性似乎是通过与染色质直接相互作用介导的。鉴于高孢子活力(约95%)和这种现象的广泛发生,这种分裂似乎是生理性的,而不是在哺乳动物中观察到的凋亡。EndoG是Pnu1的哺乳动物同源物,是一种不依赖于caspase的凋亡内切酶,可以使细胞存活。这项研究进一步描述了Pnu1作用的动力学,并支持Pnu1是S. pombe的主要减数分裂内切酶,负责细胞DNA的短暂减数分裂后断裂,可能导致遗传变异。
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引用次数: 0
Genetic dissection of the Drosophila BLOC-1 complex reveals distinctions in synaptic localization and homeostatic plasticity. 果蝇block -1复合物的遗传解剖揭示了突触定位和稳态可塑性的区别。
IF 2.7 3区 生物学 Q3 CELL BIOLOGY Pub Date : 2025-10-01 Epub Date: 2025-08-13 DOI: 10.1091/mbc.E24-09-0392
Rebecca Stark, Caleb Dehn, Neelia Abadi, Yu Xiong, Landon Porter, Xun Chen, Dion Dickman

Neuronal trafficking pathways must operate with high fidelity and speed, adapting to the dynamic demands of synaptic activity to maintain stable functionality. The biogenesis of lysosome-related organelles complex 1 (BLOC-1) is an attractive candidate to stabilize synaptic function during such challenges. BLOC-1 is an evolutionarily conserved protein complex composed of eight subunits involved in vesicle trafficking. In the nervous system, the BLOC-1 is associated with neurodevelopmental diseases and synaptic plasticity. However, the functions of each BLOC-1 component remain enigmatic. Here, we use CRISPR to mutate each Drosophila BLOC-1 gene to investigate roles in synaptic growth, function, and homeostatic plasticity. First, we show that BLOC-1 mutations are viable, with no defects in synaptic growth, morphology, or baseline function. We then demonstrate distinct synaptic localization patterns of BLOC-1 components. Finally, we show that only two of the eight BLOC-1 components, dysbindin and snapin, are necessary for presynaptic homeostatic potentiation. These results indicate separable functions and distinct synaptic localization patterns of BLOC-1 subunits, and a need to reconsider predictions made from biochemical models of BLOC-1.

神经元传输通路必须以高保真度和高速度运行,适应突触活动的动态需求,以保持稳定的功能。溶酶体相关细胞器复合体1 (block -1)的生物发生是在这些挑战中稳定突触功能的一个有吸引力的候选者。block -1是一种进化上保守的蛋白质复合物,由8个参与囊泡运输的亚基组成。在神经系统中,block -1与神经发育疾病和突触可塑性有关。然而,每个block -1组件的功能仍然是个谜。在这里,我们使用CRISPR突变每个果蝇block -1基因,以研究突触生长,功能和稳态可塑性中的作用。首先,我们发现block -1突变是可行的,在突触生长、形态或基线功能方面没有缺陷。然后,我们展示了block -1成分的不同突触定位模式。最后,我们发现八个block -1成分中只有两个,dysbindin和snapin,是突触前稳态增强所必需的。这些结果表明block -1亚基的可分离功能和不同的突触定位模式,需要重新考虑block -1生化模型的预测。
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引用次数: 0
Cross-talk between Rac and Rap GTPases in migrating cells. 迁移细胞中Rac和Rap gtp酶间的串扰。
IF 2.7 3区 生物学 Q3 CELL BIOLOGY Pub Date : 2025-10-01 Epub Date: 2025-08-06 DOI: 10.1091/mbc.E25-02-0058
Ricarda Lüttig, Suchet Nanda, Haritha T Chandran, Leif Dehmelt

To enable effective cell migration, local cell protrusion has to be coordinated with local cell attachment. Here, we investigate spatiotemporal activity patterns of key regulators of cell protrusion and adhesion, the small GTPases Rac and Rap, in migrating cells. These analyses show that Rac activity correlates very tightly with instantaneous cell protrusion events, while the Rap activity stays elevated for prolonged time periods after protrusion and is also detectable before cell protrusion. Direct analysis of activity cross-talk in living cells via light-based perturbation methods revealed that Rap can efficiently activate Rac; however, reciprocal cross-talk from Rac to Rap was not detectable. These findings suggest that Rap plays an instructive role in the generation of cell protrusions by its ability to activate Rac. Furthermore, prolonged Rap activity suggests that this molecule also plays a role in maintenance or stabilization of cell protrusions. Indeed, analysis of Rap1-depleted A431 cells revealed a significant reduction of cell attachment, suggesting that Rap-stimulated cell adhesion can stabilize newly formed protrusions. Taken together, our study suggests a mechanism, by which cell protrusion is coupled to cell adhesion via unidirectional cross-talk that connects the activity of the small GTPases Rap and Rac.

为了使细胞有效迁移,局部细胞突出必须与局部细胞附着相协调。在这里,我们研究了迁移细胞中细胞突出和粘附的关键调节因子,小gtp酶Rac和Rap的时空活动模式。这些分析表明,Rac活性与瞬时细胞突出事件密切相关,而Rap活性在突出后很长一段时间内保持升高,并且在细胞突出之前也可以检测到。通过基于光的微扰方法直接分析活细胞中的活性串扰,发现Rap可以有效地激活Rac,但Rac与Rap之间的互反串扰无法检测到。这些发现表明Rap通过激活Rac的能力在细胞突起的产生中起指导作用。此外,长时间的Rap活性表明该分子也在维持或稳定细胞突起中起作用。事实上,对rap1缺失的A431细胞的分析显示,细胞粘附明显减少,这表明Rap刺激的细胞粘附可以稳定新形成的突起。综上所述,我们的研究提出了一种机制,通过连接小gtp酶Rap和Rac活性的单向串扰,细胞突起与细胞粘附耦合。[媒体:见文本][媒体:见文本][媒体:见文本][媒体:见文本][媒体:见文本][媒体:见文本][媒体:见文本][媒体:见文本][媒体:见文本]。
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引用次数: 0
A growing problem: The many unsolved mysteries of cell growth. 一个日益严重的问题:细胞生长的许多未解之谜。
IF 2.7 3区 生物学 Q3 CELL BIOLOGY Pub Date : 2025-10-01 Epub Date: 2025-08-13 DOI: 10.1091/mbc.E21-07-0359
Douglas R Kellogg

Growth is the essential vital process that drives life forward and always occurs within cells. Cell growth fuels the cell divisions that drive proliferation of single-celled organisms and growth of multicellular organisms. Mechanisms that control the extent and location of growth within cells generate the extraordinary diversity of cell sizes and shapes seen across the tree of life and within the human body, and nearly all cancers show profound defects in control of cell growth that lead to severe aberrations in cell size and shape. Yet we know little about how cell growth occurs or how it is controlled. For decades we have known how basic building blocks such as amino acids and lipids are built, but an enormous gap has always remained in our understanding of how these building blocks are used to build out cells of highly diverse sizes and shapes under varying environmental conditions and in diverse developmental contexts. Given the fundamental importance of growth in biology and cancer, our minimal understanding of cell growth is a growing problem. Here, a few of the intriguing and important questions about cell growth are considered.

生长是推动生命前进的重要过程,总是发生在细胞内。细胞生长为细胞分裂提供燃料,细胞分裂驱动单细胞生物的增殖和多细胞生物的生长。控制细胞内生长的范围和位置的机制产生了细胞大小和形状的非凡多样性,在整个生命之树和人体中都可以看到,几乎所有的癌症在控制细胞生长方面都表现出严重的缺陷,导致细胞大小和形状的严重畸变。然而,我们对细胞生长如何发生或如何控制知之甚少。几十年来,我们已经知道氨基酸和脂质等基本构建块是如何构建的,但是在不同的环境条件和不同的发育背景下,如何利用这些构建块构建高度不同大小和形状的细胞,我们的理解一直存在巨大的差距。鉴于生长在生物学和癌症中的根本重要性,我们对细胞生长的最低限度的了解是一个日益严重的问题。在这里,考虑了一些关于细胞生长的有趣和重要的问题。
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引用次数: 0
SynapseNet: Deep learning for automatic synapse reconstruction. SynapseNet:自动突触重建的深度学习。
IF 2.7 3区 生物学 Q3 CELL BIOLOGY Pub Date : 2025-10-01 Epub Date: 2025-08-28 DOI: 10.1091/mbc.E24-11-0519
Sarah Muth, Frederieke Moschref, Luca Freckmann, Sophia Mutschall, Ines Hojas-Garcia-Plaza, Julius N Bahr, Arsen Petrovic, Thanh Thao Do, Valentin Schwarze, Anwai Archit, Kirsten Weyand, Susann Michanski, Lydia Maus, Cordelia Imig, Anika Hintze, Nils Brose, Carolin Wichmann, Ruben Fernandez-Busnadiego, Tobias Moser, Silvio O Rizzoli, Benjamin H Cooper, Constantin Pape

Electron microscopy is an important technique for the study of synaptic morphology and its relation to synaptic function. The data analysis for this task requires the segmentation of the relevant synaptic structures, such as synaptic vesicles (SV), active zones, mitochondria, presynaptic densities, synaptic ribbons, and synaptic compartments. Previous studies were predominantly based on manual segmentation, which is very time-consuming and prevented the systematic analysis of large datasets. Here, we introduce SynapseNet, a tool for the automatic segmentation and analysis of synapses in electron micrographs. It can reliably segment SVs and other synaptic structures in a wide range of electron microscopy approaches, thanks to a large annotated dataset, which we assembled, and domain adaptation functionality we developed. We demonstrated its capability for (semi-)automatic biological analysis in two applications and made it available as an easy-to-use tool to enable novel data-driven insights into synapse organization and function.

电子显微镜是研究突触形态及其与突触功能关系的重要技术手段。这项任务的数据分析需要分割相关的突触结构,如突触囊泡、活动区、线粒体、突触前密度、突触带和突触室。以往的研究主要是基于人工分割,这非常耗时,并且阻碍了对大数据集的系统分析。在这里,我们介绍SynapseNet,一个自动分割和分析电子显微图中的突触的工具。它可以在广泛的电子显微镜方法中可靠地分割突触囊泡和其他突触结构,这要归功于我们组装的大型注释数据集和我们开发的域适应功能。我们在两个应用程序中展示了它的(半)自动化生物分析能力,并使其成为一种易于使用的工具,以实现对突触组织和功能的新颖数据驱动见解。
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Molecular Biology of the Cell
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