Suppr超能文献

MTrack:动态微管的自动检测、跟踪和分析。

MTrack: Automated Detection, Tracking, and Analysis of Dynamic Microtubules.

机构信息

Berlin Institute for Medical Systems Biology (BIMSB), Max Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC), 13125, Berlin, Germany.

Quantitative Biology Lab, IRI Life Sciences, Humboldt-Universität zu Berlin, 10115, Berlin, Germany.

出版信息

Sci Rep. 2019 Mar 7;9(1):3794. doi: 10.1038/s41598-018-37767-1.

Abstract

Microtubules are polar, dynamic filaments fundamental to many cellular processes. In vitro reconstitution approaches with purified tubulin are essential to elucidate different aspects of microtubule behavior. To date, deriving data from fluorescence microscopy images by manually creating and analyzing kymographs is still commonplace. Here, we present MTrack, implemented as a plug-in for the open-source platform Fiji, which automatically identifies and tracks dynamic microtubules with sub-pixel resolution using advanced objection recognition. MTrack provides automatic data interpretation yielding relevant parameters of microtubule dynamic instability together with population statistics. The application of our software produces unbiased and comparable quantitative datasets in a fully automated fashion. This helps the experimentalist to achieve higher reproducibility at higher throughput on a user-friendly platform. We use simulated data and real data to benchmark our algorithm and show that it reliably detects, tracks, and analyzes dynamic microtubules and achieves sub-pixel precision even at low signal-to-noise ratios.

摘要

微管是极性的、动态的纤维,是许多细胞过程的基础。使用纯化的微管进行体外重构方法对于阐明微管行为的不同方面至关重要。迄今为止,通过手动创建和分析时间轨迹图从荧光显微镜图像中获取数据仍然很常见。在这里,我们介绍了 MTrack,它作为开源平台 Fiji 的插件实现,使用先进的目标识别技术以亚像素分辨率自动识别和跟踪动态微管。MTrack 提供自动数据解释,提供微管动态不稳定性的相关参数以及群体统计信息。该软件的应用以全自动方式产生无偏且可比的定量数据集。这有助于实验者在用户友好的平台上以更高的通量实现更高的可重复性。我们使用模拟数据和真实数据来对我们的算法进行基准测试,并表明它能够可靠地检测、跟踪和分析动态微管,即使在低信噪比下也能达到亚像素精度。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4b48/6405942/9e9825962120/41598_2018_37767_Fig1_HTML.jpg

文献AI研究员

20分钟写一篇综述,助力文献阅读效率提升50倍。

立即体验

用中文搜PubMed

大模型驱动的PubMed中文搜索引擎

马上搜索

文档翻译

学术文献翻译模型,支持多种主流文档格式。

立即体验