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KnotResolver:使用有向图追踪显微镜中的自相交细丝。

KnotResolver: tracking self-intersecting filaments in microscopy using directed graphs.

机构信息

Division of Biology, Indian Institute of Science Education and Research Pune (IISER Pune), Pashan, Pune, Maharashtra 411008, India.

出版信息

Bioinformatics. 2024 Sep 2;40(9). doi: 10.1093/bioinformatics/btae538.

Abstract

MOTIVATION

Quantification of microscopy time series of in vitro reconstituted motor-driven microtubule transport in "gliding assays" is typically performed using computational object tracking tools. However, these are limited to non-intersecting and rod-like filaments.

RESULTS

Here, we describe a novel computational image-analysis pipeline, KnotResolver, to track image time series of highly curved self-intersecting looped filaments (knots) by resolving cross-overs. The code integrates filament segmentation and cross-over or "knot" identification based on directed graph representation, where nodes represent cross-overs and edges represent the path connecting them. The graphs are mapped back to contours and the distance to a reference minimized. The accuracy of contour detection is sub-pixel with a robustness to noise. We demonstrate the utility of KnotResolver by automatically quantifying "flagella-like" curvature dynamics and wave-like oscillations of clamped microtubules in a "gliding assay."

AVAILABILITY AND IMPLEMENTATION

The MATLAB-based source code is released as OpenSource and is available at https://github.com/CyCelsLab/MTKnotResolver.

摘要

动机

在“滑动实验”中对体外重建的马达驱动微管运输的显微镜时间序列进行定量分析,通常使用计算对象跟踪工具来完成。然而,这些工具仅限于不相交的棒状细丝。

结果

在这里,我们描述了一种新的计算图像分析管道 KnotResolver,通过解析交叉来跟踪高度弯曲的自相交环丝(结)的图像时间序列。该代码基于有向图表示集成了细丝分割和交叉或“结”识别,其中节点表示交叉,边缘表示连接它们的路径。将图形映射回轮廓,并最小化到参考的距离。轮廓检测的精度达到亚像素,对噪声具有鲁棒性。我们通过自动量化“鞭毛样”曲率动力学和在“滑动实验”中固定微管的波状振荡来展示 KnotResolver 的实用性。

可用性和实现

基于 MATLAB 的源代码作为开源发布,并可在 https://github.com/CyCelsLab/MTKnotResolver 上获得。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7122/11483626/91e60770200c/btae538f1.jpg

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