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An end-to-end software solution for the analysis of high-throughput single-cell migration data

机译:用于分析高吞吐量单细胞迁移数据的端到端软件解决方案

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摘要

The systematic study of single-cell migration requires the availability of software for assisting data inspection, quality control and analysis. This is especially important for high-throughput experiments, where multiple biological conditions are tested in parallel. Although the field of cell migration can count on different computational tools for cell segmentation and tracking, downstream data visualization, parameter extraction and statistical analysis are still left to the user and are currently not possible within a single tool. This article presents a completely new module for the open-source, cross-platform CellMissy software for cell migration data management. This module is the first tool to focus specifically on single-cell migration data downstream of image processing. It allows fast comparison across all tested conditions, providing automated data visualization, assisted data filtering and quality control, extraction of various commonly used cell migration parameters, and non-parametric statistical analysis. Importantly, the module enables parameters computation both at the trajectory-and at the step-level. Moreover, this single-cell analysis module is complemented by a new data import module that accommodates multiwell plate data obtained from high-throughput experiments, and is easily extensible through a plugin architecture. In conclusion, the end-to-end software solution presented here tackles a key bioinformatics challenge in the cell migration field, assisting researchers in their highthroughput data processing.
机译:对单细胞迁移的系统研究需要使用辅助数据检查,质量控制和分析的软件。这对于并行测试多种生物学条件的高通量实验尤其重要。尽管细胞迁移领域可以依靠不同的计算工具进行细胞分割和跟踪,但下游数据可视化,参数提取和统计分析仍留给用户,目前在单个工具中是不可能的。本文介绍了用于单元迁移数据管理的开源,跨平台CellMissy软件的全新模块。该模块是第一个专门针对图像处理下游的单细胞迁移数据的工具。它允许在所有测试条件下进行快速比较,提供自动数据可视化,辅助数据过滤和质量控制,各种常用细胞迁移参数的提取以及非参数统计分析。重要的是,该模块可以在轨迹级别和阶跃级别进行参数计算。此外,该单细胞分析模块还提供了一个新的数据导入模块,该模块可容纳从高通量实验获得的多孔板数据,并可通过插件架构轻松扩展。总之,此处介绍的端到端软件解决方案解决了细胞迁移领域的关键生物信息学挑战,可协助研究人员进行高通量数据处理。

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