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Metabolic programming defines oxygen-sensitive subpopulation hierarchies and patterning in collective invasion. 代谢编程定义了集体入侵中对氧敏感的亚种群等级和模式。
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.E25-07-0314
Veronika Y Matsuk, Tala O Khatib, Landon J Marcus, Isaac E Robinson, Yuan Liu, Janani K Pasupathy, Mala Shanmugam, Janna K Mouw, Adam I Marcus

Phenotypic heterogeneity-distinct molecular and behavioral variations within a population-significantly influences collective invasion and tumor progression. Here, we use a molecular approach to explore how the underlying metabolic heterogeneity in non-small cell lung cancer (NSCLC) influences invasion and pack patterning. Assessment of  three-dimensional (3D) pack patterning revealed invasive heterogeneity across NSCLC cell lines and patient-derived samples. Flow cytometry identified IL13RA2 as a biomarker for invasive potential, enabling isolation of subpopulations with distinct invasive characteristics. By integrating a cell surface biomarker (IL13RA2±) with mitochondrial membrane potential (TMRM), we identified and isolated three distinct subpopulations. Two-dimensional (2D) analyses revealed differences in mitochondrial polarity and transcriptional programs associated with migration and oxygensensitivity. In 3D, these subpopulations invaded with distinct patterns, from contiguous circular packs to structured chains. Assessments under varied oxygen tension demonstrated that oxygen availability and subpopulation metabolism together influence collective invasion patterning. When recombined at ratios recapitulating the original population, both stochastic and opportunistic cooperative dynamics emerged, dependent on subpopulation composition and oxygen levels. Our molecular approach, integrating cell surface and metabolic characteristics, enables the isolation of unique subpopulations and demonstrates that phenotypic and metabolic heterogeneity, population composition, and oxygen availability collectively pattern invasion packs and drive collective invasion.

表型异质性——人群中不同的分子和行为差异——显著影响集体侵袭和肿瘤进展。在这里,我们采用分子方法来探讨非小细胞肺癌(NSCLC)的潜在代谢异质性如何影响侵袭和包装模式。评估三维(3D)包装模式揭示了NSCLC细胞系和患者来源样本的侵袭性异质性。流式细胞术鉴定出IL13RA2作为侵袭潜能的生物标志物,能够分离出具有不同侵袭特征的亚群。通过整合细胞表面生物标志物(IL13RA2±)和线粒体膜电位(TMRM),我们鉴定并分离了三个不同的亚群。二维(2D)分析揭示了线粒体极性和与迁移和氧敏感性相关的转录程序的差异。在3D中,这些亚种群以不同的模式入侵,从连续的圆形包到结构链。不同氧张力下的评估表明,氧有效性和亚种群代谢共同影响集体入侵模式。当以再现原始种群的比率重组时,随机和机会主义的合作动态都出现了,这取决于亚种群的组成和氧气水平。我们的分子方法整合了细胞表面和代谢特征,能够分离出独特的亚群,并证明表型和代谢异质性、种群组成和氧气可用性共同影响入侵包并驱动集体入侵。
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引用次数: 0
Three types of actomyosin rings within a common cytoplasm exhibit distinct modes of contractility. 在一个共同的细胞质中,有三种类型的肌动球蛋白环表现出不同的收缩模式。
IF 2.7 3区 生物学 Q3 CELL BIOLOGY Pub Date : 2025-11-01 Epub Date: 2025-09-17 DOI: 10.1091/mbc.E24-08-0373
John B Linehan, Alexandra Zampetaki, Michael E Werner, Bryan Heck, Paul S Maddox, Sebastian Fürthauer, Amy S Maddox

Actomyosin rings are specializations of the nonmuscle actomyosin cytoskeleton that drive cell shape changes during division, wound healing, and other events. Contractile rings throughout phylogeny and in a range of cellular contexts are built from conserved components, including nonmuscle myosin II, actin filaments, and cross-linking proteins. To explore whether diverse actomyosin rings generate contractile force and close via a common mechanism, we studied three instances of ring closure within the continuous cytoplasm of the Caenorhabditis elegans syncytial oogenic germline: mitotic cytokinesis of germline stem cells, apoptosis of meiotic compartments, and cellularization of oocytes. The three ring types exhibited distinct closure kinetics and component protein abundance dynamics. We formulated a physical model to relate measured closure speed and molecular composition dynamics to ring active stress and viscosity. We conclude that these ring intrinsic factors vary among the ring types. Our model suggests that motor and nonmotor cross-linkers' abundance and distribution along filaments are important to recapitulate observed closure dynamics. Thus, our findings suggest that across ring closure contexts, fundamental contractile mechanics are conserved, and the magnitude of contractile force is tuned via regulation of ring component abundance and distribution. These results motivate testable hypotheses about cytoskeletal regulation, architecture, and remodeling.

肌动球蛋白环是非肌肉肌动球蛋白细胞骨架的特化,在分裂、伤口愈合和其他事件中驱动细胞形状的变化。在整个系统发育和一系列细胞环境中,收缩环是由非肌肉肌球蛋白II、肌动蛋白丝和交联蛋白等保守成分构建的。为了探讨不同的肌动球蛋白环是否通过一种共同的机制产生收缩力并关闭,我们研究了线虫合胞性生殖系连续细胞质中环关闭的三种情况:生殖系干细胞的有丝分裂胞质分裂、减数分裂室的凋亡和卵母细胞的细胞化。三种环型表现出不同的闭合动力学和组分蛋白丰度动力学。我们制定了一个物理模型,将测量的闭合速度和分子组成动力学与环的主动应力和粘度联系起来。我们得出结论,这些环的内在因素因环的类型而异。我们的模型表明,运动和非运动交联剂在细丝上的丰度和分布对于概括观察到的闭合动力学非常重要。因此,我们的研究结果表明,在环闭合环境中,基本的收缩力学是守恒的,收缩力的大小是通过调节环组分的丰度和分布来调节的。这些结果激发了关于细胞骨架调节、结构和重塑的可测试假设。[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
The Hox Gene, abdominal-A, controls the size and timely mitotic entry of neural stem cells during CNS patterning in Drosophila. Hox基因,腹部- a,在果蝇中枢神经系统模式中控制神经干细胞的大小和及时进入有丝分裂。
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.E24-08-0347
Papri Das, Smrithi Murthy, Eshan Abbas, Kristin White, Richa Arya

Cell size is strongly correlated with several biological processes, including the cell cycle and growth. Here, we investigated the regulation of stem cell size during Drosophila central nervous system (CNS) development and its association with cell fate. We note that neural stem cells (NSC) in different regions of the ventral nerve cord increase their size at different rates. Thoracic NSCs grow at a faster rate compared with those in the abdominal region during larval development. We show that in addition to the known role in apoptosis and nervous system remodeling, larval expression of abdA is crucial in regulating the rate of postembryonic NSCs size increase, their timely exit from G2 phase and mitotic rate. We demonstrate that when abdA expression is lost in abdominal NSCs, their size increases, they exhibit a shorter G2 phase, enter mitosis earlier, and divide more rapidly. Conversely, the introduction of abdA in thoracic NSCs slows their growth and delays their entry into mitosis. We demonstrate that abdA-mediated NSC size regulation acts downstream of their nutrition-induced activation, thereby fine-tuning the stem cell potential spatiotemporally. This study highlights the instructive role of abdA in regulating various fates of larval NSCs during CNS patterning.

细胞大小与几个生物过程密切相关,包括细胞周期和生长。在这里,我们研究了果蝇中枢神经系统(CNS)发育过程中干细胞大小的调节及其与细胞命运的关系。我们注意到神经干细胞(NSCs)在腹侧神经索的不同区域以不同的速度增加其大小。在幼虫发育过程中,胸椎NSCs的生长速度比腹部NSCs快。我们发现,除了已知的在细胞凋亡和神经系统重塑中的作用外,abdA的幼虫表达在调节胚胎后NSCs的大小增加率、G2期及时退出率和有丝分裂率方面至关重要。我们发现,当abdA在腹腔NSCs中表达缺失时,它们的大小增加,G2期缩短,进入有丝分裂更早,分裂更快。相反,在胸椎NSCs中引入abdA会减慢其生长并延迟其进入有丝分裂。我们证明,abda介导的NSC大小调节作用于其营养诱导激活的下游,从而在时空上微调干细胞潜能。本研究强调了abdA在中枢神经系统模式形成过程中调控幼NSCs各种命运的指导作用。
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引用次数: 0
Tube into pearls: A membrane-driven pearling instability shapes platelet biogenesis. 管成珍珠:膜驱动的珍珠不稳定性形成血小板的生物发生。
IF 2.7 3区 生物学 Q3 CELL BIOLOGY Pub Date : 2025-11-01 Epub Date: 2025-08-13 DOI: 10.1091/mbc.E25-01-0045
C Léon, N Brassard-Jollive, D Gonzalez-Rodriguez, D Riveline

At the end of the 19th century, Rayleigh and Plateau explained the physical principle behind the fragmentation of a liquid jet into regular droplets. The classical Rayleigh-Plateau instability concerns liquid jets governed by inertia and surface tension, whereas biological tubes are membrane-bounded and inertia-free. We therefore refer to the process observed here as a pearling instability, formally analogous to Rayleigh-Plateau but dominated by membrane mechanics. Although pearling-type instabilities have long been recognized in lipid tubes and some biological systems, a clear physiological example remained elusive. Here, we present results showing that pearling instability occurs during the physiological process of platelet formation. Platelets are formed from megakaryocytes by the extension of long protrusions, called proplatelets. As they extend in the bloodstream, proplatelets become pearled and detach, circulating in the peripheral blood before their fragmentation into calibrated platelets. We propose that this pearling, by creating regular constrictions along proplatelets, is key to the process of proplatelet fragmentation into individual platelets of calibrated size. Pearling instability thus acts as a mechanobiological regulator allowing local delivery of the right size platelets to the right place at the right time. Our observations quantitatively match parameter-free theoretical predictions for membrane pearling, supporting a unified physical picture.

在19世纪末,瑞利和高原解释了液体喷射破碎成规则液滴背后的物理原理。经典的瑞利-高原不稳定性涉及由惯性和表面张力控制的液体射流,而生物管是膜束缚的,没有惯性。因此,我们把这里观察到的过程称为珠光不稳定性,形式上类似于瑞利高原,但主要是膜力学。尽管珍珠型不稳定性早已在脂质管和一些生物系统中被认识到,但一个明确的生理例子仍然难以捉摸。在这里,我们提出的结果表明,珠光不稳定性发生在血小板形成的生理过程中。血小板是由巨核细胞通过长突起的延伸形成的,称为原血小板。当它们在血液中扩展时,原血小板变成珍珠状并分离,在它们分裂成校准的血小板之前在外周血中循环。我们认为,通过沿着原血小板形成规则的收缩,这种珠光是原血小板分裂成校准大小的单个血小板过程的关键。珠光不稳定性因此作为一种机械生物学调节剂,允许在适当的时间将适当大小的血小板局部递送到适当的位置。我们的观察结果定量地与膜珠光的无参数理论预测相匹配,支持统一的物理图景。
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引用次数: 0
The biophysical mechanism of mitochondrial pearling. 线粒体珠化的生物物理机制。
IF 2.7 3区 生物学 Q3 CELL BIOLOGY Pub Date : 2025-11-01 Epub Date: 2025-10-08 DOI: 10.1091/mbc.E25-06-0302
Gabriel Sturm, Kayley Hake, Austin E Y T Lefebvre, Caleb J Rux, Daria Ivanova, Alfred Millett-Sikking, Kevin M Tharp, Beiduo Rao, Michael Closser, Adam James Waite, Magdalena Precido-Lopez, Alex T Ritter, Sophie Dumont, Wen Lu, Suliana Manley, Juan C Landoni, Wallace F Marshall

Mitochondrial networks exhibit remarkable dynamics that are driven in part by fission and fusion events. However, there are other reorganizations of the network that do not involve fission and fusion. One such exception is the elusive "beads-on-a-string" morphological transition of mitochondria. During such transitions, the cylindrical tubes of the mitochondrial membrane transiently undergo shape changes to a string of "pearls" connected along thin tubes. These dynamics have been observed in many contexts and given disparate explanations. Here, we unify these observations by proposing a common underlying mechanism based on the biophysical properties of tubular fluid membranes, for which it is known that, under particular regimes of tension and pressure, membranes reach an instability and undergo a shape transition to a string of connected pearls. First, we use high-speed light-sheet microscopy to show that transient, short-lived pearling events occur spontaneously in the mitochondrial network in every cell type we have examined, including during T-cell activation, neuronal firing, and replicative senescence. This high-temporal data reveals two distinct classes of spontaneous pearling, triggered either by ionic flux or cytoskeleton tension. We then induce pearling with chemical, genetic, and mechanical perturbations and establish three main physical causes of mitochondrial pearling: 1) ionic flux producing internal osmotic pressure, 2) membrane packing lowering bending elasticity, and 3) external mechanical force increasing membrane tension. Pearling dynamics thereby reveal a fundamental biophysical facet of mitochondrial biology. We suggest that pearling should take its place beside fission and fusion as a key process of mitochondrial dynamics, with implications for physiology, disease, and aging.

线粒体网络表现出显著的动态,部分是由裂变和融合事件驱动的。然而,还有其他不涉及裂变和聚变的网络重组。一个这样的例外是难以捉摸的,线粒体的“串珠”形态转变。在这种转变过程中,线粒体膜的圆柱形管瞬间发生形状变化,变成一串沿着细管连接的“珍珠”。这些动态已经在许多情况下被观察到,并给出了不同的解释。在这里,我们通过提出基于管状流体膜的生物物理特性的共同潜在机制来统一这些观察结果,众所周知,在特定的张力和压力制度下,膜达到不稳定性并经历形状转变为一串相连的珍珠。首先,我们使用高速光片显微镜显示,在我们所研究的每种细胞类型中,包括在T细胞激活、神经元放电和复制性衰老过程中,线粒体网络中自发发生了短暂的珍珠事件。这种高时间数据揭示了两种不同类型的自发珠光,由离子通量或细胞骨架张力触发。然后,我们通过化学、遗传和机械扰动诱导出珍珠,并确定了线粒体珍珠产生的三个主要物理原因:i)离子通量产生内部渗透压,ii)膜填料降低弯曲弹性,以及iii)外部机械力增加膜张力。因此,珍珠动力学揭示了线粒体生物学的基本生物物理方面。我们认为,除裂变和融合外,珠化应该作为线粒体动力学的一个关键过程,与生理、疾病和衰老有关。
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引用次数: 0
SRSF12 is a primate-specific splicing factor that induces a tissue-specific gene expression program. SRSF12是一种灵长类特异性剪接因子,可诱导组织特异性基因表达程序。
IF 2.7 3区 生物学 Q3 CELL BIOLOGY Pub Date : 2025-11-01 Epub Date: 2025-10-08 DOI: 10.1091/mbc.E25-07-0352
Jimmy Ly, Sarah L Cady, Sofia Haug, Ekaterina Khalizeva, Iain M Cheeseman

Alternative splicing expands proteomic diversity and is tightly regulated by splicing factors, including the serine/arginine-rich (SR) protein family. Here, we analyze the poorly characterized protein SRSF12. Although SRSF12 is conserved across vertebrates, it is lowly expressed in most mammals, and we find that SRSF12 knockout mice do not display overt physiological or transcriptomic alterations. In contrast, SRSF12 is more highly expressed in primates, where it is predominantly transcribed in the testes, oocytes, and brain. SRSF12 colocalizes with other splicing components to nuclear speckles and interacts with splicing regulatory factors in cultured human cells. Strikingly, ectopic expression of SRSF12 in human cells induces widespread transcriptional changes, activating meiosis-, testis-, and brain-specific genes. SRSF12 overexpression also leads to mitotic arrest and cell death, phenotypes that require both its structured RNA recognition motif and intrinsically disordered arginine/serine-rich C-terminal domain. Together, our results suggest that SRSF12 has evolved primate-specific expression to regulate testis- and brain-specific genes.

选择性剪接扩大了蛋白质组学的多样性,并受到剪接因子的严格调控,包括富含丝氨酸/精氨酸(SR)蛋白家族。在这里,我们分析了表征较差的蛋白SRSF12。尽管SRSF12在脊椎动物中是保守的,但它在大多数哺乳动物中表达较低,我们发现SRSF12敲除小鼠没有表现出明显的生理或转录组改变。相比之下,SRSF12在灵长类动物中表达更高,主要在睾丸、卵母细胞和大脑中转录。在培养的人细胞中,SRSF12与其他剪接成分共定位于核斑点,并与剪接调节因子相互作用。引人注目的是,SRSF12在人类细胞中的异位表达可诱导广泛的转录变化,激活减数分裂、睾丸和脑特异性基因。SRSF12过表达还会导致有丝分裂阻滞和细胞死亡,这些表型既需要其结构化的RNA识别基序,也需要其内在无序的富含精氨酸/丝氨酸的c端结构域。总之,我们的研究结果表明,SRSF12已经进化出灵长类特异性表达来调节睾丸和脑特异性基因。
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引用次数: 0
Correction for Adaptive protein synthesis in genetic models of copper deficiency and childhood neurodegeneration. 铜缺乏和儿童神经变性遗传模型中适应性蛋白合成的修正。
IF 2.7 3区 生物学 Q3 CELL BIOLOGY Pub Date : 2025-11-01 DOI: 10.1091/mbc.E24-11-0512-corr
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引用次数: 0
Mga2-mediated transcription supports mitotic nuclear expansion under lipid saturation conditions in stearoyl-CoA desaturase Ole1 mutant. 脂酰辅酶a去饱和酶Ole1突变体在脂质饱和条件下,mga2介导的转录支持核分裂扩增。
IF 2.7 3区 生物学 Q3 CELL BIOLOGY Pub Date : 2025-11-01 Epub Date: 2025-10-08 DOI: 10.1091/mbc.E25-05-0207
You-Liang Cheng, Jung-En Kuan, Chao-Wen Wang, Rey-Huei Chen

Membrane organelles are dynamic structures that depend on fluid membranes for their integrity and function, with the fluidity primarily derived from loosely packed unsaturated lipids. We investigated how cells respond to lipid saturation and its effect on nuclear dynamics in the budding yeast Saccharomyces cerevisiae. We found that the lipid desaturase mutant ole1-20 upregulates various genes, including OLE1, primarily through the lipid saturation-sensing transcription factor Mga2. The ole1-20 mutant displays prolonged anaphase and impaired nuclear membrane expansion, which can be rescued by the membrane fluidizer glycerol and by enhanced glycerophospholipid synthesis. However, deleting MGA2 or inhibiting de novo glycerophospholipid synthesis exacerbates mitotic phenotypes in ole1-20, leading to mitotic spindle bending, unequal nuclear division, and transient nuclear leakage. Our study underscores the importance of lipid unsaturation in nuclear dynamics during mitosis and highlights the crucial role of Mga2-mediated gene regulation in maintaining glycerophospholipid homeostasis necessary for proper nuclear membrane expansion and division in response to lipid saturation.

膜细胞器是一种动态结构,其完整性和功能依赖于流体膜,其流动性主要来自松散堆积的不饱和脂质。我们研究了芽殖酵母细胞对脂质饱和度的反应及其对核动力学的影响。我们发现脂质去饱和酶突变体OLE1 -20主要通过脂质饱和度敏感转录因子Mga2上调各种基因,包括OLE1。ole1-20突变体表现出后期延长和核膜扩张受损,这可以通过膜流态器甘油和增强甘油磷脂合成来挽救。然而,删除MGA2或抑制新生甘油磷脂合成会加剧oil - 1-20的有丝分裂表型,导致有丝分裂纺锤体弯曲、核分裂不均匀和短暂核泄漏。我们的研究强调了有丝分裂过程中脂质不饱和在核动力学中的重要性,并强调了mga2介导的基因调控在维持甘油磷脂稳态中的关键作用,这是在脂质饱和时核膜适当扩张和分裂所必需的。[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
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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Molecular Biology of the Cell
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