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A Containerized Software System for Generation Management and Exploration of Features from Whole Slide Tissue Images

机译:一个用于从整个玻片组织图像生成管理和探索特征的容器化软件系统

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摘要

Well-curated sets of pathology image features will be critical to clinical studies that aim to evaluate and predict treatment responses. Researchers require information synthesized across multiple biological scales, from the patient to the molecular scale, to more effectively study cancer. This article describes a suite of services and web applications that allow users to select regions of interest in whole slide tissue images, run a segmentation pipeline on the selected regions to extract nuclei and compute shape, size, intensity, and texture features, store and index images and analysis results, and visualize and explore images and computed features. All the services are deployed as containers and the user-facing interfaces as web-based applications. The set of containers and web applications presented in this article is used in cancer research studies of morphologic characteristics of tumor tissues. The software is free and open source.
机译:精心设计的病理图像特征集对于旨在评估和预测治疗反应的临床研究至关重要。研究人员需要从患者到分子水平的多个生物学尺度合成信息,以更有效地研究癌症。本文介绍了一套服务和Web应用程序,允许用户在整个玻片组织图像中选择感兴趣的区域,在所选区域上运行分割管道以提取细胞核并计算形状,大小,强度和纹理特征,存储和索引图像和分析结果,以及可视化和探索图像和计算出的特征。所有服务都部署为容器,面向用户的界面部署为基于Web的应用程序。本文介绍的一组容器和Web应用程序用于癌症研究中肿瘤组织形态特征的研究。该软件是免费和开源的。

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