SIMworks:用于质量受控的增强定量结构光照明显微成像的集成软件套件
SIMworks-an integrated software suite for quality-controlled augmented quantitative structured illumination microscopy.
一句话开发了SIMworks,整合SIM数据的质量控制、处理与定量分析,降低分析门槛并提升数据可靠性。
研究问题
数据与样本
分析流程
- 1校准与对齐:使用平台中的校准和对齐工具处理SIM成像数据。
- 2数据处理与质量控制:利用数据处理模块以及伪影检测与校正功能处理成像数据。
- 3结构分割与定量:对多种细胞和细胞核结构进行分割,开展基于强度的自动化分析。
- 4结果解读与故障排查:结合各模块提供的详细指导解释结果并排查问题。
关键方法与工具
- SIMworks
- 整合质量控制与定量分析
- SIMcheck
- 作为平台既有工具基础
- Chromagnon
- 作为平台既有工具基础
- ChaiN
- 作为平台既有工具基础
- SIMinspector
- 作为平台既有工具基础
- structured illumination microscopy
- 获取超分辨率细胞图像
设计思路
主要发现
- SIMworks整合SIMcheck、Chromagnon、ChaiN和SIMinspector,兼容自建及商业SIM系统与成像模式。
- 平台提供校准、对齐、数据处理、伪影检测与校正,以及细胞和细胞核结构的分割与定量模块。
- 平台支持基于强度的自动化分析,完整流程根据数据集大小和复杂程度可在约半天内完成。
可借鉴之处
- 开展SIM图像定量研究时,可借鉴本文将校准、对齐及伪影检测与校正纳入流程,再衔接结构分割与强度定量的做法。
- 构建供不同经验用户使用的成像流程时,可借鉴其模块化组织方式,并为各模块配套结果解读与故障排查指导。
数据与代码
摘要(中文翻译)
超分辨率结构光照明显微成像(SIM)是一种强大且用途广泛的技术,可用于研究发育和疾病背后的基本细胞生物学过程。随着商业SIM系统日益普及、先进SIM成像模式不断涌现,以及通过成像平台使用这些技术的机会增加,SIM在研究实验室中的应用正在加速。然而,由于SIM容易受到成像伪影影响,且易于使用的分析流程有限,即使是经验丰富的显微成像研究者,也仍然难以充分发挥SIM的能力。为应对这些挑战,我们开发了SIMworks,这是一个兼容性广泛的集成软件平台,旨在简化大规模SIM数据集的质量控制、处理和定量分析。SIMworks建立在我们此前开发的工具SIMcheck、Chromagnon、ChaiN和SIMinspector的基础上,提供了一个兼容自建及商业SIM系统与成像模式的统一框架。其模块化架构包含校准、对齐和数据处理工具,以及稳健的伪影检测与校正功能。此外,平台还提供针对多种细胞和细胞核结构的分割与定量模块,支持基于强度的自动化分析。每个模块均包含详细的结果解读和故障排查指导,以支持易用性与可重复性,使初学者和经验丰富的用户都能应用SIM成像的最佳实践。根据数据集大小和复杂程度,完整流程可在约半天内完成。SIMworks是首个用于SIM数据处理、增强和定量分析的综合性模块化解决方案,降低了技术门槛并提高了数据可靠性。通过支持严谨的工作流程,SIMworks促进了定量SIM成像在生物医学研究中的更广泛应用。
英文原文摘要
Super-resolution structured illumination microscopy (SIM) is a powerful and versatile technique for investigating fundamental cell biological processes underlying development and disease. With the growing availability of commercial SIM systems, the emergence of advanced SIM modalities and increased access through imaging facilities, adoption of SIM across research laboratories is accelerating. However, fully leveraging the capabilities of SIM remains challenging, even for experienced microscopists, due to its susceptibility to imaging artifacts and the limited availability of accessible analysis pipelines. Here, to address these challenges, we developed SIMworks, a broadly compatible, integrated software platform designed to streamline quality control, processing and quantitative analysis of large-scale SIM datasets. Building on our previously established tools-SIMcheck, Chromagnon, ChaiN and SIMinspector-SIMworks provides a unified framework compatible with both custom and commercial SIM systems and modalities. Its modular architecture includes tools for calibration, alignment and data processing, as well as robust artifact detection and correction. These are complemented by segmentation and quantification modules for a broad range of cellular and nuclear structures, enabling automated, intensity-based analysis. Each module includes detailed guidance on interpretation and troubleshooting to support usability and reproducibility, enabling both new learners and experienced users to apply best practices in SIM imaging. The complete workflow can be performed within approximately half a day, depending on dataset size and complexity. SIMworks represents the first comprehensive, modular solution for SIM data processing, augmentation and quantitative analysis, lowering technical barriers and enhancing data reliability. By facilitating rigorous workflows, SIMworks promotes the broader integration of quantitative SIM imaging into biomedical research.
摘要来自 PubMed。翻译与解读由模型根据摘要生成,可能有误,不构成诊疗建议;数据以原文为准,版权归原出版方所有。