MSP-tracker: A versatile vesicle tracking software tool used to reveal the spatial control of polarized secretion in Drosophila epithelial cells.

IF 9.8 1区 生物学 Q1 Agricultural and Biological Sciences
PLoS Biology Pub Date : 2025-04-10 eCollection Date: 2025-04-01 DOI:10.1371/journal.pbio.3003099
Jennifer H Richens, Mariia Dmitrieva, Helen L Zenner, Nadine Muschalik, Richard Butler, Jade Glashauser, Carolina Camelo, Stefan Luschnig, Sean Munro, Jens Rittscher, Daniel St Johnston
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Abstract

Understanding how specific secretory cargoes are targeted to distinct domains of the plasma membrane in epithelial cells requires analyzing the trafficking of post-Golgi vesicles to their sites of secretion. We used the RUSH (retention using selective hooks) system to synchronously release an apical cargo, Cadherin 99C (Cad99C), and a basolateral cargo, the ECM protein Nidogen, from the endoplasmic reticulum and followed their movements to the plasma membrane. We also developed an interactive vesicle tracking framework, MSP-tracker and viewer, that exploits developments in computer vision and deep learning to determine vesicle trajectories in a noisy environment without the need for extensive training data. MSP-tracker outperformed other tracking software in detecting and tracking post-Golgi vesicles, revealing that Cad99c vesicles predominantly move apically with a mean speed of 1.1µm/sec. This is reduced to 0.85 µm/sec by a dominant slow dynein mutant, demonstrating that dynein transports Cad99C vesicles to the apical cortex. Furthermore, both the dynein mutant and microtubule depolymerization cause lateral Cad99C secretion. Thus, microtubule organization plays a central role in targeting apical secretion, suggesting that Drosophila does not have distinct apical versus basolateral vesicle fusion machinery. Nidogen vesicles undergo planar-polarized transport to the leading edge of follicle cells as they migrate over the ECM, whereas most Collagen is secreted at trailing edges. The follicle cells therefore bias secretion of different ECM components to opposite sides of the cell, revealing that the secretory pathway is more spatially organized than previously thought.

MSP-tracker:多功能囊泡跟踪软件工具,用于揭示果蝇上皮细胞极化分泌的空间控制。
了解特定的分泌货物如何靶向上皮细胞质膜的不同区域,需要分析高尔基后囊泡到其分泌部位的运输。我们使用RUSH(保留使用选择性钩)系统从内质网同步释放顶端货物Cadherin 99C (Cad99C)和基底外侧货物ECM蛋白Nidogen,并跟踪它们的运动到质膜。我们还开发了一个交互式囊泡跟踪框架,msp跟踪器和查看器,它利用计算机视觉和深度学习的发展来确定嘈杂环境中的囊泡轨迹,而不需要大量的训练数据。MSP-tracker在检测和跟踪高尔基后囊泡方面优于其他跟踪软件,发现Cad99c囊泡主要以1.1 μ m/sec的平均速度向上移动。通过一个显性的慢动力蛋白突变体,这一速率降低到0.85µm/sec,表明动力蛋白将Cad99C囊泡运输到顶皮层。此外,动力蛋白突变和微管解聚都会引起Cad99C的侧向分泌。因此,微管组织在瞄准根尖分泌中起着核心作用,这表明果蝇没有明显的根尖和基底外侧囊泡融合机制。当氮原囊泡在ECM上迁移时,它们经历平面极化转运到滤泡细胞的前缘,而大多数胶原蛋白是在后缘分泌的。因此,卵泡细胞倾向于将不同的ECM成分分泌到细胞的两侧,这表明分泌途径比以前认为的更有空间组织。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
PLoS Biology
PLoS Biology BIOCHEMISTRY & MOLECULAR BIOLOGY-BIOLOGY
CiteScore
15.40
自引率
2.00%
发文量
359
审稿时长
3-8 weeks
期刊介绍: PLOS Biology is the flagship journal of the Public Library of Science (PLOS) and focuses on publishing groundbreaking and relevant research in all areas of biological science. The journal features works at various scales, ranging from molecules to ecosystems, and also encourages interdisciplinary studies. PLOS Biology publishes articles that demonstrate exceptional significance, originality, and relevance, with a high standard of scientific rigor in methodology, reporting, and conclusions. The journal aims to advance science and serve the research community by transforming research communication to align with the research process. It offers evolving article types and policies that empower authors to share the complete story behind their scientific findings with a diverse global audience of researchers, educators, policymakers, patient advocacy groups, and the general public. PLOS Biology, along with other PLOS journals, is widely indexed by major services such as Crossref, Dimensions, DOAJ, Google Scholar, PubMed, PubMed Central, Scopus, and Web of Science. Additionally, PLOS Biology is indexed by various other services including AGRICOLA, Biological Abstracts, BIOSYS Previews, CABI CAB Abstracts, CABI Global Health, CAPES, CAS, CNKI, Embase, Journal Guide, MEDLINE, and Zoological Record, ensuring that the research content is easily accessible and discoverable by a wide range of audiences.
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