紫杉醇和诺可达唑掺杂细胞荧光图像星光微管跟踪方法研究

M. Varrecchia, J. Levine, G. Olmo, Marco Grangetto, M. Gai, F. Cunto
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引用次数: 1

摘要

在本文中,我们描述了一种自动检测和跟踪荧光共聚焦图像中星光微管的算法。这种微管亚群仅在有丝分裂期间和之前存在,并通过将其连接到细胞皮层来帮助纺锤体定向。它们的动态行为异常在许多疾病中起着因果作用,例如发育障碍和癌症。该算法的主要新颖之处在于,它提供了与微管动态不稳定性(生长速度、轨迹长度和轨迹寿命)相关的参数的全自动估计,并有助于理解中间药物浓度的影响。它的表现是使用公开的合成数据和主要采用的指标客观评估的。此外,我们提出的实验处理细胞培养掺杂不同浓度的紫杉醇和诺可达唑。已知此类药物可抑制微管动态不稳定性,但其在中等浓度下的作用尚未完全评估。该算法已与其他最先进的方法进行了比较,并在一致的真实数据集上进行了测试。结果在性能、稳健性和使用简单性方面令人鼓舞,并且该算法现在已被我们的分子生物技术部门常规使用。
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A Method for Astral Microtubule Tracking in Fluorescence Images of Cells Doped with Taxol and Nocodazole
In this paper, we describe an algorithm that performs automatic detection and tracking of astral microtubules in fluorescence confocal images. This sub-population of microtubules only exists during and immediately before mitosis and aids in the spindle orientation by connecting it to the cell cortex. Anomalies in their dynamic behaviour play a causal role in many diseases, such as development disorders and cancer. The main novelty of the proposed algorithm lies in the fact it provides a fully automated estimation of parameters related to microtubule dynamic instability (growth velocity, track length and track lifetime), and helps in understanding the effects of intermediate drug concentrations. Its performance has been objectively assessed using publicly available synthetic data and largely employed metrics. Moreover, we present experiments addressing cell cultures doped with different concentrations of taxol and nocodazole. Such drugs are known to suppress the microtubule dynamic instability, but their effects at intermediate concentrations are not completely assessed. The algorithm has been compared with other state-of-the-art approaches, tested on consistent real datasets. The results are encouraging in terms of performance, robustness and simplicity of use, and the algorithm is now routinely employed in our Department of Molecular Biotechnology.
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